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1464b2b54b79e97b5955be6ff2d6bb49e4e6a1ad
[cas-master-teacher-training.git] / hangman-logging.ipynb
1 {
2 "metadata": {
3 "name": "",
4 "signature": "sha256:68618a996de5665d650cf3d51934bda396b1168f907f5e8de5bff75bb5dfc8b6"
5 },
6 "nbformat": 3,
7 "nbformat_minor": 0,
8 "worksheets": [
9 {
10 "cells": [
11 {
12 "cell_type": "code",
13 "collapsed": false,
14 "input": [
15 "import re\n",
16 "import random\n",
17 "import string\n",
18 "import collections\n",
19 "import csv"
20 ],
21 "language": "python",
22 "metadata": {},
23 "outputs": [],
24 "prompt_number": 17
25 },
26 {
27 "cell_type": "code",
28 "collapsed": false,
29 "input": [
30 "WORDS = [w.strip() for w in open('/usr/share/dict/british-english').readlines() \n",
31 " if re.match(r'^[a-z]*$', w.strip())]"
32 ],
33 "language": "python",
34 "metadata": {},
35 "outputs": [],
36 "prompt_number": 18
37 },
38 {
39 "cell_type": "code",
40 "collapsed": false,
41 "input": [
42 "LETTER_COUNTS = collections.Counter(l.lower() for l in open('sherlock-holmes.txt').read() \n",
43 " if l in string.ascii_letters)\n",
44 "LETTERS_IN_ORDER = [p[0] for p in LETTER_COUNTS.most_common()]"
45 ],
46 "language": "python",
47 "metadata": {},
48 "outputs": [],
49 "prompt_number": 19
50 },
51 {
52 "cell_type": "code",
53 "collapsed": false,
54 "input": [
55 "DICT_COUNTS = collections.Counter(l.lower() for l in open('/usr/share/dict/british-english').read() \n",
56 " if l in string.ascii_letters)\n",
57 "DICT_LETTERS_IN_ORDER = [p[0] for p in DICT_COUNTS.most_common()]"
58 ],
59 "language": "python",
60 "metadata": {},
61 "outputs": [],
62 "prompt_number": 20
63 },
64 {
65 "cell_type": "code",
66 "collapsed": false,
67 "input": [
68 "STARTING_LIVES = 10"
69 ],
70 "language": "python",
71 "metadata": {},
72 "outputs": [],
73 "prompt_number": 21
74 },
75 {
76 "cell_type": "code",
77 "collapsed": false,
78 "input": [
79 "class Game:\n",
80 " def __init__(self, target, player=None, lives=STARTING_LIVES):\n",
81 " self.lives = lives\n",
82 " self.player = player\n",
83 " self.target = target\n",
84 " self.discovered = list('_' * len(target))\n",
85 " self.wrong_letters = []\n",
86 " self.game_finished = False\n",
87 " self.game_won = False\n",
88 " self.game_lost = False\n",
89 " \n",
90 " def find_all(self, letter):\n",
91 " return [p for p, l in enumerate(self.target) if l == letter]\n",
92 " \n",
93 " def update_discovered_word(self, guessed_letter):\n",
94 " locations = self.find_all(guessed_letter)\n",
95 " for location in locations:\n",
96 " self.discovered[location] = guessed_letter\n",
97 " return self.discovered\n",
98 " \n",
99 " def do_turn(self):\n",
100 " if self.player:\n",
101 " guess = self.player.guess(self.discovered, self.wrong_letters, self.lives)\n",
102 " else:\n",
103 " guess = self.ask_for_guess()\n",
104 " if guess in self.target:\n",
105 " self.update_discovered_word(guess)\n",
106 " else:\n",
107 " self.lives -= 1\n",
108 " if guess not in self.wrong_letters:\n",
109 " self.wrong_letters += [guess]\n",
110 " if self.lives == 0:\n",
111 " self.game_finished = True\n",
112 " self.game_lost = True\n",
113 " if '_' not in self.discovered:\n",
114 " self.game_finished = True\n",
115 " self.game_won = True\n",
116 " \n",
117 " def ask_for_guess(self):\n",
118 " print('Word:', ' '.join(self.discovered), \n",
119 " ' : Lives =', self.lives, \n",
120 " ', wrong guesses:', ' '.join(sorted(self.wrong_letters)))\n",
121 " guess = input('Enter letter: ').strip().lower()[0]\n",
122 " return guess\n",
123 " \n",
124 " def play_game(self, csvwriter=None):\n",
125 " while not self.game_finished:\n",
126 " self.do_turn()\n",
127 " if not self.player:\n",
128 " self.report_on_game()\n",
129 " if csvwriter:\n",
130 " csvwriter.writerow([self.target, self.discovered, self.wrong_letters, \n",
131 " len([l for l in self.discovered if l != '_']),\n",
132 " self.lives, self.game_won])\n",
133 " return self.game_won\n",
134 " \n",
135 " def report_on_game(self):\n",
136 " if self.game_won:\n",
137 " print('You won! The word was', self.target)\n",
138 " else:\n",
139 " print('You lost. The word was', self.target)\n",
140 " return self.game_won"
141 ],
142 "language": "python",
143 "metadata": {},
144 "outputs": [],
145 "prompt_number": 22
146 },
147 {
148 "cell_type": "code",
149 "collapsed": false,
150 "input": [
151 "class PlayerFixedOrder:\n",
152 " def __init__(self, ordered_letters):\n",
153 " self.ordered_letters = ordered_letters\n",
154 " \n",
155 " def guess(self, discovered, missed, lives):\n",
156 " guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
157 " return [l for l in self.ordered_letters if l not in guessed_letters][0]"
158 ],
159 "language": "python",
160 "metadata": {},
161 "outputs": [],
162 "prompt_number": 23
163 },
164 {
165 "cell_type": "code",
166 "collapsed": false,
167 "input": [
168 "class PlayerAlphabetical(PlayerFixedOrder):\n",
169 " def __init__(self):\n",
170 " super().__init__(string.ascii_lowercase)\n",
171 "\n",
172 "class PlayerFreqOrdered(PlayerFixedOrder):\n",
173 " def __init__(self):\n",
174 " super().__init__(LETTERS_IN_ORDER)\n"
175 ],
176 "language": "python",
177 "metadata": {},
178 "outputs": [],
179 "prompt_number": 24
180 },
181 {
182 "cell_type": "code",
183 "collapsed": false,
184 "input": [
185 "class PlayerAdaptive:\n",
186 " def __init__(self, words):\n",
187 " self.candidate_words = words\n",
188 " \n",
189 " def guess(self, discovered, missed, lives):\n",
190 " self.filter_candidate_words(discovered, missed)\n",
191 " self.set_ordered_letters()\n",
192 " guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
193 " return [l for l in self.ordered_letters if l not in guessed_letters][0]\n",
194 " \n",
195 " def filter_candidate_words(self, discovered, missed):\n",
196 " pass\n",
197 " \n",
198 " def set_ordered_letters(self):\n",
199 " counts = collections.Counter(l.lower() \n",
200 " for l in ''.join(self.candidate_words) + string.ascii_lowercase \n",
201 " if l in string.ascii_letters)\n",
202 " self.ordered_letters = [p[0] for p in counts.most_common()]"
203 ],
204 "language": "python",
205 "metadata": {},
206 "outputs": [],
207 "prompt_number": 25
208 },
209 {
210 "cell_type": "code",
211 "collapsed": false,
212 "input": [
213 "class PlayerAdaptiveLength(PlayerAdaptive):\n",
214 " def __init__(self, words):\n",
215 " super().__init__(words)\n",
216 " self.word_len = None\n",
217 " self.ordered_letters = None\n",
218 " \n",
219 " def filter_candidate_words(self, discovered, missed):\n",
220 " if not self.word_len:\n",
221 " self.word_len = len(discovered)\n",
222 " self.candidate_words = [w for w in self.candidate_words if len(w) == self.word_len]\n",
223 " \n",
224 " def set_ordered_letters(self):\n",
225 " if not self.ordered_letters:\n",
226 " super().set_ordered_letters()"
227 ],
228 "language": "python",
229 "metadata": {},
230 "outputs": [],
231 "prompt_number": 26
232 },
233 {
234 "cell_type": "code",
235 "collapsed": false,
236 "input": [
237 "class PlayerAdaptiveIncludedLetters(PlayerAdaptive):\n",
238 " def filter_candidate_words(self, discovered, missed):\n",
239 " exp = re.compile('^' + ''.join(discovered).replace('_', '.') + '$')\n",
240 " self.candidate_words = [w for w in self.candidate_words if exp.match(w)]"
241 ],
242 "language": "python",
243 "metadata": {},
244 "outputs": [],
245 "prompt_number": 27
246 },
247 {
248 "cell_type": "code",
249 "collapsed": false,
250 "input": [
251 "class PlayerAdaptiveExcludedLetters(PlayerAdaptive):\n",
252 " def filter_candidate_words(self, discovered, missed):\n",
253 " if missed:\n",
254 " exp = re.compile('^[^' + ''.join(missed) + ']*$')\n",
255 " self.candidate_words = [w for w in self.candidate_words if exp.match(w)] "
256 ],
257 "language": "python",
258 "metadata": {},
259 "outputs": [],
260 "prompt_number": 28
261 },
262 {
263 "cell_type": "code",
264 "collapsed": false,
265 "input": [
266 "class PlayerAdaptivePattern(PlayerAdaptive):\n",
267 " def filter_candidate_words(self, discovered, missed):\n",
268 " attempted_letters = [l for l in discovered if l != '_'] + missed\n",
269 " if attempted_letters:\n",
270 " exclusion_pattern = '[^' + ''.join(attempted_letters) + ']'\n",
271 " else:\n",
272 " exclusion_pattern = '.'\n",
273 " exp = re.compile('^' + ''.join(discovered).replace('_', exclusion_pattern) + '$')\n",
274 " self.candidate_words = [w for w in self.candidate_words if exp.match(w)]"
275 ],
276 "language": "python",
277 "metadata": {},
278 "outputs": [],
279 "prompt_number": 29
280 },
281 {
282 "cell_type": "code",
283 "collapsed": false,
284 "input": [
285 "g = Game(random.choice(WORDS), player=PlayerAdaptive(WORDS))\n",
286 "g.play_game()"
287 ],
288 "language": "python",
289 "metadata": {},
290 "outputs": [
291 {
292 "metadata": {},
293 "output_type": "pyout",
294 "prompt_number": 30,
295 "text": [
296 "True"
297 ]
298 }
299 ],
300 "prompt_number": 30
301 },
302 {
303 "cell_type": "code",
304 "collapsed": false,
305 "input": [
306 "with open('fixed_alphabetical.csv', 'w', newline='') as csvfile:\n",
307 " gamewriter = csv.writer(csvfile)\n",
308 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
309 " for _ in range(100):\n",
310 " g = Game(random.choice(WORDS), player=PlayerAlphabetical())\n",
311 " g.play_game(gamewriter)"
312 ],
313 "language": "python",
314 "metadata": {},
315 "outputs": [],
316 "prompt_number": 31
317 },
318 {
319 "cell_type": "code",
320 "collapsed": false,
321 "input": [
322 "players = [(PlayerAlphabetical, None, 'fixed_alphabetical.csv'), \n",
323 " (PlayerFreqOrdered, None, 'fixed_order.csv'),\n",
324 " (PlayerAdaptiveIncludedLetters, WORDS, 'adaptive_included.csv'),\n",
325 " (PlayerAdaptiveExcludedLetters, WORDS, 'adaptive_excluded.csv'),\n",
326 " (PlayerAdaptivePattern, WORDS, 'adaptive_pattern.csv')]\n",
327 "\n",
328 "games_per_player = 1000\n",
329 "\n",
330 "for p, a, f in players:\n",
331 " with open(f, 'w', newline='') as csvfile:\n",
332 " gamewriter = csv.writer(csvfile)\n",
333 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
334 " for _ in range(games_per_player):\n",
335 " if a:\n",
336 " g = Game(random.choice(WORDS), player=p(a))\n",
337 " else:\n",
338 " g = Game(random.choice(WORDS), player=p())\n",
339 " g.play_game(gamewriter)"
340 ],
341 "language": "python",
342 "metadata": {},
343 "outputs": [],
344 "prompt_number": 32
345 },
346 {
347 "cell_type": "code",
348 "collapsed": false,
349 "input": [
350 "import pandas as pd\n",
351 "import matplotlib as mpl\n",
352 "import matplotlib.pyplot as plt\n",
353 "%matplotlib inline"
354 ],
355 "language": "python",
356 "metadata": {},
357 "outputs": [],
358 "prompt_number": 33
359 },
360 {
361 "cell_type": "code",
362 "collapsed": false,
363 "input": [
364 "fixed_order = pd.read_csv('fixed_order.csv')\n",
365 "fixed_order"
366 ],
367 "language": "python",
368 "metadata": {},
369 "outputs": [
370 {
371 "html": [
372 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
373 "<table border=\"1\" class=\"dataframe\">\n",
374 " <thead>\n",
375 " <tr style=\"text-align: right;\">\n",
376 " <th></th>\n",
377 " <th>target</th>\n",
378 " <th>discovered</th>\n",
379 " <th>wrong letters</th>\n",
380 " <th>number of hits</th>\n",
381 " <th>lives remaining</th>\n",
382 " <th>game won</th>\n",
383 " </tr>\n",
384 " </thead>\n",
385 " <tbody>\n",
386 " <tr>\n",
387 " <th>0 </th>\n",
388 " <td> fume</td>\n",
389 " <td> ['_', '_', '_', 'e']</td>\n",
390 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
391 " <td> 1</td>\n",
392 " <td> 0</td>\n",
393 " <td> False</td>\n",
394 " </tr>\n",
395 " <tr>\n",
396 " <th>1 </th>\n",
397 " <td> nightlife</td>\n",
398 " <td> ['n', 'i', '_', 'h', 't', 'l', 'i', '_', 'e']</td>\n",
399 " <td> ['a', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
400 " <td> 7</td>\n",
401 " <td> 0</td>\n",
402 " <td> False</td>\n",
403 " </tr>\n",
404 " <tr>\n",
405 " <th>2 </th>\n",
406 " <td> skydove</td>\n",
407 " <td> ['s', '_', '_', 'd', 'o', '_', 'e']</td>\n",
408 " <td> ['t', 'a', 'i', 'h', 'n', 'r', 'l', 'u', 'm', ...</td>\n",
409 " <td> 4</td>\n",
410 " <td> 0</td>\n",
411 " <td> False</td>\n",
412 " </tr>\n",
413 " <tr>\n",
414 " <th>3 </th>\n",
415 " <td> generates</td>\n",
416 " <td> ['_', 'e', 'n', 'e', 'r', 'a', 't', 'e', 's']</td>\n",
417 " <td> ['o', 'i', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
418 " <td> 8</td>\n",
419 " <td> 0</td>\n",
420 " <td> False</td>\n",
421 " </tr>\n",
422 " <tr>\n",
423 " <th>4 </th>\n",
424 " <td> mes</td>\n",
425 " <td> ['_', 'e', 's']</td>\n",
426 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 'r', 'd', 'l', ...</td>\n",
427 " <td> 2</td>\n",
428 " <td> 0</td>\n",
429 " <td> False</td>\n",
430 " </tr>\n",
431 " <tr>\n",
432 " <th>5 </th>\n",
433 " <td> sphinges</td>\n",
434 " <td> ['s', '_', 'h', 'i', 'n', '_', 'e', 's']</td>\n",
435 " <td> ['t', 'a', 'o', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
436 " <td> 6</td>\n",
437 " <td> 0</td>\n",
438 " <td> False</td>\n",
439 " </tr>\n",
440 " <tr>\n",
441 " <th>6 </th>\n",
442 " <td> backgammon</td>\n",
443 " <td> ['_', 'a', '_', '_', '_', 'a', 'm', 'm', 'o', ...</td>\n",
444 " <td> ['e', 't', 'i', 'h', 's', 'r', 'd', 'l', 'u', ...</td>\n",
445 " <td> 6</td>\n",
446 " <td> 0</td>\n",
447 " <td> False</td>\n",
448 " </tr>\n",
449 " <tr>\n",
450 " <th>7 </th>\n",
451 " <td> stares</td>\n",
452 " <td> ['s', 't', 'a', 'r', 'e', 's']</td>\n",
453 " <td> ['o', 'i', 'h', 'n']</td>\n",
454 " <td> 6</td>\n",
455 " <td> 6</td>\n",
456 " <td> True</td>\n",
457 " </tr>\n",
458 " <tr>\n",
459 " <th>8 </th>\n",
460 " <td> exemplify</td>\n",
461 " <td> ['e', '_', 'e', 'm', '_', 'l', 'i', '_', '_']</td>\n",
462 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'r', 'd', 'u', ...</td>\n",
463 " <td> 5</td>\n",
464 " <td> 0</td>\n",
465 " <td> False</td>\n",
466 " </tr>\n",
467 " <tr>\n",
468 " <th>9 </th>\n",
469 " <td> placard</td>\n",
470 " <td> ['_', 'l', 'a', '_', 'a', 'r', 'd']</td>\n",
471 " <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'u', 'm', ...</td>\n",
472 " <td> 5</td>\n",
473 " <td> 0</td>\n",
474 " <td> False</td>\n",
475 " </tr>\n",
476 " <tr>\n",
477 " <th>10 </th>\n",
478 " <td> magnetising</td>\n",
479 " <td> ['m', 'a', '_', 'n', 'e', 't', 'i', 's', 'i', ...</td>\n",
480 " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'w', 'c', 'y', ...</td>\n",
481 " <td> 9</td>\n",
482 " <td> 0</td>\n",
483 " <td> False</td>\n",
484 " </tr>\n",
485 " <tr>\n",
486 " <th>11 </th>\n",
487 " <td> curried</td>\n",
488 " <td> ['c', 'u', 'r', 'r', 'i', 'e', 'd']</td>\n",
489 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'l', 'm', 'w']</td>\n",
490 " <td> 7</td>\n",
491 " <td> 1</td>\n",
