{
"metadata": {
"name": "",
- "signature": "sha256:38ae0184dcdd428a55c93ae13db3a3e3943b6209ac6e253ac0ff48e1bf4486c5"
+ "signature": "sha256:319787fef945fe728683c1bd9cbdb783efff5e79fec8332f433ebca77395f16d"
},
"nbformat": 3,
"nbformat_minor": 0,
"cell_type": "code",
"collapsed": false,
"input": [
- "import re\n",
- "import random\n",
- "import string\n",
- "import collections\n",
+ "from hangman import *\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
+ "prompt_number": 5
},
{
"cell_type": "code",
" (PlayerAdaptiveLength, WORDS, 'adaptive_length.csv'),\n",
" (PlayerAdaptiveIncludedLetters, WORDS, 'adaptive_included.csv'),\n",
" (PlayerAdaptiveExcludedLetters, WORDS, 'adaptive_excluded.csv'),\n",
- " (PlayerAdaptivePattern, WORDS, 'adaptive_pattern.csv')]\n",
+ " (PlayerAdaptivePattern, WORDS, 'adaptive_pattern.csv'),\n",
+ " (PlayerAdaptiveSplit, WORDS, 'adaptive_split.csv')]\n",
"\n",
"games_per_player = 1000\n",
"\n",
"outputs": [],
"prompt_number": 64
},
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "players = [(PlayerAdaptiveSplit, WORDS, 'adaptive_split.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": 6
+ },
{
"cell_type": "code",
"collapsed": false,
"language": "python",
"metadata": {},
"outputs": [],
- "prompt_number": 66
+ "prompt_number": 7
},
{
"cell_type": "code",
],
"metadata": {},
"output_type": "pyout",
- "prompt_number": 67,
+ "prompt_number": 8,
"text": [
" target discovered \\\n",
"0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
]
}
],
- "prompt_number": 67
+ "prompt_number": 8
},
{
"cell_type": "code",
{
"metadata": {},
"output_type": "pyout",
- "prompt_number": 68,
+ "prompt_number": 9,
"text": [
"10"
]
}
],
- "prompt_number": 68
+ "prompt_number": 9
},
{
"cell_type": "code",
],
"metadata": {},
"output_type": "pyout",
- "prompt_number": 69,
+ "prompt_number": 10,
"text": [
" target discovered \\\n",
"0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
]
}
],
- "prompt_number": 69
+ "prompt_number": 10
},
{
"cell_type": "code",
{
"metadata": {},
"output_type": "pyout",
- "prompt_number": 70,
+ "prompt_number": 11,
"text": [
- "<matplotlib.axes.AxesSubplot at 0x7f6708f506a0>"
+ "<matplotlib.axes.AxesSubplot at 0x7f15a58c0780>"
]
},
{
"output_type": "display_data",
"png": 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"text": [
- "<matplotlib.figure.Figure at 0x7f6709919fd0>"
+ "<matplotlib.figure.Figure at 0x7f15a58e0fd0>"
]
}
],
- "prompt_number": 70
+ "prompt_number": 11
},
{
"cell_type": "code",
{
"metadata": {},
"output_type": "pyout",
- "prompt_number": 71,
+ "prompt_number": 12,
"text": [
"lives remaining\n",
"0 667\n",
]
}
],
- "prompt_number": 71
+ "prompt_number": 12
},
{
"cell_type": "code",
],
"metadata": {},
"output_type": "pyout",
- "prompt_number": 72,
+ "prompt_number": 18,
"text": [
" target discovered \\\n",
"0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
]
}
],
- "prompt_number": 72
+ "prompt_number": 18
},
{
"cell_type": "code",
],
"metadata": {},
"output_type": "pyout",
- "prompt_number": 73,
+ "prompt_number": 14,
"text": [
" target discovered \\\n",
"0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
]
}
],
- "prompt_number": 73
+ "prompt_number": 14
},
{
"cell_type": "code",
{
"metadata": {},
"output_type": "pyout",
- "prompt_number": 74,
+ "prompt_number": 15,
"text": [
- "<matplotlib.axes.AxesSubplot at 0x7f672cca9ba8>"
+ "<matplotlib.axes.AxesSubplot at 0x7f1586fb5978>"
]
},
{
"output_type": "display_data",
"png": 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"text": [
- "<matplotlib.figure.Figure at 0x7f672c353a58>"
+ "<matplotlib.figure.Figure at 0x7f1586fb55f8>"
]
}
],
- "prompt_number": 74
+ "prompt_number": 15
},
{
"cell_type": "code",
{
"metadata": {},
"output_type": "pyout",
- "prompt_number": 75,
+ "prompt_number": 16,
"text": [
"lives remaining\n",
"0 11\n",
]
}
],
- "prompt_number": 75
+ "prompt_number": 16
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "adaptive_split = pd.read_csv('adaptive_split.csv')\n",
+ "adaptive_split"
+ ],
+ "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> punned</td>\n",
+ " <td> ['p', 'u', 'n', 'n', 'e', 'd']</td>\n",
+ " <td> ['s', 'r', 'l', 'a', 'i']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1 </th>\n",
+ " <td> anode</td>\n",
+ " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
+ " <td> ['s', 'l', 'b']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2 </th>\n",
+ " <td> passes</td>\n",
+ " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
+ " <td> ['l', 'b']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3 </th>\n",
+ " <td> maxing</td>\n",
+ " <td> ['m', 'a', 'x', 'i', 'n', 'g']</td>\n",
+ " <td> ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4 </th>\n",
+ " <td> quadrant</td>\n",
+ " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</td>\n",
+ " <td> []</td>\n",
+ " <td> 8</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5 </th>\n",
+ " <td> polygamy</td>\n",
+ " <td> ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y']</td>\n",
+ " <td> ['r', 'i', 's', 'd']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6 </th>\n",
+ " <td> technologists</td>\n",
+ " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
+ " <td> ['r']</td>\n",
+ " <td> 13</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7 </th>\n",
+ " <td> tussle</td>\n",
+ " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
+ " <td> ['a']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8 </th>\n",
+ " <td> explicitly</td>\n",
+ " <td> ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ...</td>\n",
+ " <td> ['o', 'a', 'b', 's', 'm']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9 </th>\n",
+ " <td> moderators</td>\n",
+ " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
+ " <td> ['u']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10 </th>\n",
+ " <td> error</td>\n",
+ " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
+ " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11 </th>\n",
+ " <td> stamped</td>\n",
+ " <td> ['s', 't', 'a', 'm', 'p', 'e', 'd']</td>\n",
+ " <td> ['r', 'i', 'l', 'b', 'c']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 </th>\n",
+ " <td> dress</td>\n",
+ " <td> ['d', 'r', 'e', 's', 's']</td>\n",
+ " <td> []</td>\n",
+ " <td> 5</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13 </th>\n",
+ " <td> truckled</td>\n",
+ " <td> ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd']</td>\n",
+ " <td> ['s', 'i', 'a', 'b', 'p']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14 </th>\n",
+ " <td> accommodation</td>\n",
+ " <td> ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ...</td>\n",
+ " <td> ['s', 'g']</td>\n",
+ " <td> 13</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15 </th>\n",
+ " <td> reload</td>\n",
+ " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
+ " <td> ['s', 'i']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16 </th>\n",
+ " <td> confounded</td>\n",
+ " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
+ " <td> ['p']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17 </th>\n",
+ " <td> racketeers</td>\n",
+ " <td> ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ...</td>\n",
+ " <td> ['o', 'l']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18 </th>\n",
+ " <td> ignoramuses</td>\n",
+ " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
+ " <td> ['l']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19 </th>\n",
+ " <td> party</td>\n",
+ " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
+ " <td> ['s', 'e', 'n', 'd']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20 </th>\n",
+ " <td> rill</td>\n",
+ " <td> ['r', 'i', 'l', 'l']</td>\n",
+ " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
+ " <td> 4</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21 </th>\n",
+ " <td> player</td>\n",
+ " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
+ " <td> ['s', 'm']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22 </th>\n",
+ " <td> protester</td>\n",
+ " <td> ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r']</td>\n",
+ " <td> ['i', 'd', 'l']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23 </th>\n",
+ " <td> asphalted</td>\n",
+ " <td> ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd']</td>\n",
+ " <td> ['r', 'i']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24 </th>\n",
+ " <td> uniforms</td>\n",
+ " <td> ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's']</td>\n",
+ " <td> ['a', 't', 'p']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25 </th>\n",
+ " <td> coniferous</td>\n",
+ " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 10</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26 </th>\n",
+ " <td> dishearten</td>\n",
+ " <td> ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ...</td>\n",
+ " <td> ['o', 'l', 'g']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27 </th>\n",
+ " <td> scull</td>\n",
+ " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
+ " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28 </th>\n",
+ " <td> virgin</td>\n",
+ " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
+ " <td> ['s', 'a', 'd']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29 </th>\n",
+ " <td> licentiously</td>\n",
+ " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 12</td>\n",
+ " <td> 10</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> grindstone</td>\n",
+ " <td> ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ...</td>\n",
+ " <td> ['a', 'u', 'p']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>971</th>\n",
+ " <td> bankruptcies</td>\n",
+ " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</td>\n",
+ " <td> []</td>\n",
+ " <td> 12</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>972</th>\n",
+ " <td> smalls</td>\n",
+ " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
+ " <td> ['e', 't', 'k', 'w']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>973</th>\n",
+ " <td> limping</td>\n",
+ " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
+ " <td> ['s', 'r', 'e', 'a', 'o', 'u', 'k']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 3</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>974</th>\n",
+ " <td> interfacing</td>\n",
+ " <td> ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ...</td>\n",
+ " <td> ['o', 'l', 'd', 's']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>975</th>\n",
+ " <td> mint</td>\n",
+ " <td> ['_', '_', 'n', 't']</td>\n",
+ " <td> ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ...</td>\n",
+ " <td> 2</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>976</th>\n",
+ " <td> romanticises</td>\n",
+ " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
