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Tweaked the logging files again: logs more variants, nothing uses regexes any more.
[cas-master-teacher-training.git] / hangman-logging.ipynb
1 {
2 "metadata": {
3 "name": "",
4 "signature": "sha256:38ae0184dcdd428a55c93ae13db3a3e3943b6209ac6e253ac0ff48e1bf4486c5"
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": 30
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": 31
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": 32
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": 33
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": 34
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):\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 " return self.game_won\n",
130 " \n",
131 " def report_on_game(self):\n",
132 " if self.game_won:\n",
133 " print('You won! The word was', self.target)\n",
134 " else:\n",
135 " print('You lost. The word was', self.target)\n",
136 " return self.game_won"
137 ],
138 "language": "python",
139 "metadata": {},
140 "outputs": [],
141 "prompt_number": 35
142 },
143 {
144 "cell_type": "code",
145 "collapsed": false,
146 "input": [
147 "class PlayerFixedOrder:\n",
148 " def __init__(self, ordered_letters):\n",
149 " self.ordered_letters = ordered_letters\n",
150 " \n",
151 " def guess(self, discovered, missed, lives):\n",
152 " guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
153 " return [l for l in self.ordered_letters if l not in guessed_letters][0]"
154 ],
155 "language": "python",
156 "metadata": {},
157 "outputs": [],
158 "prompt_number": 36
159 },
160 {
161 "cell_type": "code",
162 "collapsed": false,
163 "input": [
164 "class PlayerAlphabetical(PlayerFixedOrder):\n",
165 " def __init__(self):\n",
166 " super().__init__(string.ascii_lowercase)\n",
167 "\n",
168 "class PlayerAlphabeticalReversed(PlayerFixedOrder):\n",
169 " def __init__(self):\n",
170 " super().__init__(list(reversed(string.ascii_lowercase)))\n",
171 "\n",
172 "class PlayerFreqOrdered(PlayerFixedOrder):\n",
173 " def __init__(self):\n",
174 " super().__init__(LETTERS_IN_ORDER)\n",
175 "\n",
176 "class PlayerDictFreqOrdered(PlayerFixedOrder):\n",
177 " def __init__(self):\n",
178 " super().__init__(DICT_LETTERS_IN_ORDER)"
179 ],
180 "language": "python",
181 "metadata": {},
182 "outputs": [],
183 "prompt_number": 56
184 },
185 {
186 "cell_type": "code",
187 "collapsed": false,
188 "input": [
189 "class PlayerAdaptive:\n",
190 " def __init__(self, words):\n",
191 " self.candidate_words = words\n",
192 " \n",
193 " def guess(self, discovered, missed, lives):\n",
194 " self.filter_candidate_words(discovered, missed)\n",
195 " self.set_ordered_letters()\n",
196 " guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
197 " return [l for l in self.ordered_letters if l not in guessed_letters][0]\n",
198 " \n",
199 " def filter_candidate_words(self, discovered, missed):\n",
200 " pass\n",
201 " \n",
202 " def set_ordered_letters(self):\n",
203 " counts = collections.Counter(l.lower() \n",
204 " for l in ''.join(self.candidate_words) + string.ascii_lowercase \n",
205 " if l in string.ascii_letters)\n",
206 " self.ordered_letters = [p[0] for p in counts.most_common()]\n",
207 " \n",
208 " def match(self, pattern, target, excluded=None):\n",
209 " if not excluded:\n",
210 " excluded = ''\n",
211 " if len(pattern) != len(target):\n",
212 " return False\n",
213 " for m, c in zip(pattern, target):\n",
214 " if m == '_' and c not in excluded:\n",
215 " # true\n",
216 " pass\n",
217 " elif m != '_' and m == c:\n",
218 " # true\n",
219 " pass\n",
220 " else:\n",
221 " return False\n",
222 " return True "
223 ],
224 "language": "python",
225 "metadata": {},
226 "outputs": [],
227 "prompt_number": 38
228 },
229 {
230 "cell_type": "code",
231 "collapsed": false,
232 "input": [
233 "class PlayerAdaptiveLength(PlayerAdaptive):\n",
234 " def __init__(self, words):\n",
235 " super().__init__(words)\n",
236 " self.word_len = None\n",
237 " self.ordered_letters = None\n",
238 " \n",
239 " def filter_candidate_words(self, discovered, missed):\n",
240 " if not self.word_len:\n",
241 " self.word_len = len(discovered)\n",
242 " self.candidate_words = [w for w in self.candidate_words if len(w) == self.word_len]\n",
243 " \n",
244 " def set_ordered_letters(self):\n",
245 " if not self.ordered_letters:\n",
246 " super().set_ordered_letters()"
247 ],
248 "language": "python",
249 "metadata": {},
250 "outputs": [],
251 "prompt_number": 39
252 },
253 {
254 "cell_type": "code",
255 "collapsed": false,
256 "input": [
257 "class PlayerAdaptiveIncludedLetters(PlayerAdaptive):\n",
258 " def filter_candidate_words(self, discovered, missed): \n",
259 " self.candidate_words = [w for w in self.candidate_words if self.match(discovered, w, missed)]"
260 ],
261 "language": "python",
262 "metadata": {},
263 "outputs": [],
264 "prompt_number": 59
265 },
266 {
267 "cell_type": "code",
268 "collapsed": false,
269 "input": [
270 "class PlayerAdaptiveExcludedLetters(PlayerAdaptive):\n",
271 " def filter_candidate_words(self, discovered, missed):\n",
272 " if missed:\n",
273 " empty_target = '_' * len(discovered)\n",
274 " self.candidate_words = [w for w in self.candidate_words if self.match(empty_target, w, missed)] "
275 ],
276 "language": "python",
277 "metadata": {},
278 "outputs": [],
279 "prompt_number": 60
280 },
281 {
282 "cell_type": "code",
283 "collapsed": false,
284 "input": [
285 "class PlayerAdaptivePattern(PlayerAdaptive):\n",
286 " def filter_candidate_words(self, discovered, missed):\n",
287 " attempted_letters = [l for l in discovered if l != '_'] + missed\n",
288 " self.candidate_words = [w for w in self.candidate_words if self.match(discovered, w, attempted_letters)]"
289 ],
290 "language": "python",
291 "metadata": {},
292 "outputs": [],
293 "prompt_number": 61
294 },
295 {
296 "cell_type": "code",
297 "collapsed": false,
298 "input": [
299 "g = Game(random.choice(WORDS), player=PlayerAdaptive(WORDS))\n",
300 "g.play_game()"
301 ],
302 "language": "python",
303 "metadata": {},
304 "outputs": [
305 {
306 "metadata": {},
307 "output_type": "pyout",
308 "prompt_number": 62,
309 "text": [
310 "False"
311 ]
312 }
313 ],
314 "prompt_number": 62
315 },
316 {
317 "cell_type": "code",
318 "collapsed": false,
319 "input": [
320 "with open('fixed_alphabetical.csv', 'w', newline='') as csvfile:\n",
321 " gamewriter = csv.writer(csvfile)\n",
322 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
323 " for _ in range(100):\n",
324 " g = Game(random.choice(WORDS), player=PlayerAlphabetical())\n",
325 " g.play_game()\n",
326 " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
327 " len([l for l in g.discovered if l != '_']),\n",
328 " g.lives, g.game_won])"
329 ],
330 "language": "python",
331 "metadata": {},
332 "outputs": [],
333 "prompt_number": 63
334 },
335 {
336 "cell_type": "code",
337 "collapsed": false,
338 "input": [
339 "players = [(PlayerAlphabetical, None, 'fixed_alphabetical.csv'), \n",
340 " (PlayerAlphabeticalReversed, None, 'fixed_alphabetical_reversed.csv'), \n",
341 " (PlayerFreqOrdered, None, 'fixed_order.csv'),\n",
342 " (PlayerDictFreqOrdered, None, 'fixed_dict_order.csv'),\n",
343 " (PlayerAdaptiveLength, WORDS, 'adaptive_length.csv'),\n",
344 " (PlayerAdaptiveIncludedLetters, WORDS, 'adaptive_included.csv'),\n",
345 " (PlayerAdaptiveExcludedLetters, WORDS, 'adaptive_excluded.csv'),\n",
346 " (PlayerAdaptivePattern, WORDS, 'adaptive_pattern.csv')]\n",
347 "\n",
348 "games_per_player = 1000\n",
349 "\n",
350 "for p, a, f in players:\n",
351 " with open(f, 'w', newline='') as csvfile:\n",
352 " gamewriter = csv.writer(csvfile)\n",
353 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
354 " for _ in range(games_per_player):\n",
355 " if a:\n",
356 " player = p(a)\n",
357 " else:\n",
358 " player=p()\n",
359 " g = Game(random.choice(WORDS), player=player)\n",
360 " g.play_game()\n",
361 " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
362 " len([l for l in g.discovered if l != '_']),\n",
363 " g.lives, g.game_won])"
364 ],
365 "language": "python",
366 "metadata": {},
367 "outputs": [],
368 "prompt_number": 64
369 },
370 {
371 "cell_type": "code",
372 "collapsed": false,
373 "input": [
374 "import pandas as pd\n",
375 "import matplotlib as mpl\n",
376 "import matplotlib.pyplot as plt\n",
377 "%matplotlib inline"
378 ],
379 "language": "python",
380 "metadata": {},
381 "outputs": [],
382 "prompt_number": 66
383 },
384 {
385 "cell_type": "code",
386 "collapsed": false,
387 "input": [
388 "fixed_order = pd.read_csv('fixed_order.csv')\n",
389 "fixed_order"
390 ],
391 "language": "python",
392 "metadata": {},
393 "outputs": [
394 {
395 "html": [
396 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
397 "<table border=\"1\" class=\"dataframe\">\n",
398 " <thead>\n",
399 " <tr style=\"text-align: right;\">\n",
400 " <th></th>\n",
401 " <th>target</th>\n",
402 " <th>discovered</th>\n",
403 " <th>wrong letters</th>\n",
404 " <th>number of hits</th>\n",
405 " <th>lives remaining</th>\n",
406 " <th>game won</th>\n",
407 " </tr>\n",
408 " </thead>\n",
409 " <tbody>\n",
410 " <tr>\n",
411 " <th>0 </th>\n",
412 " <td> mouldering</td>\n",
413 " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
414 " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
415 " <td> 10</td>\n",
416 " <td> 2</td>\n",
417 " <td> True</td>\n",
418 " </tr>\n",
419 " <tr>\n",
420 " <th>1 </th>\n",
421 " <td> deject</td>\n",
422 " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
423 " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
424 " <td> 4</td>\n",
425 " <td> 0</td>\n",
426 " <td> False</td>\n",
427 " </tr>\n",
428 " <tr>\n",
429 " <th>2 </th>\n",
430 " <td> lipsticks</td>\n",
431 " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
432 " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
433 " <td> 6</td>\n",
434 " <td> 0</td>\n",
435 " <td> False</td>\n",
436 " </tr>\n",
437 " <tr>\n",
438 " <th>3 </th>\n",
439 " <td> disparaged</td>\n",
440 " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
441 " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
442 " <td> 8</td>\n",
443 " <td> 0</td>\n",
444 " <td> False</td>\n",
445 " </tr>\n",
446 " <tr>\n",
447 " <th>4 </th>\n",
448 " <td> legion</td>\n",
449 " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
450 " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
451 " <td> 5</td>\n",
452 " <td> 0</td>\n",
453 " <td> False</td>\n",
454 " </tr>\n",
455 " <tr>\n",
456 " <th>5 </th>\n",
457 " <td> fabricating</td>\n",
458 " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
459 " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
460 " <td> 8</td>\n",
461 " <td> 0</td>\n",
462 " <td> False</td>\n",
463 " </tr>\n",
464 " <tr>\n",
465 " <th>6 </th>\n",
466 " <td> nicking</td>\n",
467 " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
468 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
469 " <td> 4</td>\n",
470 " <td> 0</td>\n",
471 " <td> False</td>\n",
472 " </tr>\n",
473 " <tr>\n",
474 " <th>7 </th>\n",
475 " <td> actinium</td>\n",
476 " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
477 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
478 " <td> 8</td>\n",
479 " <td> 2</td>\n",
480 " <td> True</td>\n",
481 " </tr>\n",
482 " <tr>\n",
483 " <th>8 </th>\n",
484 " <td> sedates</td>\n",
485 " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
486 " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
487 " <td> 7</td>\n",
488 " <td> 5</td>\n",
489 " <td> True</td>\n",
490 " </tr>\n",
491 " <tr>\n",
492 " <th>9 </th>\n",
493 " <td> modernistic</td>\n",
494 " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
495 " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
496 " <td> 11</td>\n",
497 " <td> 5</td>\n",
498 " <td> True</td>\n",
499 " </tr>\n",
500 " <tr>\n",
501 " <th>10 </th>\n",
502 " <td> grouchy</td>\n",
503 " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
504 " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
505 " <td> 4</td>\n",
506 " <td> 0</td>\n",
507 " <td> False</td>\n",
508 " </tr>\n",
509 " <tr>\n",
510 " <th>11 </th>\n",
511 " <td> goop</td>\n",
512 " <td> ['_', 'o', 'o', '_']</td>\n",
513 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
514 " <td> 2</td>\n",
515 " <td> 0</td>\n",
516 " <td> False</td>\n",
517 " </tr>\n",
518 " <tr>\n",
519 " <th>12 </th>\n",
520 " <td> theorems</td>\n",
521 " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
522 " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
523 " <td> 8</td>\n",
524 " <td> 4</td>\n",
525 " <td> True</td>\n",
526 " </tr>\n",
527 " <tr>\n",
528 " <th>13 </th>\n",
529 " <td> panickiest</td>\n",
530 " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
531 " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
532 " <td> 8</td>\n",
533 " <td> 0</td>\n",
534 " <td> False</td>\n",
535 " </tr>\n",
536 " <tr>\n",
537 " <th>14 </th>\n",
538 " <td> rightfully</td>\n",
539 " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
540 " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
541 " <td> 10</td>\n",
542 " <td> 1</td>\n",
543 " <td> True</td>\n",
544 " </tr>\n",
545 " <tr>\n",
546 " <th>15 </th>\n",
547 " <td> esquires</td>\n",
548 " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
549 " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
550 " <td> 7</td>\n",
551 " <td> 0</td>\n",
552 " <td> False</td>\n",
553 " </tr>\n",
554 " <tr>\n",
555 " <th>16 </th>\n",
556 " <td> violet</td>\n",
557 " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
558 " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
559 " <td> 5</td>\n",
560 " <td> 0</td>\n",
561 " <td> False</td>\n",
562 " </tr>\n",
563 " <tr>\n",
564 " <th>17 </th>\n",
565 " <td> dermatologists</td>\n",
566 " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
567 " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
568 " <td> 14</td>\n",
569 " <td> 3</td>\n",
570 " <td> True</td>\n",
571 " </tr>\n",
572 " <tr>\n",
573 " <th>18 </th>\n",