492 " <td> True</td>\n",
493 " </tr>\n",
494 " <tr>\n",
495 " <th>12 </th>\n",
496 " <td> drouth</td>\n",
497 " <td> ['d', 'r', 'o', 'u', 't', 'h']</td>\n",
498 " <td> ['e', 'a', 'i', 'n', 's', 'l']</td>\n",
499 " <td> 6</td>\n",
500 " <td> 4</td>\n",
501 " <td> True</td>\n",
502 " </tr>\n",
503 " <tr>\n",
504 " <th>13 </th>\n",
505 " <td> trash</td>\n",
506 " <td> ['t', 'r', 'a', 's', 'h']</td>\n",
507 " <td> ['e', 'o', 'i', 'n']</td>\n",
508 " <td> 5</td>\n",
509 " <td> 6</td>\n",
510 " <td> True</td>\n",
511 " </tr>\n",
512 " <tr>\n",
513 " <th>14 </th>\n",
514 " <td> irretrievable</td>\n",
515 " <td> ['i', 'r', 'r', 'e', 't', 'r', 'i', 'e', '_', ...</td>\n",
516 " <td> ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
517 " <td> 11</td>\n",
518 " <td> 0</td>\n",
519 " <td> False</td>\n",
520 " </tr>\n",
521 " <tr>\n",
522 " <th>15 </th>\n",
523 " <td> exploiters</td>\n",
524 " <td> ['e', '_', '_', 'l', 'o', 'i', 't', 'e', 'r', ...</td>\n",
525 " <td> ['a', 'h', 'n', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
526 " <td> 8</td>\n",
527 " <td> 0</td>\n",
528 " <td> False</td>\n",
529 " </tr>\n",
530 " <tr>\n",
531 " <th>16 </th>\n",
532 " <td> newscast</td>\n",
533 " <td> ['n', 'e', 'w', 's', 'c', 'a', 's', 't']</td>\n",
534 " <td> ['o', 'i', 'h', 'r', 'd', 'l', 'u', 'm']</td>\n",
535 " <td> 8</td>\n",
536 " <td> 2</td>\n",
537 " <td> True</td>\n",
538 " </tr>\n",
539 " <tr>\n",
540 " <th>17 </th>\n",
541 " <td> compliment</td>\n",
542 " <td> ['c', 'o', 'm', '_', 'l', 'i', 'm', 'e', 'n', ...</td>\n",
543 " <td> ['a', 'h', 's', 'r', 'd', 'u', 'w', 'y', 'f', ...</td>\n",
544 " <td> 9</td>\n",
545 " <td> 0</td>\n",
546 " <td> False</td>\n",
547 " </tr>\n",
548 " <tr>\n",
549 " <th>18 </th>\n",
550 " <td> faithfulness</td>\n",
551 " <td> ['f', 'a', 'i', 't', 'h', 'f', 'u', 'l', 'n', ...</td>\n",
552 " <td> ['o', 'r', 'd', 'm', 'w', 'c', 'y']</td>\n",
553 " <td> 12</td>\n",
554 " <td> 3</td>\n",
555 " <td> True</td>\n",
556 " </tr>\n",
557 " <tr>\n",
558 " <th>19 </th>\n",
559 " <td> muzzle</td>\n",
560 " <td> ['m', 'u', '_', '_', 'l', 'e']</td>\n",
561 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
562 " <td> 4</td>\n",
563 " <td> 0</td>\n",
564 " <td> False</td>\n",
565 " </tr>\n",
566 " <tr>\n",
567 " <th>20 </th>\n",
568 " <td> ministered</td>\n",
569 " <td> ['m', 'i', 'n', 'i', 's', 't', 'e', 'r', 'e', ...</td>\n",
570 " <td> ['a', 'o', 'h', 'l', 'u']</td>\n",
571 " <td> 10</td>\n",
572 " <td> 5</td>\n",
573 " <td> True</td>\n",
574 " </tr>\n",
575 " <tr>\n",
576 " <th>21 </th>\n",
577 " <td> clef</td>\n",
578 " <td> ['_', 'l', 'e', '_']</td>\n",
579 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
580 " <td> 2</td>\n",
581 " <td> 0</td>\n",
582 " <td> False</td>\n",
583 " </tr>\n",
584 " <tr>\n",
585 " <th>22 </th>\n",
586 " <td> sunning</td>\n",
587 " <td> ['s', 'u', 'n', 'n', 'i', 'n', '_']</td>\n",
588 " <td> ['e', 't', 'a', 'o', 'h', 'r', 'd', 'l', 'm', ...</td>\n",
589 " <td> 6</td>\n",
590 " <td> 0</td>\n",
591 " <td> False</td>\n",
592 " </tr>\n",
593 " <tr>\n",
594 " <th>23 </th>\n",
595 " <td> cow</td>\n",
596 " <td> ['_', 'o', '_']</td>\n",
597 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
598 " <td> 1</td>\n",
599 " <td> 0</td>\n",
600 " <td> False</td>\n",
601 " </tr>\n",
602 " <tr>\n",
603 " <th>24 </th>\n",
604 " <td> loon</td>\n",
605 " <td> ['l', 'o', 'o', 'n']</td>\n",
606 " <td> ['e', 't', 'a', 'i', 'h', 's', 'r', 'd']</td>\n",
607 " <td> 4</td>\n",
608 " <td> 2</td>\n",
609 " <td> True</td>\n",
610 " </tr>\n",
611 " <tr>\n",
612 " <th>25 </th>\n",
613 " <td> pepperonis</td>\n",
614 " <td> ['_', 'e', '_', '_', 'e', 'r', 'o', 'n', 'i', ...</td>\n",
615 " <td> ['t', 'a', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
616 " <td> 7</td>\n",
617 " <td> 0</td>\n",
618 " <td> False</td>\n",
619 " </tr>\n",
620 " <tr>\n",
621 " <th>26 </th>\n",
622 " <td> alerting</td>\n",
623 " <td> ['a', 'l', 'e', 'r', 't', 'i', 'n', '_']</td>\n",
624 " <td> ['o', 'h', 's', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
625 " <td> 7</td>\n",
626 " <td> 0</td>\n",
627 " <td> False</td>\n",
628 " </tr>\n",
629 " <tr>\n",
630 " <th>27 </th>\n",
631 " <td> hoorahs</td>\n",
632 " <td> ['h', 'o', 'o', 'r', 'a', 'h', 's']</td>\n",
633 " <td> ['e', 't', 'i', 'n']</td>\n",
634 " <td> 7</td>\n",
635 " <td> 6</td>\n",
636 " <td> True</td>\n",
637 " </tr>\n",
638 " <tr>\n",
639 " <th>28 </th>\n",
640 " <td> legislates</td>\n",
641 " <td> ['l', 'e', '_', 'i', 's', 'l', 'a', 't', 'e', ...</td>\n",
642 " <td> ['o', 'h', 'n', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
643 " <td> 9</td>\n",
644 " <td> 0</td>\n",
645 " <td> False</td>\n",
646 " </tr>\n",
647 " <tr>\n",
648 " <th>29 </th>\n",
649 " <td> readout</td>\n",
650 " <td> ['r', 'e', 'a', 'd', 'o', 'u', 't']</td>\n",
651 " <td> ['i', 'h', 'n', 's', 'l']</td>\n",
652 " <td> 7</td>\n",
653 " <td> 5</td>\n",
654 " <td> True</td>\n",
655 " </tr>\n",
656 " <tr>\n",
657 " <th>...</th>\n",
658 " <td>...</td>\n",
659 " <td>...</td>\n",
660 " <td>...</td>\n",
661 " <td>...</td>\n",
662 " <td>...</td>\n",
663 " <td>...</td>\n",
664 " </tr>\n",
665 " <tr>\n",
666 " <th>970</th>\n",
667 " <td> washes</td>\n",
668 " <td> ['w', 'a', 's', 'h', 'e', 's']</td>\n",
669 " <td> ['t', 'o', 'i', 'n', 'r', 'd', 'l', 'u', 'm']</td>\n",
670 " <td> 6</td>\n",
671 " <td> 1</td>\n",
672 " <td> True</td>\n",
673 " </tr>\n",
674 " <tr>\n",
675 " <th>971</th>\n",
676 " <td> twirlers</td>\n",
677 " <td> ['t', 'w', 'i', 'r', 'l', 'e', 'r', 's']</td>\n",
678 " <td> ['a', 'o', 'h', 'n', 'd', 'u', 'm']</td>\n",
679 " <td> 8</td>\n",
680 " <td> 3</td>\n",
681 " <td> True</td>\n",
682 " </tr>\n",
683 " <tr>\n",
684 " <th>972</th>\n",
685 " <td> equine</td>\n",
686 " <td> ['e', '_', 'u', 'i', 'n', 'e']</td>\n",
687 " <td> ['t', 'a', 'o', 'h', 's', 'r', 'd', 'l', 'm', ...</td>\n",
688 " <td> 5</td>\n",
689 " <td> 0</td>\n",
690 " <td> False</td>\n",
691 " </tr>\n",
692 " <tr>\n",
693 " <th>973</th>\n",
694 " <td> sacristan</td>\n",
695 " <td> ['s', 'a', 'c', 'r', 'i', 's', 't', 'a', 'n']</td>\n",
696 " <td> ['e', 'o', 'h', 'd', 'l', 'u', 'm', 'w']</td>\n",
697 " <td> 9</td>\n",
698 " <td> 2</td>\n",
699 " <td> True</td>\n",
700 " </tr>\n",
701 " <tr>\n",
702 " <th>974</th>\n",
703 " <td> handballs</td>\n",
704 " <td> ['h', 'a', 'n', 'd', '_', 'a', 'l', 'l', 's']</td>\n",
705 " <td> ['e', 't', 'o', 'i', 'r', 'u', 'm', 'w', 'c', ...</td>\n",
706 " <td> 8</td>\n",
707 " <td> 0</td>\n",
708 " <td> False</td>\n",
709 " </tr>\n",
710 " <tr>\n",
711 " <th>975</th>\n",
712 " <td> hello</td>\n",
713 " <td> ['h', 'e', 'l', 'l', 'o']</td>\n",
714 " <td> ['t', 'a', 'i', 'n', 's', 'r', 'd']</td>\n",
715 " <td> 5</td>\n",
716 " <td> 3</td>\n",
717 " <td> True</td>\n",
718 " </tr>\n",
719 " <tr>\n",
720 " <th>976</th>\n",
721 " <td> promoter</td>\n",
722 " <td> ['_', 'r', 'o', 'm', 'o', 't', 'e', 'r']</td>\n",
723 " <td> ['a', 'i', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
724 " <td> 7</td>\n",
725 " <td> 0</td>\n",
726 " <td> False</td>\n",
727 " </tr>\n",
728 " <tr>\n",
729 " <th>977</th>\n",
730 " <td> gesturing</td>\n",
731 " <td> ['_', 'e', 's', 't', 'u', 'r', 'i', 'n', '_']</td>\n",
732 " <td> ['a', 'o', 'h', 'd', 'l', 'm', 'w', 'c', 'y', ...</td>\n",
733 " <td> 7</td>\n",
734 " <td> 0</td>\n",
735 " <td> False</td>\n",
736 " </tr>\n",
737 " <tr>\n",
738 " <th>978</th>\n",
739 " <td> clew</td>\n",
740 " <td> ['_', 'l', 'e', '_']</td>\n",
741 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
742 " <td> 2</td>\n",
743 " <td> 0</td>\n",
744 " <td> False</td>\n",
745 " </tr>\n",
746 " <tr>\n",
747 " <th>979</th>\n",
748 " <td> jarring</td>\n",
749 " <td> ['_', 'a', 'r', 'r', 'i', 'n', '_']</td>\n",
750 " <td> ['e', 't', 'o', 'h', 's', 'd', 'l', 'u', 'm', ...</td>\n",
751 " <td> 5</td>\n",
752 " <td> 0</td>\n",
753 " <td> False</td>\n",
754 " </tr>\n",
755 " <tr>\n",
756 " <th>980</th>\n",
757 " <td> bedraggled</td>\n",
758 " <td> ['_', 'e', 'd', 'r', 'a', '_', '_', 'l', 'e', ...</td>\n",
759 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'u', 'm', 'w', ...</td>\n",
760 " <td> 7</td>\n",
761 " <td> 0</td>\n",
762 " <td> False</td>\n",
763 " </tr>\n",
764 " <tr>\n",
765 " <th>981</th>\n",
766 " <td> snout</td>\n",
767 " <td> ['s', 'n', 'o', 'u', 't']</td>\n",
768 " <td> ['e', 'a', 'i', 'h', 'r', 'd', 'l']</td>\n",
769 " <td> 5</td>\n",
770 " <td> 3</td>\n",
771 " <td> True</td>\n",
772 " </tr>\n",
773 " <tr>\n",
774 " <th>982</th>\n",
775 " <td> bog</td>\n",
776 " <td> ['_', 'o', '_']</td>\n",
777 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
778 " <td> 1</td>\n",
779 " <td> 0</td>\n",
780 " <td> False</td>\n",
781 " </tr>\n",
782 " <tr>\n",
783 " <th>983</th>\n",
784 " <td> envious</td>\n",
785 " <td> ['e', 'n', '_', 'i', 'o', 'u', 's']</td>\n",
786 " <td> ['t', 'a', 'h', 'r', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
787 " <td> 6</td>\n",
788 " <td> 0</td>\n",
789 " <td> False</td>\n",
790 " </tr>\n",
791 " <tr>\n",
792 " <th>984</th>\n",
793 " <td> vandals</td>\n",
794 " <td> ['_', 'a', 'n', 'd', 'a', 'l', 's']</td>\n",
795 " <td> ['e', 't', 'o', 'i', 'h', 'r', 'u', 'm', 'w', ...</td>\n",
796 " <td> 6</td>\n",
797 " <td> 0</td>\n",
798 " <td> False</td>\n",
799 " </tr>\n",
800 " <tr>\n",
801 " <th>985</th>\n",
802 " <td> hobble</td>\n",
803 " <td> ['h', 'o', '_', '_', 'l', 'e']</td>\n",
804 " <td> ['t', 'a', 'i', 'n', 's', 'r', 'd', 'u', 'm', ...</td>\n",
805 " <td> 4</td>\n",
806 " <td> 0</td>\n",
807 " <td> False</td>\n",
808 " </tr>\n",
809 " <tr>\n",
810 " <th>986</th>\n",
811 " <td> motes</td>\n",
812 " <td> ['m', 'o', 't', 'e', 's']</td>\n",
813 " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'u']</td>\n",
814 " <td> 5</td>\n",
815 " <td> 2</td>\n",
816 " <td> True</td>\n",
817 " </tr>\n",
818 " <tr>\n",
819 " <th>987</th>\n",
820 " <td> sodding</td>\n",
821 " <td> ['s', 'o', 'd', 'd', 'i', 'n', '_']</td>\n",
822 " <td> ['e', 't', 'a', 'h', 'r', 'l', 'u', 'm', 'w', ...</td>\n",
823 " <td> 6</td>\n",
824 " <td> 0</td>\n",
825 " <td> False</td>\n",
826 " </tr>\n",
827 " <tr>\n",
828 " <th>988</th>\n",
829 " <td> connivance</td>\n",
830 " <td> ['c', 'o', 'n', 'n', 'i', '_', 'a', 'n', 'c', ...</td>\n",
831 " <td> ['t', 'h', 's', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
832 " <td> 9</td>\n",
833 " <td> 0</td>\n",
834 " <td> False</td>\n",
835 " </tr>\n",
836 " <tr>\n",
837 " <th>989</th>\n",
838 " <td> anchorites</td>\n",
839 " <td> ['a', 'n', 'c', 'h', 'o', 'r', 'i', 't', 'e', ...</td>\n",
840 " <td> ['d', 'l', 'u', 'm', 'w']</td>\n",
841 " <td> 10</td>\n",
842 " <td> 5</td>\n",
843 " <td> True</td>\n",
844 " </tr>\n",
845 " <tr>\n",
846 " <th>990</th>\n",
847 " <td> squats</td>\n",
848 " <td> ['s', '_', 'u', 'a', 't', 's']</td>\n",
849 " <td> ['e', 'o', 'i', 'h', 'n', 'r', 'd', 'l', 'm', ...</td>\n",
850 " <td> 5</td>\n",
851 " <td> 0</td>\n",
852 " <td> False</td>\n",
853 " </tr>\n",
854 " <tr>\n",
855 " <th>991</th>\n",
856 " <td> amebae</td>\n",
857 " <td> ['a', '_', 'e', '_', 'a', 'e']</td>\n",
858 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'r', 'd', 'l', ...</td>\n",
859 " <td> 4</td>\n",
860 " <td> 0</td>\n",
861 " <td> False</td>\n",
862 " </tr>\n",
863 " <tr>\n",
864 " <th>992</th>\n",
865 " <td> freelancers</td>\n",
866 " <td> ['f', 'r', 'e', 'e', 'l', 'a', 'n', 'c', 'e', ...</td>\n",
867 " <td> ['t', 'o', 'i', 'h', 'd', 'u', 'm', 'w', 'y']</td>\n",
868 " <td> 11</td>\n",
869 " <td> 1</td>\n",
870 " <td> True</td>\n",
871 " </tr>\n",
872 " <tr>\n",
873 " <th>993</th>\n",
874 " <td> indentures</td>\n",
875 " <td> ['i', 'n', 'd', 'e', 'n', 't', 'u', 'r', 'e', ...</td>\n",
876 " <td> ['a', 'o', 'h', 'l']</td>\n",
877 " <td> 10</td>\n",
878 " <td> 6</td>\n",
879 " <td> True</td>\n",
880 " </tr>\n",
881 " <tr>\n",
882 " <th>994</th>\n",
883 " <td> eulogistic</td>\n",
884 " <td> ['e', 'u', 'l', 'o', 'g', 'i', 's', 't', 'i', ...</td>\n",
885 " <td> ['a', 'h', 'n', 'r', 'd', 'm', 'w', 'y', 'f']</td>\n",
886 " <td> 10</td>\n",
887 " <td> 1</td>\n",
888 " <td> True</td>\n",
889 " </tr>\n",
890 " <tr>\n",
891 " <th>995</th>\n",
892 " <td> mandrake</td>\n",
893 " <td> ['m', 'a', 'n', 'd', 'r', 'a', '_', 'e']</td>\n",
894 " <td> ['t', 'o', 'i', 'h', 's', 'l', 'u', 'w', 'c', ...</td>\n",
895 " <td> 7</td>\n",
896 " <td> 0</td>\n",
897 " <td> False</td>\n",
898 " </tr>\n",
899 " <tr>\n",
900 " <th>996</th>\n",
901 " <td> aforementioned</td>\n",
902 " <td> ['a', 'f', 'o', 'r', 'e', 'm', 'e', 'n', 't', ...</td>\n",
903 " <td> ['h', 's', 'l', 'u', 'w', 'c', 'y']</td>\n",
904 " <td> 14</td>\n",
905 " <td> 3</td>\n",
906 " <td> True</td>\n",
907 " </tr>\n",
908 " <tr>\n",
909 " <th>997</th>\n",
910 " <td> pleases</td>\n",
911 " <td> ['_', 'l', 'e', 'a', 's', 'e', 's']</td>\n",
912 " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
913 " <td> 6</td>\n",
914 " <td> 0</td>\n",
915 " <td> False</td>\n",
916 " </tr>\n",
917 " <tr>\n",
918 " <th>998</th>\n",
919 " <td> screens</td>\n",
920 " <td> ['s', '_', 'r', 'e', 'e', 'n', 's']</td>\n",
921 " <td> ['t', 'a', 'o', 'i', 'h', 'd', 'l', 'u', 'm', ...</td>\n",
922 " <td> 6</td>\n",
923 " <td> 0</td>\n",
924 " <td> False</td>\n",
925 " </tr>\n",
926 " <tr>\n",
927 " <th>999</th>\n",
928 " <td> conches</td>\n",
929 " <td> ['c', 'o', 'n', 'c', 'h', 'e', 's']</td>\n",
930 " <td> ['t', 'a', 'i', 'r', 'd', 'l', 'u', 'm', 'w']</td>\n",
931 " <td> 7</td>\n",
932 " <td> 1</td>\n",
933 " <td> True</td>\n",
934 " </tr>\n",
935 " </tbody>\n",
936 "</table>\n",
937 "<p>1000 rows \u00d7 6 columns</p>\n",
938 "</div>"
939 ],
940 "metadata": {},
941 "output_type": "pyout",
942 "prompt_number": 34,
943 "text": [
944 " target discovered \\\n",
945 "0 fume ['_', '_', '_', 'e'] \n",
946 "1 nightlife ['n', 'i', '_', 'h', 't', 'l', 'i', '_', 'e'] \n",
947 "2 skydove ['s', '_', '_', 'd', 'o', '_', 'e'] \n",
948 "3 generates ['_', 'e', 'n', 'e', 'r', 'a', 't', 'e', 's'] \n",
949 "4 mes ['_', 'e', 's'] \n",
950 "5 sphinges ['s', '_', 'h', 'i', 'n', '_', 'e', 's'] \n",
951 "6 backgammon ['_', 'a', '_', '_', '_', 'a', 'm', 'm', 'o', ... \n",
952 "7 stares ['s', 't', 'a', 'r', 'e', 's'] \n",
953 "8 exemplify ['e', '_', 'e', 'm', '_', 'l', 'i', '_', '_'] \n",
954 "9 placard ['_', 'l', 'a', '_', 'a', 'r', 'd'] \n",
955 "10 magnetising ['m', 'a', '_', 'n', 'e', 't', 'i', 's', 'i', ... \n",
956 "11 curried ['c', 'u', 'r', 'r', 'i', 'e', 'd'] \n",
957 "12 drouth ['d', 'r', 'o', 'u', 't', 'h'] \n",
958 "13 trash ['t', 'r', 'a', 's', 'h'] \n",
959 "14 irretrievable ['i', 'r', 'r', 'e', 't', 'r', 'i', 'e', '_', ... \n",
960 "15 exploiters ['e', '_', '_', 'l', 'o', 'i', 't', 'e', 'r', ... \n",
961 "16 newscast ['n', 'e', 'w', 's', 'c', 'a', 's', 't'] \n",
962 "17 compliment ['c', 'o', 'm', '_', 'l', 'i', 'm', 'e', 'n', ... \n",