+ " <td> ['d']</td>\n",
+ " <td> 12</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>977</th>\n",
+ " <td> cleavage</td>\n",
+ " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
+ " <td> ['r', 's']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>978</th>\n",
+ " <td> revival</td>\n",
+ " <td> ['r', 'e', 'v', 'i', 'v', 'a', 'l']</td>\n",
+ " <td> ['s', 'n', 'c', 'm']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>979</th>\n",
+ " <td> praying</td>\n",
+ " <td> ['p', 'r', 'a', 'y', 'i', 'n', 'g']</td>\n",
+ " <td> ['s', 'd', 'c', 'b']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>980</th>\n",
+ " <td> troupe</td>\n",
+ " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
+ " <td> ['s', 'g', 'a', 'l']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>981</th>\n",
+ " <td> public</td>\n",
+ " <td> ['p', 'u', 'b', 'l', 'i', 'c']</td>\n",
+ " <td> ['s', 'r', 'd', 'n', 'a', 'e']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>982</th>\n",
+ " <td> generating</td>\n",
+ " <td> ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ...</td>\n",
+ " <td> ['o', 'l']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>983</th>\n",
+ " <td> sallies</td>\n",
+ " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
+ " <td> ['r']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>984</th>\n",
+ " <td> yacht</td>\n",
+ " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
+ " <td> ['s', 'e']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>985</th>\n",
+ " <td> armpits</td>\n",
+ " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
+ " <td> ['o']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>986</th>\n",
+ " <td> oblongs</td>\n",
+ " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
+ " <td> ['r', 'i', 'a']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>987</th>\n",
+ " <td> developed</td>\n",
+ " <td> ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd']</td>\n",
+ " <td> ['t', 'a', 'r', 'n', 'i']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>988</th>\n",
+ " <td> demolish</td>\n",
+ " <td> ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h']</td>\n",
+ " <td> ['r', 'a', 't']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>989</th>\n",
+ " <td> pincers</td>\n",
+ " <td> ['p', 'i', 'n', 'c', 'e', 'r', 's']</td>\n",
+ " <td> ['a', 'o', 't', 'd', 'l']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>990</th>\n",
+ " <td> telecommunications</td>\n",
+ " <td> ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ...</td>\n",
+ " <td> ['p', 'r']</td>\n",
+ " <td> 18</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>991</th>\n",
+ " <td> dabble</td>\n",
+ " <td> ['d', 'a', 'b', 'b', 'l', 'e']</td>\n",
+ " <td> ['s', 'r', 'i', 'n', 'y']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>992</th>\n",
+ " <td> morticing</td>\n",
+ " <td> ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g']</td>\n",
+ " <td> ['a', 's', 'f', 'd']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>993</th>\n",
+ " <td> weals</td>\n",
+ " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
+ " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>994</th>\n",
+ " <td> dryer</td>\n",
+ " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
+ " <td> ['s', 'i']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>995</th>\n",
+ " <td> inconclusively</td>\n",
+ " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
+ " <td> ['d']</td>\n",
+ " <td> 14</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>996</th>\n",
+ " <td> bubbliest</td>\n",
+ " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
+ " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
+ " <td> 1</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>997</th>\n",
+ " <td> graded</td>\n",
+ " <td> ['g', 'r', 'a', 'd', 'e', 'd']</td>\n",
+ " <td> ['s', 'c', 'v', 'y', 't', 'z']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>998</th>\n",
+ " <td> carriage</td>\n",
+ " <td> ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e']</td>\n",
+ " <td> ['s', 'l', 'd']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>999</th>\n",
+ " <td> datelining</td>\n",
+ " <td> ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ...</td>\n",
+ " <td> ['o', 's']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 8</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": 19,
+ "text": [
+ " target discovered \\\n",
+ "0 punned ['p', 'u', 'n', 'n', 'e', 'd'] \n",
+ "1 anode ['a', 'n', 'o', 'd', 'e'] \n",
+ "2 passes ['p', 'a', 's', 's', 'e', 's'] \n",
+ "3 maxing ['m', 'a', 'x', 'i', 'n', 'g'] \n",
+ "4 quadrant ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't'] \n",
+ "5 polygamy ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y'] \n",
+ "6 technologists ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ... \n",
+ "7 tussle ['t', 'u', 's', 's', 'l', 'e'] \n",
+ "8 explicitly ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ... \n",
+ "9 moderators ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ... \n",
+ "10 error ['e', 'r', 'r', 'o', 'r'] \n",
+ "11 stamped ['s', 't', 'a', 'm', 'p', 'e', 'd'] \n",
+ "12 dress ['d', 'r', 'e', 's', 's'] \n",
+ "13 truckled ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd'] \n",
+ "14 accommodation ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ... \n",
+ "15 reload ['r', 'e', 'l', 'o', 'a', 'd'] \n",
