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[cas-master-teacher-training.git] / hangman-logging.ipynb
1 {
2 "metadata": {
3 "name": "",
4 "signature": "sha256:445c0bbd851ff7b6a03c242b95a838b45261c92eee2d71a86721d2ce663cdb27"
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": 23
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": 24
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": 25
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": 26
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": 27
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 " locations = []\n",
92 " starting=0\n",
93 " location = self.target.find(letter)\n",
94 " while location > -1:\n",
95 " locations += [location]\n",
96 " starting = location + 1\n",
97 " location = self.target.find(letter, starting)\n",
98 " return locations\n",
99 " \n",
100 " def update_discovered_word(self, guessed_letter):\n",
101 " locations = self.find_all(guessed_letter)\n",
102 " for location in locations:\n",
103 " self.discovered[location] = guessed_letter\n",
104 " return self.discovered\n",
105 " \n",
106 " def do_turn(self):\n",
107 " if self.player:\n",
108 " guess = self.player.guess(self.discovered, self.wrong_letters, self.lives)\n",
109 " else:\n",
110 " guess = self.ask_for_guess()\n",
111 " if guess in self.target:\n",
112 " self.update_discovered_word(guess)\n",
113 " else:\n",
114 " self.lives -= 1\n",
115 " if guess not in self.wrong_letters:\n",
116 " self.wrong_letters += [guess]\n",
117 " if self.lives == 0:\n",
118 " self.game_finished = True\n",
119 " self.game_lost = True\n",
120 " if '_' not in self.discovered:\n",
121 " self.game_finished = True\n",
122 " self.game_won = True\n",
123 " \n",
124 " def ask_for_guess(self):\n",
125 " print('Word:', ' '.join(self.discovered), \n",
126 " ' : Lives =', self.lives, \n",
127 " ', wrong guesses:', ' '.join(sorted(self.wrong_letters)))\n",
128 " guess = input('Enter letter: ').strip().lower()[0]\n",
129 " return guess\n",
130 " \n",
131 " def play_game(self, csvwriter=None):\n",
132 " while not self.game_finished:\n",
133 " self.do_turn()\n",
134 " if not self.player:\n",
135 " self.report_on_game()\n",
136 " if csvwriter:\n",
137 " csvwriter.writerow([self.target, self.discovered, self.wrong_letters, \n",
138 " len([l for l in self.discovered if l != '_']),\n",
139 " self.lives, self.game_won])\n",
140 " return self.game_won\n",
141 " \n",
142 " def report_on_game(self):\n",
143 " if self.game_won:\n",
144 " print('You won! The word was', self.target)\n",
145 " else:\n",
146 " print('You lost. The word was', self.target)\n",
147 " return self.game_won"
148 ],
149 "language": "python",
150 "metadata": {},
151 "outputs": [],
152 "prompt_number": 70
153 },
154 {
155 "cell_type": "code",
156 "collapsed": false,
157 "input": [
158 "class PlayerFixedOrder:\n",
159 " def __init__(self, ordered_letters):\n",
160 " self.ordered_letters = ordered_letters\n",
161 " \n",
162 " def guess(self, discovered, missed, lives):\n",
163 " guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
164 " self.ordered_subtract(guessed_letters)\n",
165 " return self.ordered_letters[0]\n",
166 "\n",
167 " def ordered_subtract(self, to_remove):\n",
168 " for r in to_remove:\n",
169 " if r in self.ordered_letters:\n",
170 " ri = self.ordered_letters.index(r)\n",
171 " self.ordered_letters = self.ordered_letters[:ri] + self.ordered_letters[ri+1:]"
172 ],
173 "language": "python",
174 "metadata": {},
175 "outputs": [],
176 "prompt_number": 29
177 },
178 {
179 "cell_type": "code",
180 "collapsed": false,
181 "input": [
182 "class PlayerAlphabetical(PlayerFixedOrder):\n",
183 " def __init__(self):\n",
184 " super().__init__(string.ascii_lowercase)\n",
185 "\n",
186 "class PlayerFreqOrdered(PlayerFixedOrder):\n",
187 " def __init__(self):\n",
188 " super().__init__(LETTERS_IN_ORDER)\n"
189 ],
190 "language": "python",
191 "metadata": {},
192 "outputs": [],
193 "prompt_number": 30
194 },
195 {
196 "cell_type": "code",
197 "collapsed": false,
198 "input": [
199 "class PlayerAdaptive:\n",
200 " def __init__(self, words):\n",
201 " self.candidate_words = words\n",
202 " \n",
203 " def guess(self, discovered, missed, lives):\n",
204 " self.filter_candidate_words(discovered, missed)\n",
205 " self.set_ordered_letters()\n",
206 " guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
207 " self.ordered_subtract(guessed_letters)\n",
208 " return self.ordered_letters[0]\n",
209 "\n",
210 " def ordered_subtract(self, to_remove):\n",
211 " for r in to_remove:\n",
212 " if r in self.ordered_letters:\n",
213 " ri = self.ordered_letters.index(r)\n",
214 " self.ordered_letters = self.ordered_letters[:ri] + self.ordered_letters[ri+1:]\n",
215 " \n",
216 " def filter_candidate_words(self, discovered, missed):\n",
217 " pass\n",
218 " \n",
219 " def set_ordered_letters(self):\n",
220 " counts = collections.Counter(l.lower() \n",
221 " for l in ''.join(self.candidate_words) + string.ascii_lowercase \n",
222 " if l in string.ascii_letters)\n",
223 " self.ordered_letters = [p[0] for p in counts.most_common()]"
224 ],
225 "language": "python",
226 "metadata": {},
227 "outputs": [],
228 "prompt_number": 31
229 },
230 {
231 "cell_type": "code",
232 "collapsed": false,
233 "input": [
234 "class PlayerAdaptiveLength(PlayerAdaptive):\n",
235 " def __init__(self, words):\n",
236 " super().__init__(words)\n",
237 " self.word_len = None\n",
238 " self.ordered_letters = None\n",
239 " \n",
240 " def filter_candidate_words(self, discovered, missed):\n",
241 " if not self.word_len:\n",
242 " self.word_len = len(discovered)\n",
243 " self.candidate_words = [w for w in self.candidate_words if len(w) == self.word_len]\n",
244 " \n",
245 " def set_ordered_letters(self):\n",
246 " if not self.ordered_letters:\n",
247 " super().set_ordered_letters()"
248 ],
249 "language": "python",
250 "metadata": {},
251 "outputs": [],
252 "prompt_number": 32
253 },
254 {
255 "cell_type": "code",
256 "collapsed": false,
257 "input": [
258 "class PlayerAdaptiveIncludedLetters(PlayerAdaptive):\n",
259 " def filter_candidate_words(self, discovered, missed):\n",
260 " exp = re.compile('^' + ''.join(discovered).replace('_', '.') + '$')\n",
261 " self.candidate_words = [w for w in self.candidate_words if exp.match(w)]"
262 ],
263 "language": "python",
264 "metadata": {},
265 "outputs": [],
266 "prompt_number": 33
267 },
268 {
269 "cell_type": "code",
270 "collapsed": false,
271 "input": [
272 "class PlayerAdaptiveExcludedLetters(PlayerAdaptive):\n",
273 " def filter_candidate_words(self, discovered, missed):\n",
274 " if missed:\n",
275 " exp = re.compile('^[^' + ''.join(missed) + ']*$')\n",
276 " self.candidate_words = [w for w in self.candidate_words if exp.match(w)] "
277 ],
278 "language": "python",
279 "metadata": {},
280 "outputs": [],
281 "prompt_number": 34
282 },
283 {
284 "cell_type": "code",
285 "collapsed": false,
286 "input": [
287 "class PlayerAdaptivePattern(PlayerAdaptive):\n",
288 " def filter_candidate_words(self, discovered, missed):\n",
289 " attempted_letters = [l for l in discovered if l != '_'] + missed\n",
290 " if attempted_letters:\n",
291 " exclusion_pattern = '[^' + ''.join(attempted_letters) + ']'\n",
292 " else:\n",
293 " exclusion_pattern = '.'\n",
294 " exp = re.compile('^' + ''.join(discovered).replace('_', exclusion_pattern) + '$')\n",
295 " self.candidate_words = [w for w in self.candidate_words if exp.match(w)]"
296 ],
297 "language": "python",
298 "metadata": {},
299 "outputs": [],
300 "prompt_number": 35
301 },
302 {
303 "cell_type": "code",
304 "collapsed": false,
305 "input": [
306 "g = Game(random.choice(WORDS), player=PlayerAdaptive(WORDS))\n",
307 "g.play_game()"
308 ],
309 "language": "python",
310 "metadata": {},
311 "outputs": [
312 {
313 "metadata": {},
314 "output_type": "pyout",
315 "prompt_number": 37,
316 "text": [
317 "True"
318 ]
319 }
320 ],
321 "prompt_number": 37
322 },
323 {
324 "cell_type": "code",
325 "collapsed": false,
326 "input": [
327 "with open('fixed_alphabetical.csv', 'w', newline='') as csvfile:\n",
328 " gamewriter = csv.writer(csvfile)\n",
329 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
330 " for _ in range(100):\n",
331 " g = Game(random.choice(WORDS), player=PlayerAlphabetical())\n",
332 " g.play_game(gamewriter)"
333 ],
334 "language": "python",
335 "metadata": {},
336 "outputs": [],
337 "prompt_number": 72
338 },
339 {
340 "cell_type": "code",
341 "collapsed": false,
342 "input": [
343 "players = [(PlayerAlphabetical, None, 'fixed_alphabetical.csv'), \n",
344 " (PlayerFreqOrdered, None, 'fixed_order.csv'),\n",
345 " (PlayerAdaptiveIncludedLetters, WORDS, 'adaptive_included.csv'),\n",
346 " (PlayerAdaptiveExcludedLetters, WORDS, 'adaptive_excluded.csv'),\n",
347 " (PlayerAdaptivePattern, WORDS, 'adaptive_pattern.csv')]\n",
348 "\n",
349 "games_per_player = 1000\n",
350 "\n",
351 "for p, a, f in players:\n",
352 " with open(f, 'w', newline='') as csvfile:\n",
353 " gamewriter = csv.writer(csvfile)\n",
354 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
355 " for _ in range(games_per_player):\n",
356 " if a:\n",
357 " g = Game(random.choice(WORDS), player=p(a))\n",
358 " else:\n",
359 " g = Game(random.choice(WORDS), player=p())\n",
360 " g.play_game(gamewriter)"
361 ],
362 "language": "python",
363 "metadata": {},
364 "outputs": [],
365 "prompt_number": 73
366 },
367 {
368 "cell_type": "code",
369 "collapsed": false,
370 "input": [
371 "import pandas as pd\n",
372 "import matplotlib as mpl\n",
373 "import matplotlib.pyplot as plt\n",
374 "%matplotlib inline"
375 ],
376 "language": "python",
377 "metadata": {},
378 "outputs": [],
379 "prompt_number": 86
380 },
381 {
382 "cell_type": "code",
383 "collapsed": false,
384 "input": [
385 "fixed_order = pd.read_csv('fixed_order.csv')\n",
386 "fixed_order"
387 ],
388 "language": "python",
389 "metadata": {},
390 "outputs": [
391 {
392 "html": [
393 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
394 "<table border=\"1\" class=\"dataframe\">\n",
395 " <thead>\n",
396 " <tr style=\"text-align: right;\">\n",
397 " <th></th>\n",
398 " <th>target</th>\n",
399 " <th>discovered</th>\n",
400 " <th>wrong letters</th>\n",
401 " <th>number of hits</th>\n",
402 " <th>lives remaining</th>\n",
403 " <th>game won</th>\n",
404 " </tr>\n",
405 " </thead>\n",
406 " <tbody>\n",
407 " <tr>\n",
408 " <th>0 </th>\n",
409 " <td> gushed</td>\n",
410 " <td> ['_', 'u', 's', 'h', 'e', 'd']</td>\n",
411 " <td> ['t', 'a', 'o', 'i', 'n', 'r', 'l', 'm', 'w', ...</td>\n",
412 " <td> 5</td>\n",
413 " <td> 0</td>\n",
414 " <td> False</td>\n",
415 " </tr>\n",
416 " <tr>\n",
417 " <th>1 </th>\n",
418 " <td> marvels</td>\n",
419 " <td> ['m', 'a', 'r', '_', 'e', 'l', 's']</td>\n",
420 " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'u', 'w', 'c', ...</td>\n",
421 " <td> 6</td>\n",
422 " <td> 0</td>\n",
423 " <td> False</td>\n",
424 " </tr>\n",
425 " <tr>\n",
426 " <th>2 </th>\n",
427 " <td> theist</td>\n",
428 " <td> ['t', 'h', 'e', 'i', 's', 't']</td>\n",
429 " <td> ['a', 'o', 'n']</td>\n",
430 " <td> 6</td>\n",
431 " <td> 7</td>\n",
432 " <td> True</td>\n",
433 " </tr>\n",
434 " <tr>\n",
435 " <th>3 </th>\n",
436 " <td> dislocated</td>\n",
437 " <td> ['d', 'i', 's', 'l', 'o', 'c', 'a', 't', 'e', ...</td>\n",
438 " <td> ['h', 'n', 'r', 'u', 'm', 'w']</td>\n",
439 " <td> 10</td>\n",
440 " <td> 4</td>\n",
441 " <td> True</td>\n",
442 " </tr>\n",
443 " <tr>\n",
444 " <th>4 </th>\n",
445 " <td> groans</td>\n",
446 " <td> ['_', 'r', 'o', 'a', 'n', 's']</td>\n",
447 " <td> ['e', 't', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
448 " <td> 5</td>\n",
449 " <td> 0</td>\n",
450 " <td> False</td>\n",
451 " </tr>\n",
452 " <tr>\n",
453 " <th>5 </th>\n",
454 " <td> nukes</td>\n",
455 " <td> ['n', 'u', '_', 'e', 's']</td>\n",
456 " <td> ['t', 'a', 'o', 'i', 'h', 'r', 'd', 'l', 'm', ...</td>\n",
457 " <td> 4</td>\n",
458 " <td> 0</td>\n",
459 " <td> False</td>\n",
460 " </tr>\n",
461 " <tr>\n",
462 " <th>6 </th>\n",
463 " <td> meagerly</td>\n",
464 " <td> ['m', 'e', 'a', '_', 'e', 'r', 'l', '_']</td>\n",
465 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'u', 'w', ...</td>\n",
466 " <td> 6</td>\n",
467 " <td> 0</td>\n",
468 " <td> False</td>\n",
