--- /dev/null
+{
+ "metadata": {
+ "name": "",
+ "signature": "sha256:38ae0184dcdd428a55c93ae13db3a3e3943b6209ac6e253ac0ff48e1bf4486c5"
+ },
+ "nbformat": 3,
+ "nbformat_minor": 0,
+ "worksheets": [
+ {
+ "cells": [
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "import re\n",
+ "import random\n",
+ "import string\n",
+ "import collections\n",
+ "import csv"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 30
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "WORDS = [w.strip() for w in open('/usr/share/dict/british-english').readlines() \n",
+ " if re.match(r'^[a-z]*$', w.strip())]"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 31
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "LETTER_COUNTS = collections.Counter(l.lower() for l in open('sherlock-holmes.txt').read() \n",
+ " if l in string.ascii_letters)\n",
+ "LETTERS_IN_ORDER = [p[0] for p in LETTER_COUNTS.most_common()]"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 32
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "DICT_COUNTS = collections.Counter(l.lower() for l in open('/usr/share/dict/british-english').read() \n",
+ " if l in string.ascii_letters)\n",
+ "DICT_LETTERS_IN_ORDER = [p[0] for p in DICT_COUNTS.most_common()]"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 33
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "STARTING_LIVES = 10"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 34
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "class Game:\n",
+ " def __init__(self, target, player=None, lives=STARTING_LIVES):\n",
+ " self.lives = lives\n",
+ " self.player = player\n",
+ " self.target = target\n",
+ " self.discovered = list('_' * len(target))\n",
+ " self.wrong_letters = []\n",
+ " self.game_finished = False\n",
+ " self.game_won = False\n",
+ " self.game_lost = False\n",
+ " \n",
+ " def find_all(self, letter):\n",
+ " return [p for p, l in enumerate(self.target) if l == letter]\n",
+ " \n",
+ " def update_discovered_word(self, guessed_letter):\n",
+ " locations = self.find_all(guessed_letter)\n",
+ " for location in locations:\n",
+ " self.discovered[location] = guessed_letter\n",
+ " return self.discovered\n",
+ " \n",
+ " def do_turn(self):\n",
+ " if self.player:\n",
+ " guess = self.player.guess(self.discovered, self.wrong_letters, self.lives)\n",
+ " else:\n",
+ " guess = self.ask_for_guess()\n",
+ " if guess in self.target:\n",
+ " self.update_discovered_word(guess)\n",
+ " else:\n",
+ " self.lives -= 1\n",
+ " if guess not in self.wrong_letters:\n",
+ " self.wrong_letters += [guess]\n",
+ " if self.lives == 0:\n",
+ " self.game_finished = True\n",
+ " self.game_lost = True\n",
+ " if '_' not in self.discovered:\n",
+ " self.game_finished = True\n",
+ " self.game_won = True\n",
+ " \n",
+ " def ask_for_guess(self):\n",
+ " print('Word:', ' '.join(self.discovered), \n",
+ " ' : Lives =', self.lives, \n",
+ " ', wrong guesses:', ' '.join(sorted(self.wrong_letters)))\n",
+ " guess = input('Enter letter: ').strip().lower()[0]\n",
+ " return guess\n",
+ " \n",
+ " def play_game(self):\n",
+ " while not self.game_finished:\n",
+ " self.do_turn()\n",
+ " if not self.player:\n",
+ " self.report_on_game()\n",
+ " return self.game_won\n",
+ " \n",
+ " def report_on_game(self):\n",
+ " if self.game_won:\n",
+ " print('You won! The word was', self.target)\n",
+ " else:\n",
+ " print('You lost. The word was', self.target)\n",
+ " return self.game_won"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 35
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "class PlayerFixedOrder:\n",
+ " def __init__(self, ordered_letters):\n",
+ " self.ordered_letters = ordered_letters\n",
+ " \n",
+ " def guess(self, discovered, missed, lives):\n",
+ " guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
+ " return [l for l in self.ordered_letters if l not in guessed_letters][0]"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 36
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "class PlayerAlphabetical(PlayerFixedOrder):\n",
+ " def __init__(self):\n",
+ " super().__init__(string.ascii_lowercase)\n",
+ "\n",
+ "class PlayerAlphabeticalReversed(PlayerFixedOrder):\n",
+ " def __init__(self):\n",
+ " super().__init__(list(reversed(string.ascii_lowercase)))\n",
+ "\n",
+ "class PlayerFreqOrdered(PlayerFixedOrder):\n",
+ " def __init__(self):\n",
+ " super().__init__(LETTERS_IN_ORDER)\n",
+ "\n",
+ "class PlayerDictFreqOrdered(PlayerFixedOrder):\n",
+ " def __init__(self):\n",
+ " super().__init__(DICT_LETTERS_IN_ORDER)"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 56
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "class PlayerAdaptive:\n",
+ " def __init__(self, words):\n",
+ " self.candidate_words = words\n",
+ " \n",
+ " def guess(self, discovered, missed, lives):\n",
+ " self.filter_candidate_words(discovered, missed)\n",
+ " self.set_ordered_letters()\n",
+ " guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
+ " return [l for l in self.ordered_letters if l not in guessed_letters][0]\n",
+ " \n",
+ " def filter_candidate_words(self, discovered, missed):\n",
+ " pass\n",
+ " \n",
+ " def set_ordered_letters(self):\n",
+ " counts = collections.Counter(l.lower() \n",
+ " for l in ''.join(self.candidate_words) + string.ascii_lowercase \n",
+ " if l in string.ascii_letters)\n",
+ " self.ordered_letters = [p[0] for p in counts.most_common()]\n",
+ " \n",
+ " def match(self, pattern, target, excluded=None):\n",
+ " if not excluded:\n",
+ " excluded = ''\n",
+ " if len(pattern) != len(target):\n",
+ " return False\n",
+ " for m, c in zip(pattern, target):\n",
+ " if m == '_' and c not in excluded:\n",
+ " # true\n",
+ " pass\n",
+ " elif m != '_' and m == c:\n",
+ " # true\n",
+ " pass\n",
+ " else:\n",
+ " return False\n",
+ " return True "
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 38
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "class PlayerAdaptiveLength(PlayerAdaptive):\n",
+ " def __init__(self, words):\n",
+ " super().__init__(words)\n",
+ " self.word_len = None\n",
+ " self.ordered_letters = None\n",
+ " \n",
+ " def filter_candidate_words(self, discovered, missed):\n",
+ " if not self.word_len:\n",
+ " self.word_len = len(discovered)\n",
+ " self.candidate_words = [w for w in self.candidate_words if len(w) == self.word_len]\n",
+ " \n",
+ " def set_ordered_letters(self):\n",
+ " if not self.ordered_letters:\n",
+ " super().set_ordered_letters()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 39
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "class PlayerAdaptiveIncludedLetters(PlayerAdaptive):\n",
+ " def filter_candidate_words(self, discovered, missed): \n",
+ " self.candidate_words = [w for w in self.candidate_words if self.match(discovered, w, missed)]"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 59
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "class PlayerAdaptiveExcludedLetters(PlayerAdaptive):\n",
+ " def filter_candidate_words(self, discovered, missed):\n",
+ " if missed:\n",
+ " empty_target = '_' * len(discovered)\n",
+ " self.candidate_words = [w for w in self.candidate_words if self.match(empty_target, w, missed)] "
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 60
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "class PlayerAdaptivePattern(PlayerAdaptive):\n",
+ " def filter_candidate_words(self, discovered, missed):\n",
+ " attempted_letters = [l for l in discovered if l != '_'] + missed\n",
+ " self.candidate_words = [w for w in self.candidate_words if self.match(discovered, w, attempted_letters)]"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 61
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "g = Game(random.choice(WORDS), player=PlayerAdaptive(WORDS))\n",
+ "g.play_game()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 62,
+ "text": [
+ "False"
+ ]
+ }
+ ],
+ "prompt_number": 62
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "with open('fixed_alphabetical.csv', 'w', newline='') as csvfile:\n",
+ " gamewriter = csv.writer(csvfile)\n",
+ " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
+ " for _ in range(100):\n",
+ " g = Game(random.choice(WORDS), player=PlayerAlphabetical())\n",
+ " g.play_game()\n",
+ " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
+ " len([l for l in g.discovered if l != '_']),\n",
+ " g.lives, g.game_won])"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 63
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "players = [(PlayerAlphabetical, None, 'fixed_alphabetical.csv'), \n",
+ " (PlayerAlphabeticalReversed, None, 'fixed_alphabetical_reversed.csv'), \n",
+ " (PlayerFreqOrdered, None, 'fixed_order.csv'),\n",
+ " (PlayerDictFreqOrdered, None, 'fixed_dict_order.csv'),\n",
+ " (PlayerAdaptiveLength, WORDS, 'adaptive_length.csv'),\n",
+ " (PlayerAdaptiveIncludedLetters, WORDS, 'adaptive_included.csv'),\n",
+ " (PlayerAdaptiveExcludedLetters, WORDS, 'adaptive_excluded.csv'),\n",
+ " (PlayerAdaptivePattern, WORDS, 'adaptive_pattern.csv')]\n",
+ "\n",
+ "games_per_player = 1000\n",
+ "\n",
+ "for p, a, f in players:\n",
+ " with open(f, 'w', newline='') as csvfile:\n",
+ " gamewriter = csv.writer(csvfile)\n",
+ " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
+ " for _ in range(games_per_player):\n",
+ " if a:\n",
+ " player = p(a)\n",
+ " else:\n",
+ " player=p()\n",
+ " g = Game(random.choice(WORDS), player=player)\n",
+ " g.play_game()\n",
+ " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
+ " len([l for l in g.discovered if l != '_']),\n",
+ " g.lives, g.game_won])"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 64
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "import pandas as pd\n",
+ "import matplotlib as mpl\n",
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 66
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "fixed_order = pd.read_csv('fixed_order.csv')\n",
+ "fixed_order"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "html": [
+ "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>target</th>\n",
+ " <th>discovered</th>\n",
+ " <th>wrong letters</th>\n",
+ " <th>number of hits</th>\n",
+ " <th>lives remaining</th>\n",
+ " <th>game won</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0 </th>\n",
+ " <td> mouldering</td>\n",
+ " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
+ " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 2</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1 </th>\n",