+ "16 confounded ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ... \n",
+ "17 racketeers ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ... \n",
+ "18 ignoramuses ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ... \n",
+ "19 party ['p', 'a', 'r', 't', 'y'] \n",
+ "20 rill ['r', 'i', 'l', 'l'] \n",
+ "21 player ['p', 'l', 'a', 'y', 'e', 'r'] \n",
+ "22 protester ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r'] \n",
+ "23 asphalted ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd'] \n",
+ "24 uniforms ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's'] \n",
+ "25 coniferous ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ... \n",
+ "26 dishearten ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ... \n",
+ "27 scull ['s', 'c', 'u', 'l', 'l'] \n",
+ "28 virgin ['v', 'i', 'r', 'g', 'i', 'n'] \n",
+ "29 licentiously ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ... \n",
+ ".. ... ... \n",
+ "970 grindstone ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ... \n",
+ "971 bankruptcies ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ... \n",
+ "972 smalls ['s', 'm', 'a', 'l', 'l', 's'] \n",
+ "973 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
+ "974 interfacing ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ... \n",
+ "975 mint ['_', '_', 'n', 't'] \n",
+ "976 romanticises ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ... \n",
+ "977 cleavage ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e'] \n",
+ "978 revival ['r', 'e', 'v', 'i', 'v', 'a', 'l'] \n",
+ "979 praying ['p', 'r', 'a', 'y', 'i', 'n', 'g'] \n",
+ "980 troupe ['t', 'r', 'o', 'u', 'p', 'e'] \n",
+ "981 public ['p', 'u', 'b', 'l', 'i', 'c'] \n",
+ "982 generating ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ... \n",
+ "983 sallies ['s', 'a', 'l', 'l', 'i', 'e', 's'] \n",
+ "984 yacht ['y', 'a', 'c', 'h', 't'] \n",
+ "985 armpits ['a', 'r', 'm', 'p', 'i', 't', 's'] \n",
+ "986 oblongs ['o', 'b', 'l', 'o', 'n', 'g', 's'] \n",
+ "987 developed ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd'] \n",
+ "988 demolish ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h'] \n",
+ "989 pincers ['p', 'i', 'n', 'c', 'e', 'r', 's'] \n",
+ "990 telecommunications ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ... \n",
+ "991 dabble ['d', 'a', 'b', 'b', 'l', 'e'] \n",
+ "992 morticing ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g'] \n",
+ "993 weals ['w', 'e', 'a', 'l', 's'] \n",
+ "994 dryer ['d', 'r', 'y', 'e', 'r'] \n",
+ "995 inconclusively ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ... \n",
+ "996 bubbliest ['_', '_', '_', '_', '_', '_', '_', '_', 't'] \n",
+ "997 graded ['g', 'r', 'a', 'd', 'e', 'd'] \n",
+ "998 carriage ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e'] \n",
+ "999 datelining ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ... \n",
+ "\n",
+ " wrong letters number of hits \\\n",
+ "0 ['s', 'r', 'l', 'a', 'i'] 6 \n",
+ "1 ['s', 'l', 'b'] 5 \n",
+ "2 ['l', 'b'] 6 \n",
+ "3 ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c'] 6 \n",
+ "4 [] 8 \n",
+ "5 ['r', 'i', 's', 'd'] 8 \n",
+ "6 ['r'] 13 \n",
+ "7 ['a'] 6 \n",
+ "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
+ "9 ['u'] 10 \n",
+ "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
+ "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
+ "12 [] 5 \n",
+ "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
+ "14 ['s', 'g'] 13 \n",
+ "15 ['s', 'i'] 6 \n",
+ "16 ['p'] 10 \n",
+ "17 ['o', 'l'] 10 \n",
+ "18 ['l'] 11 \n",
+ "19 ['s', 'e', 'n', 'd'] 5 \n",
+ "20 ['e', 's', 'a', 'o', 'u', 'n'] 4 \n",
+ "21 ['s', 'm'] 6 \n",
+ "22 ['i', 'd', 'l'] 9 \n",
+ "23 ['r', 'i'] 9 \n",
+ "24 ['a', 't', 'p'] 8 \n",
+ "25 [] 10 \n",
+ "26 ['o', 'l', 'g'] 10 \n",
+ "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
+ "28 ['s', 'a', 'd'] 6 \n",
+ "29 [] 12 \n",
+ ".. ... ... \n",
+ "970 ['a', 'u', 'p'] 10 \n",
+ "971 [] 12 \n",
+ "972 ['e', 't', 'k', 'w'] 6 \n",
+ "973 ['s', 'r', 'e', 'a', 'o', 'u', 'k'] 7 \n",
+ "974 ['o', 'l', 'd', 's'] 11 \n",
+ "975 ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ... 2 \n",
+ "976 ['d'] 12 \n",
+ "977 ['r', 's'] 8 \n",
+ "978 ['s', 'n', 'c', 'm'] 7 \n",
+ "979 ['s', 'd', 'c', 'b'] 7 \n",
+ "980 ['s', 'g', 'a', 'l'] 6 \n",
+ "981 ['s', 'r', 'd', 'n', 'a', 'e'] 6 \n",
+ "982 ['o', 'l'] 10 \n",
+ "983 ['r'] 7 \n",
+ "984 ['s', 'e'] 5 \n",
+ "985 ['o'] 7 \n",
+ "986 ['r', 'i', 'a'] 7 \n",
+ "987 ['t', 'a', 'r', 'n', 'i'] 9 \n",
+ "988 ['r', 'a', 't'] 8 \n",
+ "989 ['a', 'o', 't', 'd', 'l'] 7 \n",
+ "990 ['p', 'r'] 18 \n",
+ "991 ['s', 'r', 'i', 'n', 'y'] 6 \n",
+ "992 ['a', 's', 'f', 'd'] 9 \n",
+ "993 ['r', 'd', 'p', 'm', 'h'] 5 \n",
+ "994 ['s', 'i'] 5 \n",
+ "995 ['d'] 14 \n",
+ "996 ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ... 1 \n",
+ "997 ['s', 'c', 'v', 'y', 't', 'z'] 6 \n",
+ "998 ['s', 'l', 'd'] 8 \n",
+ "999 ['o', 's'] 10 \n",
+ "\n",
+ " lives remaining game won \n",
+ "0 5 True \n",
+ "1 7 True \n",
+ "2 8 True \n",
+ "3 1 True \n",
+ "4 10 True \n",
+ "5 6 True \n",
+ "6 9 True \n",
+ "7 9 True \n",
+ "8 5 True \n",
+ "9 9 True \n",
+ "10 5 True \n",
+ "11 5 True \n",
+ "12 10 True \n",
+ "13 5 True \n",
+ "14 8 True \n",
+ "15 8 True \n",
+ "16 9 True \n",
+ "17 8 True \n",
+ "18 9 True \n",
+ "19 6 True \n",