469 " </tr>\n",
470 " <tr>\n",
471 " <th>7 </th>\n",
472 " <td> mewling</td>\n",
473 " <td> ['m', 'e', 'w', 'l', 'i', 'n', '_']</td>\n",
474 " <td> ['t', 'a', 'o', 'h', 's', 'r', 'd', 'u', 'c', ...</td>\n",
475 " <td> 6</td>\n",
476 " <td> 0</td>\n",
477 " <td> False</td>\n",
478 " </tr>\n",
479 " <tr>\n",
480 " <th>8 </th>\n",
481 " <td> ageings</td>\n",
482 " <td> ['a', '_', 'e', 'i', 'n', '_', 's']</td>\n",
483 " <td> ['t', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
484 " <td> 5</td>\n",
485 " <td> 0</td>\n",
486 " <td> False</td>\n",
487 " </tr>\n",
488 " <tr>\n",
489 " <th>9 </th>\n",
490 " <td> showered</td>\n",
491 " <td> ['s', 'h', 'o', 'w', 'e', 'r', 'e', 'd']</td>\n",
492 " <td> ['t', 'a', 'i', 'n', 'l', 'u', 'm']</td>\n",
493 " <td> 8</td>\n",
494 " <td> 3</td>\n",
495 " <td> True</td>\n",
496 " </tr>\n",
497 " <tr>\n",
498 " <th>10 </th>\n",
499 " <td> explosiveness</td>\n",
500 " <td> ['e', '_', '_', 'l', 'o', 's', 'i', '_', 'e', ...</td>\n",
501 " <td> ['t', 'a', 'h', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
502 " <td> 10</td>\n",
503 " <td> 0</td>\n",
504 " <td> False</td>\n",
505 " </tr>\n",
506 " <tr>\n",
507 " <th>11 </th>\n",
508 " <td> flyswatter</td>\n",
509 " <td> ['f', 'l', 'y', 's', 'w', 'a', 't', 't', 'e', ...</td>\n",
510 " <td> ['o', 'i', 'h', 'n', 'd', 'u', 'm', 'c']</td>\n",
511 " <td> 10</td>\n",
512 " <td> 2</td>\n",
513 " <td> True</td>\n",
514 " </tr>\n",
515 " <tr>\n",
516 " <th>12 </th>\n",
517 " <td> lazy</td>\n",
518 " <td> ['l', 'a', '_', '_']</td>\n",
519 " <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
520 " <td> 2</td>\n",
521 " <td> 0</td>\n",
522 " <td> False</td>\n",
523 " </tr>\n",
524 " <tr>\n",
525 " <th>13 </th>\n",
526 " <td> literacy</td>\n",
527 " <td> ['l', 'i', 't', 'e', 'r', 'a', 'c', 'y']</td>\n",
528 " <td> ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w']</td>\n",
529 " <td> 8</td>\n",
530 " <td> 2</td>\n",
531 " <td> True</td>\n",
532 " </tr>\n",
533 " <tr>\n",
534 " <th>14 </th>\n",
535 " <td> changeovers</td>\n",
536 " <td> ['c', 'h', 'a', 'n', 'g', 'e', 'o', '_', 'e', ...</td>\n",
537 " <td> ['t', 'i', 'd', 'l', 'u', 'm', 'w', 'y', 'f', ...</td>\n",
538 " <td> 10</td>\n",
539 " <td> 0</td>\n",
540 " <td> False</td>\n",
541 " </tr>\n",
542 " <tr>\n",
543 " <th>15 </th>\n",
544 " <td> bowers</td>\n",
545 " <td> ['_', 'o', 'w', 'e', 'r', 's']</td>\n",
546 " <td> ['t', 'a', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
547 " <td> 5</td>\n",
548 " <td> 0</td>\n",
549 " <td> False</td>\n",
550 " </tr>\n",
551 " <tr>\n",
552 " <th>16 </th>\n",
553 " <td> strychnine</td>\n",
554 " <td> ['s', 't', 'r', 'y', 'c', 'h', 'n', 'i', 'n', ...</td>\n",
555 " <td> ['a', 'o', 'd', 'l', 'u', 'm', 'w']</td>\n",
556 " <td> 10</td>\n",
557 " <td> 3</td>\n",
558 " <td> True</td>\n",
559 " </tr>\n",
560 " <tr>\n",
561 " <th>17 </th>\n",
562 " <td> halting</td>\n",
563 " <td> ['h', 'a', 'l', 't', 'i', 'n', '_']</td>\n",
564 " <td> ['e', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
565 " <td> 6</td>\n",
566 " <td> 0</td>\n",
567 " <td> False</td>\n",
568 " </tr>\n",
569 " <tr>\n",
570 " <th>18 </th>\n",
571 " <td> throat</td>\n",
572 " <td> ['t', 'h', 'r', 'o', 'a', 't']</td>\n",
573 " <td> ['e', 'i', 'n', 's']</td>\n",
574 " <td> 6</td>\n",
575 " <td> 6</td>\n",
576 " <td> True</td>\n",
577 " </tr>\n",
578 " <tr>\n",
579 " <th>19 </th>\n",
580 " <td> crazy</td>\n",
581 " <td> ['_', 'r', 'a', '_', '_']</td>\n",
582 " <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'd', 'l', ...</td>\n",
583 " <td> 2</td>\n",
584 " <td> 0</td>\n",
585 " <td> False</td>\n",
586 " </tr>\n",
587 " <tr>\n",
588 " <th>20 </th>\n",
589 " <td> hourglasses</td>\n",
590 " <td> ['h', 'o', 'u', 'r', 'g', 'l', 'a', 's', 's', ...</td>\n",
591 " <td> ['t', 'i', 'n', 'd', 'm', 'w', 'c', 'y', 'f']</td>\n",
592 " <td> 11</td>\n",
593 " <td> 1</td>\n",
594 " <td> True</td>\n",
595 " </tr>\n",
596 " <tr>\n",
597 " <th>21 </th>\n",
598 " <td> unbiassed</td>\n",
599 " <td> ['u', 'n', '_', 'i', 'a', 's', 's', 'e', 'd']</td>\n",
600 " <td> ['t', 'o', 'h', 'r', 'l', 'm', 'w', 'c', 'y', ...</td>\n",
601 " <td> 8</td>\n",
602 " <td> 0</td>\n",
603 " <td> False</td>\n",
604 " </tr>\n",
605 " <tr>\n",
606 " <th>22 </th>\n",
607 " <td> snooping</td>\n",
608 " <td> ['s', 'n', 'o', 'o', '_', 'i', 'n', '_']</td>\n",
609 " <td> ['e', 't', 'a', 'h', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
610 " <td> 6</td>\n",
611 " <td> 0</td>\n",
612 " <td> False</td>\n",
613 " </tr>\n",
614 " <tr>\n",
615 " <th>23 </th>\n",
616 " <td> gradient</td>\n",
617 " <td> ['_', 'r', 'a', 'd', 'i', 'e', 'n', 't']</td>\n",
618 " <td> ['o', 'h', 's', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
619 " <td> 7</td>\n",
620 " <td> 0</td>\n",
621 " <td> False</td>\n",
622 " </tr>\n",
623 " <tr>\n",
624 " <th>24 </th>\n",
625 " <td> mourned</td>\n",
626 " <td> ['m', 'o', 'u', 'r', 'n', 'e', 'd']</td>\n",
627 " <td> ['t', 'a', 'i', 'h', 's', 'l']</td>\n",
628 " <td> 7</td>\n",
629 " <td> 4</td>\n",
630 " <td> True</td>\n",
631 " </tr>\n",
632 " <tr>\n",
633 " <th>25 </th>\n",
634 " <td> ingress</td>\n",
635 " <td> ['i', 'n', '_', 'r', 'e', 's', 's']</td>\n",
636 " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
637 " <td> 6</td>\n",
638 " <td> 0</td>\n",
639 " <td> False</td>\n",
640 " </tr>\n",
641 " <tr>\n",
642 " <th>26 </th>\n",
643 " <td> desensitise</td>\n",
644 " <td> ['d', 'e', 's', 'e', 'n', 's', 'i', 't', 'i', ...</td>\n",
645 " <td> ['a', 'o', 'h', 'r']</td>\n",
646 " <td> 11</td>\n",
647 " <td> 6</td>\n",
648 " <td> True</td>\n",
649 " </tr>\n",
650 " <tr>\n",
651 " <th>27 </th>\n",
652 " <td> histamines</td>\n",
653 " <td> ['h', 'i', 's', 't', 'a', 'm', 'i', 'n', 'e', ...</td>\n",
654 " <td> ['o', 'r', 'd', 'l', 'u']</td>\n",
655 " <td> 10</td>\n",
656 " <td> 5</td>\n",
657 " <td> True</td>\n",
658 " </tr>\n",
659 " <tr>\n",
660 " <th>28 </th>\n",
661 " <td> extravagant</td>\n",
662 " <td> ['e', '_', 't', 'r', 'a', '_', 'a', '_', 'a', ...</td>\n",
663 " <td> ['o', 'i', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
664 " <td> 8</td>\n",
665 " <td> 0</td>\n",
666 " <td> False</td>\n",
667 " </tr>\n",
668 " <tr>\n",
669 " <th>29 </th>\n",
670 " <td> propagandists</td>\n",
671 " <td> ['p', 'r', 'o', 'p', 'a', 'g', 'a', 'n', 'd', ...</td>\n",
672 " <td> ['e', 'h', 'l', 'u', 'm', 'w', 'c', 'y', 'f']</td>\n",
673 " <td> 13</td>\n",
674 " <td> 1</td>\n",
675 " <td> True</td>\n",
676 " </tr>\n",
677 " <tr>\n",
678 " <th>...</th>\n",
679 " <td>...</td>\n",
680 " <td>...</td>\n",
681 " <td>...</td>\n",
682 " <td>...</td>\n",
683 " <td>...</td>\n",
684 " <td>...</td>\n",
685 " </tr>\n",
686 " <tr>\n",
687 " <th>970</th>\n",
688 " <td> pantry</td>\n",
689 " <td> ['_', 'a', 'n', 't', 'r', '_']</td>\n",
690 " <td> ['e', 'o', 'i', 'h', 's', 'd', 'l', 'u', 'm', ...</td>\n",
691 " <td> 4</td>\n",
692 " <td> 0</td>\n",
693 " <td> False</td>\n",
694 " </tr>\n",
695 " <tr>\n",
696 " <th>971</th>\n",
697 " <td> tethered</td>\n",
698 " <td> ['t', 'e', 't', 'h', 'e', 'r', 'e', 'd']</td>\n",
699 " <td> ['a', 'o', 'i', 'n', 's']</td>\n",
700 " <td> 8</td>\n",
701 " <td> 5</td>\n",
702 " <td> True</td>\n",
703 " </tr>\n",
704 " <tr>\n",
705 " <th>972</th>\n",
706 " <td> frizziest</td>\n",
707 " <td> ['_', 'r', 'i', '_', '_', 'i', 'e', 's', 't']</td>\n",
708 " <td> ['a', 'o', 'h', 'n', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
709 " <td> 6</td>\n",
710 " <td> 0</td>\n",
711 " <td> False</td>\n",
712 " </tr>\n",
713 " <tr>\n",
714 " <th>973</th>\n",
715 " <td> recurrent</td>\n",
716 " <td> ['r', 'e', 'c', 'u', 'r', 'r', 'e', 'n', 't']</td>\n",
717 " <td> ['a', 'o', 'i', 'h', 's', 'd', 'l', 'm', 'w']</td>\n",
718 " <td> 9</td>\n",
719 " <td> 1</td>\n",
720 " <td> True</td>\n",
721 " </tr>\n",
722 " <tr>\n",
723 " <th>974</th>\n",
724 " <td> truce</td>\n",
725 " <td> ['t', 'r', 'u', '_', 'e']</td>\n",
726 " <td> ['a', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'm', ...</td>\n",
727 " <td> 4</td>\n",
728 " <td> 0</td>\n",
729 " <td> False</td>\n",
730 " </tr>\n",
731 " <tr>\n",
732 " <th>975</th>\n",
733 " <td> panhandlers</td>\n",
734 " <td> ['_', 'a', 'n', 'h', 'a', 'n', 'd', 'l', 'e', ...</td>\n",
735 " <td> ['t', 'o', 'i', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
736 " <td> 10</td>\n",
737 " <td> 0</td>\n",
738 " <td> False</td>\n",
739 " </tr>\n",
740 " <tr>\n",
741 " <th>976</th>\n",
742 " <td> heehawing</td>\n",
743 " <td> ['h', 'e', 'e', 'h', 'a', 'w', 'i', 'n', '_']</td>\n",
744 " <td> ['t', 'o', 's', 'r', 'd', 'l', 'u', 'm', 'c', ...</td>\n",
745 " <td> 8</td>\n",
746 " <td> 0</td>\n",
747 " <td> False</td>\n",
748 " </tr>\n",
749 " <tr>\n",
750 " <th>977</th>\n",
751 " <td> catafalques</td>\n",
752 " <td> ['c', 'a', 't', 'a', 'f', 'a', 'l', '_', 'u', ...</td>\n",
753 " <td> ['o', 'i', 'h', 'n', 'r', 'd', 'm', 'w', 'y', ...</td>\n",
754 " <td> 10</td>\n",
755 " <td> 0</td>\n",
756 " <td> False</td>\n",
757 " </tr>\n",
758 " <tr>\n",
759 " <th>978</th>\n",
760 " <td> deeming</td>\n",
761 " <td> ['d', 'e', 'e', 'm', 'i', 'n', '_']</td>\n",
762 " <td> ['t', 'a', 'o', 'h', 's', 'r', 'l', 'u', 'w', ...</td>\n",
763 " <td> 6</td>\n",
764 " <td> 0</td>\n",
765 " <td> False</td>\n",
766 " </tr>\n",
767 " <tr>\n",
768 " <th>979</th>\n",
769 " <td> hoof</td>\n",
770 " <td> ['h', 'o', 'o', '_']</td>\n",
771 " <td> ['e', 't', 'a', 'i', 'n', 's', 'r', 'd', 'l', ...</td>\n",
772 " <td> 3</td>\n",
773 " <td> 0</td>\n",
774 " <td> False</td>\n",
775 " </tr>\n",
776 " <tr>\n",
777 " <th>980</th>\n",
778 " <td> takeouts</td>\n",
779 " <td> ['t', 'a', '_', 'e', 'o', 'u', 't', 's']</td>\n",
780 " <td> ['i', 'h', 'n', 'r', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
781 " <td> 7</td>\n",
782 " <td> 0</td>\n",
783 " <td> False</td>\n",
784 " </tr>\n",
785 " <tr>\n",
786 " <th>981</th>\n",
787 " <td> commencing</td>\n",
788 " <td> ['c', 'o', 'm', 'm', 'e', 'n', 'c', 'i', 'n', ...</td>\n",
789 " <td> ['t', 'a', 'h', 's', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
790 " <td> 9</td>\n",
791 " <td> 0</td>\n",
792 " <td> False</td>\n",
793 " </tr>\n",
794 " <tr>\n",
795 " <th>982</th>\n",
796 " <td> ventilates</td>\n",
797 " <td> ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'e', ...</td>\n",
798 " <td> ['o', 'h', 'r', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
799 " <td> 9</td>\n",
800 " <td> 0</td>\n",
801 " <td> False</td>\n",
802 " </tr>\n",
803 " <tr>\n",
804 " <th>983</th>\n",
805 " <td> ventilators</td>\n",
806 " <td> ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'o', ...</td>\n",
807 " <td> ['h', 'd', 'u', 'm', 'w', 'c', 'y', 'f', 'g', ...</td>\n",
808 " <td> 10</td>\n",
809 " <td> 0</td>\n",
810 " <td> False</td>\n",
811 " </tr>\n",
812 " <tr>\n",
813 " <th>984</th>\n",
814 " <td> silkworms</td>\n",
815 " <td> ['s', 'i', 'l', '_', 'w', 'o', 'r', 'm', 's']</td>\n",
816 " <td> ['e', 't', 'a', 'h', 'n', 'd', 'u', 'c', 'y', ...</td>\n",
817 " <td> 8</td>\n",
818 " <td> 0</td>\n",
819 " <td> False</td>\n",
820 " </tr>\n",
821 " <tr>\n",
822 " <th>985</th>\n",
823 " <td> schemers</td>\n",
824 " <td> ['s', 'c', 'h', 'e', 'm', 'e', 'r', 's']</td>\n",
825 " <td> ['t', 'a', 'o', 'i', 'n', 'd', 'l', 'u', 'w']</td>\n",
826 " <td> 8</td>\n",
827 " <td> 1</td>\n",
828 " <td> True</td>\n",
829 " </tr>\n",
830 " <tr>\n",
831 " <th>986</th>\n",
832 " <td> glorious</td>\n",
833 " <td> ['_', 'l', 'o', 'r', 'i', 'o', 'u', 's']</td>\n",
834 " <td> ['e', 't', 'a', 'h', 'n', 'd', 'm', 'w', 'c', ...</td>\n",
835 " <td> 7</td>\n",
836 " <td> 0</td>\n",
837 " <td> False</td>\n",
838 " </tr>\n",
839 " <tr>\n",
840 " <th>987</th>\n",
841 " <td> primogeniture</td>\n",
842 " <td> ['p', 'r', 'i', 'm', 'o', 'g', 'e', 'n', 'i', ...</td>\n",
843 " <td> ['a', 'h', 's', 'd', 'l', 'w', 'c', 'y', 'f']</td>\n",
844 " <td> 13</td>\n",
845 " <td> 1</td>\n",
846 " <td> True</td>\n",
847 " </tr>\n",
848 " <tr>\n",
849 " <th>988</th>\n",
850 " <td> vowel</td>\n",
851 " <td> ['_', 'o', '_', 'e', 'l']</td>\n",
852 " <td> ['t', 'a', 'i', 'h', 'n', 's', 'r', 'd', 'u', ...</td>\n",
853 " <td> 3</td>\n",
854 " <td> 0</td>\n",
855 " <td> False</td>\n",
856 " </tr>\n",
857 " <tr>\n",
858 " <th>989</th>\n",
859 " <td> bulging</td>\n",
860 " <td> ['_', 'u', 'l', '_', 'i', 'n', '_']</td>\n",