+ " <td> deject</td>\n",
+ " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
+ " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2 </th>\n",
+ " <td> lipsticks</td>\n",
+ " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
+ " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
+ " <td> 6</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3 </th>\n",
+ " <td> disparaged</td>\n",
+ " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
+ " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4 </th>\n",
+ " <td> legion</td>\n",
+ " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
+ " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5 </th>\n",
+ " <td> fabricating</td>\n",
+ " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
+ " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6 </th>\n",
+ " <td> nicking</td>\n",
+ " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
+ " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7 </th>\n",
+ " <td> actinium</td>\n",
+ " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
+ " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 2</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8 </th>\n",
+ " <td> sedates</td>\n",
+ " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
+ " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9 </th>\n",
+ " <td> modernistic</td>\n",
+ " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
+ " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10 </th>\n",
+ " <td> grouchy</td>\n",
+ " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
+ " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11 </th>\n",
+ " <td> goop</td>\n",
+ " <td> ['_', 'o', 'o', '_']</td>\n",
+ " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+ " <td> 2</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 </th>\n",
+ " <td> theorems</td>\n",
+ " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
+ " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13 </th>\n",
+ " <td> panickiest</td>\n",
+ " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
+ " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14 </th>\n",
+ " <td> rightfully</td>\n",
+ " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
+ " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15 </th>\n",
+ " <td> esquires</td>\n",
+ " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
+ " <td> 7</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16 </th>\n",
+ " <td> violet</td>\n",
+ " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
+ " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17 </th>\n",
+ " <td> dermatologists</td>\n",
+ " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
+ " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
+ " <td> 14</td>\n",
+ " <td> 3</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18 </th>\n",
+ " <td> inane</td>\n",
+ " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
+ " <td> ['t', 'o', 'h']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19 </th>\n",
+ " <td> bonkers</td>\n",
+ " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
+ " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20 </th>\n",
+ " <td> reassigning</td>\n",
+ " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
+ " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
+ " <td> 9</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21 </th>\n",
+ " <td> sweatshop</td>\n",
+ " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
+ " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22 </th>\n",
+ " <td> ks</td>\n",
+ " <td> ['_', 's']</td>\n",
+ " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
+ " <td> 1</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23 </th>\n",
+ " <td> outcomes</td>\n",
+ " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
+ " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 2</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24 </th>\n",
+ " <td> parenthood</td>\n",
+ " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
+ " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
+ " <td> 9</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25 </th>\n",
+ " <td> frequencies</td>\n",
+ " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
+ " <td> 10</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26 </th>\n",
+ " <td> manias</td>\n",
+ " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
+ " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 2</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27 </th>\n",
+ " <td> resupplying</td>\n",
+ " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28 </th>\n",
+ " <td> subcontinent</td>\n",
+ " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
+ " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
+ " <td> 11</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29 </th>\n",
+ " <td> baptismal</td>\n",
+ " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
+ " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
+ " <td> 7</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>970</th>\n",
+ " <td> toxic</td>\n",
+ " <td> ['t', 'o', '_', 'i', '_']</td>\n",
+ " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
+ " <td> 3</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>971</th>\n",
+ " <td> brigantines</td>\n",
+ " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
+ " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
+ " <td> 9</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>972</th>\n",
+ " <td> imagery</td>\n",
+ " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
+ " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>973</th>\n",
+ " <td> melancholic</td>\n",
+ " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
+ " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>974</th>\n",
+ " <td> enthusiasms</td>\n",
+ " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
+ " <td> ['o', 'r', 'd', 'l']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>975</th>\n",
+ " <td> abraded</td>\n",
+ " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
+ " <td> 6</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>976</th>\n",
+ " <td> lakes</td>\n",
+ " <td> ['l', 'a', '_', 'e', 's']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>977</th>\n",
+ " <td> telepathically</td>\n",
+ " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
+ " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
+ " <td> 13</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>978</th>\n",
+ " <td> taking</td>\n",
+ " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
+ " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>979</th>\n",
+ " <td> tomorrow</td>\n",
+ " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
+ " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>980</th>\n",
+ " <td> refile</td>\n",
+ " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>981</th>\n",
+ " <td> unkind</td>\n",
+ " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
+ " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>982</th>\n",
+ " <td> specimens</td>\n",
+ " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>983</th>\n",
+ " <td> regrets</td>\n",
+ " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
+ " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
+ " <td> 6</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>984</th>\n",
+ " <td> remaindered</td>\n",
+ " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
+ " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>985</th>\n",
+ " <td> dignify</td>\n",
+ " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
+ " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>986</th>\n",
+ " <td> bandwagon</td>\n",
+ " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
+ " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
+ " <td> 7</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>987</th>\n",
+ " <td> pacemakers</td>\n",
+ " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>988</th>\n",
+ " <td> dandles</td>\n",
+ " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>989</th>\n",
+ " <td> white</td>\n",
+ " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
+ " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>990</th>\n",
+ " <td> arena</td>\n",
+ " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>991</th>\n",
+ " <td> surreal</td>\n",
+ " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>992</th>\n",
+ " <td> gutsiest</td>\n",
+ " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
+ " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
+ " <td> 7</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>993</th>\n",
+ " <td> annulments</td>\n",
+ " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
+ " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>994</th>\n",
+ " <td> accretions</td>\n",
+ " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
+ " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>995</th>\n",
+ " <td> safari</td>\n",
+ " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
+ " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>996</th>\n",
+ " <td> recap</td>\n",
+ " <td> ['r', 'e', '_', 'a', '_']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
+ " <td> 3</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>997</th>\n",
+ " <td> torts</td>\n",
+ " <td> ['t', 'o', 'r', 't', 's']</td>\n",
+ " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>998</th>\n",
+ " <td> tyrannised</td>\n",
+ " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
+ " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 3</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>999</th>\n",
+ " <td> indubitable</td>\n",
+ " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
+ " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
+ " <td> 9</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1000 rows \u00d7 6 columns</p>\n",
+ "</div>"
+ ],
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 67,
+ "text": [
+ " target discovered \\\n",
+ "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
+ "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
+ "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
+ "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
+ "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
+ "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