+ "20 4 True \n",
+ "21 8 True \n",
+ "22 7 True \n",
+ "23 8 True \n",
+ "24 7 True \n",
+ "25 10 True \n",
+ "26 7 True \n",
+ "27 5 True \n",
+ "28 7 True \n",
+ "29 10 True \n",
+ ".. ... ... \n",
+ "970 7 True \n",
+ "971 10 True \n",
+ "972 6 True \n",
+ "973 3 True \n",
+ "974 6 True \n",
+ "975 0 False \n",
+ "976 9 True \n",
+ "977 8 True \n",
+ "978 6 True \n",
+ "979 6 True \n",
+ "980 6 True \n",
+ "981 4 True \n",
+ "982 8 True \n",
+ "983 9 True \n",
+ "984 8 True \n",
+ "985 9 True \n",
+ "986 7 True \n",
+ "987 5 True \n",
+ "988 7 True \n",
+ "989 5 True \n",
+ "990 8 True \n",
+ "991 5 True \n",
+ "992 6 True \n",
+ "993 5 True \n",
+ "994 8 True \n",
+ "995 9 True \n",
+ "996 0 False \n",
+ "997 4 True \n",
+ "998 7 True \n",
+ "999 8 True \n",
+ "\n",
+ "[1000 rows x 6 columns]"
+ ]
+ }
+ ],
+ "prompt_number": 19
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "adaptive_split['word length'] = adaptive_split.apply(lambda r: len(r['target']), axis=1)\n",
+ "adaptive_split"
+ ],
+ "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> punned</td>\n",
+ " <td> ['p', 'u', 'n', 'n', 'e', 'd']</td>\n",
+ " <td> ['s', 'r', 'l', 'a', 'i']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1 </th>\n",
+ " <td> anode</td>\n",
+ " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
+ " <td> ['s', 'l', 'b']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2 </th>\n",
+ " <td> passes</td>\n",
+ " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
+ " <td> ['l', 'b']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3 </th>\n",
+ " <td> maxing</td>\n",
+ " <td> ['m', 'a', 'x', 'i', 'n', 'g']</td>\n",
+ " <td> ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 1</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4 </th>\n",
+ " <td> quadrant</td>\n",
+ " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</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>5 </th>\n",
+ " <td> polygamy</td>\n",
+ " <td> ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y']</td>\n",
+ " <td> ['r', 'i', 's', 'd']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6 </th>\n",
+ " <td> technologists</td>\n",
+ " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
+ " <td> ['r']</td>\n",
+ " <td> 13</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 13</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7 </th>\n",
+ " <td> tussle</td>\n",
+ " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
+ " <td> ['a']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8 </th>\n",
+ " <td> explicitly</td>\n",
+ " <td> ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ...</td>\n",
+ " <td> ['o', 'a', 'b', 's', 'm']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9 </th>\n",
+ " <td> moderators</td>\n",
+ " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
+ " <td> ['u']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10 </th>\n",
+ " <td> error</td>\n",
+ " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
+ " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11 </th>\n",
+ " <td> stamped</td>\n",
+ " <td> ['s', 't', 'a', 'm', 'p', 'e', 'd']</td>\n",
+ " <td> ['r', 'i', 'l', 'b', 'c']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12 </th>\n",
+ " <td> dress</td>\n",
+ " <td> ['d', 'r', 'e', 's', 's']</td>\n",
+ " <td> []</td>\n",
+ " <td> 5</td>\n",
+ " <td> 10</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13 </th>\n",
+ " <td> truckled</td>\n",
+ " <td> ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd']</td>\n",
+ " <td> ['s', 'i', 'a', 'b', 'p']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14 </th>\n",
+ " <td> accommodation</td>\n",
+ " <td> ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ...</td>\n",
+ " <td> ['s', 'g']</td>\n",
+ " <td> 13</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 13</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15 </th>\n",
+ " <td> reload</td>\n",
+ " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
+ " <td> ['s', 'i']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16 </th>\n",
+ " <td> confounded</td>\n",
+ " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
+ " <td> ['p']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17 </th>\n",
+ " <td> racketeers</td>\n",
+ " <td> ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ...</td>\n",
+ " <td> ['o', 'l']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18 </th>\n",
+ " <td> ignoramuses</td>\n",
+ " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
+ " <td> ['l']</td>\n",
+ " <td> 11</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 11</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19 </th>\n",
+ " <td> party</td>\n",
+ " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
+ " <td> ['s', 'e', 'n', 'd']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20 </th>\n",
+ " <td> rill</td>\n",
+ " <td> ['r', 'i', 'l', 'l']</td>\n",
+ " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
+ " <td> 4</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " <td> 4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21 </th>\n",
+ " <td> player</td>\n",
+ " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
+ " <td> ['s', 'm']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22 </th>\n",
+ " <td> protester</td>\n",
+ " <td> ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r']</td>\n",