861 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'm', ...</td>\n",
862 " <td> 4</td>\n",
863 " <td> 0</td>\n",
864 " <td> False</td>\n",
865 " </tr>\n",
866 " <tr>\n",
867 " <th>990</th>\n",
868 " <td> regarding</td>\n",
869 " <td> ['r', 'e', '_', 'a', 'r', 'd', 'i', 'n', '_']</td>\n",
870 " <td> ['t', 'o', 'h', 's', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
871 " <td> 7</td>\n",
872 " <td> 0</td>\n",
873 " <td> False</td>\n",
874 " </tr>\n",
875 " <tr>\n",
876 " <th>991</th>\n",
877 " <td> intensify</td>\n",
878 " <td> ['i', 'n', 't', 'e', 'n', 's', 'i', '_', '_']</td>\n",
879 " <td> ['a', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
880 " <td> 7</td>\n",
881 " <td> 0</td>\n",
882 " <td> False</td>\n",
883 " </tr>\n",
884 " <tr>\n",
885 " <th>992</th>\n",
886 " <td> interception</td>\n",
887 " <td> ['i', 'n', 't', 'e', 'r', 'c', 'e', '_', 't', ...</td>\n",
888 " <td> ['a', 'h', 's', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
889 " <td> 11</td>\n",
890 " <td> 0</td>\n",
891 " <td> False</td>\n",
892 " </tr>\n",
893 " <tr>\n",
894 " <th>993</th>\n",
895 " <td> kohlrabi</td>\n",
896 " <td> ['_', 'o', 'h', 'l', 'r', 'a', '_', 'i']</td>\n",
897 " <td> ['e', 't', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
898 " <td> 6</td>\n",
899 " <td> 0</td>\n",
900 " <td> False</td>\n",
901 " </tr>\n",
902 " <tr>\n",
903 " <th>994</th>\n",
904 " <td> putrefies</td>\n",
905 " <td> ['_', 'u', 't', 'r', 'e', '_', 'i', 'e', 's']</td>\n",
906 " <td> ['a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
907 " <td> 7</td>\n",
908 " <td> 0</td>\n",
909 " <td> False</td>\n",
910 " </tr>\n",
911 " <tr>\n",
912 " <th>995</th>\n",
913 " <td> moneybags</td>\n",
914 " <td> ['m', 'o', 'n', 'e', 'y', '_', 'a', '_', 's']</td>\n",
915 " <td> ['t', 'i', 'h', 'r', 'd', 'l', 'u', 'w', 'c', ...</td>\n",
916 " <td> 7</td>\n",
917 " <td> 0</td>\n",
918 " <td> False</td>\n",
919 " </tr>\n",
920 " <tr>\n",
921 " <th>996</th>\n",
922 " <td> comrade</td>\n",
923 " <td> ['c', 'o', 'm', 'r', 'a', 'd', 'e']</td>\n",
924 " <td> ['t', 'i', 'h', 'n', 's', 'l', 'u', 'w']</td>\n",
925 " <td> 7</td>\n",
926 " <td> 2</td>\n",
927 " <td> True</td>\n",
928 " </tr>\n",
929 " <tr>\n",
930 " <th>997</th>\n",
931 " <td> encircle</td>\n",
932 " <td> ['e', 'n', 'c', 'i', 'r', 'c', 'l', 'e']</td>\n",
933 " <td> ['t', 'a', 'o', 'h', 's', 'd', 'u', 'm', 'w']</td>\n",
934 " <td> 8</td>\n",
935 " <td> 1</td>\n",
936 " <td> True</td>\n",
937 " </tr>\n",
938 " <tr>\n",
939 " <th>998</th>\n",
940 " <td> choppiness</td>\n",
941 " <td> ['c', 'h', 'o', '_', '_', 'i', 'n', 'e', 's', ...</td>\n",
942 " <td> ['t', 'a', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
943 " <td> 8</td>\n",
944 " <td> 0</td>\n",
945 " <td> False</td>\n",
946 " </tr>\n",
947 " <tr>\n",
948 " <th>999</th>\n",
949 " <td> showed</td>\n",
950 " <td> ['s', 'h', 'o', 'w', 'e', 'd']</td>\n",
951 " <td> ['t', 'a', 'i', 'n', 'r', 'l', 'u', 'm']</td>\n",
952 " <td> 6</td>\n",
953 " <td> 2</td>\n",
954 " <td> True</td>\n",
955 " </tr>\n",
956 " </tbody>\n",
957 "</table>\n",
958 "<p>1000 rows \u00d7 6 columns</p>\n",
959 "</div>"
960 ],
961 "metadata": {},
962 "output_type": "pyout",
963 "prompt_number": 79,
964 "text": [
965 " target discovered \\\n",
966 "0 gushed ['_', 'u', 's', 'h', 'e', 'd'] \n",
967 "1 marvels ['m', 'a', 'r', '_', 'e', 'l', 's'] \n",
968 "2 theist ['t', 'h', 'e', 'i', 's', 't'] \n",
969 "3 dislocated ['d', 'i', 's', 'l', 'o', 'c', 'a', 't', 'e', ... \n",
970 "4 groans ['_', 'r', 'o', 'a', 'n', 's'] \n",
971 "5 nukes ['n', 'u', '_', 'e', 's'] \n",
972 "6 meagerly ['m', 'e', 'a', '_', 'e', 'r', 'l', '_'] \n",
973 "7 mewling ['m', 'e', 'w', 'l', 'i', 'n', '_'] \n",
974 "8 ageings ['a', '_', 'e', 'i', 'n', '_', 's'] \n",
975 "9 showered ['s', 'h', 'o', 'w', 'e', 'r', 'e', 'd'] \n",
976 "10 explosiveness ['e', '_', '_', 'l', 'o', 's', 'i', '_', 'e', ... \n",
977 "11 flyswatter ['f', 'l', 'y', 's', 'w', 'a', 't', 't', 'e', ... \n",
978 "12 lazy ['l', 'a', '_', '_'] \n",
979 "13 literacy ['l', 'i', 't', 'e', 'r', 'a', 'c', 'y'] \n",
980 "14 changeovers ['c', 'h', 'a', 'n', 'g', 'e', 'o', '_', 'e', ... \n",
981 "15 bowers ['_', 'o', 'w', 'e', 'r', 's'] \n",
982 "16 strychnine ['s', 't', 'r', 'y', 'c', 'h', 'n', 'i', 'n', ... \n",
983 "17 halting ['h', 'a', 'l', 't', 'i', 'n', '_'] \n",
984 "18 throat ['t', 'h', 'r', 'o', 'a', 't'] \n",
985 "19 crazy ['_', 'r', 'a', '_', '_'] \n",
986 "20 hourglasses ['h', 'o', 'u', 'r', 'g', 'l', 'a', 's', 's', ... \n",
987 "21 unbiassed ['u', 'n', '_', 'i', 'a', 's', 's', 'e', 'd'] \n",
988 "22 snooping ['s', 'n', 'o', 'o', '_', 'i', 'n', '_'] \n",
989 "23 gradient ['_', 'r', 'a', 'd', 'i', 'e', 'n', 't'] \n",
990 "24 mourned ['m', 'o', 'u', 'r', 'n', 'e', 'd'] \n",
991 "25 ingress ['i', 'n', '_', 'r', 'e', 's', 's'] \n",
992 "26 desensitise ['d', 'e', 's', 'e', 'n', 's', 'i', 't', 'i', ... \n",
993 "27 histamines ['h', 'i', 's', 't', 'a', 'm', 'i', 'n', 'e', ... \n",
994 "28 extravagant ['e', '_', 't', 'r', 'a', '_', 'a', '_', 'a', ... \n",
995 "29 propagandists ['p', 'r', 'o', 'p', 'a', 'g', 'a', 'n', 'd', ... \n",
996 ".. ... ... \n",
997 "970 pantry ['_', 'a', 'n', 't', 'r', '_'] \n",
998 "971 tethered ['t', 'e', 't', 'h', 'e', 'r', 'e', 'd'] \n",
999 "972 frizziest ['_', 'r', 'i', '_', '_', 'i', 'e', 's', 't'] \n",
1000 "973 recurrent ['r', 'e', 'c', 'u', 'r', 'r', 'e', 'n', 't'] \n",
1001 "974 truce ['t', 'r', 'u', '_', 'e'] \n",
1002 "975 panhandlers ['_', 'a', 'n', 'h', 'a', 'n', 'd', 'l', 'e', ... \n",
1003 "976 heehawing ['h', 'e', 'e', 'h', 'a', 'w', 'i', 'n', '_'] \n",
1004 "977 catafalques ['c', 'a', 't', 'a', 'f', 'a', 'l', '_', 'u', ... \n",
1005 "978 deeming ['d', 'e', 'e', 'm', 'i', 'n', '_'] \n",
1006 "979 hoof ['h', 'o', 'o', '_'] \n",
1007 "980 takeouts ['t', 'a', '_', 'e', 'o', 'u', 't', 's'] \n",
1008 "981 commencing ['c', 'o', 'm', 'm', 'e', 'n', 'c', 'i', 'n', ... \n",
1009 "982 ventilates ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'e', ... \n",
1010 "983 ventilators ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'o', ... \n",
1011 "984 silkworms ['s', 'i', 'l', '_', 'w', 'o', 'r', 'm', 's'] \n",
1012 "985 schemers ['s', 'c', 'h', 'e', 'm', 'e', 'r', 's'] \n",
1013 "986 glorious ['_', 'l', 'o', 'r', 'i', 'o', 'u', 's'] \n",
1014 "987 primogeniture ['p', 'r', 'i', 'm', 'o', 'g', 'e', 'n', 'i', ... \n",
1015 "988 vowel ['_', 'o', '_', 'e', 'l'] \n",
1016 "989 bulging ['_', 'u', 'l', '_', 'i', 'n', '_'] \n",
1017 "990 regarding ['r', 'e', '_', 'a', 'r', 'd', 'i', 'n', '_'] \n",
1018 "991 intensify ['i', 'n', 't', 'e', 'n', 's', 'i', '_', '_'] \n",
1019 "992 interception ['i', 'n', 't', 'e', 'r', 'c', 'e', '_', 't', ... \n",
1020 "993 kohlrabi ['_', 'o', 'h', 'l', 'r', 'a', '_', 'i'] \n",
1021 "994 putrefies ['_', 'u', 't', 'r', 'e', '_', 'i', 'e', 's'] \n",
1022 "995 moneybags ['m', 'o', 'n', 'e', 'y', '_', 'a', '_', 's'] \n",
1023 "996 comrade ['c', 'o', 'm', 'r', 'a', 'd', 'e'] \n",
1024 "997 encircle ['e', 'n', 'c', 'i', 'r', 'c', 'l', 'e'] \n",
1025 "998 choppiness ['c', 'h', 'o', '_', '_', 'i', 'n', 'e', 's', ... \n",
1026 "999 showed ['s', 'h', 'o', 'w', 'e', 'd'] \n",
1027 "\n",
1028 " wrong letters number of hits \\\n",
1029 "0 ['t', 'a', 'o', 'i', 'n', 'r', 'l', 'm', 'w', ... 5 \n",
1030 "1 ['t', 'o', 'i', 'h', 'n', 'd', 'u', 'w', 'c', ... 6 \n",
1031 "2 ['a', 'o', 'n'] 6 \n",
1032 "3 ['h', 'n', 'r', 'u', 'm', 'w'] 10 \n",
1033 "4 ['e', 't', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
1034 "5 ['t', 'a', 'o', 'i', 'h', 'r', 'd', 'l', 'm', ... 4 \n",
1035 "6 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'u', 'w', ... 6 \n",
1036 "7 ['t', 'a', 'o', 'h', 's', 'r', 'd', 'u', 'c', ... 6 \n",
1037 "8 ['t', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
1038 "9 ['t', 'a', 'i', 'n', 'l', 'u', 'm'] 8 \n",
1039 "10 ['t', 'a', 'h', 'r', 'd', 'u', 'm', 'w', 'c', ... 10 \n",
1040 "11 ['o', 'i', 'h', 'n', 'd', 'u', 'm', 'c'] 10 \n",
1041 "12 ['e', 't', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1042 "13 ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w'] 8 \n",
1043 "14 ['t', 'i', 'd', 'l', 'u', 'm', 'w', 'y', 'f', ... 10 \n",
1044 "15 ['t', 'a', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
1045 "16 ['a', 'o', 'd', 'l', 'u', 'm', 'w'] 10 \n",
1046 "17 ['e', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ... 6 \n",
1047 "18 ['e', 'i', 'n', 's'] 6 \n",
1048 "19 ['e', 't', 'o', 'i', 'h', 'n', 's', 'd', 'l', ... 2 \n",
1049 "20 ['t', 'i', 'n', 'd', 'm', 'w', 'c', 'y', 'f'] 11 \n",
1050 "21 ['t', 'o', 'h', 'r', 'l', 'm', 'w', 'c', 'y', ... 8 \n",
1051 "22 ['e', 't', 'a', 'h', 'r', 'd', 'l', 'u', 'm', ... 6 \n",
1052 "23 ['o', 'h', 's', 'l', 'u', 'm', 'w', 'c', 'y', ... 7 \n",
1053 "24 ['t', 'a', 'i', 'h', 's', 'l'] 7 \n",
1054 "25 ['t', 'a', 'o', 'h', 'd', 'l', 'u', 'm', 'w', ... 6 \n",
1055 "26 ['a', 'o', 'h', 'r'] 11 \n",
1056 "27 ['o', 'r', 'd', 'l', 'u'] 10 \n",
1057 "28 ['o', 'i', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
1058 "29 ['e', 'h', 'l', 'u', 'm', 'w', 'c', 'y', 'f'] 13 \n",
1059 ".. ... ... \n",
1060 "970 ['e', 'o', 'i', 'h', 's', 'd', 'l', 'u', 'm', ... 4 \n",
1061 "971 ['a', 'o', 'i', 'n', 's'] 8 \n",
1062 "972 ['a', 'o', 'h', 'n', 'd', 'l', 'u', 'm', 'w', ... 6 \n",
1063 "973 ['a', 'o', 'i', 'h', 's', 'd', 'l', 'm', 'w'] 9 \n",
1064 "974 ['a', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'm', ... 4 \n",
1065 "975 ['t', 'o', 'i', 'u', 'm', 'w', 'c', 'y', 'f', ... 10 \n",
1066 "976 ['t', 'o', 's', 'r', 'd', 'l', 'u', 'm', 'c', ... 8 \n",
1067 "977 ['o', 'i', 'h', 'n', 'r', 'd', 'm', 'w', 'y', ... 10 \n",
1068 "978 ['t', 'a', 'o', 'h', 's', 'r', 'l', 'u', 'w', ... 6 \n",
1069 "979 ['e', 't', 'a', 'i', 'n', 's', 'r', 'd', 'l', ... 3 \n",
1070 "980 ['i', 'h', 'n', 'r', 'd', 'l', 'm', 'w', 'c', ... 7 \n",
1071 "981 ['t', 'a', 'h', 's', 'r', 'd', 'l', 'u', 'w', ... 9 \n",
1072 "982 ['o', 'h', 'r', 'd', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
1073 "983 ['h', 'd', 'u', 'm', 'w', 'c', 'y', 'f', 'g', ... 10 \n",
1074 "984 ['e', 't', 'a', 'h', 'n', 'd', 'u', 'c', 'y', ... 8 \n",
1075 "985 ['t', 'a', 'o', 'i', 'n', 'd', 'l', 'u', 'w'] 8 \n",
1076 "986 ['e', 't', 'a', 'h', 'n', 'd', 'm', 'w', 'c', ... 7 \n",
1077 "987 ['a', 'h', 's', 'd', 'l', 'w', 'c', 'y', 'f'] 13 \n",
1078 "988 ['t', 'a', 'i', 'h', 'n', 's', 'r', 'd', 'u', ... 3 \n",
1079 "989 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'm', ... 4 \n",
1080 "990 ['t', 'o', 'h', 's', 'l', 'u', 'm', 'w', 'c', ... 7 \n",
1081 "991 ['a', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ... 7 \n",
1082 "992 ['a', 'h', 's', 'd', 'l', 'u', 'm', 'w', 'y', ... 11 \n",
1083 "993 ['e', 't', 'n', 's', 'd', 'u', 'm', 'w', 'c', ... 6 \n",
1084 "994 ['a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', 'c', ... 7 \n",
1085 "995 ['t', 'i', 'h', 'r', 'd', 'l', 'u', 'w', 'c', ... 7 \n",
1086 "996 ['t', 'i', 'h', 'n', 's', 'l', 'u', 'w'] 7 \n",
1087 "997 ['t', 'a', 'o', 'h', 's', 'd', 'u', 'm', 'w'] 8 \n",
1088 "998 ['t', 'a', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
1089 "999 ['t', 'a', 'i', 'n', 'r', 'l', 'u', 'm'] 6 \n",
1090 "\n",
1091 " lives remaining game won \n",
1092 "0 0 False \n",
1093 "1 0 False \n",
1094 "2 7 True \n",
1095 "3 4 True \n",
1096 "4 0 False \n",
1097 "5 0 False \n",
1098 "6 0 False \n",
1099 "7 0 False \n",
1100 "8 0 False \n",
1101 "9 3 True \n",
1102 "10 0 False \n",
1103 "11 2 True \n",
1104 "12 0 False \n",
1105 "13 2 True \n",
1106 "14 0 False \n",
1107 "15 0 False \n",
1108 "16 3 True \n",
1109 "17 0 False \n",
1110 "18 6 True \n",
1111 "19 0 False \n",
1112 "20 1 True \n",
1113 "21 0 False \n",
1114 "22 0 False \n",
1115 "23 0 False \n",
1116 "24 4 True \n",
1117 "25 0 False \n",
1118 "26 6 True \n",
1119 "27 5 True \n",
1120 "28 0 False \n",
1121 "29 1 True \n",
1122 ".. ... ... \n",
1123 "970 0 False \n",
1124 "971 5 True \n",
1125 "972 0 False \n",
1126 "973 1 True \n",
1127 "974 0 False \n",
1128 "975 0 False \n",
1129 "976 0 False \n",
1130 "977 0 False \n",
1131 "978 0 False \n",
1132 "979 0 False \n",
1133 "980 0 False \n",
1134 "981 0 False \n",
1135 "982 0 False \n",
1136 "983 0 False \n",
1137 "984 0 False \n",
1138 "985 1 True \n",
1139 "986 0 False \n",
1140 "987 1 True \n",