574 " <td> inane</td>\n",
575 " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
576 " <td> ['t', 'o', 'h']</td>\n",
577 " <td> 5</td>\n",
578 " <td> 7</td>\n",
579 " <td> True</td>\n",
580 " </tr>\n",
581 " <tr>\n",
582 " <th>19 </th>\n",
583 " <td> bonkers</td>\n",
584 " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
585 " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
586 " <td> 5</td>\n",
587 " <td> 0</td>\n",
588 " <td> False</td>\n",
589 " </tr>\n",
590 " <tr>\n",
591 " <th>20 </th>\n",
592 " <td> reassigning</td>\n",
593 " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
594 " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
595 " <td> 9</td>\n",
596 " <td> 0</td>\n",
597 " <td> False</td>\n",
598 " </tr>\n",
599 " <tr>\n",
600 " <th>21 </th>\n",
601 " <td> sweatshop</td>\n",
602 " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
603 " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
604 " <td> 8</td>\n",
605 " <td> 0</td>\n",
606 " <td> False</td>\n",
607 " </tr>\n",
608 " <tr>\n",
609 " <th>22 </th>\n",
610 " <td> ks</td>\n",
611 " <td> ['_', 's']</td>\n",
612 " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
613 " <td> 1</td>\n",
614 " <td> 0</td>\n",
615 " <td> False</td>\n",
616 " </tr>\n",
617 " <tr>\n",
618 " <th>23 </th>\n",
619 " <td> outcomes</td>\n",
620 " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
621 " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
622 " <td> 8</td>\n",
623 " <td> 2</td>\n",
624 " <td> True</td>\n",
625 " </tr>\n",
626 " <tr>\n",
627 " <th>24 </th>\n",
628 " <td> parenthood</td>\n",
629 " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
630 " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
631 " <td> 9</td>\n",
632 " <td> 0</td>\n",
633 " <td> False</td>\n",
634 " </tr>\n",
635 " <tr>\n",
636 " <th>25 </th>\n",
637 " <td> frequencies</td>\n",
638 " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
639 " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
640 " <td> 10</td>\n",
641 " <td> 0</td>\n",
642 " <td> False</td>\n",
643 " </tr>\n",
644 " <tr>\n",
645 " <th>26 </th>\n",
646 " <td> manias</td>\n",
647 " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
648 " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
649 " <td> 6</td>\n",
650 " <td> 2</td>\n",
651 " <td> True</td>\n",
652 " </tr>\n",
653 " <tr>\n",
654 " <th>27 </th>\n",
655 " <td> resupplying</td>\n",
656 " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
657 " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
658 " <td> 11</td>\n",
659 " <td> 1</td>\n",
660 " <td> True</td>\n",
661 " </tr>\n",
662 " <tr>\n",
663 " <th>28 </th>\n",
664 " <td> subcontinent</td>\n",
665 " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
666 " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
667 " <td> 11</td>\n",
668 " <td> 0</td>\n",
669 " <td> False</td>\n",
670 " </tr>\n",
671 " <tr>\n",
672 " <th>29 </th>\n",
673 " <td> baptismal</td>\n",
674 " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
675 " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
676 " <td> 7</td>\n",
677 " <td> 0</td>\n",
678 " <td> False</td>\n",
679 " </tr>\n",
680 " <tr>\n",
681 " <th>...</th>\n",
682 " <td>...</td>\n",
683 " <td>...</td>\n",
684 " <td>...</td>\n",
685 " <td>...</td>\n",
686 " <td>...</td>\n",
687 " <td>...</td>\n",
688 " </tr>\n",
689 " <tr>\n",
690 " <th>970</th>\n",
691 " <td> toxic</td>\n",
692 " <td> ['t', 'o', '_', 'i', '_']</td>\n",
693 " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
694 " <td> 3</td>\n",
695 " <td> 0</td>\n",
696 " <td> False</td>\n",
697 " </tr>\n",
698 " <tr>\n",
699 " <th>971</th>\n",
700 " <td> brigantines</td>\n",
701 " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
702 " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
703 " <td> 9</td>\n",
704 " <td> 0</td>\n",
705 " <td> False</td>\n",
706 " </tr>\n",
707 " <tr>\n",
708 " <th>972</th>\n",
709 " <td> imagery</td>\n",
710 " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
711 " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
712 " <td> 5</td>\n",
713 " <td> 0</td>\n",
714 " <td> False</td>\n",
715 " </tr>\n",
716 " <tr>\n",
717 " <th>973</th>\n",
718 " <td> melancholic</td>\n",
719 " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
720 " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
721 " <td> 11</td>\n",
722 " <td> 4</td>\n",
723 " <td> True</td>\n",
724 " </tr>\n",
725 " <tr>\n",
726 " <th>974</th>\n",
727 " <td> enthusiasms</td>\n",
728 " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
729 " <td> ['o', 'r', 'd', 'l']</td>\n",
730 " <td> 11</td>\n",
731 " <td> 6</td>\n",
732 " <td> True</td>\n",
733 " </tr>\n",
734 " <tr>\n",
735 " <th>975</th>\n",
736 " <td> abraded</td>\n",
737 " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
738 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
739 " <td> 6</td>\n",
740 " <td> 0</td>\n",
741 " <td> False</td>\n",
742 " </tr>\n",
743 " <tr>\n",
744 " <th>976</th>\n",
745 " <td> lakes</td>\n",
746 " <td> ['l', 'a', '_', 'e', 's']</td>\n",
747 " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
748 " <td> 4</td>\n",
749 " <td> 0</td>\n",
750 " <td> False</td>\n",
751 " </tr>\n",
752 " <tr>\n",
753 " <th>977</th>\n",
754 " <td> telepathically</td>\n",
755 " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
756 " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
757 " <td> 13</td>\n",
758 " <td> 0</td>\n",
759 " <td> False</td>\n",
760 " </tr>\n",
761 " <tr>\n",
762 " <th>978</th>\n",
763 " <td> taking</td>\n",
764 " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
765 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
766 " <td> 4</td>\n",
767 " <td> 0</td>\n",
768 " <td> False</td>\n",
769 " </tr>\n",
770 " <tr>\n",
771 " <th>979</th>\n",
772 " <td> tomorrow</td>\n",
773 " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
774 " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
775 " <td> 8</td>\n",
776 " <td> 1</td>\n",
777 " <td> True</td>\n",
778 " </tr>\n",
779 " <tr>\n",
780 " <th>980</th>\n",
781 " <td> refile</td>\n",
782 " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
783 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
784 " <td> 5</td>\n",
785 " <td> 0</td>\n",
786 " <td> False</td>\n",
787 " </tr>\n",
788 " <tr>\n",
789 " <th>981</th>\n",
790 " <td> unkind</td>\n",
791 " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
792 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
793 " <td> 5</td>\n",
794 " <td> 0</td>\n",
795 " <td> False</td>\n",
796 " </tr>\n",
797 " <tr>\n",
798 " <th>982</th>\n",
799 " <td> specimens</td>\n",
800 " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
801 " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
802 " <td> 8</td>\n",
803 " <td> 0</td>\n",
804 " <td> False</td>\n",
805 " </tr>\n",
806 " <tr>\n",
807 " <th>983</th>\n",
808 " <td> regrets</td>\n",
809 " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
810 " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
811 " <td> 6</td>\n",
812 " <td> 0</td>\n",
813 " <td> False</td>\n",
814 " </tr>\n",
815 " <tr>\n",
816 " <th>984</th>\n",
817 " <td> remaindered</td>\n",
818 " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
819 " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
820 " <td> 11</td>\n",
821 " <td> 4</td>\n",
822 " <td> True</td>\n",
823 " </tr>\n",
824 " <tr>\n",
825 " <th>985</th>\n",
826 " <td> dignify</td>\n",
827 " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
828 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
829 " <td> 4</td>\n",
830 " <td> 0</td>\n",
831 " <td> False</td>\n",
832 " </tr>\n",
833 " <tr>\n",
834 " <th>986</th>\n",
835 " <td> bandwagon</td>\n",
836 " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
837 " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
838 " <td> 7</td>\n",
839 " <td> 0</td>\n",
840 " <td> False</td>\n",
841 " </tr>\n",
842 " <tr>\n",
843 " <th>987</th>\n",
844 " <td> pacemakers</td>\n",
845 " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
846 " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
847 " <td> 8</td>\n",
848 " <td> 0</td>\n",
849 " <td> False</td>\n",
850 " </tr>\n",
851 " <tr>\n",
852 " <th>988</th>\n",
853 " <td> dandles</td>\n",
854 " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
855 " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
856 " <td> 7</td>\n",
857 " <td> 5</td>\n",
858 " <td> True</td>\n",
859 " </tr>\n",
860 " <tr>\n",
861 " <th>989</th>\n",
862 " <td> white</td>\n",
863 " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
864 " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
865 " <td> 5</td>\n",
866 " <td> 1</td>\n",
867 " <td> True</td>\n",
868 " </tr>\n",
869 " <tr>\n",
870 " <th>990</th>\n",
871 " <td> arena</td>\n",
872 " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
873 " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
874 " <td> 5</td>\n",
875 " <td> 5</td>\n",
876 " <td> True</td>\n",
877 " </tr>\n",
878 " <tr>\n",
879 " <th>991</th>\n",
880 " <td> surreal</td>\n",
881 " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
882 " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
883 " <td> 7</td>\n",
884 " <td> 4</td>\n",
885 " <td> True</td>\n",
886 " </tr>\n",
887 " <tr>\n",
888 " <th>992</th>\n",
889 " <td> gutsiest</td>\n",
890 " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
891 " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
892 " <td> 7</td>\n",
893 " <td> 0</td>\n",
894 " <td> False</td>\n",
895 " </tr>\n",
896 " <tr>\n",
897 " <th>993</th>\n",
898 " <td> annulments</td>\n",
899 " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
900 " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
901 " <td> 10</td>\n",
902 " <td> 5</td>\n",
903 " <td> True</td>\n",
904 " </tr>\n",
905 " <tr>\n",
906 " <th>994</th>\n",
907 " <td> accretions</td>\n",
908 " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
909 " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
910 " <td> 10</td>\n",
911 " <td> 4</td>\n",
912 " <td> True</td>\n",
913 " </tr>\n",
914 " <tr>\n",
915 " <th>995</th>\n",
916 " <td> safari</td>\n",
917 " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
918 " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
919 " <td> 5</td>\n",
920 " <td> 0</td>\n",
921 " <td> False</td>\n",
922 " </tr>\n",
923 " <tr>\n",
924 " <th>996</th>\n",
925 " <td> recap</td>\n",
926 " <td> ['r', 'e', '_', 'a', '_']</td>\n",
927 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
928 " <td> 3</td>\n",
929 " <td> 0</td>\n",
930 " <td> False</td>\n",
931 " </tr>\n",
932 " <tr>\n",
933 " <th>997</th>\n",
934 " <td> torts</td>\n",
935 " <td> ['t', 'o', 'r', 't', 's']</td>\n",
936 " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
937 " <td> 5</td>\n",
938 " <td> 5</td>\n",
939 " <td> True</td>\n",
940 " </tr>\n",
941 " <tr>\n",
942 " <th>998</th>\n",
943 " <td> tyrannised</td>\n",
944 " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
945 " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
946 " <td> 10</td>\n",
947 " <td> 3</td>\n",
948 " <td> True</td>\n",
949 " </tr>\n",
950 " <tr>\n",
951 " <th>999</th>\n",
952 " <td> indubitable</td>\n",
953 " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
954 " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
955 " <td> 9</td>\n",
956 " <td> 0</td>\n",
957 " <td> False</td>\n",
958 " </tr>\n",
959 " </tbody>\n",
960 "</table>\n",
961 "<p>1000 rows \u00d7 6 columns</p>\n",
962 "</div>"
963 ],
964 "metadata": {},
965 "output_type": "pyout",
966 "prompt_number": 67,
967 "text": [
968 " target discovered \\\n",
969 "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
970 "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
971 "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
972 "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
973 "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
974 "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
975 "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
976 "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
977 "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
978 "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
979 "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
980 "11 goop ['_', 'o', 'o', '_'] \n",
981 "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
982 "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
983 "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
984 "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
985 "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
986 "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
987 "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
988 "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
989 "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
990 "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
991 "22 ks ['_', 's'] \n",
992 "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
993 "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
994 "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
995 "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
996 "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
997 "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
998 "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
999 ".. ... ... \n",
1000 "970 toxic ['t', 'o', '_', 'i', '_'] \n",
1001 "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
1002 "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
1003 "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
1004 "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
1005 "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
1006 "976 lakes ['l', 'a', '_', 'e', 's'] \n",
1007 "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
1008 "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
1009 "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
1010 "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