+ " <td> ['i', 'd', 'l']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23 </th>\n",
+ " <td> asphalted</td>\n",
+ " <td> ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd']</td>\n",
+ " <td> ['r', 'i']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24 </th>\n",
+ " <td> uniforms</td>\n",
+ " <td> ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's']</td>\n",
+ " <td> ['a', 't', 'p']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25 </th>\n",
+ " <td> coniferous</td>\n",
+ " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</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>26 </th>\n",
+ " <td> dishearten</td>\n",
+ " <td> ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ...</td>\n",
+ " <td> ['o', 'l', 'g']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27 </th>\n",
+ " <td> scull</td>\n",
+ " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
+ " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28 </th>\n",
+ " <td> virgin</td>\n",
+ " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
+ " <td> ['s', 'a', 'd']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29 </th>\n",
+ " <td> licentiously</td>\n",
+ " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</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>...</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> grindstone</td>\n",
+ " <td> ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ...</td>\n",
+ " <td> ['a', 'u', 'p']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>971</th>\n",
+ " <td> bankruptcies</td>\n",
+ " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</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>972</th>\n",
+ " <td> smalls</td>\n",
+ " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
+ " <td> ['e', 't', 'k', 'w']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>973</th>\n",
+ " <td> limping</td>\n",
+ " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
+ " <td> ['s', 'r', 'e', 'a', 'o', 'u', 'k']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 3</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>974</th>\n",
+ " <td> interfacing</td>\n",
+ " <td> ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ...</td>\n",
+ " <td> ['o', 'l', 'd', 's']</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> mint</td>\n",
+ " <td> ['_', '_', 'n', 't']</td>\n",
+ " <td> ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ...</td>\n",
+ " <td> 2</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>976</th>\n",
+ " <td> romanticises</td>\n",
+ " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
+ " <td> ['d']</td>\n",
+ " <td> 12</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 12</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>977</th>\n",
+ " <td> cleavage</td>\n",
+ " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
+ " <td> ['r', 's']</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> revival</td>\n",
+ " <td> ['r', 'e', 'v', 'i', 'v', 'a', 'l']</td>\n",
+ " <td> ['s', 'n', 'c', 'm']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>979</th>\n",
+ " <td> praying</td>\n",
+ " <td> ['p', 'r', 'a', 'y', 'i', 'n', 'g']</td>\n",
+ " <td> ['s', 'd', 'c', 'b']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>980</th>\n",
+ " <td> troupe</td>\n",
+ " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
+ " <td> ['s', 'g', 'a', 'l']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>981</th>\n",
+ " <td> public</td>\n",
+ " <td> ['p', 'u', 'b', 'l', 'i', 'c']</td>\n",
+ " <td> ['s', 'r', 'd', 'n', 'a', 'e']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>982</th>\n",
+ " <td> generating</td>\n",
+ " <td> ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ...</td>\n",
+ " <td> ['o', 'l']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>983</th>\n",
+ " <td> sallies</td>\n",
+ " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
+ " <td> ['r']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>984</th>\n",
+ " <td> yacht</td>\n",
+ " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
+ " <td> ['s', 'e']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>985</th>\n",
+ " <td> armpits</td>\n",
+ " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
+ " <td> ['o']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>986</th>\n",
+ " <td> oblongs</td>\n",
+ " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
+ " <td> ['r', 'i', 'a']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>987</th>\n",
+ " <td> developed</td>\n",
+ " <td> ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd']</td>\n",
+ " <td> ['t', 'a', 'r', 'n', 'i']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>988</th>\n",
+ " <td> demolish</td>\n",
+ " <td> ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h']</td>\n",
+ " <td> ['r', 'a', 't']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>989</th>\n",
+ " <td> pincers</td>\n",
+ " <td> ['p', 'i', 'n', 'c', 'e', 'r', 's']</td>\n",
+ " <td> ['a', 'o', 't', 'd', 'l']</td>\n",
+ " <td> 7</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 7</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>990</th>\n",
+ " <td> telecommunications</td>\n",
+ " <td> ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ...</td>\n",
+ " <td> ['p', 'r']</td>\n",