963 "18 faithfulness ['f', 'a', 'i', 't', 'h', 'f', 'u', 'l', 'n', ... \n",
964 "19 muzzle ['m', 'u', '_', '_', 'l', 'e'] \n",
965 "20 ministered ['m', 'i', 'n', 'i', 's', 't', 'e', 'r', 'e', ... \n",
966 "21 clef ['_', 'l', 'e', '_'] \n",
967 "22 sunning ['s', 'u', 'n', 'n', 'i', 'n', '_'] \n",
968 "23 cow ['_', 'o', '_'] \n",
969 "24 loon ['l', 'o', 'o', 'n'] \n",
970 "25 pepperonis ['_', 'e', '_', '_', 'e', 'r', 'o', 'n', 'i', ... \n",
971 "26 alerting ['a', 'l', 'e', 'r', 't', 'i', 'n', '_'] \n",
972 "27 hoorahs ['h', 'o', 'o', 'r', 'a', 'h', 's'] \n",
973 "28 legislates ['l', 'e', '_', 'i', 's', 'l', 'a', 't', 'e', ... \n",
974 "29 readout ['r', 'e', 'a', 'd', 'o', 'u', 't'] \n",
975 ".. ... ... \n",
976 "970 washes ['w', 'a', 's', 'h', 'e', 's'] \n",
977 "971 twirlers ['t', 'w', 'i', 'r', 'l', 'e', 'r', 's'] \n",
978 "972 equine ['e', '_', 'u', 'i', 'n', 'e'] \n",
979 "973 sacristan ['s', 'a', 'c', 'r', 'i', 's', 't', 'a', 'n'] \n",
980 "974 handballs ['h', 'a', 'n', 'd', '_', 'a', 'l', 'l', 's'] \n",
981 "975 hello ['h', 'e', 'l', 'l', 'o'] \n",
982 "976 promoter ['_', 'r', 'o', 'm', 'o', 't', 'e', 'r'] \n",
983 "977 gesturing ['_', 'e', 's', 't', 'u', 'r', 'i', 'n', '_'] \n",
984 "978 clew ['_', 'l', 'e', '_'] \n",
985 "979 jarring ['_', 'a', 'r', 'r', 'i', 'n', '_'] \n",
986 "980 bedraggled ['_', 'e', 'd', 'r', 'a', '_', '_', 'l', 'e', ... \n",
987 "981 snout ['s', 'n', 'o', 'u', 't'] \n",
988 "982 bog ['_', 'o', '_'] \n",
989 "983 envious ['e', 'n', '_', 'i', 'o', 'u', 's'] \n",
990 "984 vandals ['_', 'a', 'n', 'd', 'a', 'l', 's'] \n",
991 "985 hobble ['h', 'o', '_', '_', 'l', 'e'] \n",
992 "986 motes ['m', 'o', 't', 'e', 's'] \n",
993 "987 sodding ['s', 'o', 'd', 'd', 'i', 'n', '_'] \n",
994 "988 connivance ['c', 'o', 'n', 'n', 'i', '_', 'a', 'n', 'c', ... \n",
995 "989 anchorites ['a', 'n', 'c', 'h', 'o', 'r', 'i', 't', 'e', ... \n",
996 "990 squats ['s', '_', 'u', 'a', 't', 's'] \n",
997 "991 amebae ['a', '_', 'e', '_', 'a', 'e'] \n",
998 "992 freelancers ['f', 'r', 'e', 'e', 'l', 'a', 'n', 'c', 'e', ... \n",
999 "993 indentures ['i', 'n', 'd', 'e', 'n', 't', 'u', 'r', 'e', ... \n",
1000 "994 eulogistic ['e', 'u', 'l', 'o', 'g', 'i', 's', 't', 'i', ... \n",
1001 "995 mandrake ['m', 'a', 'n', 'd', 'r', 'a', '_', 'e'] \n",
1002 "996 aforementioned ['a', 'f', 'o', 'r', 'e', 'm', 'e', 'n', 't', ... \n",
1003 "997 pleases ['_', 'l', 'e', 'a', 's', 'e', 's'] \n",
1004 "998 screens ['s', '_', 'r', 'e', 'e', 'n', 's'] \n",
1005 "999 conches ['c', 'o', 'n', 'c', 'h', 'e', 's'] \n",
1006 "\n",
1007 " wrong letters number of hits \\\n",
1008 "0 ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 1 \n",
1009 "1 ['a', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ... 7 \n",
1010 "2 ['t', 'a', 'i', 'h', 'n', 'r', 'l', 'u', 'm', ... 4 \n",
1011 "3 ['o', 'i', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
1012 "4 ['t', 'a', 'o', 'i', 'h', 'n', 'r', 'd', 'l', ... 2 \n",
1013 "5 ['t', 'a', 'o', 'r', 'd', 'l', 'u', 'm', 'w', ... 6 \n",
1014 "6 ['e', 't', 'i', 'h', 's', 'r', 'd', 'l', 'u', ... 6 \n",
1015 "7 ['o', 'i', 'h', 'n'] 6 \n",
1016 "8 ['t', 'a', 'o', 'h', 'n', 's', 'r', 'd', 'u', ... 5 \n",
1017 "9 ['e', 't', 'o', 'i', 'h', 'n', 's', 'u', 'm', ... 5 \n",
1018 "10 ['o', 'h', 'r', 'd', 'l', 'u', 'w', 'c', 'y', ... 9 \n",
1019 "11 ['t', 'a', 'o', 'h', 'n', 's', 'l', 'm', 'w'] 7 \n",
1020 "12 ['e', 'a', 'i', 'n', 's', 'l'] 6 \n",
1021 "13 ['e', 'o', 'i', 'n'] 5 \n",
1022 "14 ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w', 'c', ... 11 \n",
1023 "15 ['a', 'h', 'n', 'd', 'u', 'm', 'w', 'c', 'y', ... 8 \n",
1024 "16 ['o', 'i', 'h', 'r', 'd', 'l', 'u', 'm'] 8 \n",
1025 "17 ['a', 'h', 's', 'r', 'd', 'u', 'w', 'y', 'f', ... 9 \n",
1026 "18 ['o', 'r', 'd', 'm', 'w', 'c', 'y'] 12 \n",
1027 "19 ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 4 \n",
1028 "20 ['a', 'o', 'h', 'l', 'u'] 10 \n",
1029 "21 ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1030 "22 ['e', 't', 'a', 'o', 'h', 'r', 'd', 'l', 'm', ... 6 \n",
1031 "23 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 1 \n",
1032 "24 ['e', 't', 'a', 'i', 'h', 's', 'r', 'd'] 4 \n",
1033 "25 ['t', 'a', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 7 \n",
1034 "26 ['o', 'h', 's', 'd', 'u', 'm', 'w', 'c', 'y', ... 7 \n",
1035 "27 ['e', 't', 'i', 'n'] 7 \n",
1036 "28 ['o', 'h', 'n', 'r', 'd', 'u', 'm', 'w', 'c', ... 9 \n",
1037 "29 ['i', 'h', 'n', 's', 'l'] 7 \n",
1038 ".. ... ... \n",
1039 "970 ['t', 'o', 'i', 'n', 'r', 'd', 'l', 'u', 'm'] 6 \n",
1040 "971 ['a', 'o', 'h', 'n', 'd', 'u', 'm'] 8 \n",
1041 "972 ['t', 'a', 'o', 'h', 's', 'r', 'd', 'l', 'm', ... 5 \n",
1042 "973 ['e', 'o', 'h', 'd', 'l', 'u', 'm', 'w'] 9 \n",
1043 "974 ['e', 't', 'o', 'i', 'r', 'u', 'm', 'w', 'c', ... 8 \n",
1044 "975 ['t', 'a', 'i', 'n', 's', 'r', 'd'] 5 \n",
1045 "976 ['a', 'i', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 7 \n",
1046 "977 ['a', 'o', 'h', 'd', 'l', 'm', 'w', 'c', 'y', ... 7 \n",
1047 "978 ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1048 "979 ['e', 't', 'o', 'h', 's', 'd', 'l', 'u', 'm', ... 5 \n",
1049 "980 ['t', 'o', 'i', 'h', 'n', 's', 'u', 'm', 'w', ... 7 \n",
1050 "981 ['e', 'a', 'i', 'h', 'r', 'd', 'l'] 5 \n",
1051 "982 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 1 \n",
1052 "983 ['t', 'a', 'h', 'r', 'd', 'l', 'm', 'w', 'c', ... 6 \n",
1053 "984 ['e', 't', 'o', 'i', 'h', 'r', 'u', 'm', 'w', ... 6 \n",
1054 "985 ['t', 'a', 'i', 'n', 's', 'r', 'd', 'u', 'm', ... 4 \n",
1055 "986 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'u'] 5 \n",
1056 "987 ['e', 't', 'a', 'h', 'r', 'l', 'u', 'm', 'w', ... 6 \n",
1057 "988 ['t', 'h', 's', 'r', 'd', 'l', 'u', 'm', 'w', ... 9 \n",
1058 "989 ['d', 'l', 'u', 'm', 'w'] 10 \n",
1059 "990 ['e', 'o', 'i', 'h', 'n', 'r', 'd', 'l', 'm', ... 5 \n",
1060 "991 ['t', 'o', 'i', 'h', 'n', 's', 'r', 'd', 'l', ... 4 \n",
1061 "992 ['t', 'o', 'i', 'h', 'd', 'u', 'm', 'w', 'y'] 11 \n",
1062 "993 ['a', 'o', 'h', 'l'] 10 \n",
1063 "994 ['a', 'h', 'n', 'r', 'd', 'm', 'w', 'y', 'f'] 10 \n",
1064 "995 ['t', 'o', 'i', 'h', 's', 'l', 'u', 'w', 'c', ... 7 \n",
1065 "996 ['h', 's', 'l', 'u', 'w', 'c', 'y'] 14 \n",
1066 "997 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
1067 "998 ['t', 'a', 'o', 'i', 'h', 'd', 'l', 'u', 'm', ... 6 \n",
1068 "999 ['t', 'a', 'i', 'r', 'd', 'l', 'u', 'm', 'w'] 7 \n",
1069 "\n",
1070 " lives remaining game won \n",
1071 "0 0 False \n",
1072 "1 0 False \n",
1073 "2 0 False \n",
1074 "3 0 False \n",
1075 "4 0 False \n",
1076 "5 0 False \n",
1077 "6 0 False \n",
1078 "7 6 True \n",
1079 "8 0 False \n",
1080 "9 0 False \n",
1081 "10 0 False \n",
1082 "11 1 True \n",
1083 "12 4 True \n",
1084 "13 6 True \n",
1085 "14 0 False \n",
1086 "15 0 False \n",
1087 "16 2 True \n",
1088 "17 0 False \n",
1089 "18 3 True \n",
1090 "19 0 False \n",
1091 "20 5 True \n",
1092 "21 0 False \n",
1093 "22 0 False \n",
1094 "23 0 False \n",
1095 "24 2 True \n",
1096 "25 0 False \n",
1097 "26 0 False \n",
1098 "27 6 True \n",
1099 "28 0 False \n",
1100 "29 5 True \n",
1101 ".. ... ... \n",
1102 "970 1 True \n",
1103 "971 3 True \n",
1104 "972 0 False \n",
1105 "973 2 True \n",
1106 "974 0 False \n",
1107 "975 3 True \n",
1108 "976 0 False \n",
1109 "977 0 False \n",
1110 "978 0 False \n",
1111 "979 0 False \n",
1112 "980 0 False \n",
1113 "981 3 True \n",
1114 "982 0 False \n",
1115 "983 0 False \n",
1116 "984 0 False \n",
1117 "985 0 False \n",
1118 "986 2 True \n",
1119 "987 0 False \n",
1120 "988 0 False \n",
1121 "989 5 True \n",
1122 "990 0 False \n",
1123 "991 0 False \n",
1124 "992 1 True \n",
1125 "993 6 True \n",
1126 "994 1 True \n",
1127 "995 0 False \n",
1128 "996 3 True \n",
1129 "997 0 False \n",
1130 "998 0 False \n",
1131 "999 1 True \n",
1132 "\n",
1133 "[1000 rows x 6 columns]"
1134 ]
1135 }
1136 ],
1137 "prompt_number": 34
1138 },
1139 {
1140 "cell_type": "code",
1141 "collapsed": false,
1142 "input": [
1143 "len(fixed_order['discovered'][0].split(','))"
1144 ],
1145 "language": "python",
1146 "metadata": {},
1147 "outputs": [
1148 {
1149 "metadata": {},
1150 "output_type": "pyout",
1151 "prompt_number": 35,
1152 "text": [
1153 "4"
1154 ]
1155 }
1156 ],
1157 "prompt_number": 35
1158 },
1159 {
1160 "cell_type": "code",
1161 "collapsed": false,
1162 "input": [
1163 "fixed_order['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
1164 "fixed_order"
1165 ],
1166 "language": "python",
1167 "metadata": {},
1168 "outputs": [
1169 {
1170 "html": [
1171 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
1172 "<table border=\"1\" class=\"dataframe\">\n",
1173 " <thead>\n",
1174 " <tr style=\"text-align: right;\">\n",
1175 " <th></th>\n",
1176 " <th>target</th>\n",
1177 " <th>discovered</th>\n",
1178 " <th>wrong letters</th>\n",
1179 " <th>number of hits</th>\n",
1180 " <th>lives remaining</th>\n",
1181 " <th>game won</th>\n",
1182 " <th>word length</th>\n",
1183 " </tr>\n",
1184 " </thead>\n",
1185 " <tbody>\n",
1186 " <tr>\n",
1187 " <th>0 </th>\n",
1188 " <td> fume</td>\n",
1189 " <td> ['_', '_', '_', 'e']</td>\n",
1190 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1191 " <td> 1</td>\n",
1192 " <td> 0</td>\n",
1193 " <td> False</td>\n",
1194 " <td> 4</td>\n",
1195 " </tr>\n",
1196 " <tr>\n",
1197 " <th>1 </th>\n",
1198 " <td> nightlife</td>\n",
1199 " <td> ['n', 'i', '_', 'h', 't', 'l', 'i', '_', 'e']</td>\n",
1200 " <td> ['a', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
1201 " <td> 7</td>\n",
1202 " <td> 0</td>\n",
1203 " <td> False</td>\n",
1204 " <td> 9</td>\n",
1205 " </tr>\n",
1206 " <tr>\n",
1207 " <th>2 </th>\n",
1208 " <td> skydove</td>\n",
1209 " <td> ['s', '_', '_', 'd', 'o', '_', 'e']</td>\n",
1210 " <td> ['t', 'a', 'i', 'h', 'n', 'r', 'l', 'u', 'm', ...</td>\n",
1211 " <td> 4</td>\n",
1212 " <td> 0</td>\n",
1213 " <td> False</td>\n",
1214 " <td> 7</td>\n",
1215 " </tr>\n",
1216 " <tr>\n",
1217 " <th>3 </th>\n",
1218 " <td> generates</td>\n",
1219 " <td> ['_', 'e', 'n', 'e', 'r', 'a', 't', 'e', 's']</td>\n",
1220 " <td> ['o', 'i', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
1221 " <td> 8</td>\n",
1222 " <td> 0</td>\n",
1223 " <td> False</td>\n",
1224 " <td> 9</td>\n",
1225 " </tr>\n",
1226 " <tr>\n",
1227 " <th>4 </th>\n",
1228 " <td> mes</td>\n",
1229 " <td> ['_', 'e', 's']</td>\n",
1230 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 'r', 'd', 'l', ...</td>\n",
1231 " <td> 2</td>\n",
1232 " <td> 0</td>\n",
1233 " <td> False</td>\n",
1234 " <td> 3</td>\n",
1235 " </tr>\n",
1236 " <tr>\n",
1237 " <th>5 </th>\n",
1238 " <td> sphinges</td>\n",
1239 " <td> ['s', '_', 'h', 'i', 'n', '_', 'e', 's']</td>\n",
1240 " <td> ['t', 'a', 'o', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1241 " <td> 6</td>\n",
1242 " <td> 0</td>\n",
1243 " <td> False</td>\n",
1244 " <td> 8</td>\n",
1245 " </tr>\n",
1246 " <tr>\n",
1247 " <th>6 </th>\n",
1248 " <td> backgammon</td>\n",
1249 " <td> ['_', 'a', '_', '_', '_', 'a', 'm', 'm', 'o', ...</td>\n",
1250 " <td> ['e', 't', 'i', 'h', 's', 'r', 'd', 'l', 'u', ...</td>\n",
1251 " <td> 6</td>\n",
1252 " <td> 0</td>\n",
1253 " <td> False</td>\n",
1254 " <td> 10</td>\n",
1255 " </tr>\n",
1256 " <tr>\n",
1257 " <th>7 </th>\n",
1258 " <td> stares</td>\n",
1259 " <td> ['s', 't', 'a', 'r', 'e', 's']</td>\n",
1260 " <td> ['o', 'i', 'h', 'n']</td>\n",
1261 " <td> 6</td>\n",
1262 " <td> 6</td>\n",
1263 " <td> True</td>\n",
1264 " <td> 6</td>\n",
1265 " </tr>\n",
1266 " <tr>\n",
1267 " <th>8 </th>\n",
1268 " <td> exemplify</td>\n",
1269 " <td> ['e', '_', 'e', 'm', '_', 'l', 'i', '_', '_']</td>\n",
1270 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'r', 'd', 'u', ...</td>\n",
1271 " <td> 5</td>\n",
1272 " <td> 0</td>\n",
1273 " <td> False</td>\n",
1274 " <td> 9</td>\n",
1275 " </tr>\n",
1276 " <tr>\n",
1277 " <th>9 </th>\n",
1278 " <td> placard</td>\n",
1279 " <td> ['_', 'l', 'a', '_', 'a', 'r', 'd']</td>\n",
1280 " <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'u', 'm', ...</td>\n",
1281 " <td> 5</td>\n",
1282 " <td> 0</td>\n",
1283 " <td> False</td>\n",
1284 " <td> 7</td>\n",
1285 " </tr>\n",
1286 " <tr>\n",
1287 " <th>10 </th>\n",
1288 " <td> magnetising</td>\n",
1289 " <td> ['m', 'a', '_', 'n', 'e', 't', 'i', 's', 'i', ...</td>\n",
1290 " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'w', 'c', 'y', ...</td>\n",
1291 " <td> 9</td>\n",
1292 " <td> 0</td>\n",
1293 " <td> False</td>\n",
1294 " <td> 11</td>\n",
1295 " </tr>\n",
1296 " <tr>\n",
1297 " <th>11 </th>\n",
1298 " <td> curried</td>\n",
1299 " <td> ['c', 'u', 'r', 'r', 'i', 'e', 'd']</td>\n",
1300 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'l', 'm', 'w']</td>\n",
1301 " <td> 7</td>\n",
1302 " <td> 1</td>\n",
1303 " <td> True</td>\n",
1304 " <td> 7</td>\n",
1305 " </tr>\n",
1306 " <tr>\n",
1307 " <th>12 </th>\n",
1308 " <td> drouth</td>\n",
1309 " <td> ['d', 'r', 'o', 'u', 't', 'h']</td>\n",
1310 " <td> ['e', 'a', 'i', 'n', 's', 'l']</td>\n",
1311 " <td> 6</td>\n",
1312 " <td> 4</td>\n",
1313 " <td> True</td>\n",
1314 " <td> 6</td>\n",
1315 " </tr>\n",
1316 " <tr>\n",
1317 " <th>13 </th>\n",
1318 " <td> trash</td>\n",
1319 " <td> ['t', 'r', 'a', 's', 'h']</td>\n",
1320 " <td> ['e', 'o', 'i', 'n']</td>\n",
1321 " <td> 5</td>\n",
1322 " <td> 6</td>\n",
1323 " <td> True</td>\n",
1324 " <td> 5</td>\n",
1325 " </tr>\n",
1326 " <tr>\n",
1327 " <th>14 </th>\n",
1328 " <td> irretrievable</td>\n",
1329 " <td> ['i', 'r', 'r', 'e', 't', 'r', 'i', 'e', '_', ...</td>\n",
1330 " <td> ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
1331 " <td> 11</td>\n",
1332 " <td> 0</td>\n",
1333 " <td> False</td>\n",
1334 " <td> 13</td>\n",
1335 " </tr>\n",
1336 " <tr>\n",
1337 " <th>15 </th>\n",
1338 " <td> exploiters</td>\n",
1339 " <td> ['e', '_', '_', 'l', 'o', 'i', 't', 'e', 'r', ...</td>\n",
1340 " <td> ['a', 'h', 'n', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
1341 " <td> 8</td>\n",
1342 " <td> 0</td>\n",
1343 " <td> False</td>\n",
1344 " <td> 10</td>\n",
1345 " </tr>\n",
1346 " <tr>\n",
1347 " <th>16 </th>\n",
1348 " <td> newscast</td>\n",
1349 " <td> ['n', 'e', 'w', 's', 'c', 'a', 's', 't']</td>\n",
1350 " <td> ['o', 'i', 'h', 'r', 'd', 'l', 'u', 'm']</td>\n",
1351 " <td> 8</td>\n",
1352 " <td> 2</td>\n",
1353 " <td> True</td>\n",
1354 " <td> 8</td>\n",
1355 " </tr>\n",
1356 " <tr>\n",
1357 " <th>17 </th>\n",
1358 " <td> compliment</td>\n",
1359 " <td> ['c', 'o', 'm', '_', 'l', 'i', 'm', 'e', 'n', ...</td>\n",
1360 " <td> ['a', 'h', 's', 'r', 'd', 'u', 'w', 'y', 'f', ...</td>\n",
1361 " <td> 9</td>\n",
1362 " <td> 0</td>\n",
1363 " <td> False</td>\n",
1364 " <td> 10</td>\n",
1365 " </tr>\n",
1366 " <tr>\n",
1367 " <th>18 </th>\n",
1368 " <td> faithfulness</td>\n",
1369 " <td> ['f', 'a', 'i', 't', 'h', 'f', 'u', 'l', 'n', ...</td>\n",