+ "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
+ "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
+ "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
+ "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
+ "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
+ "11 goop ['_', 'o', 'o', '_'] \n",
+ "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
+ "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
+ "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
+ "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
+ "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
+ "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
+ "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
+ "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
+ "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
+ "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
+ "22 ks ['_', 's'] \n",
+ "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
+ "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
+ "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
+ "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
+ "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
+ "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
+ "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
+ ".. ... ... \n",
+ "970 toxic ['t', 'o', '_', 'i', '_'] \n",
+ "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
+ "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
+ "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
+ "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
+ "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
+ "976 lakes ['l', 'a', '_', 'e', 's'] \n",
+ "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
+ "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
+ "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
+ "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
+ "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
+ "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
+ "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
+ "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
+ "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
+ "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
+ "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
+ "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
+ "989 white ['w', 'h', 'i', 't', 'e'] \n",
+ "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
+ "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
+ "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
+ "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
+ "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
+ "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
+ "996 recap ['r', 'e', '_', 'a', '_'] \n",
+ "997 torts ['t', 'o', 'r', 't', 's'] \n",
+ "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
+ "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
+ "\n",
+ " wrong letters number of hits \\\n",
+ "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
+ "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
+ "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
+ "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
+ "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
+ "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
+ "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
+ "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
+ "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
+ "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
+ "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
+ "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
+ "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
+ "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
+ "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
+ "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
+ "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
+ "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
+ "18 ['t', 'o', 'h'] 5 \n",
+ "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
+ "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
+ "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
+ "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
+ "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
+ "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
+ "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
+ "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
+ "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
+ "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
+ "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
+ ".. ... ... \n",
+ "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
+ "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
+ "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
+ "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
+ "974 ['o', 'r', 'd', 'l'] 11 \n",
+ "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
+ "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
+ "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
+ "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
+ "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
+ "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
+ "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
+ "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
+ "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
+ "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
+ "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
+ "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
+ "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
+ "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
+ "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
+ "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
+ "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
+ "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
+ "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
+ "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
+ "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
+ "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
+ "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
+ "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
+ "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
+ "\n",
+ " lives remaining game won \n",
+ "0 2 True \n",
+ "1 0 False \n",
+ "2 0 False \n",
+ "3 0 False \n",
+ "4 0 False \n",
+ "5 0 False \n",
+ "6 0 False \n",
+ "7 2 True \n",
+ "8 5 True \n",
+ "9 5 True \n",
+ "10 0 False \n",
+ "11 0 False \n",
+ "12 4 True \n",
+ "13 0 False \n",
+ "14 1 True \n",
+ "15 0 False \n",
+ "16 0 False \n",
+ "17 3 True \n",
+ "18 7 True \n",
+ "19 0 False \n",
+ "20 0 False \n",
+ "21 0 False \n",
+ "22 0 False \n",
+ "23 2 True \n",
+ "24 0 False \n",
+ "25 0 False \n",
+ "26 2 True \n",
+ "27 1 True \n",
+ "28 0 False \n",
+ "29 0 False \n",
+ ".. ... ... \n",
+ "970 0 False \n",
+ "971 0 False \n",
+ "972 0 False \n",
+ "973 4 True \n",
+ "974 6 True \n",
+ "975 0 False \n",
+ "976 0 False \n",
+ "977 0 False \n",
+ "978 0 False \n",
+ "979 1 True \n",
+ "980 0 False \n",
+ "981 0 False \n",
+ "982 0 False \n",
+ "983 0 False \n",
+ "984 4 True \n",
+ "985 0 False \n",
+ "986 0 False \n",
+ "987 0 False \n",
+ "988 5 True \n",
+ "989 1 True \n",
+ "990 5 True \n",
+ "991 4 True \n",
+ "992 0 False \n",
+ "993 5 True \n",
+ "994 4 True \n",
+ "995 0 False \n",
+ "996 0 False \n",
+ "997 5 True \n",
+ "998 3 True \n",
+ "999 0 False \n",
+ "\n",
+ "[1000 rows x 6 columns]"
+ ]
+ }
+ ],
+ "prompt_number": 67
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "len(fixed_order['discovered'][0].split(','))"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 68,
+ "text": [
+ "10"
+ ]
+ }
+ ],
+ "prompt_number": 68
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "fixed_order['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
+ "fixed_order"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "html": [
+ "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>target</th>\n",
+ " <th>discovered</th>\n",
+ " <th>wrong letters</th>\n",
+ " <th>number of hits</th>\n",
+ " <th>lives remaining</th>\n",
+ " <th>game won</th>\n",
+ " <th>word length</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0 </th>\n",
+ " <td> mouldering</td>\n",
+ " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
+ " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 2</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1 </th>\n",
+ " <td> deject</td>\n",
+ " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
+ " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2 </th>\n",
+ " <td> lipsticks</td>\n",
+ " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
+ " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
+ " <td> 6</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3 </th>\n",
+ " <td> disparaged</td>\n",
+ " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
+ " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4 </th>\n",
+ " <td> legion</td>\n",
+ " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
+ " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5 </th>\n",
+ " <td> fabricating</td>\n",
+ " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
+ " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6 </th>\n",
+ " <td> nicking</td>\n",
+ " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
+ " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7 </th>\n",
+ " <td> actinium</td>\n",
+ " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
+ " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 2</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8 </th>\n",
+ " <td> sedates</td>\n",
+ " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
+ " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9 </th>\n",
+ " <td> modernistic</td>\n",
+ " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
+ " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10 </th>\n",
+ " <td> grouchy</td>\n",
+ " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
+ " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11 </th>\n",
+ " <td> goop</td>\n",
+ " <td> ['_', 'o', 'o', '_']</td>\n",
+ " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+ " <td> 2</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 </th>\n",