+ " <td> 18</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 18</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>991</th>\n",
+ " <td> dabble</td>\n",
+ " <td> ['d', 'a', 'b', 'b', 'l', 'e']</td>\n",
+ " <td> ['s', 'r', 'i', 'n', 'y']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>992</th>\n",
+ " <td> morticing</td>\n",
+ " <td> ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g']</td>\n",
+ " <td> ['a', 's', 'f', 'd']</td>\n",
+ " <td> 9</td>\n",
+ " <td> 6</td>\n",
+ " <td> True</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>993</th>\n",
+ " <td> weals</td>\n",
+ " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
+ " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 5</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>994</th>\n",
+ " <td> dryer</td>\n",
+ " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
+ " <td> ['s', 'i']</td>\n",
+ " <td> 5</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>995</th>\n",
+ " <td> inconclusively</td>\n",
+ " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
+ " <td> ['d']</td>\n",
+ " <td> 14</td>\n",
+ " <td> 9</td>\n",
+ " <td> True</td>\n",
+ " <td> 14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>996</th>\n",
+ " <td> bubbliest</td>\n",
+ " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
+ " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
+ " <td> 1</td>\n",
+ " <td> 0</td>\n",
+ " <td> False</td>\n",
+ " <td> 9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>997</th>\n",
+ " <td> graded</td>\n",
+ " <td> ['g', 'r', 'a', 'd', 'e', 'd']</td>\n",
+ " <td> ['s', 'c', 'v', 'y', 't', 'z']</td>\n",
+ " <td> 6</td>\n",
+ " <td> 4</td>\n",
+ " <td> True</td>\n",
+ " <td> 6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>998</th>\n",
+ " <td> carriage</td>\n",
+ " <td> ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e']</td>\n",
+ " <td> ['s', 'l', 'd']</td>\n",
+ " <td> 8</td>\n",
+ " <td> 7</td>\n",
+ " <td> True</td>\n",
+ " <td> 8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>999</th>\n",
+ " <td> datelining</td>\n",
+ " <td> ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ...</td>\n",
+ " <td> ['o', 's']</td>\n",
+ " <td> 10</td>\n",
+ " <td> 8</td>\n",
+ " <td> True</td>\n",
+ " <td> 10</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1000 rows \u00d7 7 columns</p>\n",
+ "</div>"
+ ],
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 20,
+ "text": [
+ " target discovered \\\n",
+ "0 punned ['p', 'u', 'n', 'n', 'e', 'd'] \n",
+ "1 anode ['a', 'n', 'o', 'd', 'e'] \n",
+ "2 passes ['p', 'a', 's', 's', 'e', 's'] \n",
+ "3 maxing ['m', 'a', 'x', 'i', 'n', 'g'] \n",
+ "4 quadrant ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't'] \n",
+ "5 polygamy ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y'] \n",
+ "6 technologists ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ... \n",
+ "7 tussle ['t', 'u', 's', 's', 'l', 'e'] \n",
+ "8 explicitly ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ... \n",
+ "9 moderators ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ... \n",
+ "10 error ['e', 'r', 'r', 'o', 'r'] \n",
+ "11 stamped ['s', 't', 'a', 'm', 'p', 'e', 'd'] \n",
+ "12 dress ['d', 'r', 'e', 's', 's'] \n",
+ "13 truckled ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd'] \n",
+ "14 accommodation ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ... \n",
+ "15 reload ['r', 'e', 'l', 'o', 'a', 'd'] \n",
+ "16 confounded ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ... \n",
+ "17 racketeers ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ... \n",
+ "18 ignoramuses ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ... \n",
+ "19 party ['p', 'a', 'r', 't', 'y'] \n",
+ "20 rill ['r', 'i', 'l', 'l'] \n",
+ "21 player ['p', 'l', 'a', 'y', 'e', 'r'] \n",
+ "22 protester ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r'] \n",
+ "23 asphalted ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd'] \n",
+ "24 uniforms ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's'] \n",
+ "25 coniferous ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ... \n",
+ "26 dishearten ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ... \n",
+ "27 scull ['s', 'c', 'u', 'l', 'l'] \n",
+ "28 virgin ['v', 'i', 'r', 'g', 'i', 'n'] \n",
+ "29 licentiously ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ... \n",
+ ".. ... ... \n",
+ "970 grindstone ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ... \n",
+ "971 bankruptcies ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ... \n",
+ "972 smalls ['s', 'm', 'a', 'l', 'l', 's'] \n",
+ "973 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
+ "974 interfacing ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ... \n",
+ "975 mint ['_', '_', 'n', 't'] \n",
+ "976 romanticises ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ... \n",
+ "977 cleavage ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e'] \n",
+ "978 revival ['r', 'e', 'v', 'i', 'v', 'a', 'l'] \n",
+ "979 praying ['p', 'r', 'a', 'y', 'i', 'n', 'g'] \n",
+ "980 troupe ['t', 'r', 'o', 'u', 'p', 'e'] \n",
+ "981 public ['p', 'u', 'b', 'l', 'i', 'c'] \n",
+ "982 generating ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ... \n",
+ "983 sallies ['s', 'a', 'l', 'l', 'i', 'e', 's'] \n",
+ "984 yacht ['y', 'a', 'c', 'h', 't'] \n",
+ "985 armpits ['a', 'r', 'm', 'p', 'i', 't', 's'] \n",