1141 "988 0 False \n",
1142 "989 0 False \n",
1143 "990 0 False \n",
1144 "991 0 False \n",
1145 "992 0 False \n",
1146 "993 0 False \n",
1147 "994 0 False \n",
1148 "995 0 False \n",
1149 "996 2 True \n",
1150 "997 1 True \n",
1151 "998 0 False \n",
1152 "999 2 True \n",
1153 "\n",
1154 "[1000 rows x 6 columns]"
1155 ]
1156 }
1157 ],
1158 "prompt_number": 79
1159 },
1160 {
1161 "cell_type": "code",
1162 "collapsed": false,
1163 "input": [
1164 "len(fixed_order['discovered'][0].split(','))"
1165 ],
1166 "language": "python",
1167 "metadata": {},
1168 "outputs": [
1169 {
1170 "metadata": {},
1171 "output_type": "pyout",
1172 "prompt_number": 82,
1173 "text": [
1174 "6"
1175 ]
1176 }
1177 ],
1178 "prompt_number": 82
1179 },
1180 {
1181 "cell_type": "code",
1182 "collapsed": false,
1183 "input": [
1184 "fixed_order['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
1185 "fixed_order"
1186 ],
1187 "language": "python",
1188 "metadata": {},
1189 "outputs": [
1190 {
1191 "html": [
1192 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
1193 "<table border=\"1\" class=\"dataframe\">\n",
1194 " <thead>\n",
1195 " <tr style=\"text-align: right;\">\n",
1196 " <th></th>\n",
1197 " <th>target</th>\n",
1198 " <th>discovered</th>\n",
1199 " <th>wrong letters</th>\n",
1200 " <th>number of hits</th>\n",
1201 " <th>lives remaining</th>\n",
1202 " <th>game won</th>\n",
1203 " <th>word length</th>\n",
1204 " </tr>\n",
1205 " </thead>\n",
1206 " <tbody>\n",
1207 " <tr>\n",
1208 " <th>0 </th>\n",
1209 " <td> gushed</td>\n",
1210 " <td> ['_', 'u', 's', 'h', 'e', 'd']</td>\n",
1211 " <td> ['t', 'a', 'o', 'i', 'n', 'r', 'l', 'm', 'w', ...</td>\n",
1212 " <td> 5</td>\n",
1213 " <td> 0</td>\n",
1214 " <td> False</td>\n",
1215 " <td> 6</td>\n",
1216 " </tr>\n",
1217 " <tr>\n",
1218 " <th>1 </th>\n",
1219 " <td> marvels</td>\n",
1220 " <td> ['m', 'a', 'r', '_', 'e', 'l', 's']</td>\n",
1221 " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'u', 'w', 'c', ...</td>\n",
1222 " <td> 6</td>\n",
1223 " <td> 0</td>\n",
1224 " <td> False</td>\n",
1225 " <td> 7</td>\n",
1226 " </tr>\n",
1227 " <tr>\n",
1228 " <th>2 </th>\n",
1229 " <td> theist</td>\n",
1230 " <td> ['t', 'h', 'e', 'i', 's', 't']</td>\n",
1231 " <td> ['a', 'o', 'n']</td>\n",
1232 " <td> 6</td>\n",
1233 " <td> 7</td>\n",
1234 " <td> True</td>\n",
1235 " <td> 6</td>\n",
1236 " </tr>\n",
1237 " <tr>\n",
1238 " <th>3 </th>\n",
1239 " <td> dislocated</td>\n",
1240 " <td> ['d', 'i', 's', 'l', 'o', 'c', 'a', 't', 'e', ...</td>\n",
1241 " <td> ['h', 'n', 'r', 'u', 'm', 'w']</td>\n",
1242 " <td> 10</td>\n",
1243 " <td> 4</td>\n",
1244 " <td> True</td>\n",
1245 " <td> 10</td>\n",
1246 " </tr>\n",
1247 " <tr>\n",
1248 " <th>4 </th>\n",
1249 " <td> groans</td>\n",
1250 " <td> ['_', 'r', 'o', 'a', 'n', 's']</td>\n",
1251 " <td> ['e', 't', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1252 " <td> 5</td>\n",
1253 " <td> 0</td>\n",
1254 " <td> False</td>\n",
1255 " <td> 6</td>\n",
1256 " </tr>\n",
1257 " <tr>\n",
1258 " <th>5 </th>\n",
1259 " <td> nukes</td>\n",
1260 " <td> ['n', 'u', '_', 'e', 's']</td>\n",
1261 " <td> ['t', 'a', 'o', 'i', 'h', 'r', 'd', 'l', 'm', ...</td>\n",
1262 " <td> 4</td>\n",
1263 " <td> 0</td>\n",
1264 " <td> False</td>\n",
1265 " <td> 5</td>\n",
1266 " </tr>\n",
1267 " <tr>\n",
1268 " <th>6 </th>\n",
1269 " <td> meagerly</td>\n",
1270 " <td> ['m', 'e', 'a', '_', 'e', 'r', 'l', '_']</td>\n",
1271 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'u', 'w', ...</td>\n",
1272 " <td> 6</td>\n",
1273 " <td> 0</td>\n",
1274 " <td> False</td>\n",
1275 " <td> 8</td>\n",
1276 " </tr>\n",
1277 " <tr>\n",
1278 " <th>7 </th>\n",
1279 " <td> mewling</td>\n",
1280 " <td> ['m', 'e', 'w', 'l', 'i', 'n', '_']</td>\n",
1281 " <td> ['t', 'a', 'o', 'h', 's', 'r', 'd', 'u', 'c', ...</td>\n",
1282 " <td> 6</td>\n",
1283 " <td> 0</td>\n",
1284 " <td> False</td>\n",
1285 " <td> 7</td>\n",
1286 " </tr>\n",
1287 " <tr>\n",
1288 " <th>8 </th>\n",
1289 " <td> ageings</td>\n",
1290 " <td> ['a', '_', 'e', 'i', 'n', '_', 's']</td>\n",
1291 " <td> ['t', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1292 " <td> 5</td>\n",
1293 " <td> 0</td>\n",
1294 " <td> False</td>\n",
1295 " <td> 7</td>\n",
1296 " </tr>\n",
1297 " <tr>\n",
1298 " <th>9 </th>\n",
1299 " <td> showered</td>\n",
1300 " <td> ['s', 'h', 'o', 'w', 'e', 'r', 'e', 'd']</td>\n",
1301 " <td> ['t', 'a', 'i', 'n', 'l', 'u', 'm']</td>\n",
1302 " <td> 8</td>\n",
1303 " <td> 3</td>\n",
1304 " <td> True</td>\n",
1305 " <td> 8</td>\n",
1306 " </tr>\n",
1307 " <tr>\n",
1308 " <th>10 </th>\n",
1309 " <td> explosiveness</td>\n",
1310 " <td> ['e', '_', '_', 'l', 'o', 's', 'i', '_', 'e', ...</td>\n",
1311 " <td> ['t', 'a', 'h', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
1312 " <td> 10</td>\n",
1313 " <td> 0</td>\n",
1314 " <td> False</td>\n",
1315 " <td> 13</td>\n",
1316 " </tr>\n",
1317 " <tr>\n",
1318 " <th>11 </th>\n",
1319 " <td> flyswatter</td>\n",
1320 " <td> ['f', 'l', 'y', 's', 'w', 'a', 't', 't', 'e', ...</td>\n",
1321 " <td> ['o', 'i', 'h', 'n', 'd', 'u', 'm', 'c']</td>\n",
1322 " <td> 10</td>\n",
1323 " <td> 2</td>\n",
1324 " <td> True</td>\n",
1325 " <td> 10</td>\n",
1326 " </tr>\n",
1327 " <tr>\n",
1328 " <th>12 </th>\n",
1329 " <td> lazy</td>\n",
1330 " <td> ['l', 'a', '_', '_']</td>\n",
1331 " <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1332 " <td> 2</td>\n",
1333 " <td> 0</td>\n",
1334 " <td> False</td>\n",
1335 " <td> 4</td>\n",
1336 " </tr>\n",
1337 " <tr>\n",
1338 " <th>13 </th>\n",
1339 " <td> literacy</td>\n",
1340 " <td> ['l', 'i', 't', 'e', 'r', 'a', 'c', 'y']</td>\n",
1341 " <td> ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w']</td>\n",
1342 " <td> 8</td>\n",
1343 " <td> 2</td>\n",
1344 " <td> True</td>\n",
1345 " <td> 8</td>\n",
1346 " </tr>\n",
1347 " <tr>\n",
1348 " <th>14 </th>\n",
1349 " <td> changeovers</td>\n",
1350 " <td> ['c', 'h', 'a', 'n', 'g', 'e', 'o', '_', 'e', ...</td>\n",
1351 " <td> ['t', 'i', 'd', 'l', 'u', 'm', 'w', 'y', 'f', ...</td>\n",
1352 " <td> 10</td>\n",
1353 " <td> 0</td>\n",
1354 " <td> False</td>\n",
1355 " <td> 11</td>\n",
1356 " </tr>\n",
1357 " <tr>\n",
1358 " <th>15 </th>\n",
1359 " <td> bowers</td>\n",
1360 " <td> ['_', 'o', 'w', 'e', 'r', 's']</td>\n",
1361 " <td> ['t', 'a', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
1362 " <td> 5</td>\n",
1363 " <td> 0</td>\n",
1364 " <td> False</td>\n",
1365 " <td> 6</td>\n",
1366 " </tr>\n",
1367 " <tr>\n",
1368 " <th>16 </th>\n",
1369 " <td> strychnine</td>\n",
1370 " <td> ['s', 't', 'r', 'y', 'c', 'h', 'n', 'i', 'n', ...</td>\n",
1371 " <td> ['a', 'o', 'd', 'l', 'u', 'm', 'w']</td>\n",
1372 " <td> 10</td>\n",
1373 " <td> 3</td>\n",
1374 " <td> True</td>\n",
1375 " <td> 10</td>\n",
1376 " </tr>\n",
1377 " <tr>\n",
1378 " <th>17 </th>\n",
1379 " <td> halting</td>\n",
1380 " <td> ['h', 'a', 'l', 't', 'i', 'n', '_']</td>\n",
1381 " <td> ['e', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
1382 " <td> 6</td>\n",
1383 " <td> 0</td>\n",
1384 " <td> False</td>\n",
1385 " <td> 7</td>\n",
1386 " </tr>\n",
1387 " <tr>\n",
1388 " <th>18 </th>\n",
1389 " <td> throat</td>\n",
1390 " <td> ['t', 'h', 'r', 'o', 'a', 't']</td>\n",
1391 " <td> ['e', 'i', 'n', 's']</td>\n",
1392 " <td> 6</td>\n",
1393 " <td> 6</td>\n",
1394 " <td> True</td>\n",
1395 " <td> 6</td>\n",
1396 " </tr>\n",
1397 " <tr>\n",
1398 " <th>19 </th>\n",
1399 " <td> crazy</td>\n",
1400 " <td> ['_', 'r', 'a', '_', '_']</td>\n",
1401 " <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'd', 'l', ...</td>\n",
1402 " <td> 2</td>\n",
1403 " <td> 0</td>\n",
1404 " <td> False</td>\n",
1405 " <td> 5</td>\n",
1406 " </tr>\n",
1407 " <tr>\n",
1408 " <th>20 </th>\n",
1409 " <td> hourglasses</td>\n",
1410 " <td> ['h', 'o', 'u', 'r', 'g', 'l', 'a', 's', 's', ...</td>\n",
1411 " <td> ['t', 'i', 'n', 'd', 'm', 'w', 'c', 'y', 'f']</td>\n",
1412 " <td> 11</td>\n",
1413 " <td> 1</td>\n",
1414 " <td> True</td>\n",
1415 " <td> 11</td>\n",
1416 " </tr>\n",
1417 " <tr>\n",
1418 " <th>21 </th>\n",
1419 " <td> unbiassed</td>\n",
1420 " <td> ['u', 'n', '_', 'i', 'a', 's', 's', 'e', 'd']</td>\n",
1421 " <td> ['t', 'o', 'h', 'r', 'l', 'm', 'w', 'c', 'y', ...</td>\n",
1422 " <td> 8</td>\n",
1423 " <td> 0</td>\n",
1424 " <td> False</td>\n",
1425 " <td> 9</td>\n",
1426 " </tr>\n",
1427 " <tr>\n",
1428 " <th>22 </th>\n",
1429 " <td> snooping</td>\n",
1430 " <td> ['s', 'n', 'o', 'o', '_', 'i', 'n', '_']</td>\n",
1431 " <td> ['e', 't', 'a', 'h', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
1432 " <td> 6</td>\n",
1433 " <td> 0</td>\n",
1434 " <td> False</td>\n",
1435 " <td> 8</td>\n",
1436 " </tr>\n",
1437 " <tr>\n",
1438 " <th>23 </th>\n",
1439 " <td> gradient</td>\n",
1440 " <td> ['_', 'r', 'a', 'd', 'i', 'e', 'n', 't']</td>\n",
1441 " <td> ['o', 'h', 's', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
1442 " <td> 7</td>\n",
1443 " <td> 0</td>\n",
1444 " <td> False</td>\n",
1445 " <td> 8</td>\n",
1446 " </tr>\n",
1447 " <tr>\n",
1448 " <th>24 </th>\n",
1449 " <td> mourned</td>\n",
1450 " <td> ['m', 'o', 'u', 'r', 'n', 'e', 'd']</td>\n",
1451 " <td> ['t', 'a', 'i', 'h', 's', 'l']</td>\n",
1452 " <td> 7</td>\n",
1453 " <td> 4</td>\n",
1454 " <td> True</td>\n",
1455 " <td> 7</td>\n",
1456 " </tr>\n",
1457 " <tr>\n",
1458 " <th>25 </th>\n",
1459 " <td> ingress</td>\n",
1460 " <td> ['i', 'n', '_', 'r', 'e', 's', 's']</td>\n",
1461 " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1462 " <td> 6</td>\n",
1463 " <td> 0</td>\n",
1464 " <td> False</td>\n",
1465 " <td> 7</td>\n",
1466 " </tr>\n",
1467 " <tr>\n",
1468 " <th>26 </th>\n",
1469 " <td> desensitise</td>\n",
1470 " <td> ['d', 'e', 's', 'e', 'n', 's', 'i', 't', 'i', ...</td>\n",
1471 " <td> ['a', 'o', 'h', 'r']</td>\n",
1472 " <td> 11</td>\n",
1473 " <td> 6</td>\n",
1474 " <td> True</td>\n",
1475 " <td> 11</td>\n",
1476 " </tr>\n",
1477 " <tr>\n",
1478 " <th>27 </th>\n",
1479 " <td> histamines</td>\n",
1480 " <td> ['h', 'i', 's', 't', 'a', 'm', 'i', 'n', 'e', ...</td>\n",
1481 " <td> ['o', 'r', 'd', 'l', 'u']</td>\n",
1482 " <td> 10</td>\n",
1483 " <td> 5</td>\n",
1484 " <td> True</td>\n",
1485 " <td> 10</td>\n",
1486 " </tr>\n",
1487 " <tr>\n",
1488 " <th>28 </th>\n",
1489 " <td> extravagant</td>\n",
1490 " <td> ['e', '_', 't', 'r', 'a', '_', 'a', '_', 'a', ...</td>\n",
1491 " <td> ['o', 'i', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1492 " <td> 8</td>\n",
1493 " <td> 0</td>\n",
1494 " <td> False</td>\n",
1495 " <td> 11</td>\n",
1496 " </tr>\n",
1497 " <tr>\n",
1498 " <th>29 </th>\n",
1499 " <td> propagandists</td>\n",
1500 " <td> ['p', 'r', 'o', 'p', 'a', 'g', 'a', 'n', 'd', ...</td>\n",
1501 " <td> ['e', 'h', 'l', 'u', 'm', 'w', 'c', 'y', 'f']</td>\n",
1502 " <td> 13</td>\n",
1503 " <td> 1</td>\n",
1504 " <td> True</td>\n",
1505 " <td> 13</td>\n",
1506 " </tr>\n",
1507 " <tr>\n",
1508 " <th>...</th>\n",
1509 " <td>...</td>\n",
1510 " <td>...</td>\n",
1511 " <td>...</td>\n",
1512 " <td>...</td>\n",
1513 " <td>...</td>\n",
1514 " <td>...</td>\n",
1515 " <td>...</td>\n",
1516 " </tr>\n",
1517 " <tr>\n",
1518 " <th>970</th>\n",
1519 " <td> pantry</td>\n",
1520 " <td> ['_', 'a', 'n', 't', 'r', '_']</td>\n",
1521 " <td> ['e', 'o', 'i', 'h', 's', 'd', 'l', 'u', 'm', ...</td>\n",
1522 " <td> 4</td>\n",
1523 " <td> 0</td>\n",
1524 " <td> False</td>\n",
1525 " <td> 6</td>\n",
1526 " </tr>\n",
1527 " <tr>\n",
1528 " <th>971</th>\n",
1529 " <td> tethered</td>\n",
1530 " <td> ['t', 'e', 't', 'h', 'e', 'r', 'e', 'd']</td>\n",
1531 " <td> ['a', 'o', 'i', 'n', 's']</td>\n",
1532 " <td> 8</td>\n",
1533 " <td> 5</td>\n",
1534 " <td> True</td>\n",
1535 " <td> 8</td>\n",
1536 " </tr>\n",
1537 " <tr>\n",
1538 " <th>972</th>\n",
1539 " <td> frizziest</td>\n",
1540 " <td> ['_', 'r', 'i', '_', '_', 'i', 'e', 's', 't']</td>\n",
1541 " <td> ['a', 'o', 'h', 'n', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1542 " <td> 6</td>\n",
1543 " <td> 0</td>\n",
1544 " <td> False</td>\n",
1545 " <td> 9</td>\n",
1546 " </tr>\n",
1547 " <tr>\n",
1548 " <th>973</th>\n",
1549 " <td> recurrent</td>\n",
1550 " <td> ['r', 'e', 'c', 'u', 'r', 'r', 'e', 'n', 't']</td>\n",
1551 " <td> ['a', 'o', 'i', 'h', 's', 'd', 'l', 'm', 'w']</td>\n",
1552 " <td> 9</td>\n",
1553 " <td> 1</td>\n",
1554 " <td> True</td>\n",
1555 " <td> 9</td>\n",