1011 "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
1012 "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
1013 "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
1014 "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
1015 "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
1016 "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
1017 "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
1018 "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
1019 "989 white ['w', 'h', 'i', 't', 'e'] \n",
1020 "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
1021 "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
1022 "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
1023 "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
1024 "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
1025 "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
1026 "996 recap ['r', 'e', '_', 'a', '_'] \n",
1027 "997 torts ['t', 'o', 'r', 't', 's'] \n",
1028 "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
1029 "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
1030 "\n",
1031 " wrong letters number of hits \\\n",
1032 "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
1033 "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
1034 "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
1035 "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
1036 "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
1037 "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
1038 "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
1039 "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
1040 "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
1041 "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
1042 "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
1043 "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1044 "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
1045 "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
1046 "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
1047 "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
1048 "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
1049 "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
1050 "18 ['t', 'o', 'h'] 5 \n",
1051 "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
1052 "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
1053 "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
1054 "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
1055 "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
1056 "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
1057 "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
1058 "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
1059 "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
1060 "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
1061 "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
1062 ".. ... ... \n",
1063 "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
1064 "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
1065 "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
1066 "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
1067 "974 ['o', 'r', 'd', 'l'] 11 \n",
1068 "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
1069 "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
1070 "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
1071 "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
1072 "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
1073 "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
1074 "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
1075 "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
1076 "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
1077 "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
1078 "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
1079 "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
1080 "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
1081 "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
1082 "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
1083 "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
1084 "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
1085 "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
1086 "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
1087 "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
1088 "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
1089 "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
1090 "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
1091 "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
1092 "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
1093 "\n",
1094 " lives remaining game won \n",
1095 "0 2 True \n",
1096 "1 0 False \n",
1097 "2 0 False \n",
1098 "3 0 False \n",
1099 "4 0 False \n",
1100 "5 0 False \n",
1101 "6 0 False \n",
1102 "7 2 True \n",
1103 "8 5 True \n",
1104 "9 5 True \n",
1105 "10 0 False \n",
1106 "11 0 False \n",
1107 "12 4 True \n",
1108 "13 0 False \n",
1109 "14 1 True \n",
1110 "15 0 False \n",
1111 "16 0 False \n",
1112 "17 3 True \n",
1113 "18 7 True \n",
1114 "19 0 False \n",
1115 "20 0 False \n",
1116 "21 0 False \n",
1117 "22 0 False \n",
1118 "23 2 True \n",
1119 "24 0 False \n",
1120 "25 0 False \n",
1121 "26 2 True \n",
1122 "27 1 True \n",
1123 "28 0 False \n",
1124 "29 0 False \n",
1125 ".. ... ... \n",
1126 "970 0 False \n",
1127 "971 0 False \n",
1128 "972 0 False \n",
1129 "973 4 True \n",
1130 "974 6 True \n",
1131 "975 0 False \n",
1132 "976 0 False \n",
1133 "977 0 False \n",
1134 "978 0 False \n",
1135 "979 1 True \n",
1136 "980 0 False \n",
1137 "981 0 False \n",
1138 "982 0 False \n",
1139 "983 0 False \n",
1140 "984 4 True \n",
1141 "985 0 False \n",
1142 "986 0 False \n",
1143 "987 0 False \n",
1144 "988 5 True \n",
1145 "989 1 True \n",
1146 "990 5 True \n",
1147 "991 4 True \n",
1148 "992 0 False \n",
1149 "993 5 True \n",
1150 "994 4 True \n",
1151 "995 0 False \n",
1152 "996 0 False \n",
1153 "997 5 True \n",
1154 "998 3 True \n",
1155 "999 0 False \n",
1156 "\n",
1157 "[1000 rows x 6 columns]"
1158 ]
1159 }
1160 ],
1161 "prompt_number": 67
1162 },
1163 {
1164 "cell_type": "code",
1165 "collapsed": false,
1166 "input": [
1167 "len(fixed_order['discovered'][0].split(','))"
1168 ],
1169 "language": "python",
1170 "metadata": {},
1171 "outputs": [
1172 {
1173 "metadata": {},
1174 "output_type": "pyout",
1175 "prompt_number": 68,
1176 "text": [
1177 "10"
1178 ]
1179 }
1180 ],
1181 "prompt_number": 68
1182 },
1183 {
1184 "cell_type": "code",
1185 "collapsed": false,
1186 "input": [
1187 "fixed_order['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
1188 "fixed_order"
1189 ],
1190 "language": "python",
1191 "metadata": {},
1192 "outputs": [
1193 {
1194 "html": [
1195 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
1196 "<table border=\"1\" class=\"dataframe\">\n",
1197 " <thead>\n",
1198 " <tr style=\"text-align: right;\">\n",
1199 " <th></th>\n",
1200 " <th>target</th>\n",
1201 " <th>discovered</th>\n",
1202 " <th>wrong letters</th>\n",
1203 " <th>number of hits</th>\n",
1204 " <th>lives remaining</th>\n",
1205 " <th>game won</th>\n",
1206 " <th>word length</th>\n",
1207 " </tr>\n",
1208 " </thead>\n",
1209 " <tbody>\n",
1210 " <tr>\n",
1211 " <th>0 </th>\n",
1212 " <td> mouldering</td>\n",
1213 " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
1214 " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
1215 " <td> 10</td>\n",
1216 " <td> 2</td>\n",
1217 " <td> True</td>\n",
1218 " <td> 10</td>\n",
1219 " </tr>\n",
1220 " <tr>\n",
1221 " <th>1 </th>\n",
1222 " <td> deject</td>\n",
1223 " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
1224 " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
1225 " <td> 4</td>\n",
1226 " <td> 0</td>\n",
1227 " <td> False</td>\n",
1228 " <td> 6</td>\n",
1229 " </tr>\n",
1230 " <tr>\n",
1231 " <th>2 </th>\n",
1232 " <td> lipsticks</td>\n",
1233 " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
1234 " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
1235 " <td> 6</td>\n",
1236 " <td> 0</td>\n",
1237 " <td> False</td>\n",
1238 " <td> 9</td>\n",
1239 " </tr>\n",
1240 " <tr>\n",
1241 " <th>3 </th>\n",
1242 " <td> disparaged</td>\n",
1243 " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
1244 " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
1245 " <td> 8</td>\n",
1246 " <td> 0</td>\n",
1247 " <td> False</td>\n",
1248 " <td> 10</td>\n",
1249 " </tr>\n",
1250 " <tr>\n",
1251 " <th>4 </th>\n",
1252 " <td> legion</td>\n",
1253 " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
1254 " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
1255 " <td> 5</td>\n",
1256 " <td> 0</td>\n",
1257 " <td> False</td>\n",
1258 " <td> 6</td>\n",
1259 " </tr>\n",
1260 " <tr>\n",
1261 " <th>5 </th>\n",
1262 " <td> fabricating</td>\n",
1263 " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
1264 " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1265 " <td> 8</td>\n",
1266 " <td> 0</td>\n",
1267 " <td> False</td>\n",
1268 " <td> 11</td>\n",
1269 " </tr>\n",
1270 " <tr>\n",
1271 " <th>6 </th>\n",
1272 " <td> nicking</td>\n",
1273 " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
1274 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
1275 " <td> 4</td>\n",
1276 " <td> 0</td>\n",
1277 " <td> False</td>\n",
1278 " <td> 7</td>\n",
1279 " </tr>\n",
1280 " <tr>\n",
1281 " <th>7 </th>\n",
1282 " <td> actinium</td>\n",
1283 " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
1284 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
1285 " <td> 8</td>\n",
1286 " <td> 2</td>\n",
1287 " <td> True</td>\n",
1288 " <td> 8</td>\n",
1289 " </tr>\n",
1290 " <tr>\n",
1291 " <th>8 </th>\n",
1292 " <td> sedates</td>\n",
1293 " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
1294 " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
1295 " <td> 7</td>\n",
1296 " <td> 5</td>\n",
1297 " <td> True</td>\n",
1298 " <td> 7</td>\n",
1299 " </tr>\n",
1300 " <tr>\n",
1301 " <th>9 </th>\n",
1302 " <td> modernistic</td>\n",
1303 " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
1304 " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
1305 " <td> 11</td>\n",
1306 " <td> 5</td>\n",
1307 " <td> True</td>\n",
1308 " <td> 11</td>\n",
1309 " </tr>\n",
1310 " <tr>\n",
1311 " <th>10 </th>\n",
1312 " <td> grouchy</td>\n",
1313 " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
1314 " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
1315 " <td> 4</td>\n",
1316 " <td> 0</td>\n",
1317 " <td> False</td>\n",
1318 " <td> 7</td>\n",
1319 " </tr>\n",
1320 " <tr>\n",
1321 " <th>11 </th>\n",
1322 " <td> goop</td>\n",
1323 " <td> ['_', 'o', 'o', '_']</td>\n",
1324 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1325 " <td> 2</td>\n",
1326 " <td> 0</td>\n",
1327 " <td> False</td>\n",
1328 " <td> 4</td>\n",
1329 " </tr>\n",
1330 " <tr>\n",
1331 " <th>12 </th>\n",
1332 " <td> theorems</td>\n",
1333 " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
1334 " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
1335 " <td> 8</td>\n",
1336 " <td> 4</td>\n",
1337 " <td> True</td>\n",
1338 " <td> 8</td>\n",
1339 " </tr>\n",
1340 " <tr>\n",
1341 " <th>13 </th>\n",
1342 " <td> panickiest</td>\n",
1343 " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
1344 " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
1345 " <td> 8</td>\n",
1346 " <td> 0</td>\n",
1347 " <td> False</td>\n",
1348 " <td> 10</td>\n",
1349 " </tr>\n",
1350 " <tr>\n",
1351 " <th>14 </th>\n",
1352 " <td> rightfully</td>\n",
1353 " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
1354 " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
1355 " <td> 10</td>\n",
1356 " <td> 1</td>\n",
1357 " <td> True</td>\n",
1358 " <td> 10</td>\n",
1359 " </tr>\n",
1360 " <tr>\n",
1361 " <th>15 </th>\n",
1362 " <td> esquires</td>\n",
1363 " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
1364 " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
1365 " <td> 7</td>\n",
1366 " <td> 0</td>\n",
1367 " <td> False</td>\n",
1368 " <td> 8</td>\n",
1369 " </tr>\n",
1370 " <tr>\n",
1371 " <th>16 </th>\n",
1372 " <td> violet</td>\n",
1373 " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
1374 " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
1375 " <td> 5</td>\n",
1376 " <td> 0</td>\n",
1377 " <td> False</td>\n",
1378 " <td> 6</td>\n",
1379 " </tr>\n",
1380 " <tr>\n",
1381 " <th>17 </th>\n",
1382 " <td> dermatologists</td>\n",
1383 " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
1384 " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
1385 " <td> 14</td>\n",
1386 " <td> 3</td>\n",
1387 " <td> True</td>\n",
1388 " <td> 14</td>\n",
1389 " </tr>\n",
1390 " <tr>\n",
1391 " <th>18 </th>\n",
1392 " <td> inane</td>\n",
1393 " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
1394 " <td> ['t', 'o', 'h']</td>\n",
1395 " <td> 5</td>\n",
1396 " <td> 7</td>\n",
1397 " <td> True</td>\n",
1398 " <td> 5</td>\n",
1399 " </tr>\n",
1400 " <tr>\n",
1401 " <th>19 </th>\n",
1402 " <td> bonkers</td>\n",
1403 " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
1404 " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1405 " <td> 5</td>\n",
1406 " <td> 0</td>\n",
1407 " <td> False</td>\n",
1408 " <td> 7</td>\n",
1409 " </tr>\n",
1410 " <tr>\n",
1411 " <th>20 </th>\n",
1412 " <td> reassigning</td>\n",
1413 " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
1414 " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
1415 " <td> 9</td>\n",
1416 " <td> 0</td>\n",
1417 " <td> False</td>\n",
1418 " <td> 11</td>\n",
1419 " </tr>\n",
1420 " <tr>\n",
1421 " <th>21 </th>\n",
1422 " <td> sweatshop</td>\n",
1423 " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
1424 " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
1425 " <td> 8</td>\n",
1426 " <td> 0</td>\n",
1427 " <td> False</td>\n",
1428 " <td> 9</td>\n",
1429 " </tr>\n",
1430 " <tr>\n",
1431 " <th>22 </th>\n",
1432 " <td> ks</td>\n",