+ " <td> theorems</td>\n",
+ " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
+ " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13 </th>\n",
+ " <td> panickiest</td>\n",
+ " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
+ " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14 </th>\n",
+ " <td> rightfully</td>\n",
+ " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
+ " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15 </th>\n",
+ " <td> esquires</td>\n",
+ " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
+ " <td> 7</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16 </th>\n",
+ " <td> violet</td>\n",
+ " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
+ " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17 </th>\n",
+ " <td> dermatologists</td>\n",
+ " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
+ " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
+ " <td> 14</td>\n",
+ " <td> 3</td>\n",
+ " <td> True</td>\n",
+ " <td> 14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18 </th>\n",
+ " <td> inane</td>\n",
+ " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
+ " <td> ['t', 'o', 'h']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19 </th>\n",
+ " <td> bonkers</td>\n",
+ " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
+ " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20 </th>\n",
+ " <td> reassigning</td>\n",
+ " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
+ " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
+ " <td> 9</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21 </th>\n",
+ " <td> sweatshop</td>\n",
+ " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
+ " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22 </th>\n",
+ " <td> ks</td>\n",
+ " <td> ['_', 's']</td>\n",
+ " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
+ " <td> 1</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23 </th>\n",
+ " <td> outcomes</td>\n",
+ " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
+ " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 2</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24 </th>\n",
+ " <td> parenthood</td>\n",
+ " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
+ " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
+ " <td> 9</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25 </th>\n",
+ " <td> frequencies</td>\n",
+ " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
+ " <td> 10</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26 </th>\n",
+ " <td> manias</td>\n",
+ " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
+ " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 2</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27 </th>\n",
+ " <td> resupplying</td>\n",
+ " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28 </th>\n",
+ " <td> subcontinent</td>\n",
+ " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
+ " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
+ " <td> 11</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 12</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29 </th>\n",
+ " <td> baptismal</td>\n",
+ " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
+ " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
+ " <td> 7</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>970</th>\n",
+ " <td> toxic</td>\n",
+ " <td> ['t', 'o', '_', 'i', '_']</td>\n",
+ " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
+ " <td> 3</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>971</th>\n",
+ " <td> brigantines</td>\n",
+ " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
+ " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
+ " <td> 9</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>972</th>\n",
+ " <td> imagery</td>\n",
+ " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
+ " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>973</th>\n",
+ " <td> melancholic</td>\n",
+ " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
+ " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>974</th>\n",
+ " <td> enthusiasms</td>\n",
+ " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
+ " <td> ['o', 'r', 'd', 'l']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>975</th>\n",
+ " <td> abraded</td>\n",
+ " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
+ " <td> 6</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>976</th>\n",
+ " <td> lakes</td>\n",
+ " <td> ['l', 'a', '_', 'e', 's']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>977</th>\n",
+ " <td> telepathically</td>\n",
+ " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
+ " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
+ " <td> 13</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>978</th>\n",
+ " <td> taking</td>\n",
+ " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
+ " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>979</th>\n",
+ " <td> tomorrow</td>\n",
+ " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
+ " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>980</th>\n",
+ " <td> refile</td>\n",
+ " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>981</th>\n",
+ " <td> unkind</td>\n",
+ " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
+ " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>982</th>\n",
+ " <td> specimens</td>\n",
+ " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
+ " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>983</th>\n",
+ " <td> regrets</td>\n",
+ " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
+ " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
+ " <td> 6</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>984</th>\n",
+ " <td> remaindered</td>\n",
+ " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
+ " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>985</th>\n",
+ " <td> dignify</td>\n",
+ " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
+ " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
+ " <td> 4</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>986</th>\n",
+ " <td> bandwagon</td>\n",
+ " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
+ " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
+ " <td> 7</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>987</th>\n",
+ " <td> pacemakers</td>\n",
+ " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
+ " <td> 8</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>988</th>\n",
+ " <td> dandles</td>\n",
+ " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>989</th>\n",
+ " <td> white</td>\n",
+ " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
+ " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>990</th>\n",
+ " <td> arena</td>\n",
+ " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>991</th>\n",
+ " <td> surreal</td>\n",
+ " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>992</th>\n",
+ " <td> gutsiest</td>\n",
+ " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
+ " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
+ " <td> 7</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>993</th>\n",
+ " <td> annulments</td>\n",
+ " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
+ " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>994</th>\n",
+ " <td> accretions</td>\n",
+ " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
+ " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>995</th>\n",
+ " <td> safari</td>\n",
+ " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
+ " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
+ " <td> 5</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>996</th>\n",
+ " <td> recap</td>\n",
+ " <td> ['r', 'e', '_', 'a', '_']</td>\n",
+ " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
+ " <td> 3</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>997</th>\n",
+ " <td> torts</td>\n",
+ " <td> ['t', 'o', 'r', 't', 's']</td>\n",
+ " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>998</th>\n",
+ " <td> tyrannised</td>\n",
+ " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
+ " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 3</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>999</th>\n",
+ " <td> indubitable</td>\n",
+ " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
+ " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
+ " <td> 9</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1000 rows \u00d7 7 columns</p>\n",
+ "</div>"
+ ],
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 69,
+ "text": [
+ " target discovered \\\n",
+ "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
+ "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
+ "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
+ "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
+ "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
+ "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
+ "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
+ "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
+ "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
+ "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
+ "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
+ "11 goop ['_', 'o', 'o', '_'] \n",
+ "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
+ "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
+ "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
+ "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
+ "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
+ "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
+ "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
+ "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
+ "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
+ "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
+ "22 ks ['_', 's'] \n",
+ "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
+ "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
+ "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
+ "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
+ "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
+ "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
+ "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
+ ".. ... ... \n",
+ "970 toxic ['t', 'o', '_', 'i', '_'] \n",
+ "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