1370 " <td> ['o', 'r', 'd', 'm', 'w', 'c', 'y']</td>\n",
1371 " <td> 12</td>\n",
1372 " <td> 3</td>\n",
1373 " <td> True</td>\n",
1374 " <td> 12</td>\n",
1375 " </tr>\n",
1376 " <tr>\n",
1377 " <th>19 </th>\n",
1378 " <td> muzzle</td>\n",
1379 " <td> ['m', 'u', '_', '_', 'l', 'e']</td>\n",
1380 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1381 " <td> 4</td>\n",
1382 " <td> 0</td>\n",
1383 " <td> False</td>\n",
1384 " <td> 6</td>\n",
1385 " </tr>\n",
1386 " <tr>\n",
1387 " <th>20 </th>\n",
1388 " <td> ministered</td>\n",
1389 " <td> ['m', 'i', 'n', 'i', 's', 't', 'e', 'r', 'e', ...</td>\n",
1390 " <td> ['a', 'o', 'h', 'l', 'u']</td>\n",
1391 " <td> 10</td>\n",
1392 " <td> 5</td>\n",
1393 " <td> True</td>\n",
1394 " <td> 10</td>\n",
1395 " </tr>\n",
1396 " <tr>\n",
1397 " <th>21 </th>\n",
1398 " <td> clef</td>\n",
1399 " <td> ['_', 'l', 'e', '_']</td>\n",
1400 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1401 " <td> 2</td>\n",
1402 " <td> 0</td>\n",
1403 " <td> False</td>\n",
1404 " <td> 4</td>\n",
1405 " </tr>\n",
1406 " <tr>\n",
1407 " <th>22 </th>\n",
1408 " <td> sunning</td>\n",
1409 " <td> ['s', 'u', 'n', 'n', 'i', 'n', '_']</td>\n",
1410 " <td> ['e', 't', 'a', 'o', 'h', 'r', 'd', 'l', 'm', ...</td>\n",
1411 " <td> 6</td>\n",
1412 " <td> 0</td>\n",
1413 " <td> False</td>\n",
1414 " <td> 7</td>\n",
1415 " </tr>\n",
1416 " <tr>\n",
1417 " <th>23 </th>\n",
1418 " <td> cow</td>\n",
1419 " <td> ['_', 'o', '_']</td>\n",
1420 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1421 " <td> 1</td>\n",
1422 " <td> 0</td>\n",
1423 " <td> False</td>\n",
1424 " <td> 3</td>\n",
1425 " </tr>\n",
1426 " <tr>\n",
1427 " <th>24 </th>\n",
1428 " <td> loon</td>\n",
1429 " <td> ['l', 'o', 'o', 'n']</td>\n",
1430 " <td> ['e', 't', 'a', 'i', 'h', 's', 'r', 'd']</td>\n",
1431 " <td> 4</td>\n",
1432 " <td> 2</td>\n",
1433 " <td> True</td>\n",
1434 " <td> 4</td>\n",
1435 " </tr>\n",
1436 " <tr>\n",
1437 " <th>25 </th>\n",
1438 " <td> pepperonis</td>\n",
1439 " <td> ['_', 'e', '_', '_', 'e', 'r', 'o', 'n', 'i', ...</td>\n",
1440 " <td> ['t', 'a', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
1441 " <td> 7</td>\n",
1442 " <td> 0</td>\n",
1443 " <td> False</td>\n",
1444 " <td> 10</td>\n",
1445 " </tr>\n",
1446 " <tr>\n",
1447 " <th>26 </th>\n",
1448 " <td> alerting</td>\n",
1449 " <td> ['a', 'l', 'e', 'r', 't', 'i', 'n', '_']</td>\n",
1450 " <td> ['o', 'h', 's', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
1451 " <td> 7</td>\n",
1452 " <td> 0</td>\n",
1453 " <td> False</td>\n",
1454 " <td> 8</td>\n",
1455 " </tr>\n",
1456 " <tr>\n",
1457 " <th>27 </th>\n",
1458 " <td> hoorahs</td>\n",
1459 " <td> ['h', 'o', 'o', 'r', 'a', 'h', 's']</td>\n",
1460 " <td> ['e', 't', 'i', 'n']</td>\n",
1461 " <td> 7</td>\n",
1462 " <td> 6</td>\n",
1463 " <td> True</td>\n",
1464 " <td> 7</td>\n",
1465 " </tr>\n",
1466 " <tr>\n",
1467 " <th>28 </th>\n",
1468 " <td> legislates</td>\n",
1469 " <td> ['l', 'e', '_', 'i', 's', 'l', 'a', 't', 'e', ...</td>\n",
1470 " <td> ['o', 'h', 'n', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
1471 " <td> 9</td>\n",
1472 " <td> 0</td>\n",
1473 " <td> False</td>\n",
1474 " <td> 10</td>\n",
1475 " </tr>\n",
1476 " <tr>\n",
1477 " <th>29 </th>\n",
1478 " <td> readout</td>\n",
1479 " <td> ['r', 'e', 'a', 'd', 'o', 'u', 't']</td>\n",
1480 " <td> ['i', 'h', 'n', 's', 'l']</td>\n",
1481 " <td> 7</td>\n",
1482 " <td> 5</td>\n",
1483 " <td> True</td>\n",
1484 " <td> 7</td>\n",
1485 " </tr>\n",
1486 " <tr>\n",
1487 " <th>...</th>\n",
1488 " <td>...</td>\n",
1489 " <td>...</td>\n",
1490 " <td>...</td>\n",
1491 " <td>...</td>\n",
1492 " <td>...</td>\n",
1493 " <td>...</td>\n",
1494 " <td>...</td>\n",
1495 " </tr>\n",
1496 " <tr>\n",
1497 " <th>970</th>\n",
1498 " <td> washes</td>\n",
1499 " <td> ['w', 'a', 's', 'h', 'e', 's']</td>\n",
1500 " <td> ['t', 'o', 'i', 'n', 'r', 'd', 'l', 'u', 'm']</td>\n",
1501 " <td> 6</td>\n",
1502 " <td> 1</td>\n",
1503 " <td> True</td>\n",
1504 " <td> 6</td>\n",
1505 " </tr>\n",
1506 " <tr>\n",
1507 " <th>971</th>\n",
1508 " <td> twirlers</td>\n",
1509 " <td> ['t', 'w', 'i', 'r', 'l', 'e', 'r', 's']</td>\n",
1510 " <td> ['a', 'o', 'h', 'n', 'd', 'u', 'm']</td>\n",
1511 " <td> 8</td>\n",
1512 " <td> 3</td>\n",
1513 " <td> True</td>\n",
1514 " <td> 8</td>\n",
1515 " </tr>\n",
1516 " <tr>\n",
1517 " <th>972</th>\n",
1518 " <td> equine</td>\n",
1519 " <td> ['e', '_', 'u', 'i', 'n', 'e']</td>\n",
1520 " <td> ['t', 'a', 'o', 'h', 's', 'r', 'd', 'l', 'm', ...</td>\n",
1521 " <td> 5</td>\n",
1522 " <td> 0</td>\n",
1523 " <td> False</td>\n",
1524 " <td> 6</td>\n",
1525 " </tr>\n",
1526 " <tr>\n",
1527 " <th>973</th>\n",
1528 " <td> sacristan</td>\n",
1529 " <td> ['s', 'a', 'c', 'r', 'i', 's', 't', 'a', 'n']</td>\n",
1530 " <td> ['e', 'o', 'h', 'd', 'l', 'u', 'm', 'w']</td>\n",
1531 " <td> 9</td>\n",
1532 " <td> 2</td>\n",
1533 " <td> True</td>\n",
1534 " <td> 9</td>\n",
1535 " </tr>\n",
1536 " <tr>\n",
1537 " <th>974</th>\n",
1538 " <td> handballs</td>\n",
1539 " <td> ['h', 'a', 'n', 'd', '_', 'a', 'l', 'l', 's']</td>\n",
1540 " <td> ['e', 't', 'o', 'i', 'r', 'u', 'm', 'w', 'c', ...</td>\n",
1541 " <td> 8</td>\n",
1542 " <td> 0</td>\n",
1543 " <td> False</td>\n",
1544 " <td> 9</td>\n",
1545 " </tr>\n",
1546 " <tr>\n",
1547 " <th>975</th>\n",
1548 " <td> hello</td>\n",
1549 " <td> ['h', 'e', 'l', 'l', 'o']</td>\n",
1550 " <td> ['t', 'a', 'i', 'n', 's', 'r', 'd']</td>\n",
1551 " <td> 5</td>\n",
1552 " <td> 3</td>\n",
1553 " <td> True</td>\n",
1554 " <td> 5</td>\n",
1555 " </tr>\n",
1556 " <tr>\n",
1557 " <th>976</th>\n",
1558 " <td> promoter</td>\n",
1559 " <td> ['_', 'r', 'o', 'm', 'o', 't', 'e', 'r']</td>\n",
1560 " <td> ['a', 'i', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
1561 " <td> 7</td>\n",
1562 " <td> 0</td>\n",
1563 " <td> False</td>\n",
1564 " <td> 8</td>\n",
1565 " </tr>\n",
1566 " <tr>\n",
1567 " <th>977</th>\n",
1568 " <td> gesturing</td>\n",
1569 " <td> ['_', 'e', 's', 't', 'u', 'r', 'i', 'n', '_']</td>\n",
1570 " <td> ['a', 'o', 'h', 'd', 'l', 'm', 'w', 'c', 'y', ...</td>\n",
1571 " <td> 7</td>\n",
1572 " <td> 0</td>\n",
1573 " <td> False</td>\n",
1574 " <td> 9</td>\n",
1575 " </tr>\n",
1576 " <tr>\n",
1577 " <th>978</th>\n",
1578 " <td> clew</td>\n",
1579 " <td> ['_', 'l', 'e', '_']</td>\n",
1580 " <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1581 " <td> 2</td>\n",
1582 " <td> 0</td>\n",
1583 " <td> False</td>\n",
1584 " <td> 4</td>\n",
1585 " </tr>\n",
1586 " <tr>\n",
1587 " <th>979</th>\n",
1588 " <td> jarring</td>\n",
1589 " <td> ['_', 'a', 'r', 'r', 'i', 'n', '_']</td>\n",
1590 " <td> ['e', 't', 'o', 'h', 's', 'd', 'l', 'u', 'm', ...</td>\n",
1591 " <td> 5</td>\n",
1592 " <td> 0</td>\n",
1593 " <td> False</td>\n",
1594 " <td> 7</td>\n",
1595 " </tr>\n",
1596 " <tr>\n",
1597 " <th>980</th>\n",
1598 " <td> bedraggled</td>\n",
1599 " <td> ['_', 'e', 'd', 'r', 'a', '_', '_', 'l', 'e', ...</td>\n",
1600 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'u', 'm', 'w', ...</td>\n",
1601 " <td> 7</td>\n",
1602 " <td> 0</td>\n",
1603 " <td> False</td>\n",
1604 " <td> 10</td>\n",
1605 " </tr>\n",
1606 " <tr>\n",
1607 " <th>981</th>\n",
1608 " <td> snout</td>\n",
1609 " <td> ['s', 'n', 'o', 'u', 't']</td>\n",
1610 " <td> ['e', 'a', 'i', 'h', 'r', 'd', 'l']</td>\n",
1611 " <td> 5</td>\n",
1612 " <td> 3</td>\n",
1613 " <td> True</td>\n",
1614 " <td> 5</td>\n",
1615 " </tr>\n",
1616 " <tr>\n",
1617 " <th>982</th>\n",
1618 " <td> bog</td>\n",
1619 " <td> ['_', 'o', '_']</td>\n",
1620 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1621 " <td> 1</td>\n",
1622 " <td> 0</td>\n",
1623 " <td> False</td>\n",
1624 " <td> 3</td>\n",
1625 " </tr>\n",
1626 " <tr>\n",
1627 " <th>983</th>\n",
1628 " <td> envious</td>\n",
1629 " <td> ['e', 'n', '_', 'i', 'o', 'u', 's']</td>\n",
1630 " <td> ['t', 'a', 'h', 'r', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
1631 " <td> 6</td>\n",
1632 " <td> 0</td>\n",
1633 " <td> False</td>\n",
1634 " <td> 7</td>\n",
1635 " </tr>\n",
1636 " <tr>\n",
1637 " <th>984</th>\n",
1638 " <td> vandals</td>\n",
1639 " <td> ['_', 'a', 'n', 'd', 'a', 'l', 's']</td>\n",
1640 " <td> ['e', 't', 'o', 'i', 'h', 'r', 'u', 'm', 'w', ...</td>\n",
1641 " <td> 6</td>\n",
1642 " <td> 0</td>\n",
1643 " <td> False</td>\n",
1644 " <td> 7</td>\n",
1645 " </tr>\n",
1646 " <tr>\n",
1647 " <th>985</th>\n",
1648 " <td> hobble</td>\n",
1649 " <td> ['h', 'o', '_', '_', 'l', 'e']</td>\n",
1650 " <td> ['t', 'a', 'i', 'n', 's', 'r', 'd', 'u', 'm', ...</td>\n",
1651 " <td> 4</td>\n",
1652 " <td> 0</td>\n",
1653 " <td> False</td>\n",
1654 " <td> 6</td>\n",
1655 " </tr>\n",
1656 " <tr>\n",
1657 " <th>986</th>\n",
1658 " <td> motes</td>\n",
1659 " <td> ['m', 'o', 't', 'e', 's']</td>\n",
1660 " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'u']</td>\n",
1661 " <td> 5</td>\n",
1662 " <td> 2</td>\n",
1663 " <td> True</td>\n",
1664 " <td> 5</td>\n",
1665 " </tr>\n",
1666 " <tr>\n",
1667 " <th>987</th>\n",
1668 " <td> sodding</td>\n",
1669 " <td> ['s', 'o', 'd', 'd', 'i', 'n', '_']</td>\n",
1670 " <td> ['e', 't', 'a', 'h', 'r', 'l', 'u', 'm', 'w', ...</td>\n",
1671 " <td> 6</td>\n",
1672 " <td> 0</td>\n",
1673 " <td> False</td>\n",
1674 " <td> 7</td>\n",
1675 " </tr>\n",
1676 " <tr>\n",
1677 " <th>988</th>\n",
1678 " <td> connivance</td>\n",
1679 " <td> ['c', 'o', 'n', 'n', 'i', '_', 'a', 'n', 'c', ...</td>\n",
1680 " <td> ['t', 'h', 's', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1681 " <td> 9</td>\n",
1682 " <td> 0</td>\n",
1683 " <td> False</td>\n",
1684 " <td> 10</td>\n",
1685 " </tr>\n",
1686 " <tr>\n",
1687 " <th>989</th>\n",
1688 " <td> anchorites</td>\n",
1689 " <td> ['a', 'n', 'c', 'h', 'o', 'r', 'i', 't', 'e', ...</td>\n",
1690 " <td> ['d', 'l', 'u', 'm', 'w']</td>\n",
1691 " <td> 10</td>\n",
1692 " <td> 5</td>\n",
1693 " <td> True</td>\n",
1694 " <td> 10</td>\n",
1695 " </tr>\n",
1696 " <tr>\n",
1697 " <th>990</th>\n",
1698 " <td> squats</td>\n",
1699 " <td> ['s', '_', 'u', 'a', 't', 's']</td>\n",
1700 " <td> ['e', 'o', 'i', 'h', 'n', 'r', 'd', 'l', 'm', ...</td>\n",
1701 " <td> 5</td>\n",
1702 " <td> 0</td>\n",
1703 " <td> False</td>\n",
1704 " <td> 6</td>\n",
1705 " </tr>\n",
1706 " <tr>\n",
1707 " <th>991</th>\n",
1708 " <td> amebae</td>\n",
1709 " <td> ['a', '_', 'e', '_', 'a', 'e']</td>\n",
1710 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'r', 'd', 'l', ...</td>\n",
1711 " <td> 4</td>\n",
1712 " <td> 0</td>\n",
1713 " <td> False</td>\n",
1714 " <td> 6</td>\n",
1715 " </tr>\n",
1716 " <tr>\n",
1717 " <th>992</th>\n",
1718 " <td> freelancers</td>\n",
1719 " <td> ['f', 'r', 'e', 'e', 'l', 'a', 'n', 'c', 'e', ...</td>\n",
1720 " <td> ['t', 'o', 'i', 'h', 'd', 'u', 'm', 'w', 'y']</td>\n",
1721 " <td> 11</td>\n",
1722 " <td> 1</td>\n",
1723 " <td> True</td>\n",
1724 " <td> 11</td>\n",
1725 " </tr>\n",
1726 " <tr>\n",
1727 " <th>993</th>\n",
1728 " <td> indentures</td>\n",
1729 " <td> ['i', 'n', 'd', 'e', 'n', 't', 'u', 'r', 'e', ...</td>\n",
1730 " <td> ['a', 'o', 'h', 'l']</td>\n",
1731 " <td> 10</td>\n",
1732 " <td> 6</td>\n",
1733 " <td> True</td>\n",
1734 " <td> 10</td>\n",
1735 " </tr>\n",
1736 " <tr>\n",
1737 " <th>994</th>\n",
1738 " <td> eulogistic</td>\n",
1739 " <td> ['e', 'u', 'l', 'o', 'g', 'i', 's', 't', 'i', ...</td>\n",
1740 " <td> ['a', 'h', 'n', 'r', 'd', 'm', 'w', 'y', 'f']</td>\n",
1741 " <td> 10</td>\n",
1742 " <td> 1</td>\n",
1743 " <td> True</td>\n",
1744 " <td> 10</td>\n",
1745 " </tr>\n",
1746 " <tr>\n",
1747 " <th>995</th>\n",
1748 " <td> mandrake</td>\n",
1749 " <td> ['m', 'a', 'n', 'd', 'r', 'a', '_', 'e']</td>\n",
1750 " <td> ['t', 'o', 'i', 'h', 's', 'l', 'u', 'w', 'c', ...</td>\n",
1751 " <td> 7</td>\n",
1752 " <td> 0</td>\n",
1753 " <td> False</td>\n",
1754 " <td> 8</td>\n",
1755 " </tr>\n",
1756 " <tr>\n",
1757 " <th>996</th>\n",
1758 " <td> aforementioned</td>\n",
1759 " <td> ['a', 'f', 'o', 'r', 'e', 'm', 'e', 'n', 't', ...</td>\n",
1760 " <td> ['h', 's', 'l', 'u', 'w', 'c', 'y']</td>\n",
1761 " <td> 14</td>\n",
1762 " <td> 3</td>\n",
1763 " <td> True</td>\n",
1764 " <td> 14</td>\n",
1765 " </tr>\n",
1766 " <tr>\n",
1767 " <th>997</th>\n",
1768 " <td> pleases</td>\n",
1769 " <td> ['_', 'l', 'e', 'a', 's', 'e', 's']</td>\n",
1770 " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
1771 " <td> 6</td>\n",
1772 " <td> 0</td>\n",
1773 " <td> False</td>\n",
1774 " <td> 7</td>\n",
1775 " </tr>\n",
1776 " <tr>\n",
1777 " <th>998</th>\n",
1778 " <td> screens</td>\n",
1779 " <td> ['s', '_', 'r', 'e', 'e', 'n', 's']</td>\n",
1780 " <td> ['t', 'a', 'o', 'i', 'h', 'd', 'l', 'u', 'm', ...</td>\n",
1781 " <td> 6</td>\n",
1782 " <td> 0</td>\n",
1783 " <td> False</td>\n",
1784 " <td> 7</td>\n",
1785 " </tr>\n",
1786 " <tr>\n",
1787 " <th>999</th>\n",
1788 " <td> conches</td>\n",
1789 " <td> ['c', 'o', 'n', 'c', 'h', 'e', 's']</td>\n",
1790 " <td> ['t', 'a', 'i', 'r', 'd', 'l', 'u', 'm', 'w']</td>\n",
1791 " <td> 7</td>\n",
1792 " <td> 1</td>\n",
1793 " <td> True</td>\n",
1794 " <td> 7</td>\n",
1795 " </tr>\n",
1796 " </tbody>\n",
1797 "</table>\n",
1798 "<p>1000 rows \u00d7 7 columns</p>\n",
1799 "</div>"
1800 ],
1801 "metadata": {},
1802 "output_type": "pyout",
1803 "prompt_number": 36,
1804 "text": [
1805 " target discovered \\\n",
1806 "0 fume ['_', '_', '_', 'e'] \n",
1807 "1 nightlife ['n', 'i', '_', 'h', 't', 'l', 'i', '_', 'e'] \n",
1808 "2 skydove ['s', '_', '_', 'd', 'o', '_', 'e'] \n",
1809 "3 generates ['_', 'e', 'n', 'e', 'r', 'a', 't', 'e', 's'] \n",
1810 "4 mes ['_', 'e', 's'] \n",
1811 "5 sphinges ['s', '_', 'h', 'i', 'n', '_', 'e', 's'] \n",
1812 "6 backgammon ['_', 'a', '_', '_', '_', 'a', 'm', 'm', 'o', ... \n",
1813 "7 stares ['s', 't', 'a', 'r', 'e', 's'] \n",
1814 "8 exemplify ['e', '_', 'e', 'm', '_', 'l', 'i', '_', '_'] \n",
1815 "9 placard ['_', 'l', 'a', '_', 'a', 'r', 'd'] \n",
1816 "10 magnetising ['m', 'a', '_', 'n', 'e', 't', 'i', 's', 'i', ... \n",
1817 "11 curried ['c', 'u', 'r', 'r', 'i', 'e', 'd'] \n",
1818 "12 drouth ['d', 'r', 'o', 'u', 't', 'h'] \n",
1819 "13 trash ['t', 'r', 'a', 's', 'h'] \n",
1820 "14 irretrievable ['i', 'r', 'r', 'e', 't', 'r', 'i', 'e', '_', ... \n",
1821 "15 exploiters ['e', '_', '_', 'l', 'o', 'i', 't', 'e', 'r', ... \n",
1822 "16 newscast ['n', 'e', 'w', 's', 'c', 'a', 's', 't'] \n",
1823 "17 compliment ['c', 'o', 'm', '_', 'l', 'i', 'm', 'e', 'n', ... \n",
1824 "18 faithfulness ['f', 'a', 'i', 't', 'h', 'f', 'u', 'l', 'n', ... \n",
1825 "19 muzzle ['m', 'u', '_', '_', 'l', 'e'] \n",
1826 "20 ministered ['m', 'i', 'n', 'i', 's', 't', 'e', 'r', 'e', ... \n",
1827 "21 clef ['_', 'l', 'e', '_'] \n",
1828 "22 sunning ['s', 'u', 'n', 'n', 'i', 'n', '_'] \n",
1829 "23 cow ['_', 'o', '_'] \n",
1830 "24 loon ['l', 'o', 'o', 'n'] \n",
1831 "25 pepperonis ['_', 'e', '_', '_', 'e', 'r', 'o', 'n', 'i', ... \n",