1556 " </tr>\n",
1557 " <tr>\n",
1558 " <th>974</th>\n",
1559 " <td> truce</td>\n",
1560 " <td> ['t', 'r', 'u', '_', 'e']</td>\n",
1561 " <td> ['a', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'm', ...</td>\n",
1562 " <td> 4</td>\n",
1563 " <td> 0</td>\n",
1564 " <td> False</td>\n",
1565 " <td> 5</td>\n",
1566 " </tr>\n",
1567 " <tr>\n",
1568 " <th>975</th>\n",
1569 " <td> panhandlers</td>\n",
1570 " <td> ['_', 'a', 'n', 'h', 'a', 'n', 'd', 'l', 'e', ...</td>\n",
1571 " <td> ['t', 'o', 'i', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
1572 " <td> 10</td>\n",
1573 " <td> 0</td>\n",
1574 " <td> False</td>\n",
1575 " <td> 11</td>\n",
1576 " </tr>\n",
1577 " <tr>\n",
1578 " <th>976</th>\n",
1579 " <td> heehawing</td>\n",
1580 " <td> ['h', 'e', 'e', 'h', 'a', 'w', 'i', 'n', '_']</td>\n",
1581 " <td> ['t', 'o', 's', 'r', 'd', 'l', 'u', 'm', 'c', ...</td>\n",
1582 " <td> 8</td>\n",
1583 " <td> 0</td>\n",
1584 " <td> False</td>\n",
1585 " <td> 9</td>\n",
1586 " </tr>\n",
1587 " <tr>\n",
1588 " <th>977</th>\n",
1589 " <td> catafalques</td>\n",
1590 " <td> ['c', 'a', 't', 'a', 'f', 'a', 'l', '_', 'u', ...</td>\n",
1591 " <td> ['o', 'i', 'h', 'n', 'r', 'd', 'm', 'w', 'y', ...</td>\n",
1592 " <td> 10</td>\n",
1593 " <td> 0</td>\n",
1594 " <td> False</td>\n",
1595 " <td> 11</td>\n",
1596 " </tr>\n",
1597 " <tr>\n",
1598 " <th>978</th>\n",
1599 " <td> deeming</td>\n",
1600 " <td> ['d', 'e', 'e', 'm', 'i', 'n', '_']</td>\n",
1601 " <td> ['t', 'a', 'o', 'h', 's', 'r', 'l', 'u', 'w', ...</td>\n",
1602 " <td> 6</td>\n",
1603 " <td> 0</td>\n",
1604 " <td> False</td>\n",
1605 " <td> 7</td>\n",
1606 " </tr>\n",
1607 " <tr>\n",
1608 " <th>979</th>\n",
1609 " <td> hoof</td>\n",
1610 " <td> ['h', 'o', 'o', '_']</td>\n",
1611 " <td> ['e', 't', 'a', 'i', 'n', 's', 'r', 'd', 'l', ...</td>\n",
1612 " <td> 3</td>\n",
1613 " <td> 0</td>\n",
1614 " <td> False</td>\n",
1615 " <td> 4</td>\n",
1616 " </tr>\n",
1617 " <tr>\n",
1618 " <th>980</th>\n",
1619 " <td> takeouts</td>\n",
1620 " <td> ['t', 'a', '_', 'e', 'o', 'u', 't', 's']</td>\n",
1621 " <td> ['i', 'h', 'n', 'r', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
1622 " <td> 7</td>\n",
1623 " <td> 0</td>\n",
1624 " <td> False</td>\n",
1625 " <td> 8</td>\n",
1626 " </tr>\n",
1627 " <tr>\n",
1628 " <th>981</th>\n",
1629 " <td> commencing</td>\n",
1630 " <td> ['c', 'o', 'm', 'm', 'e', 'n', 'c', 'i', 'n', ...</td>\n",
1631 " <td> ['t', 'a', 'h', 's', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
1632 " <td> 9</td>\n",
1633 " <td> 0</td>\n",
1634 " <td> False</td>\n",
1635 " <td> 10</td>\n",
1636 " </tr>\n",
1637 " <tr>\n",
1638 " <th>982</th>\n",
1639 " <td> ventilates</td>\n",
1640 " <td> ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'e', ...</td>\n",
1641 " <td> ['o', 'h', 'r', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
1642 " <td> 9</td>\n",
1643 " <td> 0</td>\n",
1644 " <td> False</td>\n",
1645 " <td> 10</td>\n",
1646 " </tr>\n",
1647 " <tr>\n",
1648 " <th>983</th>\n",
1649 " <td> ventilators</td>\n",
1650 " <td> ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'o', ...</td>\n",
1651 " <td> ['h', 'd', 'u', 'm', 'w', 'c', 'y', 'f', 'g', ...</td>\n",
1652 " <td> 10</td>\n",
1653 " <td> 0</td>\n",
1654 " <td> False</td>\n",
1655 " <td> 11</td>\n",
1656 " </tr>\n",
1657 " <tr>\n",
1658 " <th>984</th>\n",
1659 " <td> silkworms</td>\n",
1660 " <td> ['s', 'i', 'l', '_', 'w', 'o', 'r', 'm', 's']</td>\n",
1661 " <td> ['e', 't', 'a', 'h', 'n', 'd', 'u', 'c', 'y', ...</td>\n",
1662 " <td> 8</td>\n",
1663 " <td> 0</td>\n",
1664 " <td> False</td>\n",
1665 " <td> 9</td>\n",
1666 " </tr>\n",
1667 " <tr>\n",
1668 " <th>985</th>\n",
1669 " <td> schemers</td>\n",
1670 " <td> ['s', 'c', 'h', 'e', 'm', 'e', 'r', 's']</td>\n",
1671 " <td> ['t', 'a', 'o', 'i', 'n', 'd', 'l', 'u', 'w']</td>\n",
1672 " <td> 8</td>\n",
1673 " <td> 1</td>\n",
1674 " <td> True</td>\n",
1675 " <td> 8</td>\n",
1676 " </tr>\n",
1677 " <tr>\n",
1678 " <th>986</th>\n",
1679 " <td> glorious</td>\n",
1680 " <td> ['_', 'l', 'o', 'r', 'i', 'o', 'u', 's']</td>\n",
1681 " <td> ['e', 't', 'a', 'h', 'n', 'd', 'm', 'w', 'c', ...</td>\n",
1682 " <td> 7</td>\n",
1683 " <td> 0</td>\n",
1684 " <td> False</td>\n",
1685 " <td> 8</td>\n",
1686 " </tr>\n",
1687 " <tr>\n",
1688 " <th>987</th>\n",
1689 " <td> primogeniture</td>\n",
1690 " <td> ['p', 'r', 'i', 'm', 'o', 'g', 'e', 'n', 'i', ...</td>\n",
1691 " <td> ['a', 'h', 's', 'd', 'l', 'w', 'c', 'y', 'f']</td>\n",
1692 " <td> 13</td>\n",
1693 " <td> 1</td>\n",
1694 " <td> True</td>\n",
1695 " <td> 13</td>\n",
1696 " </tr>\n",
1697 " <tr>\n",
1698 " <th>988</th>\n",
1699 " <td> vowel</td>\n",
1700 " <td> ['_', 'o', '_', 'e', 'l']</td>\n",
1701 " <td> ['t', 'a', 'i', 'h', 'n', 's', 'r', 'd', 'u', ...</td>\n",
1702 " <td> 3</td>\n",
1703 " <td> 0</td>\n",
1704 " <td> False</td>\n",
1705 " <td> 5</td>\n",
1706 " </tr>\n",
1707 " <tr>\n",
1708 " <th>989</th>\n",
1709 " <td> bulging</td>\n",
1710 " <td> ['_', 'u', 'l', '_', 'i', 'n', '_']</td>\n",
1711 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'm', ...</td>\n",
1712 " <td> 4</td>\n",
1713 " <td> 0</td>\n",
1714 " <td> False</td>\n",
1715 " <td> 7</td>\n",
1716 " </tr>\n",
1717 " <tr>\n",
1718 " <th>990</th>\n",
1719 " <td> regarding</td>\n",
1720 " <td> ['r', 'e', '_', 'a', 'r', 'd', 'i', 'n', '_']</td>\n",
1721 " <td> ['t', 'o', 'h', 's', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
1722 " <td> 7</td>\n",
1723 " <td> 0</td>\n",
1724 " <td> False</td>\n",
1725 " <td> 9</td>\n",
1726 " </tr>\n",
1727 " <tr>\n",
1728 " <th>991</th>\n",
1729 " <td> intensify</td>\n",
1730 " <td> ['i', 'n', 't', 'e', 'n', 's', 'i', '_', '_']</td>\n",
1731 " <td> ['a', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1732 " <td> 7</td>\n",
1733 " <td> 0</td>\n",
1734 " <td> False</td>\n",
1735 " <td> 9</td>\n",
1736 " </tr>\n",
1737 " <tr>\n",
1738 " <th>992</th>\n",
1739 " <td> interception</td>\n",
1740 " <td> ['i', 'n', 't', 'e', 'r', 'c', 'e', '_', 't', ...</td>\n",
1741 " <td> ['a', 'h', 's', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
1742 " <td> 11</td>\n",
1743 " <td> 0</td>\n",
1744 " <td> False</td>\n",
1745 " <td> 12</td>\n",
1746 " </tr>\n",
1747 " <tr>\n",
1748 " <th>993</th>\n",
1749 " <td> kohlrabi</td>\n",
1750 " <td> ['_', 'o', 'h', 'l', 'r', 'a', '_', 'i']</td>\n",
1751 " <td> ['e', 't', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
1752 " <td> 6</td>\n",
1753 " <td> 0</td>\n",
1754 " <td> False</td>\n",
1755 " <td> 8</td>\n",
1756 " </tr>\n",
1757 " <tr>\n",
1758 " <th>994</th>\n",
1759 " <td> putrefies</td>\n",
1760 " <td> ['_', 'u', 't', 'r', 'e', '_', 'i', 'e', 's']</td>\n",
1761 " <td> ['a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
1762 " <td> 7</td>\n",
1763 " <td> 0</td>\n",
1764 " <td> False</td>\n",
1765 " <td> 9</td>\n",
1766 " </tr>\n",
1767 " <tr>\n",
1768 " <th>995</th>\n",
1769 " <td> moneybags</td>\n",
1770 " <td> ['m', 'o', 'n', 'e', 'y', '_', 'a', '_', 's']</td>\n",
1771 " <td> ['t', 'i', 'h', 'r', 'd', 'l', 'u', 'w', 'c', ...</td>\n",
1772 " <td> 7</td>\n",
1773 " <td> 0</td>\n",
1774 " <td> False</td>\n",
1775 " <td> 9</td>\n",
1776 " </tr>\n",
1777 " <tr>\n",
1778 " <th>996</th>\n",
1779 " <td> comrade</td>\n",
1780 " <td> ['c', 'o', 'm', 'r', 'a', 'd', 'e']</td>\n",
1781 " <td> ['t', 'i', 'h', 'n', 's', 'l', 'u', 'w']</td>\n",
1782 " <td> 7</td>\n",
1783 " <td> 2</td>\n",
1784 " <td> True</td>\n",
1785 " <td> 7</td>\n",
1786 " </tr>\n",
1787 " <tr>\n",
1788 " <th>997</th>\n",
1789 " <td> encircle</td>\n",
1790 " <td> ['e', 'n', 'c', 'i', 'r', 'c', 'l', 'e']</td>\n",
1791 " <td> ['t', 'a', 'o', 'h', 's', 'd', 'u', 'm', 'w']</td>\n",
1792 " <td> 8</td>\n",
1793 " <td> 1</td>\n",
1794 " <td> True</td>\n",
1795 " <td> 8</td>\n",
1796 " </tr>\n",
1797 " <tr>\n",
1798 " <th>998</th>\n",
1799 " <td> choppiness</td>\n",
1800 " <td> ['c', 'h', 'o', '_', '_', 'i', 'n', 'e', 's', ...</td>\n",
1801 " <td> ['t', 'a', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
1802 " <td> 8</td>\n",
1803 " <td> 0</td>\n",
1804 " <td> False</td>\n",
1805 " <td> 10</td>\n",
1806 " </tr>\n",
1807 " <tr>\n",
1808 " <th>999</th>\n",
1809 " <td> showed</td>\n",
1810 " <td> ['s', 'h', 'o', 'w', 'e', 'd']</td>\n",
1811 " <td> ['t', 'a', 'i', 'n', 'r', 'l', 'u', 'm']</td>\n",
1812 " <td> 6</td>\n",
1813 " <td> 2</td>\n",
1814 " <td> True</td>\n",
1815 " <td> 6</td>\n",
1816 " </tr>\n",
1817 " </tbody>\n",
1818 "</table>\n",
1819 "<p>1000 rows \u00d7 7 columns</p>\n",
1820 "</div>"
1821 ],
1822 "metadata": {},
1823 "output_type": "pyout",
1824 "prompt_number": 84,
1825 "text": [
1826 " target discovered \\\n",
1827 "0 gushed ['_', 'u', 's', 'h', 'e', 'd'] \n",
1828 "1 marvels ['m', 'a', 'r', '_', 'e', 'l', 's'] \n",
1829 "2 theist ['t', 'h', 'e', 'i', 's', 't'] \n",
1830 "3 dislocated ['d', 'i', 's', 'l', 'o', 'c', 'a', 't', 'e', ... \n",
1831 "4 groans ['_', 'r', 'o', 'a', 'n', 's'] \n",
1832 "5 nukes ['n', 'u', '_', 'e', 's'] \n",
1833 "6 meagerly ['m', 'e', 'a', '_', 'e', 'r', 'l', '_'] \n",
1834 "7 mewling ['m', 'e', 'w', 'l', 'i', 'n', '_'] \n",
1835 "8 ageings ['a', '_', 'e', 'i', 'n', '_', 's'] \n",
1836 "9 showered ['s', 'h', 'o', 'w', 'e', 'r', 'e', 'd'] \n",
1837 "10 explosiveness ['e', '_', '_', 'l', 'o', 's', 'i', '_', 'e', ... \n",
1838 "11 flyswatter ['f', 'l', 'y', 's', 'w', 'a', 't', 't', 'e', ... \n",
1839 "12 lazy ['l', 'a', '_', '_'] \n",
1840 "13 literacy ['l', 'i', 't', 'e', 'r', 'a', 'c', 'y'] \n",
1841 "14 changeovers ['c', 'h', 'a', 'n', 'g', 'e', 'o', '_', 'e', ... \n",
1842 "15 bowers ['_', 'o', 'w', 'e', 'r', 's'] \n",
1843 "16 strychnine ['s', 't', 'r', 'y', 'c', 'h', 'n', 'i', 'n', ... \n",
1844 "17 halting ['h', 'a', 'l', 't', 'i', 'n', '_'] \n",
1845 "18 throat ['t', 'h', 'r', 'o', 'a', 't'] \n",
1846 "19 crazy ['_', 'r', 'a', '_', '_'] \n",
1847 "20 hourglasses ['h', 'o', 'u', 'r', 'g', 'l', 'a', 's', 's', ... \n",
1848 "21 unbiassed ['u', 'n', '_', 'i', 'a', 's', 's', 'e', 'd'] \n",
1849 "22 snooping ['s', 'n', 'o', 'o', '_', 'i', 'n', '_'] \n",
1850 "23 gradient ['_', 'r', 'a', 'd', 'i', 'e', 'n', 't'] \n",
1851 "24 mourned ['m', 'o', 'u', 'r', 'n', 'e', 'd'] \n",
1852 "25 ingress ['i', 'n', '_', 'r', 'e', 's', 's'] \n",
1853 "26 desensitise ['d', 'e', 's', 'e', 'n', 's', 'i', 't', 'i', ... \n",
1854 "27 histamines ['h', 'i', 's', 't', 'a', 'm', 'i', 'n', 'e', ... \n",
1855 "28 extravagant ['e', '_', 't', 'r', 'a', '_', 'a', '_', 'a', ... \n",
1856 "29 propagandists ['p', 'r', 'o', 'p', 'a', 'g', 'a', 'n', 'd', ... \n",
1857 ".. ... ... \n",
1858 "970 pantry ['_', 'a', 'n', 't', 'r', '_'] \n",
1859 "971 tethered ['t', 'e', 't', 'h', 'e', 'r', 'e', 'd'] \n",
1860 "972 frizziest ['_', 'r', 'i', '_', '_', 'i', 'e', 's', 't'] \n",
1861 "973 recurrent ['r', 'e', 'c', 'u', 'r', 'r', 'e', 'n', 't'] \n",
1862 "974 truce ['t', 'r', 'u', '_', 'e'] \n",
1863 "975 panhandlers ['_', 'a', 'n', 'h', 'a', 'n', 'd', 'l', 'e', ... \n",
1864 "976 heehawing ['h', 'e', 'e', 'h', 'a', 'w', 'i', 'n', '_'] \n",
1865 "977 catafalques ['c', 'a', 't', 'a', 'f', 'a', 'l', '_', 'u', ... \n",
1866 "978 deeming ['d', 'e', 'e', 'm', 'i', 'n', '_'] \n",
1867 "979 hoof ['h', 'o', 'o', '_'] \n",
1868 "980 takeouts ['t', 'a', '_', 'e', 'o', 'u', 't', 's'] \n",
1869 "981 commencing ['c', 'o', 'm', 'm', 'e', 'n', 'c', 'i', 'n', ... \n",
1870 "982 ventilates ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'e', ... \n",
1871 "983 ventilators ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'o', ... \n",
1872 "984 silkworms ['s', 'i', 'l', '_', 'w', 'o', 'r', 'm', 's'] \n",
1873 "985 schemers ['s', 'c', 'h', 'e', 'm', 'e', 'r', 's'] \n",
1874 "986 glorious ['_', 'l', 'o', 'r', 'i', 'o', 'u', 's'] \n",
1875 "987 primogeniture ['p', 'r', 'i', 'm', 'o', 'g', 'e', 'n', 'i', ... \n",
1876 "988 vowel ['_', 'o', '_', 'e', 'l'] \n",
1877 "989 bulging ['_', 'u', 'l', '_', 'i', 'n', '_'] \n",
1878 "990 regarding ['r', 'e', '_', 'a', 'r', 'd', 'i', 'n', '_'] \n",
1879 "991 intensify ['i', 'n', 't', 'e', 'n', 's', 'i', '_', '_'] \n",
1880 "992 interception ['i', 'n', 't', 'e', 'r', 'c', 'e', '_', 't', ... \n",
1881 "993 kohlrabi ['_', 'o', 'h', 'l', 'r', 'a', '_', 'i'] \n",
1882 "994 putrefies ['_', 'u', 't', 'r', 'e', '_', 'i', 'e', 's'] \n",