1433 " <td> ['_', 's']</td>\n",
1434 " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
1435 " <td> 1</td>\n",
1436 " <td> 0</td>\n",
1437 " <td> False</td>\n",
1438 " <td> 2</td>\n",
1439 " </tr>\n",
1440 " <tr>\n",
1441 " <th>23 </th>\n",
1442 " <td> outcomes</td>\n",
1443 " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
1444 " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
1445 " <td> 8</td>\n",
1446 " <td> 2</td>\n",
1447 " <td> True</td>\n",
1448 " <td> 8</td>\n",
1449 " </tr>\n",
1450 " <tr>\n",
1451 " <th>24 </th>\n",
1452 " <td> parenthood</td>\n",
1453 " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
1454 " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
1455 " <td> 9</td>\n",
1456 " <td> 0</td>\n",
1457 " <td> False</td>\n",
1458 " <td> 10</td>\n",
1459 " </tr>\n",
1460 " <tr>\n",
1461 " <th>25 </th>\n",
1462 " <td> frequencies</td>\n",
1463 " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
1464 " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
1465 " <td> 10</td>\n",
1466 " <td> 0</td>\n",
1467 " <td> False</td>\n",
1468 " <td> 11</td>\n",
1469 " </tr>\n",
1470 " <tr>\n",
1471 " <th>26 </th>\n",
1472 " <td> manias</td>\n",
1473 " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
1474 " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
1475 " <td> 6</td>\n",
1476 " <td> 2</td>\n",
1477 " <td> True</td>\n",
1478 " <td> 6</td>\n",
1479 " </tr>\n",
1480 " <tr>\n",
1481 " <th>27 </th>\n",
1482 " <td> resupplying</td>\n",
1483 " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
1484 " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
1485 " <td> 11</td>\n",
1486 " <td> 1</td>\n",
1487 " <td> True</td>\n",
1488 " <td> 11</td>\n",
1489 " </tr>\n",
1490 " <tr>\n",
1491 " <th>28 </th>\n",
1492 " <td> subcontinent</td>\n",
1493 " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
1494 " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
1495 " <td> 11</td>\n",
1496 " <td> 0</td>\n",
1497 " <td> False</td>\n",
1498 " <td> 12</td>\n",
1499 " </tr>\n",
1500 " <tr>\n",
1501 " <th>29 </th>\n",
1502 " <td> baptismal</td>\n",
1503 " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
1504 " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
1505 " <td> 7</td>\n",
1506 " <td> 0</td>\n",
1507 " <td> False</td>\n",
1508 " <td> 9</td>\n",
1509 " </tr>\n",
1510 " <tr>\n",
1511 " <th>...</th>\n",
1512 " <td>...</td>\n",
1513 " <td>...</td>\n",
1514 " <td>...</td>\n",
1515 " <td>...</td>\n",
1516 " <td>...</td>\n",
1517 " <td>...</td>\n",
1518 " <td>...</td>\n",
1519 " </tr>\n",
1520 " <tr>\n",
1521 " <th>970</th>\n",
1522 " <td> toxic</td>\n",
1523 " <td> ['t', 'o', '_', 'i', '_']</td>\n",
1524 " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
1525 " <td> 3</td>\n",
1526 " <td> 0</td>\n",
1527 " <td> False</td>\n",
1528 " <td> 5</td>\n",
1529 " </tr>\n",
1530 " <tr>\n",
1531 " <th>971</th>\n",
1532 " <td> brigantines</td>\n",
1533 " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
1534 " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
1535 " <td> 9</td>\n",
1536 " <td> 0</td>\n",
1537 " <td> False</td>\n",
1538 " <td> 11</td>\n",
1539 " </tr>\n",
1540 " <tr>\n",
1541 " <th>972</th>\n",
1542 " <td> imagery</td>\n",
1543 " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
1544 " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
1545 " <td> 5</td>\n",
1546 " <td> 0</td>\n",
1547 " <td> False</td>\n",
1548 " <td> 7</td>\n",
1549 " </tr>\n",
1550 " <tr>\n",
1551 " <th>973</th>\n",
1552 " <td> melancholic</td>\n",
1553 " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
1554 " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
1555 " <td> 11</td>\n",
1556 " <td> 4</td>\n",
1557 " <td> True</td>\n",
1558 " <td> 11</td>\n",
1559 " </tr>\n",
1560 " <tr>\n",
1561 " <th>974</th>\n",
1562 " <td> enthusiasms</td>\n",
1563 " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
1564 " <td> ['o', 'r', 'd', 'l']</td>\n",
1565 " <td> 11</td>\n",
1566 " <td> 6</td>\n",
1567 " <td> True</td>\n",
1568 " <td> 11</td>\n",
1569 " </tr>\n",
1570 " <tr>\n",
1571 " <th>975</th>\n",
1572 " <td> abraded</td>\n",
1573 " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
1574 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
1575 " <td> 6</td>\n",
1576 " <td> 0</td>\n",
1577 " <td> False</td>\n",
1578 " <td> 7</td>\n",
1579 " </tr>\n",
1580 " <tr>\n",
1581 " <th>976</th>\n",
1582 " <td> lakes</td>\n",
1583 " <td> ['l', 'a', '_', 'e', 's']</td>\n",
1584 " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
1585 " <td> 4</td>\n",
1586 " <td> 0</td>\n",
1587 " <td> False</td>\n",
1588 " <td> 5</td>\n",
1589 " </tr>\n",
1590 " <tr>\n",
1591 " <th>977</th>\n",
1592 " <td> telepathically</td>\n",
1593 " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
1594 " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
1595 " <td> 13</td>\n",
1596 " <td> 0</td>\n",
1597 " <td> False</td>\n",
1598 " <td> 14</td>\n",
1599 " </tr>\n",
1600 " <tr>\n",
1601 " <th>978</th>\n",
1602 " <td> taking</td>\n",
1603 " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
1604 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
1605 " <td> 4</td>\n",
1606 " <td> 0</td>\n",
1607 " <td> False</td>\n",
1608 " <td> 6</td>\n",
1609 " </tr>\n",
1610 " <tr>\n",
1611 " <th>979</th>\n",
1612 " <td> tomorrow</td>\n",
1613 " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
1614 " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
1615 " <td> 8</td>\n",
1616 " <td> 1</td>\n",
1617 " <td> True</td>\n",
1618 " <td> 8</td>\n",
1619 " </tr>\n",
1620 " <tr>\n",
1621 " <th>980</th>\n",
1622 " <td> refile</td>\n",
1623 " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
1624 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
1625 " <td> 5</td>\n",
1626 " <td> 0</td>\n",
1627 " <td> False</td>\n",
1628 " <td> 6</td>\n",
1629 " </tr>\n",
1630 " <tr>\n",
1631 " <th>981</th>\n",
1632 " <td> unkind</td>\n",
1633 " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
1634 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
1635 " <td> 5</td>\n",
1636 " <td> 0</td>\n",
1637 " <td> False</td>\n",
1638 " <td> 6</td>\n",
1639 " </tr>\n",
1640 " <tr>\n",
1641 " <th>982</th>\n",
1642 " <td> specimens</td>\n",
1643 " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
1644 " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
1645 " <td> 8</td>\n",
1646 " <td> 0</td>\n",
1647 " <td> False</td>\n",
1648 " <td> 9</td>\n",
1649 " </tr>\n",
1650 " <tr>\n",
1651 " <th>983</th>\n",
1652 " <td> regrets</td>\n",
1653 " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
1654 " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
1655 " <td> 6</td>\n",
1656 " <td> 0</td>\n",
1657 " <td> False</td>\n",
1658 " <td> 7</td>\n",
1659 " </tr>\n",
1660 " <tr>\n",
1661 " <th>984</th>\n",
1662 " <td> remaindered</td>\n",
1663 " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
1664 " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
1665 " <td> 11</td>\n",
1666 " <td> 4</td>\n",
1667 " <td> True</td>\n",
1668 " <td> 11</td>\n",
1669 " </tr>\n",
1670 " <tr>\n",
1671 " <th>985</th>\n",
1672 " <td> dignify</td>\n",
1673 " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
1674 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
1675 " <td> 4</td>\n",
1676 " <td> 0</td>\n",
1677 " <td> False</td>\n",
1678 " <td> 7</td>\n",
1679 " </tr>\n",
1680 " <tr>\n",
1681 " <th>986</th>\n",
1682 " <td> bandwagon</td>\n",
1683 " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
1684 " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
1685 " <td> 7</td>\n",
1686 " <td> 0</td>\n",
1687 " <td> False</td>\n",
1688 " <td> 9</td>\n",
1689 " </tr>\n",
1690 " <tr>\n",
1691 " <th>987</th>\n",
1692 " <td> pacemakers</td>\n",
1693 " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
1694 " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
1695 " <td> 8</td>\n",
1696 " <td> 0</td>\n",
1697 " <td> False</td>\n",
1698 " <td> 10</td>\n",
1699 " </tr>\n",
1700 " <tr>\n",
1701 " <th>988</th>\n",
1702 " <td> dandles</td>\n",
1703 " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
1704 " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
1705 " <td> 7</td>\n",
1706 " <td> 5</td>\n",
1707 " <td> True</td>\n",
1708 " <td> 7</td>\n",
1709 " </tr>\n",
1710 " <tr>\n",
1711 " <th>989</th>\n",
1712 " <td> white</td>\n",
1713 " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
1714 " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
1715 " <td> 5</td>\n",
1716 " <td> 1</td>\n",
1717 " <td> True</td>\n",
1718 " <td> 5</td>\n",
1719 " </tr>\n",
1720 " <tr>\n",
1721 " <th>990</th>\n",
1722 " <td> arena</td>\n",
1723 " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
1724 " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
1725 " <td> 5</td>\n",
1726 " <td> 5</td>\n",
1727 " <td> True</td>\n",
1728 " <td> 5</td>\n",
1729 " </tr>\n",
1730 " <tr>\n",
1731 " <th>991</th>\n",
1732 " <td> surreal</td>\n",
1733 " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
1734 " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
1735 " <td> 7</td>\n",
1736 " <td> 4</td>\n",
1737 " <td> True</td>\n",
1738 " <td> 7</td>\n",
1739 " </tr>\n",
1740 " <tr>\n",
1741 " <th>992</th>\n",
1742 " <td> gutsiest</td>\n",
1743 " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
1744 " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
1745 " <td> 7</td>\n",
1746 " <td> 0</td>\n",
1747 " <td> False</td>\n",
1748 " <td> 8</td>\n",
1749 " </tr>\n",
1750 " <tr>\n",
1751 " <th>993</th>\n",
1752 " <td> annulments</td>\n",
1753 " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
1754 " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
1755 " <td> 10</td>\n",
1756 " <td> 5</td>\n",
1757 " <td> True</td>\n",
1758 " <td> 10</td>\n",
1759 " </tr>\n",
1760 " <tr>\n",
1761 " <th>994</th>\n",
1762 " <td> accretions</td>\n",
1763 " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
1764 " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
1765 " <td> 10</td>\n",
1766 " <td> 4</td>\n",
1767 " <td> True</td>\n",
1768 " <td> 10</td>\n",
1769 " </tr>\n",
1770 " <tr>\n",
1771 " <th>995</th>\n",
1772 " <td> safari</td>\n",
1773 " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
1774 " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
1775 " <td> 5</td>\n",
1776 " <td> 0</td>\n",
1777 " <td> False</td>\n",
1778 " <td> 6</td>\n",
1779 " </tr>\n",
1780 " <tr>\n",
1781 " <th>996</th>\n",
1782 " <td> recap</td>\n",
1783 " <td> ['r', 'e', '_', 'a', '_']</td>\n",
1784 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
1785 " <td> 3</td>\n",
1786 " <td> 0</td>\n",
1787 " <td> False</td>\n",
1788 " <td> 5</td>\n",
1789 " </tr>\n",
1790 " <tr>\n",
1791 " <th>997</th>\n",
1792 " <td> torts</td>\n",
1793 " <td> ['t', 'o', 'r', 't', 's']</td>\n",
1794 " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
1795 " <td> 5</td>\n",
1796 " <td> 5</td>\n",
1797 " <td> True</td>\n",
1798 " <td> 5</td>\n",
1799 " </tr>\n",
1800 " <tr>\n",
1801 " <th>998</th>\n",
1802 " <td> tyrannised</td>\n",
1803 " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
1804 " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
1805 " <td> 10</td>\n",
1806 " <td> 3</td>\n",
1807 " <td> True</td>\n",
1808 " <td> 10</td>\n",
1809 " </tr>\n",
1810 " <tr>\n",
1811 " <th>999</th>\n",
1812 " <td> indubitable</td>\n",
1813 " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
1814 " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
1815 " <td> 9</td>\n",
1816 " <td> 0</td>\n",
1817 " <td> False</td>\n",
1818 " <td> 11</td>\n",
1819 " </tr>\n",
1820 " </tbody>\n",
1821 "</table>\n",
1822 "<p>1000 rows \u00d7 7 columns</p>\n",
1823 "</div>"
1824 ],
1825 "metadata": {},
1826 "output_type": "pyout",
1827 "prompt_number": 69,
1828 "text": [
1829 " target discovered \\\n",
1830 "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
1831 "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
1832 "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
1833 "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
1834 "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
1835 "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
1836 "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
1837 "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
1838 "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
1839 "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
1840 "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
1841 "11 goop ['_', 'o', 'o', '_'] \n",
1842 "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
1843 "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
1844 "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
1845 "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
1846 "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
1847 "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
1848 "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
1849 "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
1850 "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
1851 "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
1852 "22 ks ['_', 's'] \n",
1853 "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
1854 "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
1855 "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
1856 "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
1857 "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
1858 "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
1859 "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
1860 ".. ... ... \n",
1861 "970 toxic ['t', 'o', '_', 'i', '_'] \n",
1862 "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
1863 "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
1864 "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
1865 "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
1866 "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
1867 "976 lakes ['l', 'a', '_', 'e', 's'] \n",