+ "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
+ "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
+ "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
+ "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
+ "976 lakes ['l', 'a', '_', 'e', 's'] \n",
+ "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
+ "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
+ "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
+ "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
+ "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
+ "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
+ "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
+ "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
+ "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
+ "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
+ "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
+ "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
+ "989 white ['w', 'h', 'i', 't', 'e'] \n",
+ "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
+ "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
+ "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
+ "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
+ "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
+ "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
+ "996 recap ['r', 'e', '_', 'a', '_'] \n",
+ "997 torts ['t', 'o', 'r', 't', 's'] \n",
+ "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
+ "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
+ "\n",
+ " wrong letters number of hits \\\n",
+ "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
+ "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
+ "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
+ "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
+ "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
+ "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
+ "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
+ "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
+ "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
+ "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
+ "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
+ "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
+ "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
+ "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
+ "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
+ "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
+ "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
+ "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
+ "18 ['t', 'o', 'h'] 5 \n",
+ "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
+ "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
+ "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
+ "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
+ "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
+ "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
+ "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
+ "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
+ "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
+ "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
+ "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
+ ".. ... ... \n",
+ "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
+ "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
+ "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
+ "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
+ "974 ['o', 'r', 'd', 'l'] 11 \n",
+ "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
+ "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
+ "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
+ "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
+ "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
+ "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
+ "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
+ "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
+ "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
+ "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
+ "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
+ "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
+ "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
+ "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
+ "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
+ "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
+ "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
+ "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
+ "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
+ "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
+ "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
+ "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
+ "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
+ "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
+ "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
+ "\n",
+ " lives remaining game won word length \n",
+ "0 2 True 10 \n",
+ "1 0 False 6 \n",
+ "2 0 False 9 \n",
+ "3 0 False 10 \n",
+ "4 0 False 6 \n",
+ "5 0 False 11 \n",
+ "6 0 False 7 \n",
+ "7 2 True 8 \n",
+ "8 5 True 7 \n",
+ "9 5 True 11 \n",
+ "10 0 False 7 \n",
+ "11 0 False 4 \n",
+ "12 4 True 8 \n",
+ "13 0 False 10 \n",
+ "14 1 True 10 \n",
+ "15 0 False 8 \n",
+ "16 0 False 6 \n",
+ "17 3 True 14 \n",
+ "18 7 True 5 \n",
+ "19 0 False 7 \n",
+ "20 0 False 11 \n",
+ "21 0 False 9 \n",
+ "22 0 False 2 \n",
+ "23 2 True 8 \n",
+ "24 0 False 10 \n",
+ "25 0 False 11 \n",
+ "26 2 True 6 \n",
+ "27 1 True 11 \n",
+ "28 0 False 12 \n",
+ "29 0 False 9 \n",
+ ".. ... ... ... \n",
+ "970 0 False 5 \n",
+ "971 0 False 11 \n",
+ "972 0 False 7 \n",
+ "973 4 True 11 \n",
+ "974 6 True 11 \n",
+ "975 0 False 7 \n",
+ "976 0 False 5 \n",
+ "977 0 False 14 \n",
+ "978 0 False 6 \n",
+ "979 1 True 8 \n",
+ "980 0 False 6 \n",
+ "981 0 False 6 \n",
+ "982 0 False 9 \n",
+ "983 0 False 7 \n",
+ "984 4 True 11 \n",
+ "985 0 False 7 \n",
+ "986 0 False 9 \n",
+ "987 0 False 10 \n",
+ "988 5 True 7 \n",
+ "989 1 True 5 \n",
+ "990 5 True 5 \n",
+ "991 4 True 7 \n",
+ "992 0 False 8 \n",
+ "993 5 True 10 \n",
+ "994 4 True 10 \n",
+ "995 0 False 6 \n",
+ "996 0 False 5 \n",
+ "997 5 True 5 \n",
+ "998 3 True 10 \n",
+ "999 0 False 11 \n",
+ "\n",
+ "[1000 rows x 7 columns]"
+ ]
+ }
+ ],
+ "prompt_number": 69
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "fixed_order['lives remaining'].hist()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 70,
+ "text": [
+ "<matplotlib.axes.AxesSubplot at 0x7f6708f506a0>"
+ ]
+ },
+ {
+ "metadata": {},
+ "output_type": "display_data",
+ "png": 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duiT1GYd6gVx6NnNWK4ecOWQEc6bgUJekHmKnbqcuKRN26pLUZxzqBXLp2cxZrRxy5pAR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\ntnpo7g5vAAAAAElFTkSuQmCC\n",
+ "text": [
+ "<matplotlib.figure.Figure at 0x7f6709919fd0>"
+ ]
+ }
+ ],
+ "prompt_number": 70
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "fixed_order.groupby('lives remaining').size()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 71,
+ "text": [
+ "lives remaining\n",
+ "0 667\n",
+ "1 86\n",
+ "2 60\n",
+ "3 59\n",
+ "4 50\n",
+ "5 35\n",
+ "6 22\n",
+ "7 15\n",
+ "8 6\n",
+ "dtype: int64"
+ ]
+ }
+ ],
+ "prompt_number": 71
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "adaptive_pattern = pd.read_csv('adaptive_pattern.csv')\n",
+ "adaptive_pattern"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "html": [
+ "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>target</th>\n",
+ " <th>discovered</th>\n",
+ " <th>wrong letters</th>\n",
+ " <th>number of hits</th>\n",
+ " <th>lives remaining</th>\n",
+ " <th>game won</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0 </th>\n",
+ " <td> toothsome</td>\n",
+ " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
+ " <td> ['a', 'i']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1 </th>\n",
+ " <td> analgesics</td>\n",
+ " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 10</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2 </th>\n",
+ " <td> intrenched</td>\n",
+ " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
+ " <td> ['s']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3 </th>\n",
+ " <td> normal</td>\n",
+ " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
+ " <td> ['e', 's', 'i', 'f']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4 </th>\n",
+ " <td> debunks</td>\n",
+ " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
+ " <td> ['t']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5 </th>\n",
+ " <td> satanically</td>\n",
+ " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6 </th>\n",
+ " <td> radicals</td>\n",
+ " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
+ " <td> ['e', 't']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7 </th>\n",
+ " <td> erotic</td>\n",
+ " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
+ " <td> []</td>\n",
+ " <td> 6</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8 </th>\n",
+ " <td> double</td>\n",
+ " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
+ " <td> ['a', 'm', 'r']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9 </th>\n",
+ " <td> caviar</td>\n",
+ " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
+ " <td> ['e', 's', 'n', 'l']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10 </th>\n",
+ " <td> rigamaroles</td>\n",
+ " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 11</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11 </th>\n",
+ " <td> disfranchises</td>\n",
+ " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 13</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 </th>\n",
+ " <td> mushroomed</td>\n",
+ " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
+ " <td> ['t']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13 </th>\n",
+ " <td> rails</td>\n",
+ " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
+ " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14 </th>\n",
+ " <td> poised</td>\n",
+ " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
+ " <td> ['a', 'l', 't', 'k']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15 </th>\n",
+ " <td> circulating</td>\n",
+ " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16 </th>\n",
+ " <td> yesteryear</td>\n",
+ " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 10</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17 </th>\n",
+ " <td> chastest</td>\n",
+ " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
+ " <td> ['m']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18 </th>\n",
+ " <td> lenders</td>\n",
+ " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
+ " <td> ['t', 'f', 'm']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19 </th>\n",
+ " <td> upshots</td>\n",
+ " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
+ " <td> ['e', 'i', 'a', 'n']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20 </th>\n",
+ " <td> stridden</td>\n",
+ " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
+ " <td> []</td>\n",
+ " <td> 8</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21 </th>\n",
+ " <td> trespassing</td>\n",
+ " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
+ " <td> ['o']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22 </th>\n",
+ " <td> muckrake</td>\n",
+ " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
+ " <td> ['t']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23 </th>\n",
+ " <td> bungalows</td>\n",
+ " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
+ " <td> ['e', 'i', 't']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24 </th>\n",
+ " <td> rewinding</td>\n",
+ " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
+ " <td> ['m']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25 </th>\n",
+ " <td> stepchildren</td>\n",
+ " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 12</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26 </th>\n",
+ " <td> courageously</td>\n",
+ " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
+ " <td> ['i']</td>\n",
+ " <td> 12</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27 </th>\n",
+ " <td> gladiatorial</td>\n",
+ " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 12</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28 </th>\n",
+ " <td> unseals</td>\n",
+ " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
+ " <td> ['t']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29 </th>\n",
+ " <td> backaches</td>\n",
+ " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
+ " <td> ['i']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>970</th>\n",
+ " <td> priestliest</td>\n",
+ " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 11</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>971</th>\n",
+ " <td> oversight</td>\n",
+ " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
+ " <td> []</td>\n",
+ " <td> 9</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>972</th>\n",
+ " <td> nutshell</td>\n",
+ " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
+ " <td> ['r']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>973</th>\n",
+ " <td> picker</td>\n",
+ " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
+ " <td> ['d', 's', 't', 'g']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>974</th>\n",
+ " <td> prom</td>\n",
+ " <td> ['p', 'r', 'o', 'm']</td>\n",
+ " <td> ['e', 's', 'l']</td>\n",
+ " <td> 4</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>975</th>\n",
+ " <td> spoke</td>\n",
+ " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
+ " <td> ['a', 'i', 't', 'r']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>976</th>\n",
+ " <td> videodiscs</td>\n",
+ " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 10</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>977</th>\n",
+ " <td> braggart</td>\n",
+ " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
+ " <td> ['e', 'i']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>978</th>\n",
+ " <td> shindigs</td>\n",
+ " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>979</th>\n",
+ " <td> indorsements</td>\n",
+ " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 12</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>980</th>\n",
+ " <td> audios</td>\n",
+ " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>981</th>\n",
+ " <td> disrobes</td>\n",
+ " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
+ " <td> ['t', 'm']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>982</th>\n",
+ " <td> drake</td>\n",
+ " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
+ " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>983</th>\n",
+ " <td> penes</td>\n",
+ " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
+ " <td> ['m']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>984</th>\n",
+ " <td> ecological</td>\n",
+ " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
+ " <td> ['s']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>985</th>\n",
+ " <td> consideration</td>\n",
+ " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
+ " <td> ['f']</td>\n",
+ " <td> 13</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>986</th>\n",
+ " <td> strolled</td>\n",
+ " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
+ " <td> ['p', 'i', 'm']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>987</th>\n",
+ " <td> peacemaker</td>\n",
+ " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 10</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>988</th>\n",
+ " <td> chilliest</td>\n",
+ " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
+ " <td> ['f']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>989</th>\n",
+ " <td> neuritis</td>\n",
+ " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
+ " <td> []</td>\n",
+ " <td> 8</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>990</th>\n",
+ " <td> quisling</td>\n",
+ " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
+ " <td> ['e', 't', 'k', 'p']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>991</th>\n",
+ " <td> transplants</td>\n",
+ " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
+ " <td> ['e', 'i', 'o']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>992</th>\n",
+ " <td> bevies</td>\n",
+ " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
+ " <td> ['d', 'r', 'l']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>993</th>\n",
+ " <td> geeky</td>\n",
+ " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
+ " <td> ['s', 'd', 't', 'f']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>994</th>\n",
+ " <td> demonstrations</td>\n",
+ " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 14</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>995</th>\n",
+ " <td> dowses</td>\n",
+ " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
+ " <td> ['r', 'u']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>996</th>\n",
+ " <td> pummelling</td>\n",
+ " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
+ " <td> ['s', 'r', 'o']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>997</th>\n",
+ " <td> earnestness</td>\n",
+ " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 11</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>998</th>\n",
+ " <td> thermodynamics</td>\n",
+ " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 14</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>999</th>\n",
+ " <td> flurry</td>\n",
+ " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
+ " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1000 rows \u00d7 6 columns</p>\n",
+ "</div>"
+ ],
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 72,
+ "text": [
+ " target discovered \\\n",
+ "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
+ "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
+ "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
+ "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
+ "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
+ "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
+ "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
+ "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
+ "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
+ "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
+ "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
+ "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
+ "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
+ "13 rails ['r', 'a', 'i', 'l', 's'] \n",
+ "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
+ "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
+ "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
+ "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
+ "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
+ "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
+ "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
+ "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
+ "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
+ "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
+ "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
+ "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
+ "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
+ "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
+ "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
+ "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
+ ".. ... ... \n",
+ "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
+ "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
+ "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
+ "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
+ "974 prom ['p', 'r', 'o', 'm'] \n",
+ "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
+ "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
+ "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
+ "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
+ "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
+ "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
+ "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
+ "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
+ "983 penes ['p', 'e', 'n', 'e', 's'] \n",
+ "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
+ "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
+ "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
+ "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
+ "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
+ "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
+ "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
+ "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
+ "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
+ "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