1883 "995 moneybags ['m', 'o', 'n', 'e', 'y', '_', 'a', '_', 's'] \n",
1884 "996 comrade ['c', 'o', 'm', 'r', 'a', 'd', 'e'] \n",
1885 "997 encircle ['e', 'n', 'c', 'i', 'r', 'c', 'l', 'e'] \n",
1886 "998 choppiness ['c', 'h', 'o', '_', '_', 'i', 'n', 'e', 's', ... \n",
1887 "999 showed ['s', 'h', 'o', 'w', 'e', 'd'] \n",
1888 "\n",
1889 " wrong letters number of hits \\\n",
1890 "0 ['t', 'a', 'o', 'i', 'n', 'r', 'l', 'm', 'w', ... 5 \n",
1891 "1 ['t', 'o', 'i', 'h', 'n', 'd', 'u', 'w', 'c', ... 6 \n",
1892 "2 ['a', 'o', 'n'] 6 \n",
1893 "3 ['h', 'n', 'r', 'u', 'm', 'w'] 10 \n",
1894 "4 ['e', 't', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
1895 "5 ['t', 'a', 'o', 'i', 'h', 'r', 'd', 'l', 'm', ... 4 \n",
1896 "6 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'u', 'w', ... 6 \n",
1897 "7 ['t', 'a', 'o', 'h', 's', 'r', 'd', 'u', 'c', ... 6 \n",
1898 "8 ['t', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
1899 "9 ['t', 'a', 'i', 'n', 'l', 'u', 'm'] 8 \n",
1900 "10 ['t', 'a', 'h', 'r', 'd', 'u', 'm', 'w', 'c', ... 10 \n",
1901 "11 ['o', 'i', 'h', 'n', 'd', 'u', 'm', 'c'] 10 \n",
1902 "12 ['e', 't', 'o', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1903 "13 ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w'] 8 \n",
1904 "14 ['t', 'i', 'd', 'l', 'u', 'm', 'w', 'y', 'f', ... 10 \n",
1905 "15 ['t', 'a', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
1906 "16 ['a', 'o', 'd', 'l', 'u', 'm', 'w'] 10 \n",
1907 "17 ['e', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ... 6 \n",
1908 "18 ['e', 'i', 'n', 's'] 6 \n",
1909 "19 ['e', 't', 'o', 'i', 'h', 'n', 's', 'd', 'l', ... 2 \n",
1910 "20 ['t', 'i', 'n', 'd', 'm', 'w', 'c', 'y', 'f'] 11 \n",
1911 "21 ['t', 'o', 'h', 'r', 'l', 'm', 'w', 'c', 'y', ... 8 \n",
1912 "22 ['e', 't', 'a', 'h', 'r', 'd', 'l', 'u', 'm', ... 6 \n",
1913 "23 ['o', 'h', 's', 'l', 'u', 'm', 'w', 'c', 'y', ... 7 \n",
1914 "24 ['t', 'a', 'i', 'h', 's', 'l'] 7 \n",
1915 "25 ['t', 'a', 'o', 'h', 'd', 'l', 'u', 'm', 'w', ... 6 \n",
1916 "26 ['a', 'o', 'h', 'r'] 11 \n",
1917 "27 ['o', 'r', 'd', 'l', 'u'] 10 \n",
1918 "28 ['o', 'i', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
1919 "29 ['e', 'h', 'l', 'u', 'm', 'w', 'c', 'y', 'f'] 13 \n",
1920 ".. ... ... \n",
1921 "970 ['e', 'o', 'i', 'h', 's', 'd', 'l', 'u', 'm', ... 4 \n",
1922 "971 ['a', 'o', 'i', 'n', 's'] 8 \n",
1923 "972 ['a', 'o', 'h', 'n', 'd', 'l', 'u', 'm', 'w', ... 6 \n",
1924 "973 ['a', 'o', 'i', 'h', 's', 'd', 'l', 'm', 'w'] 9 \n",
1925 "974 ['a', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'm', ... 4 \n",
1926 "975 ['t', 'o', 'i', 'u', 'm', 'w', 'c', 'y', 'f', ... 10 \n",
1927 "976 ['t', 'o', 's', 'r', 'd', 'l', 'u', 'm', 'c', ... 8 \n",
1928 "977 ['o', 'i', 'h', 'n', 'r', 'd', 'm', 'w', 'y', ... 10 \n",
1929 "978 ['t', 'a', 'o', 'h', 's', 'r', 'l', 'u', 'w', ... 6 \n",
1930 "979 ['e', 't', 'a', 'i', 'n', 's', 'r', 'd', 'l', ... 3 \n",
1931 "980 ['i', 'h', 'n', 'r', 'd', 'l', 'm', 'w', 'c', ... 7 \n",
1932 "981 ['t', 'a', 'h', 's', 'r', 'd', 'l', 'u', 'w', ... 9 \n",
1933 "982 ['o', 'h', 'r', 'd', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
1934 "983 ['h', 'd', 'u', 'm', 'w', 'c', 'y', 'f', 'g', ... 10 \n",
1935 "984 ['e', 't', 'a', 'h', 'n', 'd', 'u', 'c', 'y', ... 8 \n",
1936 "985 ['t', 'a', 'o', 'i', 'n', 'd', 'l', 'u', 'w'] 8 \n",
1937 "986 ['e', 't', 'a', 'h', 'n', 'd', 'm', 'w', 'c', ... 7 \n",
1938 "987 ['a', 'h', 's', 'd', 'l', 'w', 'c', 'y', 'f'] 13 \n",
1939 "988 ['t', 'a', 'i', 'h', 'n', 's', 'r', 'd', 'u', ... 3 \n",
1940 "989 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'm', ... 4 \n",
1941 "990 ['t', 'o', 'h', 's', 'l', 'u', 'm', 'w', 'c', ... 7 \n",
1942 "991 ['a', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ... 7 \n",
1943 "992 ['a', 'h', 's', 'd', 'l', 'u', 'm', 'w', 'y', ... 11 \n",
1944 "993 ['e', 't', 'n', 's', 'd', 'u', 'm', 'w', 'c', ... 6 \n",
1945 "994 ['a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', 'c', ... 7 \n",
1946 "995 ['t', 'i', 'h', 'r', 'd', 'l', 'u', 'w', 'c', ... 7 \n",
1947 "996 ['t', 'i', 'h', 'n', 's', 'l', 'u', 'w'] 7 \n",
1948 "997 ['t', 'a', 'o', 'h', 's', 'd', 'u', 'm', 'w'] 8 \n",
1949 "998 ['t', 'a', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
1950 "999 ['t', 'a', 'i', 'n', 'r', 'l', 'u', 'm'] 6 \n",
1951 "\n",
1952 " lives remaining game won word length \n",
1953 "0 0 False 6 \n",
1954 "1 0 False 7 \n",
1955 "2 7 True 6 \n",
1956 "3 4 True 10 \n",
1957 "4 0 False 6 \n",
1958 "5 0 False 5 \n",
1959 "6 0 False 8 \n",
1960 "7 0 False 7 \n",
1961 "8 0 False 7 \n",
1962 "9 3 True 8 \n",
1963 "10 0 False 13 \n",
1964 "11 2 True 10 \n",
1965 "12 0 False 4 \n",
1966 "13 2 True 8 \n",
1967 "14 0 False 11 \n",
1968 "15 0 False 6 \n",
1969 "16 3 True 10 \n",
1970 "17 0 False 7 \n",
1971 "18 6 True 6 \n",
1972 "19 0 False 5 \n",
1973 "20 1 True 11 \n",
1974 "21 0 False 9 \n",
1975 "22 0 False 8 \n",
1976 "23 0 False 8 \n",
1977 "24 4 True 7 \n",
1978 "25 0 False 7 \n",
1979 "26 6 True 11 \n",
1980 "27 5 True 10 \n",
1981 "28 0 False 11 \n",
1982 "29 1 True 13 \n",
1983 ".. ... ... ... \n",
1984 "970 0 False 6 \n",
1985 "971 5 True 8 \n",
1986 "972 0 False 9 \n",
1987 "973 1 True 9 \n",
1988 "974 0 False 5 \n",
1989 "975 0 False 11 \n",
1990 "976 0 False 9 \n",
1991 "977 0 False 11 \n",
1992 "978 0 False 7 \n",
1993 "979 0 False 4 \n",
1994 "980 0 False 8 \n",
1995 "981 0 False 10 \n",
1996 "982 0 False 10 \n",
1997 "983 0 False 11 \n",
1998 "984 0 False 9 \n",
1999 "985 1 True 8 \n",
2000 "986 0 False 8 \n",
2001 "987 1 True 13 \n",
2002 "988 0 False 5 \n",
2003 "989 0 False 7 \n",
2004 "990 0 False 9 \n",
2005 "991 0 False 9 \n",
2006 "992 0 False 12 \n",
2007 "993 0 False 8 \n",
2008 "994 0 False 9 \n",
2009 "995 0 False 9 \n",
2010 "996 2 True 7 \n",
2011 "997 1 True 8 \n",
2012 "998 0 False 10 \n",
2013 "999 2 True 6 \n",
2014 "\n",
2015 "[1000 rows x 7 columns]"
2016 ]
2017 }
2018 ],
2019 "prompt_number": 84
2020 },
2021 {
2022 "cell_type": "code",
2023 "collapsed": false,
2024 "input": [
2025 "fixed_order['lives remaining'].hist()"
2026 ],
2027 "language": "python",
2028 "metadata": {},
2029 "outputs": [
2030 {
2031 "metadata": {},
2032 "output_type": "pyout",
2033 "prompt_number": 87,
2034 "text": [
2035 "<matplotlib.axes.AxesSubplot at 0x7fefde312ac8>"
2036 ]
2037 },
2038 {
2039 "metadata": {},
2040 "output_type": "display_data",
2041 "png": 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h1clIkjqnaAY/SohtiNvRuL8cmG563TRhJa95mC8m1iKxFom1KG5hBz5jljvnLfM8twOo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\n0k/5f6/qmUyY1iRsAAAAAElFTkSuQmCC\n",
2042 "text": [
2043 "<matplotlib.figure.Figure at 0x7fefde6a0ef0>"
2044 ]
2045 }
2046 ],
2047 "prompt_number": 87
2048 },
2049 {
2050 "cell_type": "code",
2051 "collapsed": false,
2052 "input": [
2053 "fixed_order.groupby('lives remaining').size()"
2054 ],
2055 "language": "python",
2056 "metadata": {},
2057 "outputs": [
2058 {
2059 "metadata": {},
2060 "output_type": "pyout",
2061 "prompt_number": 93,
2062 "text": [
2063 "lives remaining\n",
2064 "0 676\n",
2065 "1 88\n",
2066 "2 54\n",
2067 "3 60\n",
2068 "4 44\n",
2069 "5 31\n",
2070 "6 28\n",
2071 "7 12\n",
2072 "8 4\n",
2073 "9 3\n",
2074 "dtype: int64"
2075 ]
2076 }
2077 ],
2078 "prompt_number": 93
2079 },
2080 {
2081 "cell_type": "code",
2082 "collapsed": false,
2083 "input": [
2084 "adaptive_pattern = pd.read_csv('adaptive_pattern.csv')\n",
2085 "adaptive_pattern"
2086 ],
2087 "language": "python",
2088 "metadata": {},
2089 "outputs": [
2090 {
2091 "html": [
2092 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
2093 "<table border=\"1\" class=\"dataframe\">\n",
2094 " <thead>\n",
2095 " <tr style=\"text-align: right;\">\n",
2096 " <th></th>\n",
2097 " <th>target</th>\n",
2098 " <th>discovered</th>\n",
2099 " <th>wrong letters</th>\n",
2100 " <th>number of hits</th>\n",
2101 " <th>lives remaining</th>\n",
2102 " <th>game won</th>\n",
2103 " </tr>\n",
2104 " </thead>\n",
2105 " <tbody>\n",
2106 " <tr>\n",
2107 " <th>0 </th>\n",
2108 " <td> begrudges</td>\n",
2109 " <td> ['b', 'e', 'g', 'r', 'u', 'd', 'g', 'e', 's']</td>\n",
2110 " <td> []</td>\n",
2111 " <td> 9</td>\n",
2112 " <td> 10</td>\n",
2113 " <td> True</td>\n",
2114 " </tr>\n",
2115 " <tr>\n",
2116 " <th>1 </th>\n",
2117 " <td> omegas</td>\n",
2118 " <td> ['o', 'm', 'e', 'g', 'a', 's']</td>\n",
2119 " <td> []</td>\n",
2120 " <td> 6</td>\n",
2121 " <td> 10</td>\n",
2122 " <td> True</td>\n",
2123 " </tr>\n",
2124 " <tr>\n",
2125 " <th>2 </th>\n",
2126 " <td> caliphate</td>\n",
2127 " <td> ['c', 'a', 'l', 'i', 'p', 'h', 'a', 't', 'e']</td>\n",
2128 " <td> []</td>\n",
2129 " <td> 9</td>\n",
2130 " <td> 10</td>\n",
2131 " <td> True</td>\n",
2132 " </tr>\n",
2133 " <tr>\n",
2134 " <th>3 </th>\n",
2135 " <td> sarsaparillas</td>\n",
2136 " <td> ['s', 'a', 'r', 's', 'a', 'p', 'a', 'r', 'i', ...</td>\n",
2137 " <td> ['e']</td>\n",
2138 " <td> 13</td>\n",
2139 " <td> 9</td>\n",
2140 " <td> True</td>\n",
2141 " </tr>\n",
2142 " <tr>\n",
2143 " <th>4 </th>\n",
2144 " <td> retook</td>\n",
2145 " <td> ['r', 'e', 't', 'o', 'o', 'k']</td>\n",
2146 " <td> ['a', 'i']</td>\n",
2147 " <td> 6</td>\n",
2148 " <td> 8</td>\n",
2149 " <td> True</td>\n",
2150 " </tr>\n",
2151 " <tr>\n",
2152 " <th>5 </th>\n",
2153 " <td> rafter</td>\n",
2154 " <td> ['r', 'a', 'f', 't', 'e', 'r']</td>\n",
2155 " <td> ['d', 's', 'o']</td>\n",
2156 " <td> 6</td>\n",
2157 " <td> 7</td>\n",
2158 " <td> True</td>\n",
2159 " </tr>\n",
2160 " <tr>\n",
2161 " <th>6 </th>\n",
2162 " <td> declassify</td>\n",
2163 " <td> ['d', 'e', 'c', 'l', 'a', 's', 's', 'i', 'f', ...</td>\n",
2164 " <td> ['n']</td>\n",
2165 " <td> 10</td>\n",
2166 " <td> 9</td>\n",
2167 " <td> True</td>\n",
2168 " </tr>\n",
2169 " <tr>\n",
2170 " <th>7 </th>\n",
2171 " <td> hyaenas</td>\n",
2172 " <td> ['h', 'y', 'a', 'e', 'n', 'a', 's']</td>\n",
2173 " <td> ['t', 'd']</td>\n",
2174 " <td> 7</td>\n",
2175 " <td> 8</td>\n",
2176 " <td> True</td>\n",
2177 " </tr>\n",
2178 " <tr>\n",
2179 " <th>8 </th>\n",
2180 " <td> limping</td>\n",
2181 " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
2182 " <td> ['e', 't']</td>\n",
2183 " <td> 7</td>\n",
2184 " <td> 8</td>\n",
2185 " <td> True</td>\n",
2186 " </tr>\n",
2187 " <tr>\n",
2188 " <th>9 </th>\n",
2189 " <td> cocoanut</td>\n",
2190 " <td> ['c', 'o', 'c', 'o', 'a', 'n', 'u', 't']</td>\n",
2191 " <td> ['e', 'i', 's', 'l']</td>\n",
2192 " <td> 8</td>\n",
2193 " <td> 6</td>\n",
2194 " <td> True</td>\n",
2195 " </tr>\n",
2196 " <tr>\n",
2197 " <th>10 </th>\n",
2198 " <td> prematurely</td>\n",
2199 " <td> ['p', 'r', 'e', 'm', 'a', 't', 'u', 'r', 'e', ...</td>\n",
2200 " <td> ['s', 'i']</td>\n",
2201 " <td> 11</td>\n",
2202 " <td> 8</td>\n",
2203 " <td> True</td>\n",
2204 " </tr>\n",
2205 " <tr>\n",
2206 " <th>11 </th>\n",
2207 " <td> lentils</td>\n",
2208 " <td> ['l', 'e', 'n', 't', 'i', 'l', 's']</td>\n",
2209 " <td> []</td>\n",
2210 " <td> 7</td>\n",
2211 " <td> 10</td>\n",
2212 " <td> True</td>\n",
2213 " </tr>\n",
2214 " <tr>\n",
2215 " <th>12 </th>\n",
2216 " <td> releases</td>\n",
2217 " <td> ['r', 'e', 'l', 'e', 'a', 's', 'e', 's']</td>\n",
2218 " <td> ['d']</td>\n",
2219 " <td> 8</td>\n",
2220 " <td> 9</td>\n",
2221 " <td> True</td>\n",
2222 " </tr>\n",
2223 " <tr>\n",
2224 " <th>13 </th>\n",
2225 " <td> doddering</td>\n",
2226 " <td> ['d', 'o', 'd', 'd', 'e', 'r', 'i', 'n', 'g']</td>\n",
2227 " <td> ['t', 'm']</td>\n",
2228 " <td> 9</td>\n",
2229 " <td> 8</td>\n",
2230 " <td> True</td>\n",
2231 " </tr>\n",
2232 " <tr>\n",
2233 " <th>14 </th>\n",
2234 " <td> dozens</td>\n",
2235 " <td> ['d', 'o', 'z', 'e', 'n', 's']</td>\n",
2236 " <td> ['r', 'l', 'y', 't', 'm']</td>\n",
2237 " <td> 6</td>\n",
2238 " <td> 5</td>\n",
2239 " <td> True</td>\n",
2240 " </tr>\n",
2241 " <tr>\n",
2242 " <th>15 </th>\n",
2243 " <td> sprawled</td>\n",
2244 " <td> ['s', 'p', 'r', 'a', 'w', 'l', 'e', 'd']</td>\n",
2245 " <td> ['t', 'c', 'i', 'g']</td>\n",
2246 " <td> 8</td>\n",
2247 " <td> 6</td>\n",
2248 " <td> True</td>\n",
2249 " </tr>\n",
2250 " <tr>\n",
2251 " <th>16 </th>\n",
2252 " <td> upgrades</td>\n",
2253 " <td> ['u', 'p', 'g', 'r', 'a', 'd', 'e', 's']</td>\n",
2254 " <td> ['i', 'o']</td>\n",
2255 " <td> 8</td>\n",
2256 " <td> 8</td>\n",
2257 " <td> True</td>\n",
2258 " </tr>\n",
2259 " <tr>\n",
2260 " <th>17 </th>\n",