1868 "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
1869 "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
1870 "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
1871 "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
1872 "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
1873 "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
1874 "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
1875 "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
1876 "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
1877 "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
1878 "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
1879 "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
1880 "989 white ['w', 'h', 'i', 't', 'e'] \n",
1881 "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
1882 "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
1883 "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
1884 "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
1885 "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
1886 "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
1887 "996 recap ['r', 'e', '_', 'a', '_'] \n",
1888 "997 torts ['t', 'o', 'r', 't', 's'] \n",
1889 "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
1890 "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
1891 "\n",
1892 " wrong letters number of hits \\\n",
1893 "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
1894 "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
1895 "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
1896 "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
1897 "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
1898 "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
1899 "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
1900 "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
1901 "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
1902 "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
1903 "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
1904 "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1905 "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
1906 "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
1907 "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
1908 "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
1909 "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
1910 "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
1911 "18 ['t', 'o', 'h'] 5 \n",
1912 "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
1913 "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
1914 "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
1915 "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
1916 "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
1917 "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
1918 "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
1919 "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
1920 "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
1921 "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
1922 "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
1923 ".. ... ... \n",
1924 "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
1925 "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
1926 "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
1927 "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
1928 "974 ['o', 'r', 'd', 'l'] 11 \n",
1929 "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
1930 "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
1931 "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
1932 "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
1933 "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
1934 "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
1935 "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
1936 "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
1937 "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
1938 "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
1939 "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
1940 "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
1941 "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
1942 "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
1943 "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
1944 "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
1945 "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
1946 "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
1947 "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
1948 "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
1949 "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
1950 "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
1951 "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
1952 "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
1953 "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
1954 "\n",
1955 " lives remaining game won word length \n",
1956 "0 2 True 10 \n",
1957 "1 0 False 6 \n",
1958 "2 0 False 9 \n",
1959 "3 0 False 10 \n",
1960 "4 0 False 6 \n",
1961 "5 0 False 11 \n",
1962 "6 0 False 7 \n",
1963 "7 2 True 8 \n",
1964 "8 5 True 7 \n",
1965 "9 5 True 11 \n",
1966 "10 0 False 7 \n",
1967 "11 0 False 4 \n",
1968 "12 4 True 8 \n",
1969 "13 0 False 10 \n",
1970 "14 1 True 10 \n",
1971 "15 0 False 8 \n",
1972 "16 0 False 6 \n",
1973 "17 3 True 14 \n",
1974 "18 7 True 5 \n",
1975 "19 0 False 7 \n",
1976 "20 0 False 11 \n",
1977 "21 0 False 9 \n",
1978 "22 0 False 2 \n",
1979 "23 2 True 8 \n",
1980 "24 0 False 10 \n",
1981 "25 0 False 11 \n",
1982 "26 2 True 6 \n",
1983 "27 1 True 11 \n",
1984 "28 0 False 12 \n",
1985 "29 0 False 9 \n",
1986 ".. ... ... ... \n",
1987 "970 0 False 5 \n",
1988 "971 0 False 11 \n",
1989 "972 0 False 7 \n",
1990 "973 4 True 11 \n",
1991 "974 6 True 11 \n",
1992 "975 0 False 7 \n",
1993 "976 0 False 5 \n",
1994 "977 0 False 14 \n",
1995 "978 0 False 6 \n",
1996 "979 1 True 8 \n",
1997 "980 0 False 6 \n",
1998 "981 0 False 6 \n",
1999 "982 0 False 9 \n",
2000 "983 0 False 7 \n",
2001 "984 4 True 11 \n",
2002 "985 0 False 7 \n",
2003 "986 0 False 9 \n",
2004 "987 0 False 10 \n",
2005 "988 5 True 7 \n",
2006 "989 1 True 5 \n",
2007 "990 5 True 5 \n",
2008 "991 4 True 7 \n",
2009 "992 0 False 8 \n",
2010 "993 5 True 10 \n",
2011 "994 4 True 10 \n",
2012 "995 0 False 6 \n",
2013 "996 0 False 5 \n",
2014 "997 5 True 5 \n",
2015 "998 3 True 10 \n",
2016 "999 0 False 11 \n",
2017 "\n",
2018 "[1000 rows x 7 columns]"
2019 ]
2020 }
2021 ],
2022 "prompt_number": 69
2023 },
2024 {
2025 "cell_type": "code",
2026 "collapsed": false,
2027 "input": [
2028 "fixed_order['lives remaining'].hist()"
2029 ],
2030 "language": "python",
2031 "metadata": {},
2032 "outputs": [
2033 {
2034 "metadata": {},
2035 "output_type": "pyout",
2036 "prompt_number": 70,
2037 "text": [
2038 "<matplotlib.axes.AxesSubplot at 0x7f6708f506a0>"
2039 ]
2040 },
2041 {
2042 "metadata": {},
2043 "output_type": "display_data",
2044 "png": 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2045 "text": [
2046 "<matplotlib.figure.Figure at 0x7f6709919fd0>"
2047 ]
2048 }
2049 ],
2050 "prompt_number": 70
2051 },
2052 {
2053 "cell_type": "code",
2054 "collapsed": false,
2055 "input": [
2056 "fixed_order.groupby('lives remaining').size()"
2057 ],
2058 "language": "python",
2059 "metadata": {},
2060 "outputs": [
2061 {
2062 "metadata": {},
2063 "output_type": "pyout",
2064 "prompt_number": 71,
2065 "text": [
2066 "lives remaining\n",
2067 "0 667\n",
2068 "1 86\n",
2069 "2 60\n",
2070 "3 59\n",
2071 "4 50\n",
2072 "5 35\n",
2073 "6 22\n",
2074 "7 15\n",
2075 "8 6\n",
2076 "dtype: int64"
2077 ]
2078 }
2079 ],
2080 "prompt_number": 71
2081 },
2082 {
2083 "cell_type": "code",
2084 "collapsed": false,
2085 "input": [
2086 "adaptive_pattern = pd.read_csv('adaptive_pattern.csv')\n",
2087 "adaptive_pattern"
2088 ],
2089 "language": "python",
2090 "metadata": {},
2091 "outputs": [
2092 {
2093 "html": [
2094 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
2095 "<table border=\"1\" class=\"dataframe\">\n",
2096 " <thead>\n",
2097 " <tr style=\"text-align: right;\">\n",
2098 " <th></th>\n",
2099 " <th>target</th>\n",
2100 " <th>discovered</th>\n",
2101 " <th>wrong letters</th>\n",
2102 " <th>number of hits</th>\n",
2103 " <th>lives remaining</th>\n",
2104 " <th>game won</th>\n",
2105 " </tr>\n",
2106 " </thead>\n",
2107 " <tbody>\n",
2108 " <tr>\n",
2109 " <th>0 </th>\n",
2110 " <td> toothsome</td>\n",
2111 " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
2112 " <td> ['a', 'i']</td>\n",
2113 " <td> 9</td>\n",
2114 " <td> 8</td>\n",
2115 " <td> True</td>\n",
2116 " </tr>\n",
2117 " <tr>\n",
2118 " <th>1 </th>\n",
2119 " <td> analgesics</td>\n",
2120 " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
2121 " <td> []</td>\n",
2122 " <td> 10</td>\n",
2123 " <td> 10</td>\n",
2124 " <td> True</td>\n",
2125 " </tr>\n",
2126 " <tr>\n",
2127 " <th>2 </th>\n",
2128 " <td> intrenched</td>\n",
2129 " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
2130 " <td> ['s']</td>\n",
2131 " <td> 10</td>\n",
2132 " <td> 9</td>\n",
2133 " <td> True</td>\n",
2134 " </tr>\n",
2135 " <tr>\n",
2136 " <th>3 </th>\n",
2137 " <td> normal</td>\n",
2138 " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
2139 " <td> ['e', 's', 'i', 'f']</td>\n",
2140 " <td> 6</td>\n",
2141 " <td> 6</td>\n",
2142 " <td> True</td>\n",
2143 " </tr>\n",
2144 " <tr>\n",
2145 " <th>4 </th>\n",
2146 " <td> debunks</td>\n",
2147 " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
2148 " <td> ['t']</td>\n",
2149 " <td> 7</td>\n",
2150 " <td> 9</td>\n",
2151 " <td> True</td>\n",
2152 " </tr>\n",
2153 " <tr>\n",
2154 " <th>5 </th>\n",
2155 " <td> satanically</td>\n",
2156 " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
2157 " <td> ['e']</td>\n",
2158 " <td> 11</td>\n",
2159 " <td> 9</td>\n",
2160 " <td> True</td>\n",
2161 " </tr>\n",
2162 " <tr>\n",
2163 " <th>6 </th>\n",
2164 " <td> radicals</td>\n",
2165 " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
2166 " <td> ['e', 't']</td>\n",
2167 " <td> 8</td>\n",
2168 " <td> 8</td>\n",
2169 " <td> True</td>\n",
2170 " </tr>\n",
2171 " <tr>\n",
2172 " <th>7 </th>\n",
2173 " <td> erotic</td>\n",
2174 " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
2175 " <td> []</td>\n",
2176 " <td> 6</td>\n",
2177 " <td> 10</td>\n",
2178 " <td> True</td>\n",
2179 " </tr>\n",
2180 " <tr>\n",
2181 " <th>8 </th>\n",
2182 " <td> double</td>\n",
2183 " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
2184 " <td> ['a', 'm', 'r']</td>\n",
2185 " <td> 6</td>\n",
2186 " <td> 7</td>\n",
2187 " <td> True</td>\n",
2188 " </tr>\n",
2189 " <tr>\n",
2190 " <th>9 </th>\n",
2191 " <td> caviar</td>\n",
2192 " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
2193 " <td> ['e', 's', 'n', 'l']</td>\n",
2194 " <td> 6</td>\n",
2195 " <td> 6</td>\n",
2196 " <td> True</td>\n",
2197 " </tr>\n",
2198 " <tr>\n",
2199 " <th>10 </th>\n",
2200 " <td> rigamaroles</td>\n",
2201 " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
2202 " <td> []</td>\n",
2203 " <td> 11</td>\n",
2204 " <td> 10</td>\n",
2205 " <td> True</td>\n",
2206 " </tr>\n",
2207 " <tr>\n",
2208 " <th>11 </th>\n",
2209 " <td> disfranchises</td>\n",
2210 " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
2211 " <td> []</td>\n",
2212 " <td> 13</td>\n",
2213 " <td> 10</td>\n",
2214 " <td> True</td>\n",
2215 " </tr>\n",
2216 " <tr>\n",
2217 " <th>12 </th>\n",
2218 " <td> mushroomed</td>\n",
2219 " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
2220 " <td> ['t']</td>\n",
2221 " <td> 10</td>\n",
2222 " <td> 9</td>\n",
2223 " <td> True</td>\n",
2224 " </tr>\n",
2225 " <tr>\n",
2226 " <th>13 </th>\n",
2227 " <td> rails</td>\n",
2228 " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
2229 " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
2230 " <td> 5</td>\n",
2231 " <td> 4</td>\n",
2232 " <td> True</td>\n",
2233 " </tr>\n",
2234 " <tr>\n",
2235 " <th>14 </th>\n",
2236 " <td> poised</td>\n",
2237 " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
2238 " <td> ['a', 'l', 't', 'k']</td>\n",
2239 " <td> 6</td>\n",
2240 " <td> 6</td>\n",
2241 " <td> True</td>\n",
2242 " </tr>\n",
2243 " <tr>\n",
2244 " <th>15 </th>\n",
2245 " <td> circulating</td>\n",
2246 " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
2247 " <td> ['e']</td>\n",
2248 " <td> 11</td>\n",
2249 " <td> 9</td>\n",
2250 " <td> True</td>\n",
2251 " </tr>\n",
2252 " <tr>\n",
2253 " <th>16 </th>\n",
2254 " <td> yesteryear</td>\n",
2255 " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
2256 " <td> []</td>\n",
2257 " <td> 10</td>\n",
2258 " <td> 10</td>\n",
2259 " <td> True</td>\n",
2260 " </tr>\n",
2261 " <tr>\n",
2262 " <th>17 </th>\n",
2263 " <td> chastest</td>\n",
2264 " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
2265 " <td> ['m']</td>\n",
2266 " <td> 8</td>\n",
2267 " <td> 9</td>\n",
2268 " <td> True</td>\n",
2269 " </tr>\n",
2270 " <tr>\n",
2271 " <th>18 </th>\n",
2272 " <td> lenders</td>\n",
2273 " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
2274 " <td> ['t', 'f', 'm']</td>\n",
2275 " <td> 7</td>\n",
2276 " <td> 7</td>\n",
2277 " <td> True</td>\n",
2278 " </tr>\n",
2279 " <tr>\n",
2280 " <th>19 </th>\n",
2281 " <td> upshots</td>\n",
2282 " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
2283 " <td> ['e', 'i', 'a', 'n']</td>\n",
2284 " <td> 7</td>\n",
2285 " <td> 6</td>\n",
2286 " <td> True</td>\n",
2287 " </tr>\n",
2288 " <tr>\n",
2289 " <th>20 </th>\n",
2290 " <td> stridden</td>\n",
2291 " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
2292 " <td> []</td>\n",
2293 " <td> 8</td>\n",
2294 " <td> 10</td>\n",
2295 " <td> True</td>\n",
2296 " </tr>\n",
2297 " <tr>\n",
2298 " <th>21 </th>\n",
2299 " <td> trespassing</td>\n",
2300 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
2301 " <td> ['o']</td>\n",
2302 " <td> 11</td>\n",
2303 " <td> 9</td>\n",
2304 " <td> True</td>\n",
2305 " </tr>\n",
2306 " <tr>\n",
2307 " <th>22 </th>\n",