1832 "26 alerting ['a', 'l', 'e', 'r', 't', 'i', 'n', '_'] \n",
1833 "27 hoorahs ['h', 'o', 'o', 'r', 'a', 'h', 's'] \n",
1834 "28 legislates ['l', 'e', '_', 'i', 's', 'l', 'a', 't', 'e', ... \n",
1835 "29 readout ['r', 'e', 'a', 'd', 'o', 'u', 't'] \n",
1836 ".. ... ... \n",
1837 "970 washes ['w', 'a', 's', 'h', 'e', 's'] \n",
1838 "971 twirlers ['t', 'w', 'i', 'r', 'l', 'e', 'r', 's'] \n",
1839 "972 equine ['e', '_', 'u', 'i', 'n', 'e'] \n",
1840 "973 sacristan ['s', 'a', 'c', 'r', 'i', 's', 't', 'a', 'n'] \n",
1841 "974 handballs ['h', 'a', 'n', 'd', '_', 'a', 'l', 'l', 's'] \n",
1842 "975 hello ['h', 'e', 'l', 'l', 'o'] \n",
1843 "976 promoter ['_', 'r', 'o', 'm', 'o', 't', 'e', 'r'] \n",
1844 "977 gesturing ['_', 'e', 's', 't', 'u', 'r', 'i', 'n', '_'] \n",
1845 "978 clew ['_', 'l', 'e', '_'] \n",
1846 "979 jarring ['_', 'a', 'r', 'r', 'i', 'n', '_'] \n",
1847 "980 bedraggled ['_', 'e', 'd', 'r', 'a', '_', '_', 'l', 'e', ... \n",
1848 "981 snout ['s', 'n', 'o', 'u', 't'] \n",
1849 "982 bog ['_', 'o', '_'] \n",
1850 "983 envious ['e', 'n', '_', 'i', 'o', 'u', 's'] \n",
1851 "984 vandals ['_', 'a', 'n', 'd', 'a', 'l', 's'] \n",
1852 "985 hobble ['h', 'o', '_', '_', 'l', 'e'] \n",
1853 "986 motes ['m', 'o', 't', 'e', 's'] \n",
1854 "987 sodding ['s', 'o', 'd', 'd', 'i', 'n', '_'] \n",
1855 "988 connivance ['c', 'o', 'n', 'n', 'i', '_', 'a', 'n', 'c', ... \n",
1856 "989 anchorites ['a', 'n', 'c', 'h', 'o', 'r', 'i', 't', 'e', ... \n",
1857 "990 squats ['s', '_', 'u', 'a', 't', 's'] \n",
1858 "991 amebae ['a', '_', 'e', '_', 'a', 'e'] \n",
1859 "992 freelancers ['f', 'r', 'e', 'e', 'l', 'a', 'n', 'c', 'e', ... \n",
1860 "993 indentures ['i', 'n', 'd', 'e', 'n', 't', 'u', 'r', 'e', ... \n",
1861 "994 eulogistic ['e', 'u', 'l', 'o', 'g', 'i', 's', 't', 'i', ... \n",
1862 "995 mandrake ['m', 'a', 'n', 'd', 'r', 'a', '_', 'e'] \n",
1863 "996 aforementioned ['a', 'f', 'o', 'r', 'e', 'm', 'e', 'n', 't', ... \n",
1864 "997 pleases ['_', 'l', 'e', 'a', 's', 'e', 's'] \n",
1865 "998 screens ['s', '_', 'r', 'e', 'e', 'n', 's'] \n",
1866 "999 conches ['c', 'o', 'n', 'c', 'h', 'e', 's'] \n",
1867 "\n",
1868 " wrong letters number of hits \\\n",
1869 "0 ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 1 \n",
1870 "1 ['a', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ... 7 \n",
1871 "2 ['t', 'a', 'i', 'h', 'n', 'r', 'l', 'u', 'm', ... 4 \n",
1872 "3 ['o', 'i', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
1873 "4 ['t', 'a', 'o', 'i', 'h', 'n', 'r', 'd', 'l', ... 2 \n",
1874 "5 ['t', 'a', 'o', 'r', 'd', 'l', 'u', 'm', 'w', ... 6 \n",
1875 "6 ['e', 't', 'i', 'h', 's', 'r', 'd', 'l', 'u', ... 6 \n",
1876 "7 ['o', 'i', 'h', 'n'] 6 \n",
1877 "8 ['t', 'a', 'o', 'h', 'n', 's', 'r', 'd', 'u', ... 5 \n",
1878 "9 ['e', 't', 'o', 'i', 'h', 'n', 's', 'u', 'm', ... 5 \n",
1879 "10 ['o', 'h', 'r', 'd', 'l', 'u', 'w', 'c', 'y', ... 9 \n",
1880 "11 ['t', 'a', 'o', 'h', 'n', 's', 'l', 'm', 'w'] 7 \n",
1881 "12 ['e', 'a', 'i', 'n', 's', 'l'] 6 \n",
1882 "13 ['e', 'o', 'i', 'n'] 5 \n",
1883 "14 ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w', 'c', ... 11 \n",
1884 "15 ['a', 'h', 'n', 'd', 'u', 'm', 'w', 'c', 'y', ... 8 \n",
1885 "16 ['o', 'i', 'h', 'r', 'd', 'l', 'u', 'm'] 8 \n",
1886 "17 ['a', 'h', 's', 'r', 'd', 'u', 'w', 'y', 'f', ... 9 \n",
1887 "18 ['o', 'r', 'd', 'm', 'w', 'c', 'y'] 12 \n",
1888 "19 ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 4 \n",
1889 "20 ['a', 'o', 'h', 'l', 'u'] 10 \n",
1890 "21 ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1891 "22 ['e', 't', 'a', 'o', 'h', 'r', 'd', 'l', 'm', ... 6 \n",
1892 "23 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 1 \n",
1893 "24 ['e', 't', 'a', 'i', 'h', 's', 'r', 'd'] 4 \n",
1894 "25 ['t', 'a', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 7 \n",
1895 "26 ['o', 'h', 's', 'd', 'u', 'm', 'w', 'c', 'y', ... 7 \n",
1896 "27 ['e', 't', 'i', 'n'] 7 \n",
1897 "28 ['o', 'h', 'n', 'r', 'd', 'u', 'm', 'w', 'c', ... 9 \n",
1898 "29 ['i', 'h', 'n', 's', 'l'] 7 \n",
1899 ".. ... ... \n",
1900 "970 ['t', 'o', 'i', 'n', 'r', 'd', 'l', 'u', 'm'] 6 \n",
1901 "971 ['a', 'o', 'h', 'n', 'd', 'u', 'm'] 8 \n",
1902 "972 ['t', 'a', 'o', 'h', 's', 'r', 'd', 'l', 'm', ... 5 \n",
1903 "973 ['e', 'o', 'h', 'd', 'l', 'u', 'm', 'w'] 9 \n",
1904 "974 ['e', 't', 'o', 'i', 'r', 'u', 'm', 'w', 'c', ... 8 \n",
1905 "975 ['t', 'a', 'i', 'n', 's', 'r', 'd'] 5 \n",
1906 "976 ['a', 'i', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 7 \n",
1907 "977 ['a', 'o', 'h', 'd', 'l', 'm', 'w', 'c', 'y', ... 7 \n",
1908 "978 ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1909 "979 ['e', 't', 'o', 'h', 's', 'd', 'l', 'u', 'm', ... 5 \n",
1910 "980 ['t', 'o', 'i', 'h', 'n', 's', 'u', 'm', 'w', ... 7 \n",
1911 "981 ['e', 'a', 'i', 'h', 'r', 'd', 'l'] 5 \n",
1912 "982 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 1 \n",
1913 "983 ['t', 'a', 'h', 'r', 'd', 'l', 'm', 'w', 'c', ... 6 \n",
1914 "984 ['e', 't', 'o', 'i', 'h', 'r', 'u', 'm', 'w', ... 6 \n",
1915 "985 ['t', 'a', 'i', 'n', 's', 'r', 'd', 'u', 'm', ... 4 \n",
1916 "986 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'u'] 5 \n",
1917 "987 ['e', 't', 'a', 'h', 'r', 'l', 'u', 'm', 'w', ... 6 \n",
1918 "988 ['t', 'h', 's', 'r', 'd', 'l', 'u', 'm', 'w', ... 9 \n",
1919 "989 ['d', 'l', 'u', 'm', 'w'] 10 \n",
1920 "990 ['e', 'o', 'i', 'h', 'n', 'r', 'd', 'l', 'm', ... 5 \n",
1921 "991 ['t', 'o', 'i', 'h', 'n', 's', 'r', 'd', 'l', ... 4 \n",
1922 "992 ['t', 'o', 'i', 'h', 'd', 'u', 'm', 'w', 'y'] 11 \n",
1923 "993 ['a', 'o', 'h', 'l'] 10 \n",
1924 "994 ['a', 'h', 'n', 'r', 'd', 'm', 'w', 'y', 'f'] 10 \n",
1925 "995 ['t', 'o', 'i', 'h', 's', 'l', 'u', 'w', 'c', ... 7 \n",
1926 "996 ['h', 's', 'l', 'u', 'w', 'c', 'y'] 14 \n",
1927 "997 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
1928 "998 ['t', 'a', 'o', 'i', 'h', 'd', 'l', 'u', 'm', ... 6 \n",
1929 "999 ['t', 'a', 'i', 'r', 'd', 'l', 'u', 'm', 'w'] 7 \n",
1930 "\n",
1931 " lives remaining game won word length \n",
1932 "0 0 False 4 \n",
1933 "1 0 False 9 \n",
1934 "2 0 False 7 \n",
1935 "3 0 False 9 \n",
1936 "4 0 False 3 \n",
1937 "5 0 False 8 \n",
1938 "6 0 False 10 \n",
1939 "7 6 True 6 \n",
1940 "8 0 False 9 \n",
1941 "9 0 False 7 \n",
1942 "10 0 False 11 \n",
1943 "11 1 True 7 \n",
1944 "12 4 True 6 \n",
1945 "13 6 True 5 \n",
1946 "14 0 False 13 \n",
1947 "15 0 False 10 \n",
1948 "16 2 True 8 \n",
1949 "17 0 False 10 \n",
1950 "18 3 True 12 \n",
1951 "19 0 False 6 \n",
1952 "20 5 True 10 \n",
1953 "21 0 False 4 \n",
1954 "22 0 False 7 \n",
1955 "23 0 False 3 \n",
1956 "24 2 True 4 \n",
1957 "25 0 False 10 \n",
1958 "26 0 False 8 \n",
1959 "27 6 True 7 \n",
1960 "28 0 False 10 \n",
1961 "29 5 True 7 \n",
1962 ".. ... ... ... \n",
1963 "970 1 True 6 \n",
1964 "971 3 True 8 \n",
1965 "972 0 False 6 \n",
1966 "973 2 True 9 \n",
1967 "974 0 False 9 \n",
1968 "975 3 True 5 \n",
1969 "976 0 False 8 \n",
1970 "977 0 False 9 \n",
1971 "978 0 False 4 \n",
1972 "979 0 False 7 \n",
1973 "980 0 False 10 \n",
1974 "981 3 True 5 \n",
1975 "982 0 False 3 \n",
1976 "983 0 False 7 \n",
1977 "984 0 False 7 \n",
1978 "985 0 False 6 \n",
1979 "986 2 True 5 \n",
1980 "987 0 False 7 \n",
1981 "988 0 False 10 \n",
1982 "989 5 True 10 \n",
1983 "990 0 False 6 \n",
1984 "991 0 False 6 \n",
1985 "992 1 True 11 \n",
1986 "993 6 True 10 \n",
1987 "994 1 True 10 \n",
1988 "995 0 False 8 \n",
1989 "996 3 True 14 \n",
1990 "997 0 False 7 \n",
1991 "998 0 False 7 \n",
1992 "999 1 True 7 \n",
1993 "\n",
1994 "[1000 rows x 7 columns]"
1995 ]
1996 }
1997 ],
1998 "prompt_number": 36
1999 },
2000 {
2001 "cell_type": "code",
2002 "collapsed": false,
2003 "input": [
2004 "fixed_order['lives remaining'].hist()"
2005 ],
2006 "language": "python",
2007 "metadata": {},
2008 "outputs": [
2009 {
2010 "metadata": {},
2011 "output_type": "pyout",
2012 "prompt_number": 37,
2013 "text": [
2014 "<matplotlib.axes.AxesSubplot at 0x7f73af3b35c0>"
2015 ]
2016 },
2017 {
2018 "metadata": {},
2019 "output_type": "display_data",
2020 "png": 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wqehkJEndUzaDHyXENsTtaNxfDUy3PW+asJLXPMwXE2uRWIvEWpS3tAvvMcvCecs8P9sF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\nSZIkSZIkSZIkSdJP+H8AjZVf2lfqpwAAAABJRU5ErkJggg==\n",
2021 "text": [
2022 "<matplotlib.figure.Figure at 0x7f73af3b3eb8>"
2023 ]
2024 }
2025 ],
2026 "prompt_number": 37
2027 },
2028 {
2029 "cell_type": "code",
2030 "collapsed": false,
2031 "input": [
2032 "fixed_order.groupby('lives remaining').size()"
2033 ],
2034 "language": "python",
2035 "metadata": {},
2036 "outputs": [
2037 {
2038 "metadata": {},
2039 "output_type": "pyout",
2040 "prompt_number": 38,
2041 "text": [
2042 "lives remaining\n",
2043 "0 638\n",
2044 "1 82\n",
2045 "2 77\n",
2046 "3 61\n",
2047 "4 47\n",
2048 "5 41\n",
2049 "6 30\n",
2050 "7 13\n",
2051 "8 10\n",
2052 "9 1\n",
2053 "dtype: int64"
2054 ]
2055 }
2056 ],
2057 "prompt_number": 38
2058 },
2059 {
2060 "cell_type": "code",
2061 "collapsed": false,
2062 "input": [
2063 "adaptive_pattern = pd.read_csv('adaptive_pattern.csv')\n",
2064 "adaptive_pattern"
2065 ],
2066 "language": "python",
2067 "metadata": {},
2068 "outputs": [
2069 {
2070 "html": [
2071 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
2072 "<table border=\"1\" class=\"dataframe\">\n",
2073 " <thead>\n",
2074 " <tr style=\"text-align: right;\">\n",
2075 " <th></th>\n",
2076 " <th>target</th>\n",
2077 " <th>discovered</th>\n",
2078 " <th>wrong letters</th>\n",
2079 " <th>number of hits</th>\n",
2080 " <th>lives remaining</th>\n",
2081 " <th>game won</th>\n",
2082 " </tr>\n",
2083 " </thead>\n",
2084 " <tbody>\n",
2085 " <tr>\n",
2086 " <th>0 </th>\n",
2087 " <td> arboretums</td>\n",
2088 " <td> ['a', 'r', 'b', 'o', 'r', 'e', 't', 'u', 'm', ...</td>\n",
2089 " <td> ['n']</td>\n",
2090 " <td> 10</td>\n",
2091 " <td> 9</td>\n",
2092 " <td> True</td>\n",
2093 " </tr>\n",
2094 " <tr>\n",
2095 " <th>1 </th>\n",
2096 " <td> coordination</td>\n",
2097 " <td> ['c', 'o', 'o', 'r', 'd', 'i', 'n', 'a', 't', ...</td>\n",
2098 " <td> ['e']</td>\n",
2099 " <td> 12</td>\n",
2100 " <td> 9</td>\n",
2101 " <td> True</td>\n",
2102 " </tr>\n",
2103 " <tr>\n",
2104 " <th>2 </th>\n",
2105 " <td> refurbishes</td>\n",
2106 " <td> ['r', 'e', 'f', 'u', 'r', 'b', 'i', 's', 'h', ...</td>\n",
2107 " <td> []</td>\n",
2108 " <td> 11</td>\n",
2109 " <td> 10</td>\n",
2110 " <td> True</td>\n",
2111 " </tr>\n",
2112 " <tr>\n",
2113 " <th>3 </th>\n",
2114 " <td> portal</td>\n",
2115 " <td> ['p', 'o', 'r', 't', 'a', 'l']</td>\n",
2116 " <td> ['e', 's', 'i', 'm']</td>\n",
2117 " <td> 6</td>\n",
2118 " <td> 6</td>\n",
2119 " <td> True</td>\n",
2120 " </tr>\n",
2121 " <tr>\n",
2122 " <th>4 </th>\n",
2123 " <td> incontinent</td>\n",
2124 " <td> ['i', 'n', 'c', 'o', 'n', 't', 'i', 'n', 'e', ...</td>\n",
2125 " <td> ['s']</td>\n",
2126 " <td> 11</td>\n",
2127 " <td> 9</td>\n",
2128 " <td> True</td>\n",
2129 " </tr>\n",
2130 " <tr>\n",
2131 " <th>5 </th>\n",
2132 " <td> dilapidated</td>\n",
2133 " <td> ['d', 'i', 'l', 'a', 'p', 'i', 'd', 'a', 't', ...</td>\n",
2134 " <td> ['h']</td>\n",
2135 " <td> 11</td>\n",
2136 " <td> 9</td>\n",
2137 " <td> True</td>\n",
2138 " </tr>\n",
2139 " <tr>\n",
2140 " <th>6 </th>\n",
2141 " <td> retake</td>\n",
2142 " <td> ['r', 'e', 't', 'a', 'k', 'e']</td>\n",
2143 " <td> ['i']</td>\n",
2144 " <td> 6</td>\n",
2145 " <td> 9</td>\n",
2146 " <td> True</td>\n",
2147 " </tr>\n",
2148 " <tr>\n",
2149 " <th>7 </th>\n",
2150 " <td> pored</td>\n",
2151 " <td> ['p', 'o', 'r', 'e', 'd']</td>\n",
2152 " <td> ['s', 'a', 'w', 'l', 'k']</td>\n",
2153 " <td> 5</td>\n",
2154 " <td> 5</td>\n",
2155 " <td> True</td>\n",
2156 " </tr>\n",
2157 " <tr>\n",
2158 " <th>8 </th>\n",
2159 " <td> dictators</td>\n",
2160 " <td> ['d', 'i', 'c', 't', 'a', 't', 'o', 'r', 's']</td>\n",
2161 " <td> ['e']</td>\n",
2162 " <td> 9</td>\n",
2163 " <td> 9</td>\n",
2164 " <td> True</td>\n",
2165 " </tr>\n",
2166 " <tr>\n",
2167 " <th>9 </th>\n",
2168 " <td> tutoring</td>\n",
2169 " <td> ['t', 'u', 't', 'o', 'r', 'i', 'n', 'g']</td>\n",
2170 " <td> ['e', 'a']</td>\n",
2171 " <td> 8</td>\n",
2172 " <td> 8</td>\n",
2173 " <td> True</td>\n",
2174 " </tr>\n",
2175 " <tr>\n",
2176 " <th>10 </th>\n",
2177 " <td> nites</td>\n",
2178 " <td> ['n', 'i', 't', 'e', 's']</td>\n",
2179 " <td> ['a', 'r', 'k', 'm', 'b', 'c']</td>\n",
2180 " <td> 5</td>\n",
2181 " <td> 4</td>\n",
2182 " <td> True</td>\n",
2183 " </tr>\n",
2184 " <tr>\n",
2185 " <th>11 </th>\n",
2186 " <td> geeky</td>\n",
2187 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
2188 " <td> ['s', 'd', 't', 'l']</td>\n",
2189 " <td> 5</td>\n",
2190 " <td> 6</td>\n",
2191 " <td> True</td>\n",
2192 " </tr>\n",
2193 " <tr>\n",
2194 " <th>12 </th>\n",
2195 " <td> transsexuals</td>\n",
2196 " <td> ['t', 'r', 'a', 'n', 's', 's', 'e', 'x', 'u', ...</td>\n",
2197 " <td> ['i']</td>\n",
2198 " <td> 12</td>\n",
2199 " <td> 9</td>\n",
2200 " <td> True</td>\n",
2201 " </tr>\n",
2202 " <tr>\n",
2203 " <th>13 </th>\n",
2204 " <td> explosively</td>\n",
2205 " <td> ['e', 'x', 'p', 'l', 'o', 's', 'i', 'v', 'e', ...</td>\n",
2206 " <td> ['n']</td>\n",
2207 " <td> 11</td>\n",
2208 " <td> 9</td>\n",
2209 " <td> True</td>\n",
2210 " </tr>\n",
2211 " <tr>\n",
2212 " <th>14 </th>\n",
2213 " <td> hosteler</td>\n",
2214 " <td> ['h', 'o', 's', 't', 'e', 'l', 'e', 'r']</td>\n",
2215 " <td> ['d']</td>\n",
2216 " <td> 8</td>\n",
2217 " <td> 9</td>\n",
2218 " <td> True</td>\n",
2219 " </tr>\n",
2220 " <tr>\n",
2221 " <th>15 </th>\n",
2222 " <td> fake</td>\n",
2223 " <td> ['f', 'a', 'k', 'e']</td>\n",
2224 " <td> ['l', 'r', 'm', 'p', 's', 'g', 'd', 't', 'w']</td>\n",
2225 " <td> 4</td>\n",
2226 " <td> 1</td>\n",
2227 " <td> True</td>\n",
2228 " </tr>\n",
2229 " <tr>\n",
2230 " <th>16 </th>\n",
2231 " <td> thralling</td>\n",
2232 " <td> ['t', 'h', 'r', 'a', 'l', 'l', 'i', 'n', 'g']</td>\n",
2233 " <td> ['e', 'o', 's']</td>\n",
2234 " <td> 9</td>\n",
2235 " <td> 7</td>\n",
2236 " <td> True</td>\n",
2237 " </tr>\n",
2238 " <tr>\n",
2239 " <th>17 </th>\n",
2240 " <td> skew</td>\n",
2241 " <td> ['s', 'k', 'e', 'w']</td>\n",
2242 " <td> ['t', 'd', 'l']</td>\n",
2243 " <td> 4</td>\n",
2244 " <td> 7</td>\n",
2245 " <td> True</td>\n",
2246 " </tr>\n",
2247 " <tr>\n",
2248 " <th>18 </th>\n",
2249 " <td> sportscasters</td>\n",
2250 " <td> ['s', 'p', 'o', 'r', 't', 's', 'c', 'a', 's', ...</td>\n",
2251 " <td> ['i']</td>\n",
2252 " <td> 13</td>\n",
2253 " <td> 9</td>\n",
2254 " <td> True</td>\n",
2255 " </tr>\n",
2256 " <tr>\n",
2257 " <th>19 </th>\n",
2258 " <td> forsaking</td>\n",
2259 " <td> ['f', 'o', 'r', 's', 'a', 'k', 'i', 'n', 'g']</td>\n",
2260 " <td> ['e', 't', 'l']</td>\n",
2261 " <td> 9</td>\n",
2262 " <td> 7</td>\n",
2263 " <td> True</td>\n",
2264 " </tr>\n",