+ "986 oblongs ['o', 'b', 'l', 'o', 'n', 'g', 's'] \n",
+ "987 developed ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd'] \n",
+ "988 demolish ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h'] \n",
+ "989 pincers ['p', 'i', 'n', 'c', 'e', 'r', 's'] \n",
+ "990 telecommunications ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ... \n",
+ "991 dabble ['d', 'a', 'b', 'b', 'l', 'e'] \n",
+ "992 morticing ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g'] \n",
+ "993 weals ['w', 'e', 'a', 'l', 's'] \n",
+ "994 dryer ['d', 'r', 'y', 'e', 'r'] \n",
+ "995 inconclusively ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ... \n",
+ "996 bubbliest ['_', '_', '_', '_', '_', '_', '_', '_', 't'] \n",
+ "997 graded ['g', 'r', 'a', 'd', 'e', 'd'] \n",
+ "998 carriage ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e'] \n",
+ "999 datelining ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ... \n",
+ "\n",
+ " wrong letters number of hits \\\n",
+ "0 ['s', 'r', 'l', 'a', 'i'] 6 \n",
+ "1 ['s', 'l', 'b'] 5 \n",
+ "2 ['l', 'b'] 6 \n",
+ "3 ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c'] 6 \n",
+ "4 [] 8 \n",
+ "5 ['r', 'i', 's', 'd'] 8 \n",
+ "6 ['r'] 13 \n",
+ "7 ['a'] 6 \n",
+ "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
+ "9 ['u'] 10 \n",
+ "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
+ "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
+ "12 [] 5 \n",
+ "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
+ "14 ['s', 'g'] 13 \n",
+ "15 ['s', 'i'] 6 \n",
+ "16 ['p'] 10 \n",
+ "17 ['o', 'l'] 10 \n",
+ "18 ['l'] 11 \n",
+ "19 ['s', 'e', 'n', 'd'] 5 \n",
+ "20 ['e', 's', 'a', 'o', 'u', 'n'] 4 \n",
+ "21 ['s', 'm'] 6 \n",
+ "22 ['i', 'd', 'l'] 9 \n",
+ "23 ['r', 'i'] 9 \n",
+ "24 ['a', 't', 'p'] 8 \n",
+ "25 [] 10 \n",
+ "26 ['o', 'l', 'g'] 10 \n",
+ "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
+ "28 ['s', 'a', 'd'] 6 \n",
+ "29 [] 12 \n",
+ ".. ... ... \n",
+ "970 ['a', 'u', 'p'] 10 \n",
+ "971 [] 12 \n",
+ "972 ['e', 't', 'k', 'w'] 6 \n",
+ "973 ['s', 'r', 'e', 'a', 'o', 'u', 'k'] 7 \n",
+ "974 ['o', 'l', 'd', 's'] 11 \n",
+ "975 ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ... 2 \n",
+ "976 ['d'] 12 \n",
+ "977 ['r', 's'] 8 \n",
+ "978 ['s', 'n', 'c', 'm'] 7 \n",
+ "979 ['s', 'd', 'c', 'b'] 7 \n",
+ "980 ['s', 'g', 'a', 'l'] 6 \n",
+ "981 ['s', 'r', 'd', 'n', 'a', 'e'] 6 \n",
+ "982 ['o', 'l'] 10 \n",
+ "983 ['r'] 7 \n",
+ "984 ['s', 'e'] 5 \n",
+ "985 ['o'] 7 \n",
+ "986 ['r', 'i', 'a'] 7 \n",
+ "987 ['t', 'a', 'r', 'n', 'i'] 9 \n",
+ "988 ['r', 'a', 't'] 8 \n",
+ "989 ['a', 'o', 't', 'd', 'l'] 7 \n",
+ "990 ['p', 'r'] 18 \n",
+ "991 ['s', 'r', 'i', 'n', 'y'] 6 \n",
+ "992 ['a', 's', 'f', 'd'] 9 \n",
+ "993 ['r', 'd', 'p', 'm', 'h'] 5 \n",
+ "994 ['s', 'i'] 5 \n",
+ "995 ['d'] 14 \n",
+ "996 ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ... 1 \n",
+ "997 ['s', 'c', 'v', 'y', 't', 'z'] 6 \n",
+ "998 ['s', 'l', 'd'] 8 \n",
+ "999 ['o', 's'] 10 \n",
+ "\n",
+ " lives remaining game won word length \n",
+ "0 5 True 6 \n",
+ "1 7 True 5 \n",
+ "2 8 True 6 \n",
+ "3 1 True 6 \n",
+ "4 10 True 8 \n",
+ "5 6 True 8 \n",
+ "6 9 True 13 \n",
+ "7 9 True 6 \n",
+ "8 5 True 10 \n",
+ "9 9 True 10 \n",
+ "10 5 True 5 \n",
+ "11 5 True 7 \n",
+ "12 10 True 5 \n",
+ "13 5 True 8 \n",
+ "14 8 True 13 \n",
+ "15 8 True 6 \n",
+ "16 9 True 10 \n",
+ "17 8 True 10 \n",
+ "18 9 True 11 \n",
+ "19 6 True 5 \n",
+ "20 4 True 4 \n",
+ "21 8 True 6 \n",
+ "22 7 True 9 \n",
+ "23 8 True 9 \n",
+ "24 7 True 8 \n",
+ "25 10 True 10 \n",
+ "26 7 True 10 \n",
+ "27 5 True 5 \n",
+ "28 7 True 6 \n",
+ "29 10 True 12 \n",
+ ".. ... ... ... \n",
+ "970 7 True 10 \n",
+ "971 10 True 12 \n",
+ "972 6 True 6 \n",
+ "973 3 True 7 \n",
+ "974 6 True 11 \n",
+ "975 0 False 4 \n",
+ "976 9 True 12 \n",
+ "977 8 True 8 \n",
+ "978 6 True 7 \n",
+ "979 6 True 7 \n",
+ "980 6 True 6 \n",
+ "981 4 True 6 \n",
+ "982 8 True 10 \n",
+ "983 9 True 7 \n",
+ "984 8 True 5 \n",
+ "985 9 True 7 \n",
+ "986 7 True 7 \n",
+ "987 5 True 9 \n",
+ "988 7 True 8 \n",
+ "989 5 True 7 \n",
+ "990 8 True 18 \n",
+ "991 5 True 6 \n",
+ "992 6 True 9 \n",
+ "993 5 True 5 \n",
+ "994 8 True 5 \n",
+ "995 9 True 14 \n",
+ "996 0 False 9 \n",
+ "997 4 True 6 \n",
+ "998 7 True 8 \n",
+ "999 8 True 10 \n",
+ "\n",
+ "[1000 rows x 7 columns]"
+ ]
+ }
+ ],
+ "prompt_number": 20
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "adaptive_split['lives remaining'].hist()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 21,
+ "text": [
+ "<matplotlib.axes.AxesSubplot at 0x7f1586ed5470>"
+ ]
+ },
+ {
+ "metadata": {},
+ "output_type": "display_data",
+ "png": 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+ "text": [
+ "<matplotlib.figure.Figure at 0x7f1586eb5da0>"
+ ]
+ }
+ ],
+ "prompt_number": 21
+ },
+ {
+ "cell_type": "code",
+ "collapsed": false,
+ "input": [
+ "adaptive_split.groupby('lives remaining').size()"
+ ],
+ "language": "python",
+ "metadata": {},
+ "outputs": [
+ {
+ "metadata": {},
+ "output_type": "pyout",
+ "prompt_number": 22,
+ "text": [
+ "lives remaining\n",
+ "0 19\n",
+ "1 9\n",
+ "2 22\n",
+ "3 56\n",
+ "4 68\n",
+ "5 105\n",
+ "6 165\n",
+ "7 172\n",
+ "8 183\n",
+ "9 124\n",
+ "10 77\n",
+ "dtype: int64"
+ ]
+ }
+ ],
+ "prompt_number": 22
},
{
"cell_type": "code",
projects / cas-master-teacher-training.git / blobdiff