2308 " <td> muckrake</td>\n",
2309 " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
2310 " <td> ['t']</td>\n",
2311 " <td> 8</td>\n",
2312 " <td> 9</td>\n",
2313 " <td> True</td>\n",
2314 " </tr>\n",
2315 " <tr>\n",
2316 " <th>23 </th>\n",
2317 " <td> bungalows</td>\n",
2318 " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
2319 " <td> ['e', 'i', 't']</td>\n",
2320 " <td> 9</td>\n",
2321 " <td> 7</td>\n",
2322 " <td> True</td>\n",
2323 " </tr>\n",
2324 " <tr>\n",
2325 " <th>24 </th>\n",
2326 " <td> rewinding</td>\n",
2327 " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
2328 " <td> ['m']</td>\n",
2329 " <td> 9</td>\n",
2330 " <td> 9</td>\n",
2331 " <td> True</td>\n",
2332 " </tr>\n",
2333 " <tr>\n",
2334 " <th>25 </th>\n",
2335 " <td> stepchildren</td>\n",
2336 " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
2337 " <td> []</td>\n",
2338 " <td> 12</td>\n",
2339 " <td> 10</td>\n",
2340 " <td> True</td>\n",
2341 " </tr>\n",
2342 " <tr>\n",
2343 " <th>26 </th>\n",
2344 " <td> courageously</td>\n",
2345 " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
2346 " <td> ['i']</td>\n",
2347 " <td> 12</td>\n",
2348 " <td> 9</td>\n",
2349 " <td> True</td>\n",
2350 " </tr>\n",
2351 " <tr>\n",
2352 " <th>27 </th>\n",
2353 " <td> gladiatorial</td>\n",
2354 " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
2355 " <td> ['e']</td>\n",
2356 " <td> 12</td>\n",
2357 " <td> 9</td>\n",
2358 " <td> True</td>\n",
2359 " </tr>\n",
2360 " <tr>\n",
2361 " <th>28 </th>\n",
2362 " <td> unseals</td>\n",
2363 " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
2364 " <td> ['t']</td>\n",
2365 " <td> 7</td>\n",
2366 " <td> 9</td>\n",
2367 " <td> True</td>\n",
2368 " </tr>\n",
2369 " <tr>\n",
2370 " <th>29 </th>\n",
2371 " <td> backaches</td>\n",
2372 " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
2373 " <td> ['i']</td>\n",
2374 " <td> 9</td>\n",
2375 " <td> 9</td>\n",
2376 " <td> True</td>\n",
2377 " </tr>\n",
2378 " <tr>\n",
2379 " <th>...</th>\n",
2380 " <td>...</td>\n",
2381 " <td>...</td>\n",
2382 " <td>...</td>\n",
2383 " <td>...</td>\n",
2384 " <td>...</td>\n",
2385 " <td>...</td>\n",
2386 " </tr>\n",
2387 " <tr>\n",
2388 " <th>970</th>\n",
2389 " <td> priestliest</td>\n",
2390 " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
2391 " <td> []</td>\n",
2392 " <td> 11</td>\n",
2393 " <td> 10</td>\n",
2394 " <td> True</td>\n",
2395 " </tr>\n",
2396 " <tr>\n",
2397 " <th>971</th>\n",
2398 " <td> oversight</td>\n",
2399 " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
2400 " <td> []</td>\n",
2401 " <td> 9</td>\n",
2402 " <td> 10</td>\n",
2403 " <td> True</td>\n",
2404 " </tr>\n",
2405 " <tr>\n",
2406 " <th>972</th>\n",
2407 " <td> nutshell</td>\n",
2408 " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
2409 " <td> ['r']</td>\n",
2410 " <td> 8</td>\n",
2411 " <td> 9</td>\n",
2412 " <td> True</td>\n",
2413 " </tr>\n",
2414 " <tr>\n",
2415 " <th>973</th>\n",
2416 " <td> picker</td>\n",
2417 " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
2418 " <td> ['d', 's', 't', 'g']</td>\n",
2419 " <td> 6</td>\n",
2420 " <td> 6</td>\n",
2421 " <td> True</td>\n",
2422 " </tr>\n",
2423 " <tr>\n",
2424 " <th>974</th>\n",
2425 " <td> prom</td>\n",
2426 " <td> ['p', 'r', 'o', 'm']</td>\n",
2427 " <td> ['e', 's', 'l']</td>\n",
2428 " <td> 4</td>\n",
2429 " <td> 7</td>\n",
2430 " <td> True</td>\n",
2431 " </tr>\n",
2432 " <tr>\n",
2433 " <th>975</th>\n",
2434 " <td> spoke</td>\n",
2435 " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
2436 " <td> ['a', 'i', 't', 'r']</td>\n",
2437 " <td> 5</td>\n",
2438 " <td> 6</td>\n",
2439 " <td> True</td>\n",
2440 " </tr>\n",
2441 " <tr>\n",
2442 " <th>976</th>\n",
2443 " <td> videodiscs</td>\n",
2444 " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
2445 " <td> []</td>\n",
2446 " <td> 10</td>\n",
2447 " <td> 10</td>\n",
2448 " <td> True</td>\n",
2449 " </tr>\n",
2450 " <tr>\n",
2451 " <th>977</th>\n",
2452 " <td> braggart</td>\n",
2453 " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
2454 " <td> ['e', 'i']</td>\n",
2455 " <td> 8</td>\n",
2456 " <td> 8</td>\n",
2457 " <td> True</td>\n",
2458 " </tr>\n",
2459 " <tr>\n",
2460 " <th>978</th>\n",
2461 " <td> shindigs</td>\n",
2462 " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
2463 " <td> ['e']</td>\n",
2464 " <td> 8</td>\n",
2465 " <td> 9</td>\n",
2466 " <td> True</td>\n",
2467 " </tr>\n",
2468 " <tr>\n",
2469 " <th>979</th>\n",
2470 " <td> indorsements</td>\n",
2471 " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
2472 " <td> []</td>\n",
2473 " <td> 12</td>\n",
2474 " <td> 10</td>\n",
2475 " <td> True</td>\n",
2476 " </tr>\n",
2477 " <tr>\n",
2478 " <th>980</th>\n",
2479 " <td> audios</td>\n",
2480 " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
2481 " <td> ['e']</td>\n",
2482 " <td> 6</td>\n",
2483 " <td> 9</td>\n",
2484 " <td> True</td>\n",
2485 " </tr>\n",
2486 " <tr>\n",
2487 " <th>981</th>\n",
2488 " <td> disrobes</td>\n",
2489 " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
2490 " <td> ['t', 'm']</td>\n",
2491 " <td> 8</td>\n",
2492 " <td> 8</td>\n",
2493 " <td> True</td>\n",
2494 " </tr>\n",
2495 " <tr>\n",
2496 " <th>982</th>\n",
2497 " <td> drake</td>\n",
2498 " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
2499 " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
2500 " <td> 5</td>\n",
2501 " <td> 5</td>\n",
2502 " <td> True</td>\n",
2503 " </tr>\n",
2504 " <tr>\n",
2505 " <th>983</th>\n",
2506 " <td> penes</td>\n",
2507 " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
2508 " <td> ['m']</td>\n",
2509 " <td> 5</td>\n",
2510 " <td> 9</td>\n",
2511 " <td> True</td>\n",
2512 " </tr>\n",
2513 " <tr>\n",
2514 " <th>984</th>\n",
2515 " <td> ecological</td>\n",
2516 " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
2517 " <td> ['s']</td>\n",
2518 " <td> 10</td>\n",
2519 " <td> 9</td>\n",
2520 " <td> True</td>\n",
2521 " </tr>\n",
2522 " <tr>\n",
2523 " <th>985</th>\n",
2524 " <td> consideration</td>\n",
2525 " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
2526 " <td> ['f']</td>\n",
2527 " <td> 13</td>\n",
2528 " <td> 9</td>\n",
2529 " <td> True</td>\n",
2530 " </tr>\n",
2531 " <tr>\n",
2532 " <th>986</th>\n",
2533 " <td> strolled</td>\n",
2534 " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
2535 " <td> ['p', 'i', 'm']</td>\n",
2536 " <td> 8</td>\n",
2537 " <td> 7</td>\n",
2538 " <td> True</td>\n",
2539 " </tr>\n",
2540 " <tr>\n",
2541 " <th>987</th>\n",
2542 " <td> peacemaker</td>\n",
2543 " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
2544 " <td> []</td>\n",
2545 " <td> 10</td>\n",
2546 " <td> 10</td>\n",
2547 " <td> True</td>\n",
2548 " </tr>\n",
2549 " <tr>\n",
2550 " <th>988</th>\n",
2551 " <td> chilliest</td>\n",
2552 " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
2553 " <td> ['f']</td>\n",
2554 " <td> 9</td>\n",
2555 " <td> 9</td>\n",
2556 " <td> True</td>\n",
2557 " </tr>\n",
2558 " <tr>\n",
2559 " <th>989</th>\n",
2560 " <td> neuritis</td>\n",
2561 " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
2562 " <td> []</td>\n",
2563 " <td> 8</td>\n",
2564 " <td> 10</td>\n",
2565 " <td> True</td>\n",
2566 " </tr>\n",
2567 " <tr>\n",
2568 " <th>990</th>\n",
2569 " <td> quisling</td>\n",
2570 " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
2571 " <td> ['e', 't', 'k', 'p']</td>\n",
2572 " <td> 8</td>\n",
2573 " <td> 6</td>\n",
2574 " <td> True</td>\n",
2575 " </tr>\n",
2576 " <tr>\n",
2577 " <th>991</th>\n",
2578 " <td> transplants</td>\n",
2579 " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
2580 " <td> ['e', 'i', 'o']</td>\n",
2581 " <td> 11</td>\n",
2582 " <td> 7</td>\n",
2583 " <td> True</td>\n",
2584 " </tr>\n",
2585 " <tr>\n",
2586 " <th>992</th>\n",
2587 " <td> bevies</td>\n",
2588 " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
2589 " <td> ['d', 'r', 'l']</td>\n",
2590 " <td> 6</td>\n",
2591 " <td> 7</td>\n",
2592 " <td> True</td>\n",
2593 " </tr>\n",
2594 " <tr>\n",
2595 " <th>993</th>\n",
2596 " <td> geeky</td>\n",
2597 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
2598 " <td> ['s', 'd', 't', 'f']</td>\n",
2599 " <td> 5</td>\n",
2600 " <td> 6</td>\n",
2601 " <td> True</td>\n",
2602 " </tr>\n",
2603 " <tr>\n",
2604 " <th>994</th>\n",
2605 " <td> demonstrations</td>\n",
2606 " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
2607 " <td> []</td>\n",
2608 " <td> 14</td>\n",
2609 " <td> 10</td>\n",
2610 " <td> True</td>\n",
2611 " </tr>\n",
2612 " <tr>\n",
2613 " <th>995</th>\n",
2614 " <td> dowses</td>\n",
2615 " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
2616 " <td> ['r', 'u']</td>\n",
2617 " <td> 6</td>\n",
2618 " <td> 8</td>\n",
2619 " <td> True</td>\n",
2620 " </tr>\n",
2621 " <tr>\n",
2622 " <th>996</th>\n",
2623 " <td> pummelling</td>\n",
2624 " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
2625 " <td> ['s', 'r', 'o']</td>\n",
2626 " <td> 10</td>\n",
2627 " <td> 7</td>\n",
2628 " <td> True</td>\n",
2629 " </tr>\n",
2630 " <tr>\n",
2631 " <th>997</th>\n",
2632 " <td> earnestness</td>\n",
2633 " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
2634 " <td> []</td>\n",
2635 " <td> 11</td>\n",
2636 " <td> 10</td>\n",
2637 " <td> True</td>\n",
2638 " </tr>\n",
2639 " <tr>\n",
2640 " <th>998</th>\n",
2641 " <td> thermodynamics</td>\n",
2642 " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
2643 " <td> []</td>\n",
2644 " <td> 14</td>\n",
2645 " <td> 10</td>\n",
2646 " <td> True</td>\n",
2647 " </tr>\n",
2648 " <tr>\n",
2649 " <th>999</th>\n",
2650 " <td> flurry</td>\n",
2651 " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
2652 " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
2653 " <td> 6</td>\n",
2654 " <td> 5</td>\n",
2655 " <td> True</td>\n",
2656 " </tr>\n",
2657 " </tbody>\n",
2658 "</table>\n",
2659 "<p>1000 rows \u00d7 6 columns</p>\n",
2660 "</div>"
2661 ],
2662 "metadata": {},
2663 "output_type": "pyout",
2664 "prompt_number": 72,
2665 "text": [
2666 " target discovered \\\n",
2667 "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
2668 "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
2669 "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
2670 "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
2671 "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
2672 "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
2673 "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
2674 "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
2675 "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
2676 "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
2677 "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
2678 "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
2679 "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
2680 "13 rails ['r', 'a', 'i', 'l', 's'] \n",
2681 "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
2682 "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
2683 "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
2684 "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
2685 "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
2686 "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
2687 "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
2688 "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
2689 "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
2690 "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
2691 "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
2692 "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
2693 "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
2694 "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
2695 "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
2696 "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
2697 ".. ... ... \n",
2698 "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
2699 "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
2700 "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
2701 "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
2702 "974 prom ['p', 'r', 'o', 'm'] \n",
2703 "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
2704 "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
2705 "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
2706 "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
2707 "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
2708 "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
2709 "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
2710 "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
2711 "983 penes ['p', 'e', 'n', 'e', 's'] \n",
2712 "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
2713 "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
2714 "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
2715 "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
2716 "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
2717 "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
2718 "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
2719 "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
2720 "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
2721 "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
2722 "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
2723 "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
2724 "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
2725 "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
2726 "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
2727 "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
2728 "\n",
2729 " wrong letters number of hits lives remaining game won \n",
2730 "0 ['a', 'i'] 9 8 True \n",
2731 "1 [] 10 10 True \n",
2732 "2 ['s'] 10 9 True \n",
2733 "3 ['e', 's', 'i', 'f'] 6 6 True \n",
2734 "4 ['t'] 7 9 True \n",
2735 "5 ['e'] 11 9 True \n",
2736 "6 ['e', 't'] 8 8 True \n",
2737 "7 [] 6 10 True \n",
2738 "8 ['a', 'm', 'r'] 6 7 True \n",
2739 "9 ['e', 's', 'n', 'l'] 6 6 True \n",
2740 "10 [] 11 10 True \n",
2741 "11 [] 13 10 True \n",