2265 " <tr>\n",
2266 " <th>20 </th>\n",
2267 " <td> fevered</td>\n",
2268 " <td> ['f', 'e', 'v', 'e', 'r', 'e', 'd']</td>\n",
2269 " <td> ['s', 'l']</td>\n",
2270 " <td> 7</td>\n",
2271 " <td> 8</td>\n",
2272 " <td> True</td>\n",
2273 " </tr>\n",
2274 " <tr>\n",
2275 " <th>21 </th>\n",
2276 " <td> duds</td>\n",
2277 " <td> ['d', 'u', 'd', 's']</td>\n",
2278 " <td> ['e', 'a', 'o', 'i', 'b', 'g', 't', 'p', 'm']</td>\n",
2279 " <td> 4</td>\n",
2280 " <td> 1</td>\n",
2281 " <td> True</td>\n",
2282 " </tr>\n",
2283 " <tr>\n",
2284 " <th>22 </th>\n",
2285 " <td> beautiful</td>\n",
2286 " <td> ['b', 'e', 'a', 'u', 't', 'i', 'f', 'u', 'l']</td>\n",
2287 " <td> ['s']</td>\n",
2288 " <td> 9</td>\n",
2289 " <td> 9</td>\n",
2290 " <td> True</td>\n",
2291 " </tr>\n",
2292 " <tr>\n",
2293 " <th>23 </th>\n",
2294 " <td> swiftly</td>\n",
2295 " <td> ['s', 'w', 'i', 'f', 't', 'l', 'y']</td>\n",
2296 " <td> ['e', 'a']</td>\n",
2297 " <td> 7</td>\n",
2298 " <td> 8</td>\n",
2299 " <td> True</td>\n",
2300 " </tr>\n",
2301 " <tr>\n",
2302 " <th>24 </th>\n",
2303 " <td> pestering</td>\n",
2304 " <td> ['p', 'e', 's', 't', 'e', 'r', 'i', 'n', 'g']</td>\n",
2305 " <td> []</td>\n",
2306 " <td> 9</td>\n",
2307 " <td> 10</td>\n",
2308 " <td> True</td>\n",
2309 " </tr>\n",
2310 " <tr>\n",
2311 " <th>25 </th>\n",
2312 " <td> subcontinent</td>\n",
2313 " <td> ['s', 'u', 'b', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
2314 " <td> []</td>\n",
2315 " <td> 12</td>\n",
2316 " <td> 10</td>\n",
2317 " <td> True</td>\n",
2318 " </tr>\n",
2319 " <tr>\n",
2320 " <th>26 </th>\n",
2321 " <td> reanimating</td>\n",
2322 " <td> ['r', 'e', 'a', 'n', 'i', 'm', 'a', 't', 'i', ...</td>\n",
2323 " <td> []</td>\n",
2324 " <td> 11</td>\n",
2325 " <td> 10</td>\n",
2326 " <td> True</td>\n",
2327 " </tr>\n",
2328 " <tr>\n",
2329 " <th>27 </th>\n",
2330 " <td> undocumented</td>\n",
2331 " <td> ['u', 'n', 'd', 'o', 'c', 'u', 'm', 'e', 'n', ...</td>\n",
2332 " <td> ['s']</td>\n",
2333 " <td> 12</td>\n",
2334 " <td> 9</td>\n",
2335 " <td> True</td>\n",
2336 " </tr>\n",
2337 " <tr>\n",
2338 " <th>28 </th>\n",
2339 " <td> adjoining</td>\n",
2340 " <td> ['a', 'd', 'j', 'o', 'i', 'n', 'i', 'n', 'g']</td>\n",
2341 " <td> ['e']</td>\n",
2342 " <td> 9</td>\n",
2343 " <td> 9</td>\n",
2344 " <td> True</td>\n",
2345 " </tr>\n",
2346 " <tr>\n",
2347 " <th>29 </th>\n",
2348 " <td> tabuing</td>\n",
2349 " <td> ['t', 'a', 'b', 'u', 'i', 'n', 'g']</td>\n",
2350 " <td> ['e', 'l', 'r', 'p']</td>\n",
2351 " <td> 7</td>\n",
2352 " <td> 6</td>\n",
2353 " <td> True</td>\n",
2354 " </tr>\n",
2355 " <tr>\n",
2356 " <th>...</th>\n",
2357 " <td>...</td>\n",
2358 " <td>...</td>\n",
2359 " <td>...</td>\n",
2360 " <td>...</td>\n",
2361 " <td>...</td>\n",
2362 " <td>...</td>\n",
2363 " </tr>\n",
2364 " <tr>\n",
2365 " <th>970</th>\n",
2366 " <td> taprooms</td>\n",
2367 " <td> ['t', 'a', 'p', 'r', 'o', 'o', 'm', 's']</td>\n",
2368 " <td> ['e', 'i']</td>\n",
2369 " <td> 8</td>\n",
2370 " <td> 8</td>\n",
2371 " <td> True</td>\n",
2372 " </tr>\n",
2373 " <tr>\n",
2374 " <th>971</th>\n",
2375 " <td> enliven</td>\n",
2376 " <td> ['e', 'n', 'l', 'i', 'v', 'e', 'n']</td>\n",
2377 " <td> ['s', 'd', 'r', 't']</td>\n",
2378 " <td> 7</td>\n",
2379 " <td> 6</td>\n",
2380 " <td> True</td>\n",
2381 " </tr>\n",
2382 " <tr>\n",
2383 " <th>972</th>\n",
2384 " <td> fathomless</td>\n",
2385 " <td> ['f', 'a', 't', 'h', 'o', 'm', 'l', 'e', 's', ...</td>\n",
2386 " <td> ['n']</td>\n",
2387 " <td> 10</td>\n",
2388 " <td> 9</td>\n",
2389 " <td> True</td>\n",
2390 " </tr>\n",
2391 " <tr>\n",
2392 " <th>973</th>\n",
2393 " <td> modules</td>\n",
2394 " <td> ['m', 'o', 'd', 'u', 'l', 'e', 's']</td>\n",
2395 " <td> ['i', 'b']</td>\n",
2396 " <td> 7</td>\n",
2397 " <td> 8</td>\n",
2398 " <td> True</td>\n",
2399 " </tr>\n",
2400 " <tr>\n",
2401 " <th>974</th>\n",
2402 " <td> breeding</td>\n",
2403 " <td> ['b', 'r', 'e', 'e', 'd', 'i', 'n', 'g']</td>\n",
2404 " <td> ['s', 'z']</td>\n",
2405 " <td> 8</td>\n",
2406 " <td> 8</td>\n",
2407 " <td> True</td>\n",
2408 " </tr>\n",
2409 " <tr>\n",
2410 " <th>975</th>\n",
2411 " <td> announces</td>\n",
2412 " <td> ['a', 'n', 'n', 'o', 'u', 'n', 'c', 'e', 's']</td>\n",
2413 " <td> ['i']</td>\n",
2414 " <td> 9</td>\n",
2415 " <td> 9</td>\n",
2416 " <td> True</td>\n",
2417 " </tr>\n",
2418 " <tr>\n",
2419 " <th>976</th>\n",
2420 " <td> inertness</td>\n",
2421 " <td> ['i', 'n', 'e', 'r', 't', 'n', 'e', 's', 's']</td>\n",
2422 " <td> []</td>\n",
2423 " <td> 9</td>\n",
2424 " <td> 10</td>\n",
2425 " <td> True</td>\n",
2426 " </tr>\n",
2427 " <tr>\n",
2428 " <th>977</th>\n",
2429 " <td> judgemental</td>\n",
2430 " <td> ['j', 'u', 'd', 'g', 'e', 'm', 'e', 'n', 't', ...</td>\n",
2431 " <td> ['s']</td>\n",
2432 " <td> 11</td>\n",
2433 " <td> 9</td>\n",
2434 " <td> True</td>\n",
2435 " </tr>\n",
2436 " <tr>\n",
2437 " <th>978</th>\n",
2438 " <td> refocus</td>\n",
2439 " <td> ['r', 'e', 'f', 'o', 'c', 'u', 's']</td>\n",
2440 " <td> ['n', 'l']</td>\n",
2441 " <td> 7</td>\n",
2442 " <td> 8</td>\n",
2443 " <td> True</td>\n",
2444 " </tr>\n",
2445 " <tr>\n",
2446 " <th>979</th>\n",
2447 " <td> jigsawn</td>\n",
2448 " <td> ['j', 'i', 'g', 's', 'a', 'w', 'n']</td>\n",
2449 " <td> ['e']</td>\n",
2450 " <td> 7</td>\n",
2451 " <td> 9</td>\n",
2452 " <td> True</td>\n",
2453 " </tr>\n",
2454 " <tr>\n",
2455 " <th>980</th>\n",
2456 " <td> boons</td>\n",
2457 " <td> ['b', 'o', 'o', 'n', 's']</td>\n",
2458 " <td> ['e', 't', 'k', 'm', 'p', 'd', 'f', 'r']</td>\n",
2459 " <td> 5</td>\n",
2460 " <td> 2</td>\n",
2461 " <td> True</td>\n",
2462 " </tr>\n",
2463 " <tr>\n",
2464 " <th>981</th>\n",
2465 " <td> matriculated</td>\n",
2466 " <td> ['m', 'a', 't', 'r', 'i', 'c', 'u', 'l', 'a', ...</td>\n",
2467 " <td> ['s']</td>\n",
2468 " <td> 12</td>\n",
2469 " <td> 9</td>\n",
2470 " <td> True</td>\n",
2471 " </tr>\n",
2472 " <tr>\n",
2473 " <th>982</th>\n",
2474 " <td> sedan</td>\n",
2475 " <td> ['s', 'e', 'd', 'a', 'n']</td>\n",
2476 " <td> ['l']</td>\n",
2477 " <td> 5</td>\n",
2478 " <td> 9</td>\n",
2479 " <td> True</td>\n",
2480 " </tr>\n",
2481 " <tr>\n",
2482 " <th>983</th>\n",
2483 " <td> photographed</td>\n",
2484 " <td> ['p', 'h', 'o', 't', 'o', 'g', 'r', 'a', 'p', ...</td>\n",
2485 " <td> ['i']</td>\n",
2486 " <td> 12</td>\n",
2487 " <td> 9</td>\n",
2488 " <td> True</td>\n",
2489 " </tr>\n",
2490 " <tr>\n",
2491 " <th>984</th>\n",
2492 " <td> lasted</td>\n",
2493 " <td> ['l', 'a', 's', 't', 'e', 'd']</td>\n",
2494 " <td> []</td>\n",
2495 " <td> 6</td>\n",
2496 " <td> 10</td>\n",
2497 " <td> True</td>\n",
2498 " </tr>\n",
2499 " <tr>\n",
2500 " <th>985</th>\n",
2501 " <td> salty</td>\n",
2502 " <td> ['s', 'a', 'l', 't', 'y']</td>\n",
2503 " <td> ['e']</td>\n",
2504 " <td> 5</td>\n",
2505 " <td> 9</td>\n",
2506 " <td> True</td>\n",
2507 " </tr>\n",
2508 " <tr>\n",
2509 " <th>986</th>\n",
2510 " <td> prohibits</td>\n",
2511 " <td> ['p', 'r', 'o', 'h', 'i', 'b', 'i', 't', 's']</td>\n",
2512 " <td> ['e', 'n', 'y']</td>\n",
2513 " <td> 9</td>\n",
2514 " <td> 7</td>\n",
2515 " <td> True</td>\n",
2516 " </tr>\n",
2517 " <tr>\n",
2518 " <th>987</th>\n",
2519 " <td> encompass</td>\n",
2520 " <td> ['e', 'n', 'c', 'o', 'm', 'p', 'a', 's', 's']</td>\n",
2521 " <td> ['i']</td>\n",
2522 " <td> 9</td>\n",
2523 " <td> 9</td>\n",
2524 " <td> True</td>\n",
2525 " </tr>\n",
2526 " <tr>\n",
2527 " <th>988</th>\n",
2528 " <td> sot</td>\n",
2529 " <td> ['s', 'o', 't']</td>\n",
2530 " <td> ['a']</td>\n",
2531 " <td> 3</td>\n",
2532 " <td> 9</td>\n",
2533 " <td> True</td>\n",
2534 " </tr>\n",
2535 " <tr>\n",
2536 " <th>989</th>\n",
2537 " <td> blink</td>\n",
2538 " <td> ['b', 'l', 'i', 'n', 'k']</td>\n",
2539 " <td> ['s', 'e', 'a', 'o', 'c', 't']</td>\n",
2540 " <td> 5</td>\n",
2541 " <td> 4</td>\n",
2542 " <td> True</td>\n",
2543 " </tr>\n",
2544 " <tr>\n",
2545 " <th>990</th>\n",
2546 " <td> popularise</td>\n",
2547 " <td> ['p', 'o', 'p', 'u', 'l', 'a', 'r', 'i', 's', ...</td>\n",
2548 " <td> []</td>\n",
2549 " <td> 10</td>\n",
2550 " <td> 10</td>\n",
2551 " <td> True</td>\n",
2552 " </tr>\n",
2553 " <tr>\n",
2554 " <th>991</th>\n",
2555 " <td> solarium</td>\n",
2556 " <td> ['s', 'o', 'l', 'a', 'r', 'i', 'u', 'm']</td>\n",
2557 " <td> ['e', 'n', 't']</td>\n",
2558 " <td> 8</td>\n",
2559 " <td> 7</td>\n",
2560 " <td> True</td>\n",
2561 " </tr>\n",
2562 " <tr>\n",
2563 " <th>992</th>\n",
2564 " <td> sprucing</td>\n",
2565 " <td> ['s', 'p', 'r', 'u', 'c', 'i', 'n', 'g']</td>\n",
2566 " <td> ['e', 'a', 'o']</td>\n",
2567 " <td> 8</td>\n",
2568 " <td> 7</td>\n",
2569 " <td> True</td>\n",
2570 " </tr>\n",
2571 " <tr>\n",
2572 " <th>993</th>\n",
2573 " <td> palisades</td>\n",
2574 " <td> ['p', 'a', 'l', 'i', 's', 'a', 'd', 'e', 's']</td>\n",
2575 " <td> []</td>\n",
2576 " <td> 9</td>\n",
2577 " <td> 10</td>\n",
2578 " <td> True</td>\n",
2579 " </tr>\n",
2580 " <tr>\n",
2581 " <th>994</th>\n",
2582 " <td> tides</td>\n",
2583 " <td> ['t', 'i', 'd', 'e', 's']</td>\n",
2584 " <td> ['a', 'l', 'r', 'k']</td>\n",
2585 " <td> 5</td>\n",
2586 " <td> 6</td>\n",
2587 " <td> True</td>\n",
2588 " </tr>\n",
2589 " <tr>\n",
2590 " <th>995</th>\n",
2591 " <td> hereby</td>\n",
2592 " <td> ['h', 'e', 'r', 'e', 'b', 'y']</td>\n",
2593 " <td> ['t', 's']</td>\n",
2594 " <td> 6</td>\n",
2595 " <td> 8</td>\n",
2596 " <td> True</td>\n",
2597 " </tr>\n",
2598 " <tr>\n",
2599 " <th>996</th>\n",
2600 " <td> swarthier</td>\n",
2601 " <td> ['s', 'w', 'a', 'r', 't', 'h', 'i', 'e', 'r']</td>\n",
2602 " <td> []</td>\n",
2603 " <td> 9</td>\n",
2604 " <td> 10</td>\n",
2605 " <td> True</td>\n",
2606 " </tr>\n",
2607 " <tr>\n",
2608 " <th>997</th>\n",
2609 " <td> unwillingness</td>\n",
2610 " <td> ['u', 'n', 'w', 'i', 'l', 'l', 'i', 'n', 'g', ...</td>\n",
2611 " <td> []</td>\n",
2612 " <td> 13</td>\n",
2613 " <td> 10</td>\n",
2614 " <td> True</td>\n",
2615 " </tr>\n",
2616 " <tr>\n",
2617 " <th>998</th>\n",
2618 " <td> shoeshine</td>\n",
2619 " <td> ['s', 'h', 'o', 'e', 's', 'h', 'i', 'n', 'e']</td>\n",
2620 " <td> []</td>\n",
2621 " <td> 9</td>\n",
2622 " <td> 10</td>\n",
2623 " <td> True</td>\n",
2624 " </tr>\n",
2625 " <tr>\n",
2626 " <th>999</th>\n",
2627 " <td> substantiates</td>\n",
2628 " <td> ['s', 'u', 'b', 's', 't', 'a', 'n', 't', 'i', ...</td>\n",
2629 " <td> []</td>\n",
2630 " <td> 13</td>\n",
2631 " <td> 10</td>\n",
2632 " <td> True</td>\n",
2633 " </tr>\n",
2634 " </tbody>\n",
2635 "</table>\n",
2636 "<p>1000 rows \u00d7 6 columns</p>\n",
2637 "</div>"
2638 ],
2639 "metadata": {},
2640 "output_type": "pyout",
2641 "prompt_number": 39,
2642 "text": [
2643 " target discovered \\\n",
2644 "0 arboretums ['a', 'r', 'b', 'o', 'r', 'e', 't', 'u', 'm', ... \n",
2645 "1 coordination ['c', 'o', 'o', 'r', 'd', 'i', 'n', 'a', 't', ... \n",
2646 "2 refurbishes ['r', 'e', 'f', 'u', 'r', 'b', 'i', 's', 'h', ... \n",
2647 "3 portal ['p', 'o', 'r', 't', 'a', 'l'] \n",
2648 "4 incontinent ['i', 'n', 'c', 'o', 'n', 't', 'i', 'n', 'e', ... \n",
2649 "5 dilapidated ['d', 'i', 'l', 'a', 'p', 'i', 'd', 'a', 't', ... \n",
2650 "6 retake ['r', 'e', 't', 'a', 'k', 'e'] \n",
2651 "7 pored ['p', 'o', 'r', 'e', 'd'] \n",
2652 "8 dictators ['d', 'i', 'c', 't', 'a', 't', 'o', 'r', 's'] \n",
2653 "9 tutoring ['t', 'u', 't', 'o', 'r', 'i', 'n', 'g'] \n",
2654 "10 nites ['n', 'i', 't', 'e', 's'] \n",
2655 "11 geeky ['g', 'e', 'e', 'k', 'y'] \n",
2656 "12 transsexuals ['t', 'r', 'a', 'n', 's', 's', 'e', 'x', 'u', ... \n",
2657 "13 explosively ['e', 'x', 'p', 'l', 'o', 's', 'i', 'v', 'e', ... \n",
2658 "14 hosteler ['h', 'o', 's', 't', 'e', 'l', 'e', 'r'] \n",
2659 "15 fake ['f', 'a', 'k', 'e'] \n",
2660 "16 thralling ['t', 'h', 'r', 'a', 'l', 'l', 'i', 'n', 'g'] \n",
2661 "17 skew ['s', 'k', 'e', 'w'] \n",
2662 "18 sportscasters ['s', 'p', 'o', 'r', 't', 's', 'c', 'a', 's', ... \n",
2663 "19 forsaking ['f', 'o', 'r', 's', 'a', 'k', 'i', 'n', 'g'] \n",
2664 "20 fevered ['f', 'e', 'v', 'e', 'r', 'e', 'd'] \n",
2665 "21 duds ['d', 'u', 'd', 's'] \n",
2666 "22 beautiful ['b', 'e', 'a', 'u', 't', 'i', 'f', 'u', 'l'] \n",
2667 "23 swiftly ['s', 'w', 'i', 'f', 't', 'l', 'y'] \n",
2668 "24 pestering ['p', 'e', 's', 't', 'e', 'r', 'i', 'n', 'g'] \n",
2669 "25 subcontinent ['s', 'u', 'b', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
2670 "26 reanimating ['r', 'e', 'a', 'n', 'i', 'm', 'a', 't', 'i', ... \n",
2671 "27 undocumented ['u', 'n', 'd', 'o', 'c', 'u', 'm', 'e', 'n', ... \n",
2672 "28 adjoining ['a', 'd', 'j', 'o', 'i', 'n', 'i', 'n', 'g'] \n",
2673 "29 tabuing ['t', 'a', 'b', 'u', 'i', 'n', 'g'] \n",
2674 ".. ... ... \n",
2675 "970 taprooms ['t', 'a', 'p', 'r', 'o', 'o', 'm', 's'] \n",
2676 "971 enliven ['e', 'n', 'l', 'i', 'v', 'e', 'n'] \n",
2677 "972 fathomless ['f', 'a', 't', 'h', 'o', 'm', 'l', 'e', 's', ... \n",
2678 "973 modules ['m', 'o', 'd', 'u', 'l', 'e', 's'] \n",
2679 "974 breeding ['b', 'r', 'e', 'e', 'd', 'i', 'n', 'g'] \n",
2680 "975 announces ['a', 'n', 'n', 'o', 'u', 'n', 'c', 'e', 's'] \n",
2681 "976 inertness ['i', 'n', 'e', 'r', 't', 'n', 'e', 's', 's'] \n",
2682 "977 judgemental ['j', 'u', 'd', 'g', 'e', 'm', 'e', 'n', 't', ... \n",
2683 "978 refocus ['r', 'e', 'f', 'o', 'c', 'u', 's'] \n",
2684 "979 jigsawn ['j', 'i', 'g', 's', 'a', 'w', 'n'] \n",
2685 "980 boons ['b', 'o', 'o', 'n', 's'] \n",
2686 "981 matriculated ['m', 'a', 't', 'r', 'i', 'c', 'u', 'l', 'a', ... \n",
2687 "982 sedan ['s', 'e', 'd', 'a', 'n'] \n",
2688 "983 photographed ['p', 'h', 'o', 't', 'o', 'g', 'r', 'a', 'p', ... \n",
2689 "984 lasted ['l', 'a', 's', 't', 'e', 'd'] \n",
2690 "985 salty ['s', 'a', 'l', 't', 'y'] \n",
2691 "986 prohibits ['p', 'r', 'o', 'h', 'i', 'b', 'i', 't', 's'] \n",
2692 "987 encompass ['e', 'n', 'c', 'o', 'm', 'p', 'a', 's', 's'] \n",
2693 "988 sot ['s', 'o', 't'] \n",
2694 "989 blink ['b', 'l', 'i', 'n', 'k'] \n",
2695 "990 popularise ['p', 'o', 'p', 'u', 'l', 'a', 'r', 'i', 's', ... \n",
2696 "991 solarium ['s', 'o', 'l', 'a', 'r', 'i', 'u', 'm'] \n",
2697 "992 sprucing ['s', 'p', 'r', 'u', 'c', 'i', 'n', 'g'] \n",
2698 "993 palisades ['p', 'a', 'l', 'i', 's', 'a', 'd', 'e', 's'] \n",
2699 "994 tides ['t', 'i', 'd', 'e', 's'] \n",
2700 "995 hereby ['h', 'e', 'r', 'e', 'b', 'y'] \n",
2701 "996 swarthier ['s', 'w', 'a', 'r', 't', 'h', 'i', 'e', 'r'] \n",
2702 "997 unwillingness ['u', 'n', 'w', 'i', 'l', 'l', 'i', 'n', 'g', ... \n",
2703 "998 shoeshine ['s', 'h', 'o', 'e', 's', 'h', 'i', 'n', 'e'] \n",
2704 "999 substantiates ['s', 'u', 'b', 's', 't', 'a', 'n', 't', 'i', ... \n",
2705 "\n",
2706 " wrong letters number of hits \\\n",
2707 "0 ['n'] 10 \n",
2708 "1 ['e'] 12 \n",
2709 "2 [] 11 \n",
2710 "3 ['e', 's', 'i', 'm'] 6 \n",
2711 "4 ['s'] 11 \n",
2712 "5 ['h'] 11 \n",
2713 "6 ['i'] 6 \n",
2714 "7 ['s', 'a', 'w', 'l', 'k'] 5 \n",
2715 "8 ['e'] 9 \n",
2716 "9 ['e', 'a'] 8 \n",