+ "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
+ "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
+ "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
+ "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
+ "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
+ "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
+ "\n",
+ " wrong letters number of hits lives remaining game won \n",
+ "0 ['a', 'i'] 9 8 True \n",
+ "1 [] 10 10 True \n",
+ "2 ['s'] 10 9 True \n",
+ "3 ['e', 's', 'i', 'f'] 6 6 True \n",
+ "4 ['t'] 7 9 True \n",
+ "5 ['e'] 11 9 True \n",
+ "6 ['e', 't'] 8 8 True \n",
+ "7 [] 6 10 True \n",
+ "8 ['a', 'm', 'r'] 6 7 True \n",
+ "9 ['e', 's', 'n', 'l'] 6 6 True \n",
+ "10 [] 11 10 True \n",
+ "11 [] 13 10 True \n",
+ "12 ['t'] 10 9 True \n",
+ "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
+ "14 ['a', 'l', 't', 'k'] 6 6 True \n",
+ "15 ['e'] 11 9 True \n",
+ "16 [] 10 10 True \n",
+ "17 ['m'] 8 9 True \n",
+ "18 ['t', 'f', 'm'] 7 7 True \n",
+ "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
+ "20 [] 8 10 True \n",
+ "21 ['o'] 11 9 True \n",
+ "22 ['t'] 8 9 True \n",
+ "23 ['e', 'i', 't'] 9 7 True \n",
+ "24 ['m'] 9 9 True \n",
+ "25 [] 12 10 True \n",
+ "26 ['i'] 12 9 True \n",
+ "27 ['e'] 12 9 True \n",
+ "28 ['t'] 7 9 True \n",
+ "29 ['i'] 9 9 True \n",
+ ".. ... ... ... ... \n",
+ "970 [] 11 10 True \n",
+ "971 [] 9 10 True \n",
+ "972 ['r'] 8 9 True \n",
+ "973 ['d', 's', 't', 'g'] 6 6 True \n",
+ "974 ['e', 's', 'l'] 4 7 True \n",
+ "975 ['a', 'i', 't', 'r'] 5 6 True \n",
+ "976 [] 10 10 True \n",
+ "977 ['e', 'i'] 8 8 True \n",
+ "978 ['e'] 8 9 True \n",
+ "979 [] 12 10 True \n",
+ "980 ['e'] 6 9 True \n",
+ "981 ['t', 'm'] 8 8 True \n",
+ "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
+ "983 ['m'] 5 9 True \n",
+ "984 ['s'] 10 9 True \n",
+ "985 ['f'] 13 9 True \n",
+ "986 ['p', 'i', 'm'] 8 7 True \n",
+ "987 [] 10 10 True \n",
+ "988 ['f'] 9 9 True \n",
+ "989 [] 8 10 True \n",
+ "990 ['e', 't', 'k', 'p'] 8 6 True \n",
+ "991 ['e', 'i', 'o'] 11 7 True \n",
+ "992 ['d', 'r', 'l'] 6 7 True \n",
+ "993 ['s', 'd', 't', 'f'] 5 6 True \n",
+ "994 [] 14 10 True \n",
+ "995 ['r', 'u'] 6 8 True \n",
+ "996 ['s', 'r', 'o'] 10 7 True \n",
+ "997 [] 11 10 True \n",
+ "998 [] 14 10 True \n",
+ "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
+ "\n",
+ "[1000 rows x 6 columns]"
+ ]
+ }
+ ],
+ "prompt_number": 72
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "adaptive_pattern['word length'] = adaptive_pattern.apply(lambda r: len(r['target']), axis=1)\n",
+ "adaptive_pattern"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "html": [
+ "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>target</th>\n",
+ " <th>discovered</th>\n",
+ " <th>wrong letters</th>\n",
+ " <th>number of hits</th>\n",
+ " <th>lives remaining</th>\n",
+ " <th>game won</th>\n",
+ " <th>word length</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0 </th>\n",
+ " <td> toothsome</td>\n",
+ " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
+ " <td> ['a', 'i']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1 </th>\n",
+ " <td> analgesics</td>\n",
+ " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 10</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2 </th>\n",
+ " <td> intrenched</td>\n",
+ " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
+ " <td> ['s']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3 </th>\n",
+ " <td> normal</td>\n",
+ " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
+ " <td> ['e', 's', 'i', 'f']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4 </th>\n",
+ " <td> debunks</td>\n",
+ " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
+ " <td> ['t']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5 </th>\n",
+ " <td> satanically</td>\n",
+ " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6 </th>\n",
+ " <td> radicals</td>\n",
+ " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
+ " <td> ['e', 't']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7 </th>\n",
+ " <td> erotic</td>\n",
+ " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
+ " <td> []</td>\n",
+ " <td> 6</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8 </th>\n",
+ " <td> double</td>\n",
+ " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
+ " <td> ['a', 'm', 'r']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9 </th>\n",
+ " <td> caviar</td>\n",
+ " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
+ " <td> ['e', 's', 'n', 'l']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10 </th>\n",
+ " <td> rigamaroles</td>\n",
+ " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 11</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11 </th>\n",
+ " <td> disfranchises</td>\n",
+ " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 13</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 13</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 </th>\n",
+ " <td> mushroomed</td>\n",
+ " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
+ " <td> ['t']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13 </th>\n",
+ " <td> rails</td>\n",
+ " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
+ " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14 </th>\n",
+ " <td> poised</td>\n",
+ " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
+ " <td> ['a', 'l', 't', 'k']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15 </th>\n",
+ " <td> circulating</td>\n",
+ " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16 </th>\n",
+ " <td> yesteryear</td>\n",
+ " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 10</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17 </th>\n",
+ " <td> chastest</td>\n",
+ " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
+ " <td> ['m']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18 </th>\n",
+ " <td> lenders</td>\n",
+ " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
+ " <td> ['t', 'f', 'm']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19 </th>\n",
+ " <td> upshots</td>\n",
+ " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
+ " <td> ['e', 'i', 'a', 'n']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20 </th>\n",
+ " <td> stridden</td>\n",
+ " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
+ " <td> []</td>\n",
+ " <td> 8</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21 </th>\n",
+ " <td> trespassing</td>\n",
+ " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
+ " <td> ['o']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22 </th>\n",
+ " <td> muckrake</td>\n",
+ " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
+ " <td> ['t']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23 </th>\n",
+ " <td> bungalows</td>\n",
+ " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
+ " <td> ['e', 'i', 't']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24 </th>\n",
+ " <td> rewinding</td>\n",
+ " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
+ " <td> ['m']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25 </th>\n",
+ " <td> stepchildren</td>\n",
+ " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 12</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 12</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26 </th>\n",
+ " <td> courageously</td>\n",
+ " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
+ " <td> ['i']</td>\n",
+ " <td> 12</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 12</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27 </th>\n",
+ " <td> gladiatorial</td>\n",
+ " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 12</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 12</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28 </th>\n",
+ " <td> unseals</td>\n",
+ " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
+ " <td> ['t']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29 </th>\n",
+ " <td> backaches</td>\n",
+ " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
+ " <td> ['i']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>970</th>\n",
+ " <td> priestliest</td>\n",
+ " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 11</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>971</th>\n",
+ " <td> oversight</td>\n",
+ " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
+ " <td> []</td>\n",
+ " <td> 9</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>972</th>\n",
+ " <td> nutshell</td>\n",
+ " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
+ " <td> ['r']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>973</th>\n",
+ " <td> picker</td>\n",
+ " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
+ " <td> ['d', 's', 't', 'g']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>974</th>\n",
+ " <td> prom</td>\n",
+ " <td> ['p', 'r', 'o', 'm']</td>\n",
+ " <td> ['e', 's', 'l']</td>\n",
+ " <td> 4</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>975</th>\n",
+ " <td> spoke</td>\n",
+ " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
+ " <td> ['a', 'i', 't', 'r']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>976</th>\n",
+ " <td> videodiscs</td>\n",
+ " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 10</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>977</th>\n",
+ " <td> braggart</td>\n",
+ " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
+ " <td> ['e', 'i']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>978</th>\n",
+ " <td> shindigs</td>\n",
+ " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>979</th>\n",
+ " <td> indorsements</td>\n",
+ " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 12</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 12</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>980</th>\n",
+ " <td> audios</td>\n",
+ " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
+ " <td> ['e']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>981</th>\n",
+ " <td> disrobes</td>\n",
+ " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
+ " <td> ['t', 'm']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>982</th>\n",
+ " <td> drake</td>\n",
+ " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
+ " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>983</th>\n",
+ " <td> penes</td>\n",
+ " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
+ " <td> ['m']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>984</th>\n",
+ " <td> ecological</td>\n",
+ " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
+ " <td> ['s']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>985</th>\n",
+ " <td> consideration</td>\n",
+ " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
+ " <td> ['f']</td>\n",
+ " <td> 13</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 13</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>986</th>\n",
+ " <td> strolled</td>\n",
+ " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
+ " <td> ['p', 'i', 'm']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>987</th>\n",
+ " <td> peacemaker</td>\n",
+ " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 10</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>988</th>\n",
+ " <td> chilliest</td>\n",
+ " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
+ " <td> ['f']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>989</th>\n",
+ " <td> neuritis</td>\n",
+ " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
+ " <td> []</td>\n",
+ " <td> 8</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>990</th>\n",
+ " <td> quisling</td>\n",
+ " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
+ " <td> ['e', 't', 'k', 'p']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>991</th>\n",
+ " <td> transplants</td>\n",
+ " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
+ " <td> ['e', 'i', 'o']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>992</th>\n",
+ " <td> bevies</td>\n",
+ " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
+ " <td> ['d', 'r', 'l']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>993</th>\n",
+ " <td> geeky</td>\n",
+ " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
+ " <td> ['s', 'd', 't', 'f']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>994</th>\n",
+ " <td> demonstrations</td>\n",
+ " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 14</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>995</th>\n",
+ " <td> dowses</td>\n",
+ " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
+ " <td> ['r', 'u']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>996</th>\n",
+ " <td> pummelling</td>\n",
+ " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
+ " <td> ['s', 'r', 'o']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>997</th>\n",
+ " <td> earnestness</td>\n",
+ " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 11</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>998</th>\n",
+ " <td> thermodynamics</td>\n",
+ " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 14</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>999</th>\n",
+ " <td> flurry</td>\n",
+ " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
+ " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1000 rows \u00d7 7 columns</p>\n",
+ "</div>"
+ ],
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 73,
+ "text": [
+ " target discovered \\\n",
+ "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
+ "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
+ "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
+ "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
+ "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
+ "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
+ "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
+ "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
+ "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
+ "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
+ "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
+ "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
+ "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
+ "13 rails ['r', 'a', 'i', 'l', 's'] \n",
+ "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
+ "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
+ "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
+ "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
+ "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
+ "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
+ "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
+ "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
+ "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
+ "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
+ "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
+ "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
+ "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
+ "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
+ "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
+ "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
+ ".. ... ... \n",
+ "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
+ "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
+ "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
+ "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
+ "974 prom ['p', 'r', 'o', 'm'] \n",
+ "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
+ "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
+ "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
+ "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
+ "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
+ "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
+ "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
+ "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
+ "983 penes ['p', 'e', 'n', 'e', 's'] \n",
+ "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
+ "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
+ "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
+ "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
+ "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
+ "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
+ "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
+ "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
+ "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
+ "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
+ "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
+ "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
+ "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
+ "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
+ "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
+ "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
+ "\n",
+ " wrong letters number of hits lives remaining game won \\\n",
+ "0 ['a', 'i'] 9 8 True \n",
+ "1 [] 10 10 True \n",
+ "2 ['s'] 10 9 True \n",
+ "3 ['e', 's', 'i', 'f'] 6 6 True \n",
+ "4 ['t'] 7 9 True \n",
+ "5 ['e'] 11 9 True \n",
+ "6 ['e', 't'] 8 8 True \n",
+ "7 [] 6 10 True \n",
+ "8 ['a', 'm', 'r'] 6 7 True \n",
+ "9 ['e', 's', 'n', 'l'] 6 6 True \n",
+ "10 [] 11 10 True \n",
+ "11 [] 13 10 True \n",
+ "12 ['t'] 10 9 True \n",
+ "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
+ "14 ['a', 'l', 't', 'k'] 6 6 True \n",
+ "15 ['e'] 11 9 True \n",
+ "16 [] 10 10 True \n",
+ "17 ['m'] 8 9 True \n",
+ "18 ['t', 'f', 'm'] 7 7 True \n",
+ "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
+ "20 [] 8 10 True \n",
+ "21 ['o'] 11 9 True \n",
+ "22 ['t'] 8 9 True \n",
+ "23 ['e', 'i', 't'] 9 7 True \n",
+ "24 ['m'] 9 9 True \n",
+ "25 [] 12 10 True \n",
+ "26 ['i'] 12 9 True \n",
+ "27 ['e'] 12 9 True \n",
+ "28 ['t'] 7 9 True \n",
+ "29 ['i'] 9 9 True \n",
+ ".. ... ... ... ... \n",
+ "970 [] 11 10 True \n",
+ "971 [] 9 10 True \n",
+ "972 ['r'] 8 9 True \n",
+ "973 ['d', 's', 't', 'g'] 6 6 True \n",
+ "974 ['e', 's', 'l'] 4 7 True \n",
+ "975 ['a', 'i', 't', 'r'] 5 6 True \n",
+ "976 [] 10 10 True \n",
+ "977 ['e', 'i'] 8 8 True \n",
+ "978 ['e'] 8 9 True \n",
+ "979 [] 12 10 True \n",
+ "980 ['e'] 6 9 True \n",
+ "981 ['t', 'm'] 8 8 True \n",
+ "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
+ "983 ['m'] 5 9 True \n",
+ "984 ['s'] 10 9 True \n",
+ "985 ['f'] 13 9 True \n",
+ "986 ['p', 'i', 'm'] 8 7 True \n",
+ "987 [] 10 10 True \n",
+ "988 ['f'] 9 9 True \n",
+ "989 [] 8 10 True \n",
+ "990 ['e', 't', 'k', 'p'] 8 6 True \n",
+ "991 ['e', 'i', 'o'] 11 7 True \n",
+ "992 ['d', 'r', 'l'] 6 7 True \n",
+ "993 ['s', 'd', 't', 'f'] 5 6 True \n",
+ "994 [] 14 10 True \n",
+ "995 ['r', 'u'] 6 8 True \n",
+ "996 ['s', 'r', 'o'] 10 7 True \n",
+ "997 [] 11 10 True \n",
+ "998 [] 14 10 True \n",
+ "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
+ "\n",
+ " word length \n",
+ "0 9 \n",
+ "1 10 \n",
+ "2 10 \n",
+ "3 6 \n",
+ "4 7 \n",
+ "5 11 \n",
+ "6 8 \n",
+ "7 6 \n",
+ "8 6 \n",
+ "9 6 \n",
+ "10 11 \n",
+ "11 13 \n",
+ "12 10 \n",
+ "13 5 \n",
+ "14 6 \n",
+ "15 11 \n",
+ "16 10 \n",
+ "17 8 \n",
+ "18 7 \n",
+ "19 7 \n",
+ "20 8 \n",
+ "21 11 \n",
+ "22 8 \n",
+ "23 9 \n",
+ "24 9 \n",
+ "25 12 \n",
+ "26 12 \n",
+ "27 12 \n",
+ "28 7 \n",
+ "29 9 \n",
+ ".. ... \n",
+ "970 11 \n",
+ "971 9 \n",
+ "972 8 \n",
+ "973 6 \n",
+ "974 4 \n",
+ "975 5 \n",
+ "976 10 \n",
+ "977 8 \n",
+ "978 8 \n",
+ "979 12 \n",
+ "980 6 \n",
+ "981 8 \n",
+ "982 5 \n",
+ "983 5 \n",
+ "984 10 \n",
+ "985 13 \n",
+ "986 8 \n",
+ "987 10 \n",
+ "988 9 \n",
+ "989 8 \n",
+ "990 8 \n",
+ "991 11 \n",
+ "992 6 \n",
+ "993 5 \n",
+ "994 14 \n",
+ "995 6 \n",
+ "996 10 \n",
+ "997 11 \n",
+ "998 14 \n",
+ "999 6 \n",
+ "\n",
+ "[1000 rows x 7 columns]"
+ ]
+ }
+ ],
+ "prompt_number": 73
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "adaptive_pattern['lives remaining'].hist()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 74,
+ "text": [
+ "<matplotlib.axes.AxesSubplot at 0x7f672cca9ba8>"
+ ]
+ },
+ {
+ "metadata": {},
+ "output_type": "display_data",
+ "png": 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RlPExAep2DnhJqigzeKlAZeTfJdQAZdRRQg3gaZKSJMABn525c2IvpOnlgJekijKDlwpk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\nwf8D25ze66lP9woAAAAASUVORK5CYII=\n",
+ "text": [
+ "<matplotlib.figure.Figure at 0x7f672c353a58>"
+ ]
+ }
+ ],
+ "prompt_number": 74
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "adaptive_pattern.groupby('lives remaining').size()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 75,
+ "text": [
+ "lives remaining\n",
+ "0 11\n",
+ "1 5\n",
+ "2 5\n",
+ "3 22\n",
+ "4 40\n",
+ "5 42\n",
+ "6 79\n",
+ "7 109\n",
+ "8 161\n",
+ "9 290\n",
+ "10 236\n",
+ "dtype: int64"
+ ]
+ }
+ ],
+ "prompt_number": 75
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [],
+ "language": "python",
+ "metadata": {},
+ "outputs": [],
+ "prompt_number": 75
+ }
+ ],
+ "metadata": {}
+ }
+ ]
+}
\ No newline at end of file