2742 "12 ['t'] 10 9 True \n",
2743 "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
2744 "14 ['a', 'l', 't', 'k'] 6 6 True \n",
2745 "15 ['e'] 11 9 True \n",
2746 "16 [] 10 10 True \n",
2747 "17 ['m'] 8 9 True \n",
2748 "18 ['t', 'f', 'm'] 7 7 True \n",
2749 "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
2750 "20 [] 8 10 True \n",
2751 "21 ['o'] 11 9 True \n",
2752 "22 ['t'] 8 9 True \n",
2753 "23 ['e', 'i', 't'] 9 7 True \n",
2754 "24 ['m'] 9 9 True \n",
2755 "25 [] 12 10 True \n",
2756 "26 ['i'] 12 9 True \n",
2757 "27 ['e'] 12 9 True \n",
2758 "28 ['t'] 7 9 True \n",
2759 "29 ['i'] 9 9 True \n",
2760 ".. ... ... ... ... \n",
2761 "970 [] 11 10 True \n",
2762 "971 [] 9 10 True \n",
2763 "972 ['r'] 8 9 True \n",
2764 "973 ['d', 's', 't', 'g'] 6 6 True \n",
2765 "974 ['e', 's', 'l'] 4 7 True \n",
2766 "975 ['a', 'i', 't', 'r'] 5 6 True \n",
2767 "976 [] 10 10 True \n",
2768 "977 ['e', 'i'] 8 8 True \n",
2769 "978 ['e'] 8 9 True \n",
2770 "979 [] 12 10 True \n",
2771 "980 ['e'] 6 9 True \n",
2772 "981 ['t', 'm'] 8 8 True \n",
2773 "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
2774 "983 ['m'] 5 9 True \n",
2775 "984 ['s'] 10 9 True \n",
2776 "985 ['f'] 13 9 True \n",
2777 "986 ['p', 'i', 'm'] 8 7 True \n",
2778 "987 [] 10 10 True \n",
2779 "988 ['f'] 9 9 True \n",
2780 "989 [] 8 10 True \n",
2781 "990 ['e', 't', 'k', 'p'] 8 6 True \n",
2782 "991 ['e', 'i', 'o'] 11 7 True \n",
2783 "992 ['d', 'r', 'l'] 6 7 True \n",
2784 "993 ['s', 'd', 't', 'f'] 5 6 True \n",
2785 "994 [] 14 10 True \n",
2786 "995 ['r', 'u'] 6 8 True \n",
2787 "996 ['s', 'r', 'o'] 10 7 True \n",
2788 "997 [] 11 10 True \n",
2789 "998 [] 14 10 True \n",
2790 "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
2791 "\n",
2792 "[1000 rows x 6 columns]"
2793 ]
2794 }
2795 ],
2796 "prompt_number": 72
2797 },
2798 {
2799 "cell_type": "code",
2800 "collapsed": false,
2801 "input": [
2802 "adaptive_pattern['word length'] = adaptive_pattern.apply(lambda r: len(r['target']), axis=1)\n",
2803 "adaptive_pattern"
2804 ],
2805 "language": "python",
2806 "metadata": {},
2807 "outputs": [
2808 {
2809 "html": [
2810 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
2811 "<table border=\"1\" class=\"dataframe\">\n",
2812 " <thead>\n",
2813 " <tr style=\"text-align: right;\">\n",
2814 " <th></th>\n",
2815 " <th>target</th>\n",
2816 " <th>discovered</th>\n",
2817 " <th>wrong letters</th>\n",
2818 " <th>number of hits</th>\n",
2819 " <th>lives remaining</th>\n",
2820 " <th>game won</th>\n",
2821 " <th>word length</th>\n",
2822 " </tr>\n",
2823 " </thead>\n",
2824 " <tbody>\n",
2825 " <tr>\n",
2826 " <th>0 </th>\n",
2827 " <td> toothsome</td>\n",
2828 " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
2829 " <td> ['a', 'i']</td>\n",
2830 " <td> 9</td>\n",
2831 " <td> 8</td>\n",
2832 " <td> True</td>\n",
2833 " <td> 9</td>\n",
2834 " </tr>\n",
2835 " <tr>\n",
2836 " <th>1 </th>\n",
2837 " <td> analgesics</td>\n",
2838 " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
2839 " <td> []</td>\n",
2840 " <td> 10</td>\n",
2841 " <td> 10</td>\n",
2842 " <td> True</td>\n",
2843 " <td> 10</td>\n",
2844 " </tr>\n",
2845 " <tr>\n",
2846 " <th>2 </th>\n",
2847 " <td> intrenched</td>\n",
2848 " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
2849 " <td> ['s']</td>\n",
2850 " <td> 10</td>\n",
2851 " <td> 9</td>\n",
2852 " <td> True</td>\n",
2853 " <td> 10</td>\n",
2854 " </tr>\n",
2855 " <tr>\n",
2856 " <th>3 </th>\n",
2857 " <td> normal</td>\n",
2858 " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
2859 " <td> ['e', 's', 'i', 'f']</td>\n",
2860 " <td> 6</td>\n",
2861 " <td> 6</td>\n",
2862 " <td> True</td>\n",
2863 " <td> 6</td>\n",
2864 " </tr>\n",
2865 " <tr>\n",
2866 " <th>4 </th>\n",
2867 " <td> debunks</td>\n",
2868 " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
2869 " <td> ['t']</td>\n",
2870 " <td> 7</td>\n",
2871 " <td> 9</td>\n",
2872 " <td> True</td>\n",
2873 " <td> 7</td>\n",
2874 " </tr>\n",
2875 " <tr>\n",
2876 " <th>5 </th>\n",
2877 " <td> satanically</td>\n",
2878 " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
2879 " <td> ['e']</td>\n",
2880 " <td> 11</td>\n",
2881 " <td> 9</td>\n",
2882 " <td> True</td>\n",
2883 " <td> 11</td>\n",
2884 " </tr>\n",
2885 " <tr>\n",
2886 " <th>6 </th>\n",
2887 " <td> radicals</td>\n",
2888 " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
2889 " <td> ['e', 't']</td>\n",
2890 " <td> 8</td>\n",
2891 " <td> 8</td>\n",
2892 " <td> True</td>\n",
2893 " <td> 8</td>\n",
2894 " </tr>\n",
2895 " <tr>\n",
2896 " <th>7 </th>\n",
2897 " <td> erotic</td>\n",
2898 " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
2899 " <td> []</td>\n",
2900 " <td> 6</td>\n",
2901 " <td> 10</td>\n",
2902 " <td> True</td>\n",
2903 " <td> 6</td>\n",
2904 " </tr>\n",
2905 " <tr>\n",
2906 " <th>8 </th>\n",
2907 " <td> double</td>\n",
2908 " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
2909 " <td> ['a', 'm', 'r']</td>\n",
2910 " <td> 6</td>\n",
2911 " <td> 7</td>\n",
2912 " <td> True</td>\n",
2913 " <td> 6</td>\n",
2914 " </tr>\n",
2915 " <tr>\n",
2916 " <th>9 </th>\n",
2917 " <td> caviar</td>\n",
2918 " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
2919 " <td> ['e', 's', 'n', 'l']</td>\n",
2920 " <td> 6</td>\n",
2921 " <td> 6</td>\n",
2922 " <td> True</td>\n",
2923 " <td> 6</td>\n",
2924 " </tr>\n",
2925 " <tr>\n",
2926 " <th>10 </th>\n",
2927 " <td> rigamaroles</td>\n",
2928 " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
2929 " <td> []</td>\n",
2930 " <td> 11</td>\n",
2931 " <td> 10</td>\n",
2932 " <td> True</td>\n",
2933 " <td> 11</td>\n",
2934 " </tr>\n",
2935 " <tr>\n",
2936 " <th>11 </th>\n",
2937 " <td> disfranchises</td>\n",
2938 " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
2939 " <td> []</td>\n",
2940 " <td> 13</td>\n",
2941 " <td> 10</td>\n",
2942 " <td> True</td>\n",
2943 " <td> 13</td>\n",
2944 " </tr>\n",
2945 " <tr>\n",
2946 " <th>12 </th>\n",
2947 " <td> mushroomed</td>\n",
2948 " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
2949 " <td> ['t']</td>\n",
2950 " <td> 10</td>\n",
2951 " <td> 9</td>\n",
2952 " <td> True</td>\n",
2953 " <td> 10</td>\n",
2954 " </tr>\n",
2955 " <tr>\n",
2956 " <th>13 </th>\n",
2957 " <td> rails</td>\n",
2958 " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
2959 " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
2960 " <td> 5</td>\n",
2961 " <td> 4</td>\n",
2962 " <td> True</td>\n",
2963 " <td> 5</td>\n",
2964 " </tr>\n",
2965 " <tr>\n",
2966 " <th>14 </th>\n",
2967 " <td> poised</td>\n",
2968 " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
2969 " <td> ['a', 'l', 't', 'k']</td>\n",
2970 " <td> 6</td>\n",
2971 " <td> 6</td>\n",
2972 " <td> True</td>\n",
2973 " <td> 6</td>\n",
2974 " </tr>\n",
2975 " <tr>\n",
2976 " <th>15 </th>\n",
2977 " <td> circulating</td>\n",
2978 " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
2979 " <td> ['e']</td>\n",
2980 " <td> 11</td>\n",
2981 " <td> 9</td>\n",
2982 " <td> True</td>\n",
2983 " <td> 11</td>\n",
2984 " </tr>\n",
2985 " <tr>\n",
2986 " <th>16 </th>\n",
2987 " <td> yesteryear</td>\n",
2988 " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
2989 " <td> []</td>\n",
2990 " <td> 10</td>\n",
2991 " <td> 10</td>\n",
2992 " <td> True</td>\n",
2993 " <td> 10</td>\n",
2994 " </tr>\n",
2995 " <tr>\n",
2996 " <th>17 </th>\n",
2997 " <td> chastest</td>\n",
2998 " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
2999 " <td> ['m']</td>\n",
3000 " <td> 8</td>\n",
3001 " <td> 9</td>\n",
3002 " <td> True</td>\n",
3003 " <td> 8</td>\n",
3004 " </tr>\n",
3005 " <tr>\n",
3006 " <th>18 </th>\n",
3007 " <td> lenders</td>\n",
3008 " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
3009 " <td> ['t', 'f', 'm']</td>\n",
3010 " <td> 7</td>\n",
3011 " <td> 7</td>\n",
3012 " <td> True</td>\n",
3013 " <td> 7</td>\n",
3014 " </tr>\n",
3015 " <tr>\n",
3016 " <th>19 </th>\n",
3017 " <td> upshots</td>\n",
3018 " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
3019 " <td> ['e', 'i', 'a', 'n']</td>\n",
3020 " <td> 7</td>\n",
3021 " <td> 6</td>\n",
3022 " <td> True</td>\n",
3023 " <td> 7</td>\n",
3024 " </tr>\n",
3025 " <tr>\n",
3026 " <th>20 </th>\n",
3027 " <td> stridden</td>\n",
3028 " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
3029 " <td> []</td>\n",
3030 " <td> 8</td>\n",
3031 " <td> 10</td>\n",
3032 " <td> True</td>\n",
3033 " <td> 8</td>\n",
3034 " </tr>\n",
3035 " <tr>\n",
3036 " <th>21 </th>\n",
3037 " <td> trespassing</td>\n",
3038 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
3039 " <td> ['o']</td>\n",
3040 " <td> 11</td>\n",
3041 " <td> 9</td>\n",
3042 " <td> True</td>\n",
3043 " <td> 11</td>\n",
3044 " </tr>\n",
3045 " <tr>\n",
3046 " <th>22 </th>\n",
3047 " <td> muckrake</td>\n",
3048 " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
3049 " <td> ['t']</td>\n",
3050 " <td> 8</td>\n",
3051 " <td> 9</td>\n",
3052 " <td> True</td>\n",
3053 " <td> 8</td>\n",
3054 " </tr>\n",
3055 " <tr>\n",
3056 " <th>23 </th>\n",
3057 " <td> bungalows</td>\n",
3058 " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
3059 " <td> ['e', 'i', 't']</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>24 </th>\n",
3067 " <td> rewinding</td>\n",
3068 " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
3069 " <td> ['m']</td>\n",
3070 " <td> 9</td>\n",
3071 " <td> 9</td>\n",
3072 " <td> True</td>\n",
3073 " <td> 9</td>\n",
3074 " </tr>\n",
3075 " <tr>\n",
3076 " <th>25 </th>\n",
3077 " <td> stepchildren</td>\n",
3078 " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
3079 " <td> []</td>\n",
3080 " <td> 12</td>\n",
3081 " <td> 10</td>\n",
3082 " <td> True</td>\n",
3083 " <td> 12</td>\n",
3084 " </tr>\n",
3085 " <tr>\n",
3086 " <th>26 </th>\n",
3087 " <td> courageously</td>\n",
3088 " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
3089 " <td> ['i']</td>\n",
3090 " <td> 12</td>\n",
3091 " <td> 9</td>\n",
3092 " <td> True</td>\n",
3093 " <td> 12</td>\n",
3094 " </tr>\n",
3095 " <tr>\n",
3096 " <th>27 </th>\n",
3097 " <td> gladiatorial</td>\n",
3098 " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
3099 " <td> ['e']</td>\n",
3100 " <td> 12</td>\n",
3101 " <td> 9</td>\n",
3102 " <td> True</td>\n",
3103 " <td> 12</td>\n",
3104 " </tr>\n",
3105 " <tr>\n",
3106 " <th>28 </th>\n",
3107 " <td> unseals</td>\n",
3108 " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
3109 " <td> ['t']</td>\n",
3110 " <td> 7</td>\n",
3111 " <td> 9</td>\n",
3112 " <td> True</td>\n",
3113 " <td> 7</td>\n",
3114 " </tr>\n",
3115 " <tr>\n",
3116 " <th>29 </th>\n",
3117 " <td> backaches</td>\n",
3118 " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
3119 " <td> ['i']</td>\n",
3120 " <td> 9</td>\n",
3121 " <td> 9</td>\n",
3122 " <td> True</td>\n",
3123 " <td> 9</td>\n",
3124 " </tr>\n",
3125 " <tr>\n",
3126 " <th>...</th>\n",
3127 " <td>...</td>\n",
3128 " <td>...</td>\n",
3129 " <td>...</td>\n",
3130 " <td>...</td>\n",
3131 " <td>...</td>\n",
3132 " <td>...</td>\n",
3133 " <td>...</td>\n",
3134 " </tr>\n",
3135 " <tr>\n",
3136 " <th>970</th>\n",
3137 " <td> priestliest</td>\n",
3138 " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
3139 " <td> []</td>\n",
3140 " <td> 11</td>\n",
3141 " <td> 10</td>\n",
3142 " <td> True</td>\n",
3143 " <td> 11</td>\n",
3144 " </tr>\n",
3145 " <tr>\n",
3146 " <th>971</th>\n",
3147 " <td> oversight</td>\n",
3148 " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
3149 " <td> []</td>\n",
3150 " <td> 9</td>\n",
3151 " <td> 10</td>\n",
3152 " <td> True</td>\n",
3153 " <td> 9</td>\n",
3154 " </tr>\n",
3155 " <tr>\n",
3156 " <th>972</th>\n",
3157 " <td> nutshell</td>\n",
3158 " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
3159 " <td> ['r']</td>\n",
3160 " <td> 8</td>\n",
3161 " <td> 9</td>\n",
3162 " <td> True</td>\n",
3163 " <td> 8</td>\n",
3164 " </tr>\n",
3165 " <tr>\n",
3166 " <th>973</th>\n",
3167 " <td> picker</td>\n",
3168 " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
3169 " <td> ['d', 's', 't', 'g']</td>\n",
3170 " <td> 6</td>\n",
3171 " <td> 6</td>\n",
3172 " <td> True</td>\n",
3173 " <td> 6</td>\n",
3174 " </tr>\n",
3175 " <tr>\n",
3176 " <th>974</th>\n",
3177 " <td> prom</td>\n",
3178 " <td> ['p', 'r', 'o', 'm']</td>\n",
3179 " <td> ['e', 's', 'l']</td>\n",
3180 " <td> 4</td>\n",
3181 " <td> 7</td>\n",
3182 " <td> True</td>\n",
3183 " <td> 4</td>\n",
3184 " </tr>\n",
3185 " <tr>\n",
3186 " <th>975</th>\n",
3187 " <td> spoke</td>\n",
3188 " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
3189 " <td> ['a', 'i', 't', 'r']</td>\n",
3190 " <td> 5</td>\n",
3191 " <td> 6</td>\n",
3192 " <td> True</td>\n",
3193 " <td> 5</td>\n",
3194 " </tr>\n",
3195 " <tr>\n",
3196 " <th>976</th>\n",
3197 " <td> videodiscs</td>\n",
3198 " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
3199 " <td> []</td>\n",
3200 " <td> 10</td>\n",
3201 " <td> 10</td>\n",
3202 " <td> True</td>\n",
3203 " <td> 10</td>\n",
3204 " </tr>\n",
3205 " <tr>\n",
3206 " <th>977</th>\n",
3207 " <td> braggart</td>\n",
3208 " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
3209 " <td> ['e', 'i']</td>\n",
3210 " <td> 8</td>\n",
3211 " <td> 8</td>\n",
3212 " <td> True</td>\n",
3213 " <td> 8</td>\n",
3214 " </tr>\n",
3215 " <tr>\n",
3216 " <th>978</th>\n",
3217 " <td> shindigs</td>\n",
3218 " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
3219 " <td> ['e']</td>\n",
3220 " <td> 8</td>\n",
3221 " <td> 9</td>\n",
3222 " <td> True</td>\n",
3223 " <td> 8</td>\n",
3224 " </tr>\n",
3225 " <tr>\n",
3226 " <th>979</th>\n",
3227 " <td> indorsements</td>\n",
3228 " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
3229 " <td> []</td>\n",
3230 " <td> 12</td>\n",
3231 " <td> 10</td>\n",
3232 " <td> True</td>\n",
3233 " <td> 12</td>\n",
3234 " </tr>\n",
3235 " <tr>\n",
3236 " <th>980</th>\n",
3237 " <td> audios</td>\n",
3238 " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
3239 " <td> ['e']</td>\n",
3240 " <td> 6</td>\n",
3241 " <td> 9</td>\n",
3242 " <td> True</td>\n",
3243 " <td> 6</td>\n",
3244 " </tr>\n",
3245 " <tr>\n",
3246 " <th>981</th>\n",
3247 " <td> disrobes</td>\n",