2261 " <td> bleakness</td>\n",
2262 " <td> ['b', 'l', 'e', 'a', 'k', 'n', 'e', 's', 's']</td>\n",
2263 " <td> []</td>\n",
2264 " <td> 9</td>\n",
2265 " <td> 10</td>\n",
2266 " <td> True</td>\n",
2267 " </tr>\n",
2268 " <tr>\n",
2269 " <th>18 </th>\n",
2270 " <td> ampler</td>\n",
2271 " <td> ['a', 'm', 'p', 'l', 'e', 'r']</td>\n",
2272 " <td> ['d', 's', 'i', 't', 'g']</td>\n",
2273 " <td> 6</td>\n",
2274 " <td> 5</td>\n",
2275 " <td> True</td>\n",
2276 " </tr>\n",
2277 " <tr>\n",
2278 " <th>19 </th>\n",
2279 " <td> smithy</td>\n",
2280 " <td> ['s', 'm', 'i', 't', 'h', 'y']</td>\n",
2281 " <td> ['e', 'a', 'n']</td>\n",
2282 " <td> 6</td>\n",
2283 " <td> 7</td>\n",
2284 " <td> True</td>\n",
2285 " </tr>\n",
2286 " <tr>\n",
2287 " <th>20 </th>\n",
2288 " <td> ranger</td>\n",
2289 " <td> ['r', 'a', 'n', 'g', 'e', 'r']</td>\n",
2290 " <td> ['d', 's', 'o', 't', 'p']</td>\n",
2291 " <td> 6</td>\n",
2292 " <td> 5</td>\n",
2293 " <td> True</td>\n",
2294 " </tr>\n",
2295 " <tr>\n",
2296 " <th>21 </th>\n",
2297 " <td> prenatal</td>\n",
2298 " <td> ['p', 'r', 'e', 'n', 'a', 't', 'a', 'l']</td>\n",
2299 " <td> ['i', 's']</td>\n",
2300 " <td> 8</td>\n",
2301 " <td> 8</td>\n",
2302 " <td> True</td>\n",
2303 " </tr>\n",
2304 " <tr>\n",
2305 " <th>22 </th>\n",
2306 " <td> shopkeeper</td>\n",
2307 " <td> ['s', 'h', 'o', 'p', 'k', 'e', 'e', 'p', 'e', ...</td>\n",
2308 " <td> []</td>\n",
2309 " <td> 10</td>\n",
2310 " <td> 10</td>\n",
2311 " <td> True</td>\n",
2312 " </tr>\n",
2313 " <tr>\n",
2314 " <th>23 </th>\n",
2315 " <td> wriggled</td>\n",
2316 " <td> ['w', 'r', 'i', 'g', 'g', 'l', 'e', 'd']</td>\n",
2317 " <td> ['s', 'p', 'z', 'c']</td>\n",
2318 " <td> 8</td>\n",
2319 " <td> 6</td>\n",
2320 " <td> True</td>\n",
2321 " </tr>\n",
2322 " <tr>\n",
2323 " <th>24 </th>\n",
2324 " <td> revivify</td>\n",
2325 " <td> ['r', 'e', 'v', 'i', 'v', 'i', 'f', 'y']</td>\n",
2326 " <td> ['n', 's', 't']</td>\n",
2327 " <td> 8</td>\n",
2328 " <td> 7</td>\n",
2329 " <td> True</td>\n",
2330 " </tr>\n",
2331 " <tr>\n",
2332 " <th>25 </th>\n",
2333 " <td> snaffles</td>\n",
2334 " <td> ['s', 'n', 'a', 'f', 'f', 'l', 'e', 's']</td>\n",
2335 " <td> ['i', 't', 'u']</td>\n",
2336 " <td> 8</td>\n",
2337 " <td> 7</td>\n",
2338 " <td> True</td>\n",
2339 " </tr>\n",
2340 " <tr>\n",
2341 " <th>26 </th>\n",
2342 " <td> compels</td>\n",
2343 " <td> ['c', 'o', 'm', 'p', 'e', 'l', 's']</td>\n",
2344 " <td> ['r', 't']</td>\n",
2345 " <td> 7</td>\n",
2346 " <td> 8</td>\n",
2347 " <td> True</td>\n",
2348 " </tr>\n",
2349 " <tr>\n",
2350 " <th>27 </th>\n",
2351 " <td> hunchback</td>\n",
2352 " <td> ['h', 'u', 'n', 'c', 'h', 'b', 'a', 'c', 'k']</td>\n",
2353 " <td> ['e', 'i', 'o', 's']</td>\n",
2354 " <td> 9</td>\n",
2355 " <td> 6</td>\n",
2356 " <td> True</td>\n",
2357 " </tr>\n",
2358 " <tr>\n",
2359 " <th>28 </th>\n",
2360 " <td> ridging</td>\n",
2361 " <td> ['r', 'i', 'd', 'g', 'i', 'n', 'g']</td>\n",
2362 " <td> ['e']</td>\n",
2363 " <td> 7</td>\n",
2364 " <td> 9</td>\n",
2365 " <td> True</td>\n",
2366 " </tr>\n",
2367 " <tr>\n",
2368 " <th>29 </th>\n",
2369 " <td> foghorn</td>\n",
2370 " <td> ['f', 'o', 'g', 'h', 'o', 'r', 'n']</td>\n",
2371 " <td> ['e', 'i', 'a', 's', 'c']</td>\n",
2372 " <td> 7</td>\n",
2373 " <td> 5</td>\n",
2374 " <td> True</td>\n",
2375 " </tr>\n",
2376 " <tr>\n",
2377 " <th>...</th>\n",
2378 " <td>...</td>\n",
2379 " <td>...</td>\n",
2380 " <td>...</td>\n",
2381 " <td>...</td>\n",
2382 " <td>...</td>\n",
2383 " <td>...</td>\n",
2384 " </tr>\n",
2385 " <tr>\n",
2386 " <th>970</th>\n",
2387 " <td> absurdly</td>\n",
2388 " <td> ['a', 'b', 's', 'u', 'r', 'd', 'l', 'y']</td>\n",
2389 " <td> ['e', 'i', 'o']</td>\n",
2390 " <td> 8</td>\n",
2391 " <td> 7</td>\n",
2392 " <td> True</td>\n",
2393 " </tr>\n",
2394 " <tr>\n",
2395 " <th>971</th>\n",
2396 " <td> insincere</td>\n",
2397 " <td> ['i', 'n', 's', 'i', 'n', 'c', 'e', 'r', 'e']</td>\n",
2398 " <td> []</td>\n",
2399 " <td> 9</td>\n",
2400 " <td> 10</td>\n",
2401 " <td> True</td>\n",
2402 " </tr>\n",
2403 " <tr>\n",
2404 " <th>972</th>\n",
2405 " <td> preempts</td>\n",
2406 " <td> ['p', 'r', 'e', 'e', 'm', 'p', 't', 's']</td>\n",
2407 " <td> ['i']</td>\n",
2408 " <td> 8</td>\n",
2409 " <td> 9</td>\n",
2410 " <td> True</td>\n",
2411 " </tr>\n",
2412 " <tr>\n",
2413 " <th>973</th>\n",
2414 " <td> fullest</td>\n",
2415 " <td> ['f', 'u', 'l', 'l', 'e', 's', 't']</td>\n",
2416 " <td> ['i', 'a', 'o', 'm', 'n']</td>\n",
2417 " <td> 7</td>\n",
2418 " <td> 5</td>\n",
2419 " <td> True</td>\n",
2420 " </tr>\n",
2421 " <tr>\n",
2422 " <th>974</th>\n",
2423 " <td> prerecording</td>\n",
2424 " <td> ['p', 'r', 'e', 'r', 'e', 'c', 'o', 'r', 'd', ...</td>\n",
2425 " <td> []</td>\n",
2426 " <td> 12</td>\n",
2427 " <td> 10</td>\n",
2428 " <td> True</td>\n",
2429 " </tr>\n",
2430 " <tr>\n",
2431 " <th>975</th>\n",
2432 " <td> disinters</td>\n",
2433 " <td> ['d', 'i', 's', 'i', 'n', 't', 'e', 'r', 's']</td>\n",
2434 " <td> ['o']</td>\n",
2435 " <td> 9</td>\n",
2436 " <td> 9</td>\n",
2437 " <td> True</td>\n",
2438 " </tr>\n",
2439 " <tr>\n",
2440 " <th>976</th>\n",
2441 " <td> entreated</td>\n",
2442 " <td> ['e', 'n', 't', 'r', 'e', 'a', 't', 'e', 'd']</td>\n",
2443 " <td> ['s']</td>\n",
2444 " <td> 9</td>\n",
2445 " <td> 9</td>\n",
2446 " <td> True</td>\n",
2447 " </tr>\n",
2448 " <tr>\n",
2449 " <th>977</th>\n",
2450 " <td> podcast</td>\n",
2451 " <td> ['p', 'o', 'd', 'c', 'a', 's', 't']</td>\n",
2452 " <td> ['e', 'i', 'm']</td>\n",
2453 " <td> 7</td>\n",
2454 " <td> 7</td>\n",
2455 " <td> True</td>\n",
2456 " </tr>\n",
2457 " <tr>\n",
2458 " <th>978</th>\n",
2459 " <td> corporal</td>\n",
2460 " <td> ['c', 'o', 'r', 'p', 'o', 'r', 'a', 'l']</td>\n",
2461 " <td> ['e', 'i']</td>\n",
2462 " <td> 8</td>\n",
2463 " <td> 8</td>\n",
2464 " <td> True</td>\n",
2465 " </tr>\n",
2466 " <tr>\n",
2467 " <th>979</th>\n",
2468 " <td> couples</td>\n",
2469 " <td> ['c', 'o', 'u', 'p', 'l', 'e', 's']</td>\n",
2470 " <td> ['i', 'b', 'd', 'g', 't']</td>\n",
2471 " <td> 7</td>\n",
2472 " <td> 5</td>\n",
2473 " <td> True</td>\n",
2474 " </tr>\n",
2475 " <tr>\n",
2476 " <th>980</th>\n",
2477 " <td> thirsting</td>\n",
2478 " <td> ['t', 'h', 'i', 'r', 's', 't', 'i', 'n', 'g']</td>\n",
2479 " <td> ['e', 'l']</td>\n",
2480 " <td> 9</td>\n",
2481 " <td> 8</td>\n",
2482 " <td> True</td>\n",
2483 " </tr>\n",
2484 " <tr>\n",
2485 " <th>981</th>\n",
2486 " <td> rums</td>\n",
2487 " <td> ['r', 'u', 'm', 's']</td>\n",
2488 " <td> ['e', 'a', 'o', 'i', 'b', 'g', 't', 'h']</td>\n",
2489 " <td> 4</td>\n",
2490 " <td> 2</td>\n",
2491 " <td> True</td>\n",
2492 " </tr>\n",
2493 " <tr>\n",
2494 " <th>982</th>\n",
2495 " <td> unaltered</td>\n",
2496 " <td> ['u', 'n', 'a', 'l', 't', 'e', 'r', 'e', 'd']</td>\n",
2497 " <td> []</td>\n",
2498 " <td> 9</td>\n",
2499 " <td> 10</td>\n",
2500 " <td> True</td>\n",
2501 " </tr>\n",
2502 " <tr>\n",
2503 " <th>983</th>\n",
2504 " <td> mottoes</td>\n",
2505 " <td> ['m', 'o', 't', 't', 'o', 'e', 's']</td>\n",
2506 " <td> ['i', 'l', 'a']</td>\n",
2507 " <td> 7</td>\n",
2508 " <td> 7</td>\n",
2509 " <td> True</td>\n",
2510 " </tr>\n",
2511 " <tr>\n",
2512 " <th>984</th>\n",
2513 " <td> multipurpose</td>\n",
2514 " <td> ['m', 'u', 'l', 't', 'i', 'p', 'u', 'r', 'p', ...</td>\n",
2515 " <td> []</td>\n",
2516 " <td> 12</td>\n",
2517 " <td> 10</td>\n",
2518 " <td> True</td>\n",
2519 " </tr>\n",
2520 " <tr>\n",
2521 " <th>985</th>\n",
2522 " <td> cuddly</td>\n",
2523 " <td> ['c', 'u', 'd', 'd', 'l', 'y']</td>\n",
2524 " <td> ['e', 's', 'i', 'a', 'o', 'b']</td>\n",
2525 " <td> 6</td>\n",
2526 " <td> 4</td>\n",
2527 " <td> True</td>\n",
2528 " </tr>\n",
2529 " <tr>\n",
2530 " <th>986</th>\n",
2531 " <td> staggered</td>\n",
2532 " <td> ['s', 't', 'a', 'g', 'g', 'e', 'r', 'e', 'd']</td>\n",
2533 " <td> []</td>\n",
2534 " <td> 9</td>\n",
2535 " <td> 10</td>\n",
2536 " <td> True</td>\n",
2537 " </tr>\n",
2538 " <tr>\n",
2539 " <th>987</th>\n",
2540 " <td> sociability</td>\n",
2541 " <td> ['s', 'o', 'c', 'i', 'a', 'b', 'i', 'l', 'i', ...</td>\n",
2542 " <td> ['e']</td>\n",
2543 " <td> 11</td>\n",
2544 " <td> 9</td>\n",
2545 " <td> True</td>\n",
2546 " </tr>\n",
2547 " <tr>\n",
2548 " <th>988</th>\n",
2549 " <td> broaches</td>\n",
2550 " <td> ['b', 'r', 'o', 'a', 'c', 'h', 'e', 's']</td>\n",
2551 " <td> ['i']</td>\n",
2552 " <td> 8</td>\n",
2553 " <td> 9</td>\n",
2554 " <td> True</td>\n",
2555 " </tr>\n",
2556 " <tr>\n",
2557 " <th>989</th>\n",
2558 " <td> rushes</td>\n",
2559 " <td> ['r', 'u', 's', 'h', 'e', 's']</td>\n",
2560 " <td> ['d', 't', 'g', 'm', 'l', 'p']</td>\n",
2561 " <td> 6</td>\n",
2562 " <td> 4</td>\n",
2563 " <td> True</td>\n",
2564 " </tr>\n",
2565 " <tr>\n",
2566 " <th>990</th>\n",
2567 " <td> dualism</td>\n",
2568 " <td> ['d', 'u', 'a', 'l', 'i', 's', 'm']</td>\n",
2569 " <td> ['e', 'n', 'h', 't', 'o']</td>\n",
2570 " <td> 7</td>\n",
2571 " <td> 5</td>\n",
2572 " <td> True</td>\n",
2573 " </tr>\n",
2574 " <tr>\n",
2575 " <th>991</th>\n",
2576 " <td> playgrounds</td>\n",
2577 " <td> ['p', 'l', 'a', 'y', 'g', 'r', 'o', 'u', 'n', ...</td>\n",
2578 " <td> ['e', 'i']</td>\n",
2579 " <td> 11</td>\n",
2580 " <td> 8</td>\n",
2581 " <td> True</td>\n",
2582 " </tr>\n",
2583 " <tr>\n",
2584 " <th>992</th>\n",
2585 " <td> trespasses</td>\n",
2586 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'e', ...</td>\n",
2587 " <td> []</td>\n",
2588 " <td> 10</td>\n",
2589 " <td> 10</td>\n",
2590 " <td> True</td>\n",
2591 " </tr>\n",
2592 " <tr>\n",
2593 " <th>993</th>\n",
2594 " <td> smooched</td>\n",
2595 " <td> ['s', 'm', 'o', 'o', 'c', 'h', 'e', 'd']</td>\n",
2596 " <td> ['r', 'l', 't', 'i']</td>\n",
2597 " <td> 8</td>\n",
2598 " <td> 6</td>\n",
2599 " <td> True</td>\n",
2600 " </tr>\n",
2601 " <tr>\n",
2602 " <th>994</th>\n",
2603 " <td> faceting</td>\n",
2604 " <td> ['f', 'a', 'c', 'e', 't', 'i', 'n', 'g']</td>\n",
2605 " <td> ['r']</td>\n",
2606 " <td> 8</td>\n",
2607 " <td> 9</td>\n",
2608 " <td> True</td>\n",
2609 " </tr>\n",
2610 " <tr>\n",
2611 " <th>995</th>\n",
2612 " <td> marinading</td>\n",
2613 " <td> ['m', 'a', 'r', 'i', 'n', 'a', 'd', 'i', 'n', ...</td>\n",
2614 " <td> ['e', 't']</td>\n",
2615 " <td> 10</td>\n",
2616 " <td> 8</td>\n",
2617 " <td> True</td>\n",
2618 " </tr>\n",
2619 " <tr>\n",
2620 " <th>996</th>\n",
2621 " <td> detract</td>\n",
2622 " <td> ['d', 'e', 't', 'r', 'a', 'c', 't']</td>\n",
2623 " <td> ['n']</td>\n",
2624 " <td> 7</td>\n",
2625 " <td> 9</td>\n",
2626 " <td> True</td>\n",
2627 " </tr>\n",
2628 " <tr>\n",
2629 " <th>997</th>\n",
2630 " <td> comprehensibility</td>\n",
2631 " <td> ['c', 'o', 'm', 'p', 'r', 'e', 'h', 'e', 'n', ...</td>\n",
2632 " <td> []</td>\n",
2633 " <td> 17</td>\n",
2634 " <td> 10</td>\n",
2635 " <td> True</td>\n",
2636 " </tr>\n",
2637 " <tr>\n",
2638 " <th>998</th>\n",
2639 " <td> humaneness</td>\n",
2640 " <td> ['h', 'u', 'm', 'a', 'n', 'e', 'n', 'e', 's', ...</td>\n",
2641 " <td> []</td>\n",
2642 " <td> 10</td>\n",
2643 " <td> 10</td>\n",
2644 " <td> True</td>\n",
2645 " </tr>\n",
2646 " <tr>\n",
2647 " <th>999</th>\n",
2648 " <td> troubleshoots</td>\n",
2649 " <td> ['t', 'r', 'o', 'u', 'b', 'l', 'e', 's', 'h', ...</td>\n",
2650 " <td> ['i']</td>\n",
2651 " <td> 13</td>\n",
2652 " <td> 9</td>\n",
2653 " <td> True</td>\n",
2654 " </tr>\n",
2655 " </tbody>\n",
2656 "</table>\n",
2657 "<p>1000 rows \u00d7 6 columns</p>\n",
2658 "</div>"
2659 ],
2660 "metadata": {},
2661 "output_type": "pyout",
2662 "prompt_number": 88,
2663 "text": [
2664 " target discovered \\\n",
2665 "0 begrudges ['b', 'e', 'g', 'r', 'u', 'd', 'g', 'e', 's'] \n",
2666 "1 omegas ['o', 'm', 'e', 'g', 'a', 's'] \n",
2667 "2 caliphate ['c', 'a', 'l', 'i', 'p', 'h', 'a', 't', 'e'] \n",
2668 "3 sarsaparillas ['s', 'a', 'r', 's', 'a', 'p', 'a', 'r', 'i', ... \n",
2669 "4 retook ['r', 'e', 't', 'o', 'o', 'k'] \n",
2670 "5 rafter ['r', 'a', 'f', 't', 'e', 'r'] \n",
2671 "6 declassify ['d', 'e', 'c', 'l', 'a', 's', 's', 'i', 'f', ... \n",
2672 "7 hyaenas ['h', 'y', 'a', 'e', 'n', 'a', 's'] \n",
2673 "8 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
2674 "9 cocoanut ['c', 'o', 'c', 'o', 'a', 'n', 'u', 't'] \n",
2675 "10 prematurely ['p', 'r', 'e', 'm', 'a', 't', 'u', 'r', 'e', ... \n",
2676 "11 lentils ['l', 'e', 'n', 't', 'i', 'l', 's'] \n",
2677 "12 releases ['r', 'e', 'l', 'e', 'a', 's', 'e', 's'] \n",