2717 "10 ['a', 'r', 'k', 'm', 'b', 'c'] 5 \n",
2718 "11 ['s', 'd', 't', 'l'] 5 \n",
2719 "12 ['i'] 12 \n",
2720 "13 ['n'] 11 \n",
2721 "14 ['d'] 8 \n",
2722 "15 ['l', 'r', 'm', 'p', 's', 'g', 'd', 't', 'w'] 4 \n",
2723 "16 ['e', 'o', 's'] 9 \n",
2724 "17 ['t', 'd', 'l'] 4 \n",
2725 "18 ['i'] 13 \n",
2726 "19 ['e', 't', 'l'] 9 \n",
2727 "20 ['s', 'l'] 7 \n",
2728 "21 ['e', 'a', 'o', 'i', 'b', 'g', 't', 'p', 'm'] 4 \n",
2729 "22 ['s'] 9 \n",
2730 "23 ['e', 'a'] 7 \n",
2731 "24 [] 9 \n",
2732 "25 [] 12 \n",
2733 "26 [] 11 \n",
2734 "27 ['s'] 12 \n",
2735 "28 ['e'] 9 \n",
2736 "29 ['e', 'l', 'r', 'p'] 7 \n",
2737 ".. ... ... \n",
2738 "970 ['e', 'i'] 8 \n",
2739 "971 ['s', 'd', 'r', 't'] 7 \n",
2740 "972 ['n'] 10 \n",
2741 "973 ['i', 'b'] 7 \n",
2742 "974 ['s', 'z'] 8 \n",
2743 "975 ['i'] 9 \n",
2744 "976 [] 9 \n",
2745 "977 ['s'] 11 \n",
2746 "978 ['n', 'l'] 7 \n",
2747 "979 ['e'] 7 \n",
2748 "980 ['e', 't', 'k', 'm', 'p', 'd', 'f', 'r'] 5 \n",
2749 "981 ['s'] 12 \n",
2750 "982 ['l'] 5 \n",
2751 "983 ['i'] 12 \n",
2752 "984 [] 6 \n",
2753 "985 ['e'] 5 \n",
2754 "986 ['e', 'n', 'y'] 9 \n",
2755 "987 ['i'] 9 \n",
2756 "988 ['a'] 3 \n",
2757 "989 ['s', 'e', 'a', 'o', 'c', 't'] 5 \n",
2758 "990 [] 10 \n",
2759 "991 ['e', 'n', 't'] 8 \n",
2760 "992 ['e', 'a', 'o'] 8 \n",
2761 "993 [] 9 \n",
2762 "994 ['a', 'l', 'r', 'k'] 5 \n",
2763 "995 ['t', 's'] 6 \n",
2764 "996 [] 9 \n",
2765 "997 [] 13 \n",
2766 "998 [] 9 \n",
2767 "999 [] 13 \n",
2768 "\n",
2769 " lives remaining game won \n",
2770 "0 9 True \n",
2771 "1 9 True \n",
2772 "2 10 True \n",
2773 "3 6 True \n",
2774 "4 9 True \n",
2775 "5 9 True \n",
2776 "6 9 True \n",
2777 "7 5 True \n",
2778 "8 9 True \n",
2779 "9 8 True \n",
2780 "10 4 True \n",
2781 "11 6 True \n",
2782 "12 9 True \n",
2783 "13 9 True \n",
2784 "14 9 True \n",
2785 "15 1 True \n",
2786 "16 7 True \n",
2787 "17 7 True \n",
2788 "18 9 True \n",
2789 "19 7 True \n",
2790 "20 8 True \n",
2791 "21 1 True \n",
2792 "22 9 True \n",
2793 "23 8 True \n",
2794 "24 10 True \n",
2795 "25 10 True \n",
2796 "26 10 True \n",
2797 "27 9 True \n",
2798 "28 9 True \n",
2799 "29 6 True \n",
2800 ".. ... ... \n",
2801 "970 8 True \n",
2802 "971 6 True \n",
2803 "972 9 True \n",
2804 "973 8 True \n",
2805 "974 8 True \n",
2806 "975 9 True \n",
2807 "976 10 True \n",
2808 "977 9 True \n",
2809 "978 8 True \n",
2810 "979 9 True \n",
2811 "980 2 True \n",
2812 "981 9 True \n",
2813 "982 9 True \n",
2814 "983 9 True \n",
2815 "984 10 True \n",
2816 "985 9 True \n",
2817 "986 7 True \n",
2818 "987 9 True \n",
2819 "988 9 True \n",
2820 "989 4 True \n",
2821 "990 10 True \n",
2822 "991 7 True \n",
2823 "992 7 True \n",
2824 "993 10 True \n",
2825 "994 6 True \n",
2826 "995 8 True \n",
2827 "996 10 True \n",
2828 "997 10 True \n",
2829 "998 10 True \n",
2830 "999 10 True \n",
2831 "\n",
2832 "[1000 rows x 6 columns]"
2833 ]
2834 }
2835 ],
2836 "prompt_number": 39
2837 },
2838 {
2839 "cell_type": "code",
2840 "collapsed": false,
2841 "input": [
2842 "adaptive_pattern['word length'] = adaptive_pattern.apply(lambda r: len(r['target']), axis=1)\n",
2843 "adaptive_pattern"
2844 ],
2845 "language": "python",
2846 "metadata": {},
2847 "outputs": [
2848 {
2849 "html": [
2850 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
2851 "<table border=\"1\" class=\"dataframe\">\n",
2852 " <thead>\n",
2853 " <tr style=\"text-align: right;\">\n",
2854 " <th></th>\n",
2855 " <th>target</th>\n",
2856 " <th>discovered</th>\n",
2857 " <th>wrong letters</th>\n",
2858 " <th>number of hits</th>\n",
2859 " <th>lives remaining</th>\n",
2860 " <th>game won</th>\n",
2861 " <th>word length</th>\n",
2862 " </tr>\n",
2863 " </thead>\n",
2864 " <tbody>\n",
2865 " <tr>\n",
2866 " <th>0 </th>\n",
2867 " <td> arboretums</td>\n",
2868 " <td> ['a', 'r', 'b', 'o', 'r', 'e', 't', 'u', 'm', ...</td>\n",
2869 " <td> ['n']</td>\n",
2870 " <td> 10</td>\n",
2871 " <td> 9</td>\n",
2872 " <td> True</td>\n",
2873 " <td> 10</td>\n",
2874 " </tr>\n",
2875 " <tr>\n",
2876 " <th>1 </th>\n",
2877 " <td> coordination</td>\n",
2878 " <td> ['c', 'o', 'o', 'r', 'd', 'i', 'n', 'a', 't', ...</td>\n",
2879 " <td> ['e']</td>\n",
2880 " <td> 12</td>\n",
2881 " <td> 9</td>\n",
2882 " <td> True</td>\n",
2883 " <td> 12</td>\n",
2884 " </tr>\n",
2885 " <tr>\n",
2886 " <th>2 </th>\n",
2887 " <td> refurbishes</td>\n",
2888 " <td> ['r', 'e', 'f', 'u', 'r', 'b', 'i', 's', 'h', ...</td>\n",
2889 " <td> []</td>\n",
2890 " <td> 11</td>\n",
2891 " <td> 10</td>\n",
2892 " <td> True</td>\n",
2893 " <td> 11</td>\n",
2894 " </tr>\n",
2895 " <tr>\n",
2896 " <th>3 </th>\n",
2897 " <td> portal</td>\n",
2898 " <td> ['p', 'o', 'r', 't', 'a', 'l']</td>\n",
2899 " <td> ['e', 's', 'i', 'm']</td>\n",
2900 " <td> 6</td>\n",
2901 " <td> 6</td>\n",
2902 " <td> True</td>\n",
2903 " <td> 6</td>\n",
2904 " </tr>\n",
2905 " <tr>\n",
2906 " <th>4 </th>\n",
2907 " <td> incontinent</td>\n",
2908 " <td> ['i', 'n', 'c', 'o', 'n', 't', 'i', 'n', 'e', ...</td>\n",
2909 " <td> ['s']</td>\n",
2910 " <td> 11</td>\n",
2911 " <td> 9</td>\n",
2912 " <td> True</td>\n",
2913 " <td> 11</td>\n",
2914 " </tr>\n",
2915 " <tr>\n",
2916 " <th>5 </th>\n",
2917 " <td> dilapidated</td>\n",
2918 " <td> ['d', 'i', 'l', 'a', 'p', 'i', 'd', 'a', 't', ...</td>\n",
2919 " <td> ['h']</td>\n",
2920 " <td> 11</td>\n",
2921 " <td> 9</td>\n",
2922 " <td> True</td>\n",
2923 " <td> 11</td>\n",
2924 " </tr>\n",
2925 " <tr>\n",
2926 " <th>6 </th>\n",
2927 " <td> retake</td>\n",
2928 " <td> ['r', 'e', 't', 'a', 'k', 'e']</td>\n",
2929 " <td> ['i']</td>\n",
2930 " <td> 6</td>\n",
2931 " <td> 9</td>\n",
2932 " <td> True</td>\n",
2933 " <td> 6</td>\n",
2934 " </tr>\n",
2935 " <tr>\n",
2936 " <th>7 </th>\n",
2937 " <td> pored</td>\n",
2938 " <td> ['p', 'o', 'r', 'e', 'd']</td>\n",
2939 " <td> ['s', 'a', 'w', 'l', 'k']</td>\n",
2940 " <td> 5</td>\n",
2941 " <td> 5</td>\n",
2942 " <td> True</td>\n",
2943 " <td> 5</td>\n",
2944 " </tr>\n",
2945 " <tr>\n",
2946 " <th>8 </th>\n",
2947 " <td> dictators</td>\n",
2948 " <td> ['d', 'i', 'c', 't', 'a', 't', 'o', 'r', 's']</td>\n",
2949 " <td> ['e']</td>\n",
2950 " <td> 9</td>\n",
2951 " <td> 9</td>\n",
2952 " <td> True</td>\n",
2953 " <td> 9</td>\n",
2954 " </tr>\n",
2955 " <tr>\n",
2956 " <th>9 </th>\n",
2957 " <td> tutoring</td>\n",
2958 " <td> ['t', 'u', 't', 'o', 'r', 'i', 'n', 'g']</td>\n",
2959 " <td> ['e', 'a']</td>\n",
2960 " <td> 8</td>\n",
2961 " <td> 8</td>\n",
2962 " <td> True</td>\n",
2963 " <td> 8</td>\n",
2964 " </tr>\n",
2965 " <tr>\n",
2966 " <th>10 </th>\n",
2967 " <td> nites</td>\n",
2968 " <td> ['n', 'i', 't', 'e', 's']</td>\n",
2969 " <td> ['a', 'r', 'k', 'm', 'b', 'c']</td>\n",
2970 " <td> 5</td>\n",
2971 " <td> 4</td>\n",
2972 " <td> True</td>\n",
2973 " <td> 5</td>\n",
2974 " </tr>\n",
2975 " <tr>\n",
2976 " <th>11 </th>\n",
2977 " <td> geeky</td>\n",
2978 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
2979 " <td> ['s', 'd', 't', 'l']</td>\n",
2980 " <td> 5</td>\n",
2981 " <td> 6</td>\n",
2982 " <td> True</td>\n",
2983 " <td> 5</td>\n",
2984 " </tr>\n",
2985 " <tr>\n",
2986 " <th>12 </th>\n",
2987 " <td> transsexuals</td>\n",
2988 " <td> ['t', 'r', 'a', 'n', 's', 's', 'e', 'x', 'u', ...</td>\n",
2989 " <td> ['i']</td>\n",
2990 " <td> 12</td>\n",
2991 " <td> 9</td>\n",
2992 " <td> True</td>\n",
2993 " <td> 12</td>\n",
2994 " </tr>\n",
2995 " <tr>\n",
2996 " <th>13 </th>\n",
2997 " <td> explosively</td>\n",
2998 " <td> ['e', 'x', 'p', 'l', 'o', 's', 'i', 'v', 'e', ...</td>\n",
2999 " <td> ['n']</td>\n",
3000 " <td> 11</td>\n",
3001 " <td> 9</td>\n",
3002 " <td> True</td>\n",
3003 " <td> 11</td>\n",
3004 " </tr>\n",
3005 " <tr>\n",
3006 " <th>14 </th>\n",
3007 " <td> hosteler</td>\n",
3008 " <td> ['h', 'o', 's', 't', 'e', 'l', 'e', 'r']</td>\n",
3009 " <td> ['d']</td>\n",
3010 " <td> 8</td>\n",
3011 " <td> 9</td>\n",
3012 " <td> True</td>\n",
3013 " <td> 8</td>\n",
3014 " </tr>\n",
3015 " <tr>\n",
3016 " <th>15 </th>\n",
3017 " <td> fake</td>\n",
3018 " <td> ['f', 'a', 'k', 'e']</td>\n",
3019 " <td> ['l', 'r', 'm', 'p', 's', 'g', 'd', 't', 'w']</td>\n",
3020 " <td> 4</td>\n",
3021 " <td> 1</td>\n",
3022 " <td> True</td>\n",
3023 " <td> 4</td>\n",
3024 " </tr>\n",
3025 " <tr>\n",
3026 " <th>16 </th>\n",
3027 " <td> thralling</td>\n",
3028 " <td> ['t', 'h', 'r', 'a', 'l', 'l', 'i', 'n', 'g']</td>\n",
3029 " <td> ['e', 'o', 's']</td>\n",
3030 " <td> 9</td>\n",
3031 " <td> 7</td>\n",
3032 " <td> True</td>\n",
3033 " <td> 9</td>\n",
3034 " </tr>\n",
3035 " <tr>\n",
3036 " <th>17 </th>\n",
3037 " <td> skew</td>\n",
3038 " <td> ['s', 'k', 'e', 'w']</td>\n",
3039 " <td> ['t', 'd', 'l']</td>\n",
3040 " <td> 4</td>\n",
3041 " <td> 7</td>\n",
3042 " <td> True</td>\n",
3043 " <td> 4</td>\n",
3044 " </tr>\n",
3045 " <tr>\n",
3046 " <th>18 </th>\n",
3047 " <td> sportscasters</td>\n",
3048 " <td> ['s', 'p', 'o', 'r', 't', 's', 'c', 'a', 's', ...</td>\n",
3049 " <td> ['i']</td>\n",
3050 " <td> 13</td>\n",
3051 " <td> 9</td>\n",
3052 " <td> True</td>\n",
3053 " <td> 13</td>\n",
3054 " </tr>\n",
3055 " <tr>\n",
3056 " <th>19 </th>\n",
3057 " <td> forsaking</td>\n",
3058 " <td> ['f', 'o', 'r', 's', 'a', 'k', 'i', 'n', 'g']</td>\n",
3059 " <td> ['e', 't', 'l']</td>\n",
3060 " <td> 9</td>\n",
3061 " <td> 7</td>\n",
3062 " <td> True</td>\n",
3063 " <td> 9</td>\n",
3064 " </tr>\n",
3065 " <tr>\n",
3066 " <th>20 </th>\n",
3067 " <td> fevered</td>\n",
3068 " <td> ['f', 'e', 'v', 'e', 'r', 'e', 'd']</td>\n",
3069 " <td> ['s', 'l']</td>\n",
3070 " <td> 7</td>\n",
3071 " <td> 8</td>\n",
3072 " <td> True</td>\n",
3073 " <td> 7</td>\n",
3074 " </tr>\n",
3075 " <tr>\n",
3076 " <th>21 </th>\n",
3077 " <td> duds</td>\n",
3078 " <td> ['d', 'u', 'd', 's']</td>\n",
3079 " <td> ['e', 'a', 'o', 'i', 'b', 'g', 't', 'p', 'm']</td>\n",
3080 " <td> 4</td>\n",
3081 " <td> 1</td>\n",
3082 " <td> True</td>\n",
3083 " <td> 4</td>\n",
3084 " </tr>\n",
3085 " <tr>\n",
3086 " <th>22 </th>\n",
3087 " <td> beautiful</td>\n",
3088 " <td> ['b', 'e', 'a', 'u', 't', 'i', 'f', 'u', 'l']</td>\n",
3089 " <td> ['s']</td>\n",
3090 " <td> 9</td>\n",
3091 " <td> 9</td>\n",
3092 " <td> True</td>\n",
3093 " <td> 9</td>\n",
3094 " </tr>\n",
3095 " <tr>\n",
3096 " <th>23 </th>\n",
3097 " <td> swiftly</td>\n",
3098 " <td> ['s', 'w', 'i', 'f', 't', 'l', 'y']</td>\n",
3099 " <td> ['e', 'a']</td>\n",
3100 " <td> 7</td>\n",
3101 " <td> 8</td>\n",
3102 " <td> True</td>\n",
3103 " <td> 7</td>\n",
3104 " </tr>\n",
3105 " <tr>\n",
3106 " <th>24 </th>\n",
3107 " <td> pestering</td>\n",
3108 " <td> ['p', 'e', 's', 't', 'e', 'r', 'i', 'n', 'g']</td>\n",
3109 " <td> []</td>\n",
3110 " <td> 9</td>\n",
3111 " <td> 10</td>\n",
3112 " <td> True</td>\n",
3113 " <td> 9</td>\n",
3114 " </tr>\n",
3115 " <tr>\n",
3116 " <th>25 </th>\n",
3117 " <td> subcontinent</td>\n",
3118 " <td> ['s', 'u', 'b', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
3119 " <td> []</td>\n",
3120 " <td> 12</td>\n",
3121 " <td> 10</td>\n",
3122 " <td> True</td>\n",
3123 " <td> 12</td>\n",
3124 " </tr>\n",
3125 " <tr>\n",
3126 " <th>26 </th>\n",
3127 " <td> reanimating</td>\n",
3128 " <td> ['r', 'e', 'a', 'n', 'i', 'm', 'a', 't', 'i', ...</td>\n",
3129 " <td> []</td>\n",
3130 " <td> 11</td>\n",
3131 " <td> 10</td>\n",
3132 " <td> True</td>\n",
3133 " <td> 11</td>\n",
3134 " </tr>\n",
3135 " <tr>\n",
3136 " <th>27 </th>\n",
3137 " <td> undocumented</td>\n",
3138 " <td> ['u', 'n', 'd', 'o', 'c', 'u', 'm', 'e', 'n', ...</td>\n",
3139 " <td> ['s']</td>\n",
3140 " <td> 12</td>\n",
3141 " <td> 9</td>\n",
3142 " <td> True</td>\n",
3143 " <td> 12</td>\n",
3144 " </tr>\n",
3145 " <tr>\n",
3146 " <th>28 </th>\n",
3147 " <td> adjoining</td>\n",
3148 " <td> ['a', 'd', 'j', 'o', 'i', 'n', 'i', 'n', 'g']</td>\n",
3149 " <td> ['e']</td>\n",
3150 " <td> 9</td>\n",
3151 " <td> 9</td>\n",
3152 " <td> True</td>\n",
3153 " <td> 9</td>\n",
3154 " </tr>\n",
3155 " <tr>\n",
3156 " <th>29 </th>\n",
3157 " <td> tabuing</td>\n",
3158 " <td> ['t', 'a', 'b', 'u', 'i', 'n', 'g']</td>\n",
3159 " <td> ['e', 'l', 'r', 'p']</td>\n",
3160 " <td> 7</td>\n",
3161 " <td> 6</td>\n",
3162 " <td> True</td>\n",
3163 " <td> 7</td>\n",
3164 " </tr>\n",
3165 " <tr>\n",
3166 " <th>...</th>\n",
3167 " <td>...</td>\n",
3168 " <td>...</td>\n",
3169 " <td>...</td>\n",
3170 " <td>...</td>\n",
3171 " <td>...</td>\n",
3172 " <td>...</td>\n",
3173 " <td>...</td>\n",
3174 " </tr>\n",
3175 " <tr>\n",
3176 " <th>970</th>\n",
3177 " <td> taprooms</td>\n",
3178 " <td> ['t', 'a', 'p', 'r', 'o', 'o', 'm', 's']</td>\n",
3179 " <td> ['e', 'i']</td>\n",
3180 " <td> 8</td>\n",
3181 " <td> 8</td>\n",
3182 " <td> True</td>\n",
3183 " <td> 8</td>\n",
3184 " </tr>\n",
3185 " <tr>\n",
3186 " <th>971</th>\n",
3187 " <td> enliven</td>\n",
3188 " <td> ['e', 'n', 'l', 'i', 'v', 'e', 'n']</td>\n",
3189 " <td> ['s', 'd', 'r', 't']</td>\n",
3190 " <td> 7</td>\n",
3191 " <td> 6</td>\n",
3192 " <td> True</td>\n",
3193 " <td> 7</td>\n",
3194 " </tr>\n",
3195 " <tr>\n",
3196 " <th>972</th>\n",
3197 " <td> fathomless</td>\n",
3198 " <td> ['f', 'a', 't', 'h', 'o', 'm', 'l', 'e', 's', ...</td>\n",
3199 " <td> ['n']</td>\n",
3200 " <td> 10</td>\n",
3201 " <td> 9</td>\n",
3202 " <td> True</td>\n",
3203 " <td> 10</td>\n",
3204 " </tr>\n",
3205 " <tr>\n",
3206 " <th>973</th>\n",
3207 " <td> modules</td>\n",
3208 " <td> ['m', 'o', 'd', 'u', 'l', 'e', 's']</td>\n",
3209 " <td> ['i', 'b']</td>\n",
3210 " <td> 7</td>\n",
3211 " <td> 8</td>\n",
3212 " <td> True</td>\n",
3213 " <td> 7</td>\n",
3214 " </tr>\n",
3215 " <tr>\n",
3216 " <th>974</th>\n",
3217 " <td> breeding</td>\n",
3218 " <td> ['b', 'r', 'e', 'e', 'd', 'i', 'n', 'g']</td>\n",
3219 " <td> ['s', 'z']</td>\n",
3220 " <td> 8</td>\n",
3221 " <td> 8</td>\n",
3222 " <td> True</td>\n",
3223 " <td> 8</td>\n",
3224 " </tr>\n",
3225 " <tr>\n",
3226 " <th>975</th>\n",
3227 " <td> announces</td>\n",
3228 " <td> ['a', 'n', 'n', 'o', 'u', 'n', 'c', 'e', 's']</td>\n",
3229 " <td> ['i']</td>\n",
3230 " <td> 9</td>\n",
3231 " <td> 9</td>\n",
3232 " <td> True</td>\n",
3233 " <td> 9</td>\n",
3234 " </tr>\n",
3235 " <tr>\n",
3236 " <th>976</th>\n",
3237 " <td> inertness</td>\n",
3238 " <td> ['i', 'n', 'e', 'r', 't', 'n', 'e', 's', 's']</td>\n",
3239 " <td> []</td>\n",
3240 " <td> 9</td>\n",
3241 " <td> 10</td>\n",
3242 " <td> True</td>\n",
3243 " <td> 9</td>\n",
3244 " </tr>\n",
3245 " <tr>\n",
3246 " <th>977</th>\n",
3247 " <td> judgemental</td>\n",
3248 " <td> ['j', 'u', 'd', 'g', 'e', 'm', 'e', 'n', 't', ...</td>\n",
3249 " <td> ['s']</td>\n",
3250 " <td> 11</td>\n",
3251 " <td> 9</td>\n",
3252 " <td> True</td>\n",
3253 " <td> 11</td>\n",
3254 " </tr>\n",
3255 " <tr>\n",
3256 " <th>978</th>\n",
3257 " <td> refocus</td>\n",
3258 " <td> ['r', 'e', 'f', 'o', 'c', 'u', 's']</td>\n",
3259 " <td> ['n', 'l']</td>\n",
3260 " <td> 7</td>\n",
3261 " <td> 8</td>\n",
3262 " <td> True</td>\n",