3248 " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
3249 " <td> ['t', 'm']</td>\n",
3250 " <td> 8</td>\n",
3251 " <td> 8</td>\n",
3252 " <td> True</td>\n",
3253 " <td> 8</td>\n",
3254 " </tr>\n",
3255 " <tr>\n",
3256 " <th>982</th>\n",
3257 " <td> drake</td>\n",
3258 " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
3259 " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
3260 " <td> 5</td>\n",
3261 " <td> 5</td>\n",
3262 " <td> True</td>\n",
3263 " <td> 5</td>\n",
3264 " </tr>\n",
3265 " <tr>\n",
3266 " <th>983</th>\n",
3267 " <td> penes</td>\n",
3268 " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
3269 " <td> ['m']</td>\n",
3270 " <td> 5</td>\n",
3271 " <td> 9</td>\n",
3272 " <td> True</td>\n",
3273 " <td> 5</td>\n",
3274 " </tr>\n",
3275 " <tr>\n",
3276 " <th>984</th>\n",
3277 " <td> ecological</td>\n",
3278 " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
3279 " <td> ['s']</td>\n",
3280 " <td> 10</td>\n",
3281 " <td> 9</td>\n",
3282 " <td> True</td>\n",
3283 " <td> 10</td>\n",
3284 " </tr>\n",
3285 " <tr>\n",
3286 " <th>985</th>\n",
3287 " <td> consideration</td>\n",
3288 " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
3289 " <td> ['f']</td>\n",
3290 " <td> 13</td>\n",
3291 " <td> 9</td>\n",
3292 " <td> True</td>\n",
3293 " <td> 13</td>\n",
3294 " </tr>\n",
3295 " <tr>\n",
3296 " <th>986</th>\n",
3297 " <td> strolled</td>\n",
3298 " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
3299 " <td> ['p', 'i', 'm']</td>\n",
3300 " <td> 8</td>\n",
3301 " <td> 7</td>\n",
3302 " <td> True</td>\n",
3303 " <td> 8</td>\n",
3304 " </tr>\n",
3305 " <tr>\n",
3306 " <th>987</th>\n",
3307 " <td> peacemaker</td>\n",
3308 " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
3309 " <td> []</td>\n",
3310 " <td> 10</td>\n",
3311 " <td> 10</td>\n",
3312 " <td> True</td>\n",
3313 " <td> 10</td>\n",
3314 " </tr>\n",
3315 " <tr>\n",
3316 " <th>988</th>\n",
3317 " <td> chilliest</td>\n",
3318 " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
3319 " <td> ['f']</td>\n",
3320 " <td> 9</td>\n",
3321 " <td> 9</td>\n",
3322 " <td> True</td>\n",
3323 " <td> 9</td>\n",
3324 " </tr>\n",
3325 " <tr>\n",
3326 " <th>989</th>\n",
3327 " <td> neuritis</td>\n",
3328 " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
3329 " <td> []</td>\n",
3330 " <td> 8</td>\n",
3331 " <td> 10</td>\n",
3332 " <td> True</td>\n",
3333 " <td> 8</td>\n",
3334 " </tr>\n",
3335 " <tr>\n",
3336 " <th>990</th>\n",
3337 " <td> quisling</td>\n",
3338 " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
3339 " <td> ['e', 't', 'k', 'p']</td>\n",
3340 " <td> 8</td>\n",
3341 " <td> 6</td>\n",
3342 " <td> True</td>\n",
3343 " <td> 8</td>\n",
3344 " </tr>\n",
3345 " <tr>\n",
3346 " <th>991</th>\n",
3347 " <td> transplants</td>\n",
3348 " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
3349 " <td> ['e', 'i', 'o']</td>\n",
3350 " <td> 11</td>\n",
3351 " <td> 7</td>\n",
3352 " <td> True</td>\n",
3353 " <td> 11</td>\n",
3354 " </tr>\n",
3355 " <tr>\n",
3356 " <th>992</th>\n",
3357 " <td> bevies</td>\n",
3358 " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
3359 " <td> ['d', 'r', 'l']</td>\n",
3360 " <td> 6</td>\n",
3361 " <td> 7</td>\n",
3362 " <td> True</td>\n",
3363 " <td> 6</td>\n",
3364 " </tr>\n",
3365 " <tr>\n",
3366 " <th>993</th>\n",
3367 " <td> geeky</td>\n",
3368 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
3369 " <td> ['s', 'd', 't', 'f']</td>\n",
3370 " <td> 5</td>\n",
3371 " <td> 6</td>\n",
3372 " <td> True</td>\n",
3373 " <td> 5</td>\n",
3374 " </tr>\n",
3375 " <tr>\n",
3376 " <th>994</th>\n",
3377 " <td> demonstrations</td>\n",
3378 " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
3379 " <td> []</td>\n",
3380 " <td> 14</td>\n",
3381 " <td> 10</td>\n",
3382 " <td> True</td>\n",
3383 " <td> 14</td>\n",
3384 " </tr>\n",
3385 " <tr>\n",
3386 " <th>995</th>\n",
3387 " <td> dowses</td>\n",
3388 " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
3389 " <td> ['r', 'u']</td>\n",
3390 " <td> 6</td>\n",
3391 " <td> 8</td>\n",
3392 " <td> True</td>\n",
3393 " <td> 6</td>\n",
3394 " </tr>\n",
3395 " <tr>\n",
3396 " <th>996</th>\n",
3397 " <td> pummelling</td>\n",
3398 " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
3399 " <td> ['s', 'r', 'o']</td>\n",
3400 " <td> 10</td>\n",
3401 " <td> 7</td>\n",
3402 " <td> True</td>\n",
3403 " <td> 10</td>\n",
3404 " </tr>\n",
3405 " <tr>\n",
3406 " <th>997</th>\n",
3407 " <td> earnestness</td>\n",
3408 " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
3409 " <td> []</td>\n",
3410 " <td> 11</td>\n",
3411 " <td> 10</td>\n",
3412 " <td> True</td>\n",
3413 " <td> 11</td>\n",
3414 " </tr>\n",
3415 " <tr>\n",
3416 " <th>998</th>\n",
3417 " <td> thermodynamics</td>\n",
3418 " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
3419 " <td> []</td>\n",
3420 " <td> 14</td>\n",
3421 " <td> 10</td>\n",
3422 " <td> True</td>\n",
3423 " <td> 14</td>\n",
3424 " </tr>\n",
3425 " <tr>\n",
3426 " <th>999</th>\n",
3427 " <td> flurry</td>\n",
3428 " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
3429 " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
3430 " <td> 6</td>\n",
3431 " <td> 5</td>\n",
3432 " <td> True</td>\n",
3433 " <td> 6</td>\n",
3434 " </tr>\n",
3435 " </tbody>\n",
3436 "</table>\n",
3437 "<p>1000 rows \u00d7 7 columns</p>\n",
3438 "</div>"
3439 ],
3440 "metadata": {},
3441 "output_type": "pyout",
3442 "prompt_number": 73,
3443 "text": [
3444 " target discovered \\\n",
3445 "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
3446 "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
3447 "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
3448 "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
3449 "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
3450 "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
3451 "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
3452 "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
3453 "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
3454 "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
3455 "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
3456 "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
3457 "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
3458 "13 rails ['r', 'a', 'i', 'l', 's'] \n",
3459 "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
3460 "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
3461 "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
3462 "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
3463 "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
3464 "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
3465 "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
3466 "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
3467 "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
3468 "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
3469 "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
3470 "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
3471 "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
3472 "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
3473 "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
3474 "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
3475 ".. ... ... \n",
3476 "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
3477 "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
3478 "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
3479 "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
3480 "974 prom ['p', 'r', 'o', 'm'] \n",
3481 "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
3482 "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
3483 "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
3484 "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
3485 "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
3486 "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
3487 "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
3488 "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
3489 "983 penes ['p', 'e', 'n', 'e', 's'] \n",
3490 "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
3491 "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
3492 "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
3493 "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
3494 "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
3495 "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
3496 "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
3497 "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
3498 "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
3499 "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
3500 "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
3501 "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
3502 "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
3503 "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
3504 "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
3505 "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
3506 "\n",
3507 " wrong letters number of hits lives remaining game won \\\n",
3508 "0 ['a', 'i'] 9 8 True \n",
3509 "1 [] 10 10 True \n",
3510 "2 ['s'] 10 9 True \n",
3511 "3 ['e', 's', 'i', 'f'] 6 6 True \n",
3512 "4 ['t'] 7 9 True \n",
3513 "5 ['e'] 11 9 True \n",
3514 "6 ['e', 't'] 8 8 True \n",
3515 "7 [] 6 10 True \n",
3516 "8 ['a', 'm', 'r'] 6 7 True \n",
3517 "9 ['e', 's', 'n', 'l'] 6 6 True \n",
3518 "10 [] 11 10 True \n",
3519 "11 [] 13 10 True \n",
3520 "12 ['t'] 10 9 True \n",
3521 "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
3522 "14 ['a', 'l', 't', 'k'] 6 6 True \n",
3523 "15 ['e'] 11 9 True \n",
3524 "16 [] 10 10 True \n",
3525 "17 ['m'] 8 9 True \n",
3526 "18 ['t', 'f', 'm'] 7 7 True \n",
3527 "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
3528 "20 [] 8 10 True \n",
3529 "21 ['o'] 11 9 True \n",
3530 "22 ['t'] 8 9 True \n",
3531 "23 ['e', 'i', 't'] 9 7 True \n",
3532 "24 ['m'] 9 9 True \n",
3533 "25 [] 12 10 True \n",
3534 "26 ['i'] 12 9 True \n",
3535 "27 ['e'] 12 9 True \n",
3536 "28 ['t'] 7 9 True \n",
3537 "29 ['i'] 9 9 True \n",
3538 ".. ... ... ... ... \n",
3539 "970 [] 11 10 True \n",
3540 "971 [] 9 10 True \n",
3541 "972 ['r'] 8 9 True \n",
3542 "973 ['d', 's', 't', 'g'] 6 6 True \n",
3543 "974 ['e', 's', 'l'] 4 7 True \n",
3544 "975 ['a', 'i', 't', 'r'] 5 6 True \n",
3545 "976 [] 10 10 True \n",
3546 "977 ['e', 'i'] 8 8 True \n",
3547 "978 ['e'] 8 9 True \n",
3548 "979 [] 12 10 True \n",
3549 "980 ['e'] 6 9 True \n",
3550 "981 ['t', 'm'] 8 8 True \n",
3551 "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
3552 "983 ['m'] 5 9 True \n",
3553 "984 ['s'] 10 9 True \n",
3554 "985 ['f'] 13 9 True \n",
3555 "986 ['p', 'i', 'm'] 8 7 True \n",
3556 "987 [] 10 10 True \n",
3557 "988 ['f'] 9 9 True \n",
3558 "989 [] 8 10 True \n",
3559 "990 ['e', 't', 'k', 'p'] 8 6 True \n",
3560 "991 ['e', 'i', 'o'] 11 7 True \n",
3561 "992 ['d', 'r', 'l'] 6 7 True \n",
3562 "993 ['s', 'd', 't', 'f'] 5 6 True \n",
3563 "994 [] 14 10 True \n",
3564 "995 ['r', 'u'] 6 8 True \n",
3565 "996 ['s', 'r', 'o'] 10 7 True \n",
3566 "997 [] 11 10 True \n",
3567 "998 [] 14 10 True \n",
3568 "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
3569 "\n",
3570 " word length \n",
3571 "0 9 \n",
3572 "1 10 \n",
3573 "2 10 \n",
3574 "3 6 \n",
3575 "4 7 \n",
3576 "5 11 \n",
3577 "6 8 \n",
3578 "7 6 \n",
3579 "8 6 \n",
3580 "9 6 \n",
3581 "10 11 \n",
3582 "11 13 \n",
3583 "12 10 \n",
3584 "13 5 \n",
3585 "14 6 \n",
3586 "15 11 \n",
3587 "16 10 \n",
3588 "17 8 \n",
3589 "18 7 \n",
3590 "19 7 \n",
3591 "20 8 \n",
3592 "21 11 \n",
3593 "22 8 \n",
3594 "23 9 \n",
3595 "24 9 \n",
3596 "25 12 \n",
3597 "26 12 \n",
3598 "27 12 \n",
3599 "28 7 \n",
3600 "29 9 \n",
3601 ".. ... \n",
3602 "970 11 \n",
3603 "971 9 \n",
3604 "972 8 \n",
3605 "973 6 \n",
3606 "974 4 \n",
3607 "975 5 \n",
3608 "976 10 \n",
3609 "977 8 \n",
3610 "978 8 \n",
3611 "979 12 \n",
3612 "980 6 \n",
3613 "981 8 \n",
3614 "982 5 \n",
3615 "983 5 \n",
3616 "984 10 \n",
3617 "985 13 \n",
3618 "986 8 \n",
3619 "987 10 \n",
3620 "988 9 \n",
3621 "989 8 \n",
3622 "990 8 \n",
3623 "991 11 \n",
3624 "992 6 \n",
3625 "993 5 \n",
3626 "994 14 \n",
3627 "995 6 \n",
3628 "996 10 \n",
3629 "997 11 \n",
3630 "998 14 \n",
3631 "999 6 \n",
3632 "\n",
3633 "[1000 rows x 7 columns]"
3634 ]
3635 }
3636 ],
3637 "prompt_number": 73
3638 },
3639 {
3640 "cell_type": "code",
3641 "collapsed": false,
3642 "input": [
3643 "adaptive_pattern['lives remaining'].hist()"
3644 ],
3645 "language": "python",
3646 "metadata": {},
3647 "outputs": [
3648 {
3649 "metadata": {},
3650 "output_type": "pyout",
3651 "prompt_number": 74,
3652 "text": [
3653 "<matplotlib.axes.AxesSubplot at 0x7f672cca9ba8>"
3654 ]
3655 },
3656 {
3657 "metadata": {},
3658 "output_type": "display_data",
3659 "png": 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RlPExAep2DnhJqigzeKlAZeTfJdQAZdRRQg3gaZKSJMABn525c2IvpOnlgJekijKDlwpk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\nwf8D25ze66lP9woAAAAASUVORK5CYII=\n",
3660 "text": [
3661 "<matplotlib.figure.Figure at 0x7f672c353a58>"
3662 ]
3663 }
3664 ],
3665 "prompt_number": 74
3666 },
3667 {
3668 "cell_type": "code",
3669 "collapsed": false,
3670 "input": [
3671 "adaptive_pattern.groupby('lives remaining').size()"
3672 ],
3673 "language": "python",
3674 "metadata": {},
3675 "outputs": [
3676 {
3677 "metadata": {},
3678 "output_type": "pyout",
3679 "prompt_number": 75,
3680 "text": [
3681 "lives remaining\n",
3682 "0 11\n",
3683 "1 5\n",
3684 "2 5\n",
3685 "3 22\n",
3686 "4 40\n",
3687 "5 42\n",
3688 "6 79\n",
3689 "7 109\n",
3690 "8 161\n",
3691 "9 290\n",
3692 "10 236\n",
3693 "dtype: int64"
3694 ]
3695 }
3696 ],
3697 "prompt_number": 75
3698 },
3699 {
3700 "cell_type": "code",
3701 "collapsed": false,
3702 "input": [],
3703 "language": "python",
3704 "metadata": {},
3705 "outputs": [],
3706 "prompt_number": 75
3707 }
3708 ],
3709 "metadata": {}
3710 }
3711 ]
3712 }
Programming exercises for the CAS Master teacher training