3263 " <td> 7</td>\n",
3264 " </tr>\n",
3265 " <tr>\n",
3266 " <th>979</th>\n",
3267 " <td> jigsawn</td>\n",
3268 " <td> ['j', 'i', 'g', 's', 'a', 'w', 'n']</td>\n",
3269 " <td> ['e']</td>\n",
3270 " <td> 7</td>\n",
3271 " <td> 9</td>\n",
3272 " <td> True</td>\n",
3273 " <td> 7</td>\n",
3274 " </tr>\n",
3275 " <tr>\n",
3276 " <th>980</th>\n",
3277 " <td> boons</td>\n",
3278 " <td> ['b', 'o', 'o', 'n', 's']</td>\n",
3279 " <td> ['e', 't', 'k', 'm', 'p', 'd', 'f', 'r']</td>\n",
3280 " <td> 5</td>\n",
3281 " <td> 2</td>\n",
3282 " <td> True</td>\n",
3283 " <td> 5</td>\n",
3284 " </tr>\n",
3285 " <tr>\n",
3286 " <th>981</th>\n",
3287 " <td> matriculated</td>\n",
3288 " <td> ['m', 'a', 't', 'r', 'i', 'c', 'u', 'l', 'a', ...</td>\n",
3289 " <td> ['s']</td>\n",
3290 " <td> 12</td>\n",
3291 " <td> 9</td>\n",
3292 " <td> True</td>\n",
3293 " <td> 12</td>\n",
3294 " </tr>\n",
3295 " <tr>\n",
3296 " <th>982</th>\n",
3297 " <td> sedan</td>\n",
3298 " <td> ['s', 'e', 'd', 'a', 'n']</td>\n",
3299 " <td> ['l']</td>\n",
3300 " <td> 5</td>\n",
3301 " <td> 9</td>\n",
3302 " <td> True</td>\n",
3303 " <td> 5</td>\n",
3304 " </tr>\n",
3305 " <tr>\n",
3306 " <th>983</th>\n",
3307 " <td> photographed</td>\n",
3308 " <td> ['p', 'h', 'o', 't', 'o', 'g', 'r', 'a', 'p', ...</td>\n",
3309 " <td> ['i']</td>\n",
3310 " <td> 12</td>\n",
3311 " <td> 9</td>\n",
3312 " <td> True</td>\n",
3313 " <td> 12</td>\n",
3314 " </tr>\n",
3315 " <tr>\n",
3316 " <th>984</th>\n",
3317 " <td> lasted</td>\n",
3318 " <td> ['l', 'a', 's', 't', 'e', 'd']</td>\n",
3319 " <td> []</td>\n",
3320 " <td> 6</td>\n",
3321 " <td> 10</td>\n",
3322 " <td> True</td>\n",
3323 " <td> 6</td>\n",
3324 " </tr>\n",
3325 " <tr>\n",
3326 " <th>985</th>\n",
3327 " <td> salty</td>\n",
3328 " <td> ['s', 'a', 'l', 't', 'y']</td>\n",
3329 " <td> ['e']</td>\n",
3330 " <td> 5</td>\n",
3331 " <td> 9</td>\n",
3332 " <td> True</td>\n",
3333 " <td> 5</td>\n",
3334 " </tr>\n",
3335 " <tr>\n",
3336 " <th>986</th>\n",
3337 " <td> prohibits</td>\n",
3338 " <td> ['p', 'r', 'o', 'h', 'i', 'b', 'i', 't', 's']</td>\n",
3339 " <td> ['e', 'n', 'y']</td>\n",
3340 " <td> 9</td>\n",
3341 " <td> 7</td>\n",
3342 " <td> True</td>\n",
3343 " <td> 9</td>\n",
3344 " </tr>\n",
3345 " <tr>\n",
3346 " <th>987</th>\n",
3347 " <td> encompass</td>\n",
3348 " <td> ['e', 'n', 'c', 'o', 'm', 'p', 'a', 's', 's']</td>\n",
3349 " <td> ['i']</td>\n",
3350 " <td> 9</td>\n",
3351 " <td> 9</td>\n",
3352 " <td> True</td>\n",
3353 " <td> 9</td>\n",
3354 " </tr>\n",
3355 " <tr>\n",
3356 " <th>988</th>\n",
3357 " <td> sot</td>\n",
3358 " <td> ['s', 'o', 't']</td>\n",
3359 " <td> ['a']</td>\n",
3360 " <td> 3</td>\n",
3361 " <td> 9</td>\n",
3362 " <td> True</td>\n",
3363 " <td> 3</td>\n",
3364 " </tr>\n",
3365 " <tr>\n",
3366 " <th>989</th>\n",
3367 " <td> blink</td>\n",
3368 " <td> ['b', 'l', 'i', 'n', 'k']</td>\n",
3369 " <td> ['s', 'e', 'a', 'o', 'c', 't']</td>\n",
3370 " <td> 5</td>\n",
3371 " <td> 4</td>\n",
3372 " <td> True</td>\n",
3373 " <td> 5</td>\n",
3374 " </tr>\n",
3375 " <tr>\n",
3376 " <th>990</th>\n",
3377 " <td> popularise</td>\n",
3378 " <td> ['p', 'o', 'p', 'u', 'l', 'a', 'r', 'i', 's', ...</td>\n",
3379 " <td> []</td>\n",
3380 " <td> 10</td>\n",
3381 " <td> 10</td>\n",
3382 " <td> True</td>\n",
3383 " <td> 10</td>\n",
3384 " </tr>\n",
3385 " <tr>\n",
3386 " <th>991</th>\n",
3387 " <td> solarium</td>\n",
3388 " <td> ['s', 'o', 'l', 'a', 'r', 'i', 'u', 'm']</td>\n",
3389 " <td> ['e', 'n', 't']</td>\n",
3390 " <td> 8</td>\n",
3391 " <td> 7</td>\n",
3392 " <td> True</td>\n",
3393 " <td> 8</td>\n",
3394 " </tr>\n",
3395 " <tr>\n",
3396 " <th>992</th>\n",
3397 " <td> sprucing</td>\n",
3398 " <td> ['s', 'p', 'r', 'u', 'c', 'i', 'n', 'g']</td>\n",
3399 " <td> ['e', 'a', 'o']</td>\n",
3400 " <td> 8</td>\n",
3401 " <td> 7</td>\n",
3402 " <td> True</td>\n",
3403 " <td> 8</td>\n",
3404 " </tr>\n",
3405 " <tr>\n",
3406 " <th>993</th>\n",
3407 " <td> palisades</td>\n",
3408 " <td> ['p', 'a', 'l', 'i', 's', 'a', 'd', 'e', 's']</td>\n",
3409 " <td> []</td>\n",
3410 " <td> 9</td>\n",
3411 " <td> 10</td>\n",
3412 " <td> True</td>\n",
3413 " <td> 9</td>\n",
3414 " </tr>\n",
3415 " <tr>\n",
3416 " <th>994</th>\n",
3417 " <td> tides</td>\n",
3418 " <td> ['t', 'i', 'd', 'e', 's']</td>\n",
3419 " <td> ['a', 'l', 'r', 'k']</td>\n",
3420 " <td> 5</td>\n",
3421 " <td> 6</td>\n",
3422 " <td> True</td>\n",
3423 " <td> 5</td>\n",
3424 " </tr>\n",
3425 " <tr>\n",
3426 " <th>995</th>\n",
3427 " <td> hereby</td>\n",
3428 " <td> ['h', 'e', 'r', 'e', 'b', 'y']</td>\n",
3429 " <td> ['t', 's']</td>\n",
3430 " <td> 6</td>\n",
3431 " <td> 8</td>\n",
3432 " <td> True</td>\n",
3433 " <td> 6</td>\n",
3434 " </tr>\n",
3435 " <tr>\n",
3436 " <th>996</th>\n",
3437 " <td> swarthier</td>\n",
3438 " <td> ['s', 'w', 'a', 'r', 't', 'h', 'i', 'e', 'r']</td>\n",
3439 " <td> []</td>\n",
3440 " <td> 9</td>\n",
3441 " <td> 10</td>\n",
3442 " <td> True</td>\n",
3443 " <td> 9</td>\n",
3444 " </tr>\n",
3445 " <tr>\n",
3446 " <th>997</th>\n",
3447 " <td> unwillingness</td>\n",
3448 " <td> ['u', 'n', 'w', 'i', 'l', 'l', 'i', 'n', 'g', ...</td>\n",
3449 " <td> []</td>\n",
3450 " <td> 13</td>\n",
3451 " <td> 10</td>\n",
3452 " <td> True</td>\n",
3453 " <td> 13</td>\n",
3454 " </tr>\n",
3455 " <tr>\n",
3456 " <th>998</th>\n",
3457 " <td> shoeshine</td>\n",
3458 " <td> ['s', 'h', 'o', 'e', 's', 'h', 'i', 'n', 'e']</td>\n",
3459 " <td> []</td>\n",
3460 " <td> 9</td>\n",
3461 " <td> 10</td>\n",
3462 " <td> True</td>\n",
3463 " <td> 9</td>\n",
3464 " </tr>\n",
3465 " <tr>\n",
3466 " <th>999</th>\n",
3467 " <td> substantiates</td>\n",
3468 " <td> ['s', 'u', 'b', 's', 't', 'a', 'n', 't', 'i', ...</td>\n",
3469 " <td> []</td>\n",
3470 " <td> 13</td>\n",
3471 " <td> 10</td>\n",
3472 " <td> True</td>\n",
3473 " <td> 13</td>\n",
3474 " </tr>\n",
3475 " </tbody>\n",
3476 "</table>\n",
3477 "<p>1000 rows \u00d7 7 columns</p>\n",
3478 "</div>"
3479 ],
3480 "metadata": {},
3481 "output_type": "pyout",
3482 "prompt_number": 43,
3483 "text": [
3484 " target discovered \\\n",
3485 "0 arboretums ['a', 'r', 'b', 'o', 'r', 'e', 't', 'u', 'm', ... \n",
3486 "1 coordination ['c', 'o', 'o', 'r', 'd', 'i', 'n', 'a', 't', ... \n",
3487 "2 refurbishes ['r', 'e', 'f', 'u', 'r', 'b', 'i', 's', 'h', ... \n",
3488 "3 portal ['p', 'o', 'r', 't', 'a', 'l'] \n",
3489 "4 incontinent ['i', 'n', 'c', 'o', 'n', 't', 'i', 'n', 'e', ... \n",
3490 "5 dilapidated ['d', 'i', 'l', 'a', 'p', 'i', 'd', 'a', 't', ... \n",
3491 "6 retake ['r', 'e', 't', 'a', 'k', 'e'] \n",
3492 "7 pored ['p', 'o', 'r', 'e', 'd'] \n",
3493 "8 dictators ['d', 'i', 'c', 't', 'a', 't', 'o', 'r', 's'] \n",
3494 "9 tutoring ['t', 'u', 't', 'o', 'r', 'i', 'n', 'g'] \n",
3495 "10 nites ['n', 'i', 't', 'e', 's'] \n",
3496 "11 geeky ['g', 'e', 'e', 'k', 'y'] \n",
3497 "12 transsexuals ['t', 'r', 'a', 'n', 's', 's', 'e', 'x', 'u', ... \n",
3498 "13 explosively ['e', 'x', 'p', 'l', 'o', 's', 'i', 'v', 'e', ... \n",
3499 "14 hosteler ['h', 'o', 's', 't', 'e', 'l', 'e', 'r'] \n",
3500 "15 fake ['f', 'a', 'k', 'e'] \n",
3501 "16 thralling ['t', 'h', 'r', 'a', 'l', 'l', 'i', 'n', 'g'] \n",
3502 "17 skew ['s', 'k', 'e', 'w'] \n",
3503 "18 sportscasters ['s', 'p', 'o', 'r', 't', 's', 'c', 'a', 's', ... \n",
3504 "19 forsaking ['f', 'o', 'r', 's', 'a', 'k', 'i', 'n', 'g'] \n",
3505 "20 fevered ['f', 'e', 'v', 'e', 'r', 'e', 'd'] \n",
3506 "21 duds ['d', 'u', 'd', 's'] \n",
3507 "22 beautiful ['b', 'e', 'a', 'u', 't', 'i', 'f', 'u', 'l'] \n",
3508 "23 swiftly ['s', 'w', 'i', 'f', 't', 'l', 'y'] \n",
3509 "24 pestering ['p', 'e', 's', 't', 'e', 'r', 'i', 'n', 'g'] \n",
3510 "25 subcontinent ['s', 'u', 'b', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
3511 "26 reanimating ['r', 'e', 'a', 'n', 'i', 'm', 'a', 't', 'i', ... \n",
3512 "27 undocumented ['u', 'n', 'd', 'o', 'c', 'u', 'm', 'e', 'n', ... \n",
3513 "28 adjoining ['a', 'd', 'j', 'o', 'i', 'n', 'i', 'n', 'g'] \n",
3514 "29 tabuing ['t', 'a', 'b', 'u', 'i', 'n', 'g'] \n",
3515 ".. ... ... \n",
3516 "970 taprooms ['t', 'a', 'p', 'r', 'o', 'o', 'm', 's'] \n",
3517 "971 enliven ['e', 'n', 'l', 'i', 'v', 'e', 'n'] \n",
3518 "972 fathomless ['f', 'a', 't', 'h', 'o', 'm', 'l', 'e', 's', ... \n",
3519 "973 modules ['m', 'o', 'd', 'u', 'l', 'e', 's'] \n",
3520 "974 breeding ['b', 'r', 'e', 'e', 'd', 'i', 'n', 'g'] \n",
3521 "975 announces ['a', 'n', 'n', 'o', 'u', 'n', 'c', 'e', 's'] \n",
3522 "976 inertness ['i', 'n', 'e', 'r', 't', 'n', 'e', 's', 's'] \n",
3523 "977 judgemental ['j', 'u', 'd', 'g', 'e', 'm', 'e', 'n', 't', ... \n",
3524 "978 refocus ['r', 'e', 'f', 'o', 'c', 'u', 's'] \n",
3525 "979 jigsawn ['j', 'i', 'g', 's', 'a', 'w', 'n'] \n",
3526 "980 boons ['b', 'o', 'o', 'n', 's'] \n",
3527 "981 matriculated ['m', 'a', 't', 'r', 'i', 'c', 'u', 'l', 'a', ... \n",
3528 "982 sedan ['s', 'e', 'd', 'a', 'n'] \n",
3529 "983 photographed ['p', 'h', 'o', 't', 'o', 'g', 'r', 'a', 'p', ... \n",
3530 "984 lasted ['l', 'a', 's', 't', 'e', 'd'] \n",
3531 "985 salty ['s', 'a', 'l', 't', 'y'] \n",
3532 "986 prohibits ['p', 'r', 'o', 'h', 'i', 'b', 'i', 't', 's'] \n",
3533 "987 encompass ['e', 'n', 'c', 'o', 'm', 'p', 'a', 's', 's'] \n",
3534 "988 sot ['s', 'o', 't'] \n",
3535 "989 blink ['b', 'l', 'i', 'n', 'k'] \n",
3536 "990 popularise ['p', 'o', 'p', 'u', 'l', 'a', 'r', 'i', 's', ... \n",
3537 "991 solarium ['s', 'o', 'l', 'a', 'r', 'i', 'u', 'm'] \n",
3538 "992 sprucing ['s', 'p', 'r', 'u', 'c', 'i', 'n', 'g'] \n",
3539 "993 palisades ['p', 'a', 'l', 'i', 's', 'a', 'd', 'e', 's'] \n",
3540 "994 tides ['t', 'i', 'd', 'e', 's'] \n",
3541 "995 hereby ['h', 'e', 'r', 'e', 'b', 'y'] \n",
3542 "996 swarthier ['s', 'w', 'a', 'r', 't', 'h', 'i', 'e', 'r'] \n",
3543 "997 unwillingness ['u', 'n', 'w', 'i', 'l', 'l', 'i', 'n', 'g', ... \n",
3544 "998 shoeshine ['s', 'h', 'o', 'e', 's', 'h', 'i', 'n', 'e'] \n",
3545 "999 substantiates ['s', 'u', 'b', 's', 't', 'a', 'n', 't', 'i', ... \n",
3546 "\n",
3547 " wrong letters number of hits \\\n",
3548 "0 ['n'] 10 \n",
3549 "1 ['e'] 12 \n",
3550 "2 [] 11 \n",
3551 "3 ['e', 's', 'i', 'm'] 6 \n",
3552 "4 ['s'] 11 \n",
3553 "5 ['h'] 11 \n",
3554 "6 ['i'] 6 \n",
3555 "7 ['s', 'a', 'w', 'l', 'k'] 5 \n",
3556 "8 ['e'] 9 \n",
3557 "9 ['e', 'a'] 8 \n",
3558 "10 ['a', 'r', 'k', 'm', 'b', 'c'] 5 \n",
3559 "11 ['s', 'd', 't', 'l'] 5 \n",
3560 "12 ['i'] 12 \n",
3561 "13 ['n'] 11 \n",
3562 "14 ['d'] 8 \n",
3563 "15 ['l', 'r', 'm', 'p', 's', 'g', 'd', 't', 'w'] 4 \n",
3564 "16 ['e', 'o', 's'] 9 \n",
3565 "17 ['t', 'd', 'l'] 4 \n",
3566 "18 ['i'] 13 \n",
3567 "19 ['e', 't', 'l'] 9 \n",
3568 "20 ['s', 'l'] 7 \n",
3569 "21 ['e', 'a', 'o', 'i', 'b', 'g', 't', 'p', 'm'] 4 \n",
3570 "22 ['s'] 9 \n",
3571 "23 ['e', 'a'] 7 \n",
3572 "24 [] 9 \n",
3573 "25 [] 12 \n",
3574 "26 [] 11 \n",
3575 "27 ['s'] 12 \n",
3576 "28 ['e'] 9 \n",
3577 "29 ['e', 'l', 'r', 'p'] 7 \n",
3578 ".. ... ... \n",
3579 "970 ['e', 'i'] 8 \n",
3580 "971 ['s', 'd', 'r', 't'] 7 \n",
3581 "972 ['n'] 10 \n",
3582 "973 ['i', 'b'] 7 \n",
3583 "974 ['s', 'z'] 8 \n",
3584 "975 ['i'] 9 \n",
3585 "976 [] 9 \n",
3586 "977 ['s'] 11 \n",
3587 "978 ['n', 'l'] 7 \n",
3588 "979 ['e'] 7 \n",
3589 "980 ['e', 't', 'k', 'm', 'p', 'd', 'f', 'r'] 5 \n",
3590 "981 ['s'] 12 \n",
3591 "982 ['l'] 5 \n",
3592 "983 ['i'] 12 \n",
3593 "984 [] 6 \n",
3594 "985 ['e'] 5 \n",
3595 "986 ['e', 'n', 'y'] 9 \n",
3596 "987 ['i'] 9 \n",
3597 "988 ['a'] 3 \n",
3598 "989 ['s', 'e', 'a', 'o', 'c', 't'] 5 \n",
3599 "990 [] 10 \n",
3600 "991 ['e', 'n', 't'] 8 \n",
3601 "992 ['e', 'a', 'o'] 8 \n",
3602 "993 [] 9 \n",
3603 "994 ['a', 'l', 'r', 'k'] 5 \n",
3604 "995 ['t', 's'] 6 \n",
3605 "996 [] 9 \n",
3606 "997 [] 13 \n",
3607 "998 [] 9 \n",
3608 "999 [] 13 \n",
3609 "\n",
3610 " lives remaining game won word length \n",
3611 "0 9 True 10 \n",
3612 "1 9 True 12 \n",
3613 "2 10 True 11 \n",
3614 "3 6 True 6 \n",
3615 "4 9 True 11 \n",
3616 "5 9 True 11 \n",
3617 "6 9 True 6 \n",
3618 "7 5 True 5 \n",
3619 "8 9 True 9 \n",
3620 "9 8 True 8 \n",
3621 "10 4 True 5 \n",
3622 "11 6 True 5 \n",
3623 "12 9 True 12 \n",
3624 "13 9 True 11 \n",
3625 "14 9 True 8 \n",
3626 "15 1 True 4 \n",
3627 "16 7 True 9 \n",
3628 "17 7 True 4 \n",
3629 "18 9 True 13 \n",
3630 "19 7 True 9 \n",
3631 "20 8 True 7 \n",
3632 "21 1 True 4 \n",
3633 "22 9 True 9 \n",
3634 "23 8 True 7 \n",
3635 "24 10 True 9 \n",
3636 "25 10 True 12 \n",
3637 "26 10 True 11 \n",
3638 "27 9 True 12 \n",
3639 "28 9 True 9 \n",
3640 "29 6 True 7 \n",
3641 ".. ... ... ... \n",
3642 "970 8 True 8 \n",
3643 "971 6 True 7 \n",
3644 "972 9 True 10 \n",
3645 "973 8 True 7 \n",
3646 "974 8 True 8 \n",
3647 "975 9 True 9 \n",
3648 "976 10 True 9 \n",
3649 "977 9 True 11 \n",
3650 "978 8 True 7 \n",
3651 "979 9 True 7 \n",
3652 "980 2 True 5 \n",
3653 "981 9 True 12 \n",
3654 "982 9 True 5 \n",
3655 "983 9 True 12 \n",
3656 "984 10 True 6 \n",
3657 "985 9 True 5 \n",
3658 "986 7 True 9 \n",
3659 "987 9 True 9 \n",
3660 "988 9 True 3 \n",
3661 "989 4 True 5 \n",
3662 "990 10 True 10 \n",
3663 "991 7 True 8 \n",
3664 "992 7 True 8 \n",
3665 "993 10 True 9 \n",
3666 "994 6 True 5 \n",
3667 "995 8 True 6 \n",
3668 "996 10 True 9 \n",
3669 "997 10 True 13 \n",
3670 "998 10 True 9 \n",
3671 "999 10 True 13 \n",
3672 "\n",
3673 "[1000 rows x 7 columns]"
3674 ]
3675 }
3676 ],
3677 "prompt_number": 43
3678 },
3679 {
3680 "cell_type": "code",
3681 "collapsed": false,
3682 "input": [
3683 "adaptive_pattern['lives remaining'].hist()"
3684 ],
3685 "language": "python",
3686 "metadata": {},
3687 "outputs": [
3688 {
3689 "metadata": {},
3690 "output_type": "pyout",
3691 "prompt_number": 41,
3692 "text": [
3693 "<matplotlib.axes.AxesSubplot at 0x7f73a0c8cfd0>"
3694 ]
3695 },
3696 {
3697 "metadata": {},
3698 "output_type": "display_data",
3699 "png": 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3700 "text": [
3701 "<matplotlib.figure.Figure at 0x7f73a0c65c88>"
3702 ]
3703 }
3704 ],
3705 "prompt_number": 41
3706 },
3707 {
3708 "cell_type": "code",
3709 "collapsed": false,
3710 "input": [
3711 "adaptive_pattern.groupby('lives remaining').size()"
3712 ],
3713 "language": "python",
3714 "metadata": {},
3715 "outputs": [
3716 {
3717 "metadata": {},
3718 "output_type": "pyout",
3719 "prompt_number": 42,
3720 "text": [
3721 "lives remaining\n",
3722 "0 10\n",
3723 "1 7\n",
3724 "2 14\n",
3725 "3 14\n",
3726 "4 34\n",
3727 "5 41\n",
3728 "6 79\n",
3729 "7 108\n",
3730 "8 175\n",
3731 "9 260\n",
3732 "10 258\n",
3733 "dtype: int64"
3734 ]
3735 }
3736 ],
3737 "prompt_number": 42
3738 },
3739 {
3740 "cell_type": "code",
3741 "collapsed": false,
3742 "input": [],
3743 "language": "python",
3744 "metadata": {},
3745 "outputs": [],
3746 "prompt_number": 42
3747 }
3748 ],
3749 "metadata": {}
3750 }
3751 ]
3752 }
Programming exercises for the CAS Master teacher training