2678 "13 doddering ['d', 'o', 'd', 'd', 'e', 'r', 'i', 'n', 'g'] \n",
2679 "14 dozens ['d', 'o', 'z', 'e', 'n', 's'] \n",
2680 "15 sprawled ['s', 'p', 'r', 'a', 'w', 'l', 'e', 'd'] \n",
2681 "16 upgrades ['u', 'p', 'g', 'r', 'a', 'd', 'e', 's'] \n",
2682 "17 bleakness ['b', 'l', 'e', 'a', 'k', 'n', 'e', 's', 's'] \n",
2683 "18 ampler ['a', 'm', 'p', 'l', 'e', 'r'] \n",
2684 "19 smithy ['s', 'm', 'i', 't', 'h', 'y'] \n",
2685 "20 ranger ['r', 'a', 'n', 'g', 'e', 'r'] \n",
2686 "21 prenatal ['p', 'r', 'e', 'n', 'a', 't', 'a', 'l'] \n",
2687 "22 shopkeeper ['s', 'h', 'o', 'p', 'k', 'e', 'e', 'p', 'e', ... \n",
2688 "23 wriggled ['w', 'r', 'i', 'g', 'g', 'l', 'e', 'd'] \n",
2689 "24 revivify ['r', 'e', 'v', 'i', 'v', 'i', 'f', 'y'] \n",
2690 "25 snaffles ['s', 'n', 'a', 'f', 'f', 'l', 'e', 's'] \n",
2691 "26 compels ['c', 'o', 'm', 'p', 'e', 'l', 's'] \n",
2692 "27 hunchback ['h', 'u', 'n', 'c', 'h', 'b', 'a', 'c', 'k'] \n",
2693 "28 ridging ['r', 'i', 'd', 'g', 'i', 'n', 'g'] \n",
2694 "29 foghorn ['f', 'o', 'g', 'h', 'o', 'r', 'n'] \n",
2695 ".. ... ... \n",
2696 "970 absurdly ['a', 'b', 's', 'u', 'r', 'd', 'l', 'y'] \n",
2697 "971 insincere ['i', 'n', 's', 'i', 'n', 'c', 'e', 'r', 'e'] \n",
2698 "972 preempts ['p', 'r', 'e', 'e', 'm', 'p', 't', 's'] \n",
2699 "973 fullest ['f', 'u', 'l', 'l', 'e', 's', 't'] \n",
2700 "974 prerecording ['p', 'r', 'e', 'r', 'e', 'c', 'o', 'r', 'd', ... \n",
2701 "975 disinters ['d', 'i', 's', 'i', 'n', 't', 'e', 'r', 's'] \n",
2702 "976 entreated ['e', 'n', 't', 'r', 'e', 'a', 't', 'e', 'd'] \n",
2703 "977 podcast ['p', 'o', 'd', 'c', 'a', 's', 't'] \n",
2704 "978 corporal ['c', 'o', 'r', 'p', 'o', 'r', 'a', 'l'] \n",
2705 "979 couples ['c', 'o', 'u', 'p', 'l', 'e', 's'] \n",
2706 "980 thirsting ['t', 'h', 'i', 'r', 's', 't', 'i', 'n', 'g'] \n",
2707 "981 rums ['r', 'u', 'm', 's'] \n",
2708 "982 unaltered ['u', 'n', 'a', 'l', 't', 'e', 'r', 'e', 'd'] \n",
2709 "983 mottoes ['m', 'o', 't', 't', 'o', 'e', 's'] \n",
2710 "984 multipurpose ['m', 'u', 'l', 't', 'i', 'p', 'u', 'r', 'p', ... \n",
2711 "985 cuddly ['c', 'u', 'd', 'd', 'l', 'y'] \n",
2712 "986 staggered ['s', 't', 'a', 'g', 'g', 'e', 'r', 'e', 'd'] \n",
2713 "987 sociability ['s', 'o', 'c', 'i', 'a', 'b', 'i', 'l', 'i', ... \n",
2714 "988 broaches ['b', 'r', 'o', 'a', 'c', 'h', 'e', 's'] \n",
2715 "989 rushes ['r', 'u', 's', 'h', 'e', 's'] \n",
2716 "990 dualism ['d', 'u', 'a', 'l', 'i', 's', 'm'] \n",
2717 "991 playgrounds ['p', 'l', 'a', 'y', 'g', 'r', 'o', 'u', 'n', ... \n",
2718 "992 trespasses ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'e', ... \n",
2719 "993 smooched ['s', 'm', 'o', 'o', 'c', 'h', 'e', 'd'] \n",
2720 "994 faceting ['f', 'a', 'c', 'e', 't', 'i', 'n', 'g'] \n",
2721 "995 marinading ['m', 'a', 'r', 'i', 'n', 'a', 'd', 'i', 'n', ... \n",
2722 "996 detract ['d', 'e', 't', 'r', 'a', 'c', 't'] \n",
2723 "997 comprehensibility ['c', 'o', 'm', 'p', 'r', 'e', 'h', 'e', 'n', ... \n",
2724 "998 humaneness ['h', 'u', 'm', 'a', 'n', 'e', 'n', 'e', 's', ... \n",
2725 "999 troubleshoots ['t', 'r', 'o', 'u', 'b', 'l', 'e', 's', 'h', ... \n",
2726 "\n",
2727 " wrong letters number of hits \\\n",
2728 "0 [] 9 \n",
2729 "1 [] 6 \n",
2730 "2 [] 9 \n",
2731 "3 ['e'] 13 \n",
2732 "4 ['a', 'i'] 6 \n",
2733 "5 ['d', 's', 'o'] 6 \n",
2734 "6 ['n'] 10 \n",
2735 "7 ['t', 'd'] 7 \n",
2736 "8 ['e', 't'] 7 \n",
2737 "9 ['e', 'i', 's', 'l'] 8 \n",
2738 "10 ['s', 'i'] 11 \n",
2739 "11 [] 7 \n",
2740 "12 ['d'] 8 \n",
2741 "13 ['t', 'm'] 9 \n",
2742 "14 ['r', 'l', 'y', 't', 'm'] 6 \n",
2743 "15 ['t', 'c', 'i', 'g'] 8 \n",
2744 "16 ['i', 'o'] 8 \n",
2745 "17 [] 9 \n",
2746 "18 ['d', 's', 'i', 't', 'g'] 6 \n",
2747 "19 ['e', 'a', 'n'] 6 \n",
2748 "20 ['d', 's', 'o', 't', 'p'] 6 \n",
2749 "21 ['i', 's'] 8 \n",
2750 "22 [] 10 \n",
2751 "23 ['s', 'p', 'z', 'c'] 8 \n",
2752 "24 ['n', 's', 't'] 8 \n",
2753 "25 ['i', 't', 'u'] 8 \n",
2754 "26 ['r', 't'] 7 \n",
2755 "27 ['e', 'i', 'o', 's'] 9 \n",
2756 "28 ['e'] 7 \n",
2757 "29 ['e', 'i', 'a', 's', 'c'] 7 \n",
2758 ".. ... ... \n",
2759 "970 ['e', 'i', 'o'] 8 \n",
2760 "971 [] 9 \n",
2761 "972 ['i'] 8 \n",
2762 "973 ['i', 'a', 'o', 'm', 'n'] 7 \n",
2763 "974 [] 12 \n",
2764 "975 ['o'] 9 \n",
2765 "976 ['s'] 9 \n",
2766 "977 ['e', 'i', 'm'] 7 \n",
2767 "978 ['e', 'i'] 8 \n",
2768 "979 ['i', 'b', 'd', 'g', 't'] 7 \n",
2769 "980 ['e', 'l'] 9 \n",
2770 "981 ['e', 'a', 'o', 'i', 'b', 'g', 't', 'h'] 4 \n",
2771 "982 [] 9 \n",
2772 "983 ['i', 'l', 'a'] 7 \n",
2773 "984 [] 12 \n",
2774 "985 ['e', 's', 'i', 'a', 'o', 'b'] 6 \n",
2775 "986 [] 9 \n",
2776 "987 ['e'] 11 \n",
2777 "988 ['i'] 8 \n",
2778 "989 ['d', 't', 'g', 'm', 'l', 'p'] 6 \n",
2779 "990 ['e', 'n', 'h', 't', 'o'] 7 \n",
2780 "991 ['e', 'i'] 11 \n",
2781 "992 [] 10 \n",
2782 "993 ['r', 'l', 't', 'i'] 8 \n",
2783 "994 ['r'] 8 \n",
2784 "995 ['e', 't'] 10 \n",
2785 "996 ['n'] 7 \n",
2786 "997 [] 17 \n",
2787 "998 [] 10 \n",
2788 "999 ['i'] 13 \n",
2789 "\n",
2790 " lives remaining game won \n",
2791 "0 10 True \n",
2792 "1 10 True \n",
2793 "2 10 True \n",
2794 "3 9 True \n",
2795 "4 8 True \n",
2796 "5 7 True \n",
2797 "6 9 True \n",
2798 "7 8 True \n",
2799 "8 8 True \n",
2800 "9 6 True \n",
2801 "10 8 True \n",
2802 "11 10 True \n",
2803 "12 9 True \n",
2804 "13 8 True \n",
2805 "14 5 True \n",
2806 "15 6 True \n",
2807 "16 8 True \n",
2808 "17 10 True \n",
2809 "18 5 True \n",
2810 "19 7 True \n",
2811 "20 5 True \n",
2812 "21 8 True \n",
2813 "22 10 True \n",
2814 "23 6 True \n",
2815 "24 7 True \n",
2816 "25 7 True \n",
2817 "26 8 True \n",
2818 "27 6 True \n",
2819 "28 9 True \n",
2820 "29 5 True \n",
2821 ".. ... ... \n",
2822 "970 7 True \n",
2823 "971 10 True \n",
2824 "972 9 True \n",
2825 "973 5 True \n",
2826 "974 10 True \n",
2827 "975 9 True \n",
2828 "976 9 True \n",
2829 "977 7 True \n",
2830 "978 8 True \n",
2831 "979 5 True \n",
2832 "980 8 True \n",
2833 "981 2 True \n",
2834 "982 10 True \n",
2835 "983 7 True \n",
2836 "984 10 True \n",
2837 "985 4 True \n",
2838 "986 10 True \n",
2839 "987 9 True \n",
2840 "988 9 True \n",
2841 "989 4 True \n",
2842 "990 5 True \n",
2843 "991 8 True \n",
2844 "992 10 True \n",
2845 "993 6 True \n",
2846 "994 9 True \n",
2847 "995 8 True \n",
2848 "996 9 True \n",
2849 "997 10 True \n",
2850 "998 10 True \n",
2851 "999 9 True \n",
2852 "\n",
2853 "[1000 rows x 6 columns]"
2854 ]
2855 }
2856 ],
2857 "prompt_number": 88
2858 },
2859 {
2860 "cell_type": "code",
2861 "collapsed": false,
2862 "input": [
2863 "adaptive_pattern['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
2864 "adaptive_pattern"
2865 ],
2866 "language": "python",
2867 "metadata": {},
2868 "outputs": [
2869 {
2870 "html": [
2871 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
2872 "<table border=\"1\" class=\"dataframe\">\n",
2873 " <thead>\n",
2874 " <tr style=\"text-align: right;\">\n",
2875 " <th></th>\n",
2876 " <th>target</th>\n",
2877 " <th>discovered</th>\n",
2878 " <th>wrong letters</th>\n",
2879 " <th>number of hits</th>\n",
2880 " <th>lives remaining</th>\n",
2881 " <th>game won</th>\n",
2882 " <th>word length</th>\n",
2883 " </tr>\n",
2884 " </thead>\n",
2885 " <tbody>\n",
2886 " <tr>\n",
2887 " <th>0 </th>\n",
2888 " <td> begrudges</td>\n",
2889 " <td> ['b', 'e', 'g', 'r', 'u', 'd', 'g', 'e', 's']</td>\n",
2890 " <td> []</td>\n",
2891 " <td> 9</td>\n",
2892 " <td> 10</td>\n",
2893 " <td> True</td>\n",
2894 " <td> 6</td>\n",
2895 " </tr>\n",
2896 " <tr>\n",
2897 " <th>1 </th>\n",
2898 " <td> omegas</td>\n",
2899 " <td> ['o', 'm', 'e', 'g', 'a', 's']</td>\n",
2900 " <td> []</td>\n",
2901 " <td> 6</td>\n",
2902 " <td> 10</td>\n",
2903 " <td> True</td>\n",
2904 " <td> 7</td>\n",
2905 " </tr>\n",
2906 " <tr>\n",
2907 " <th>2 </th>\n",
2908 " <td> caliphate</td>\n",
2909 " <td> ['c', 'a', 'l', 'i', 'p', 'h', 'a', 't', 'e']</td>\n",
2910 " <td> []</td>\n",
2911 " <td> 9</td>\n",
2912 " <td> 10</td>\n",
2913 " <td> True</td>\n",
2914 " <td> 6</td>\n",
2915 " </tr>\n",
2916 " <tr>\n",
2917 " <th>3 </th>\n",
2918 " <td> sarsaparillas</td>\n",
2919 " <td> ['s', 'a', 'r', 's', 'a', 'p', 'a', 'r', 'i', ...</td>\n",
2920 " <td> ['e']</td>\n",
2921 " <td> 13</td>\n",
2922 " <td> 9</td>\n",
2923 " <td> True</td>\n",
2924 " <td> 10</td>\n",
2925 " </tr>\n",
2926 " <tr>\n",
2927 " <th>4 </th>\n",
2928 " <td> retook</td>\n",
2929 " <td> ['r', 'e', 't', 'o', 'o', 'k']</td>\n",
2930 " <td> ['a', 'i']</td>\n",
2931 " <td> 6</td>\n",
2932 " <td> 8</td>\n",
2933 " <td> True</td>\n",
2934 " <td> 6</td>\n",
2935 " </tr>\n",
2936 " <tr>\n",
2937 " <th>5 </th>\n",
2938 " <td> rafter</td>\n",
2939 " <td> ['r', 'a', 'f', 't', 'e', 'r']</td>\n",
2940 " <td> ['d', 's', 'o']</td>\n",
2941 " <td> 6</td>\n",
2942 " <td> 7</td>\n",
2943 " <td> True</td>\n",
2944 " <td> 5</td>\n",
2945 " </tr>\n",
2946 " <tr>\n",
2947 " <th>6 </th>\n",
2948 " <td> declassify</td>\n",
2949 " <td> ['d', 'e', 'c', 'l', 'a', 's', 's', 'i', 'f', ...</td>\n",
2950 " <td> ['n']</td>\n",
2951 " <td> 10</td>\n",
2952 " <td> 9</td>\n",
2953 " <td> True</td>\n",
2954 " <td> 8</td>\n",
2955 " </tr>\n",
2956 " <tr>\n",
2957 " <th>7 </th>\n",
2958 " <td> hyaenas</td>\n",
2959 " <td> ['h', 'y', 'a', 'e', 'n', 'a', 's']</td>\n",
2960 " <td> ['t', 'd']</td>\n",
2961 " <td> 7</td>\n",
2962 " <td> 8</td>\n",
2963 " <td> True</td>\n",
2964 " <td> 7</td>\n",
2965 " </tr>\n",
2966 " <tr>\n",
2967 " <th>8 </th>\n",
2968 " <td> limping</td>\n",
2969 " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
2970 " <td> ['e', 't']</td>\n",
2971 " <td> 7</td>\n",
2972 " <td> 8</td>\n",
2973 " <td> True</td>\n",
2974 " <td> 7</td>\n",
2975 " </tr>\n",
2976 " <tr>\n",
2977 " <th>9 </th>\n",
2978 " <td> cocoanut</td>\n",
2979 " <td> ['c', 'o', 'c', 'o', 'a', 'n', 'u', 't']</td>\n",
2980 " <td> ['e', 'i', 's', 'l']</td>\n",
2981 " <td> 8</td>\n",
2982 " <td> 6</td>\n",
2983 " <td> True</td>\n",
2984 " <td> 8</td>\n",
2985 " </tr>\n",
2986 " <tr>\n",
2987 " <th>10 </th>\n",
2988 " <td> prematurely</td>\n",
2989 " <td> ['p', 'r', 'e', 'm', 'a', 't', 'u', 'r', 'e', ...</td>\n",
2990 " <td> ['s', 'i']</td>\n",
2991 " <td> 11</td>\n",
2992 " <td> 8</td>\n",
2993 " <td> True</td>\n",
2994 " <td> 13</td>\n",
2995 " </tr>\n",
2996 " <tr>\n",
2997 " <th>11 </th>\n",
2998 " <td> lentils</td>\n",
2999 " <td> ['l', 'e', 'n', 't', 'i', 'l', 's']</td>\n",
3000 " <td> []</td>\n",
3001 " <td> 7</td>\n",
3002 " <td> 10</td>\n",
3003 " <td> True</td>\n",
3004 " <td> 10</td>\n",
3005 " </tr>\n",
3006 " <tr>\n",
3007 " <th>12 </th>\n",
3008 " <td> releases</td>\n",
3009 " <td> ['r', 'e', 'l', 'e', 'a', 's', 'e', 's']</td>\n",
3010 " <td> ['d']</td>\n",
3011 " <td> 8</td>\n",
3012 " <td> 9</td>\n",
3013 " <td> True</td>\n",
3014 " <td> 4</td>\n",
3015 " </tr>\n",
3016 " <tr>\n",
3017 " <th>13 </th>\n",
3018 " <td> doddering</td>\n",
3019 " <td> ['d', 'o', 'd', 'd', 'e', 'r', 'i', 'n', 'g']</td>\n",
3020 " <td> ['t', 'm']</td>\n",
3021 " <td> 9</td>\n",
3022 " <td> 8</td>\n",
3023 " <td> True</td>\n",
3024 " <td> 8</td>\n",
3025 " </tr>\n",
3026 " <tr>\n",
3027 " <th>14 </th>\n",
3028 " <td> dozens</td>\n",
3029 " <td> ['d', 'o', 'z', 'e', 'n', 's']</td>\n",
3030 " <td> ['r', 'l', 'y', 't', 'm']</td>\n",
3031 " <td> 6</td>\n",
3032 " <td> 5</td>\n",
3033 " <td> True</td>\n",
3034 " <td> 11</td>\n",
3035 " </tr>\n",
3036 " <tr>\n",
3037 " <th>15 </th>\n",
3038 " <td> sprawled</td>\n",
3039 " <td> ['s', 'p', 'r', 'a', 'w', 'l', 'e', 'd']</td>\n",
3040 " <td> ['t', 'c', 'i', 'g']</td>\n",
3041 " <td> 8</td>\n",
3042 " <td> 6</td>\n",
3043 " <td> True</td>\n",
3044 " <td> 6</td>\n",
3045 " </tr>\n",
3046 " <tr>\n",
3047 " <th>16 </th>\n",
3048 " <td> upgrades</td>\n",
3049 " <td> ['u', 'p', 'g', 'r', 'a', 'd', 'e', 's']</td>\n",
3050 " <td> ['i', 'o']</td>\n",
3051 " <td> 8</td>\n",
3052 " <td> 8</td>\n",
3053 " <td> True</td>\n",
3054 " <td> 10</td>\n",
3055 " </tr>\n",
3056 " <tr>\n",
3057 " <th>17 </th>\n",
3058 " <td> bleakness</td>\n",
3059 " <td> ['b', 'l', 'e', 'a', 'k', 'n', 'e', 's', 's']</td>\n",
3060 " <td> []</td>\n",
3061 " <td> 9</td>\n",
3062 " <td> 10</td>\n",
3063 " <td> True</td>\n",
3064 " <td> 7</td>\n",
3065 " </tr>\n",
3066 " <tr>\n",
3067 " <th>18 </th>\n",
3068 " <td> ampler</td>\n",
3069 " <td> ['a', 'm', 'p', 'l', 'e', 'r']</td>\n",
3070 " <td> ['d', 's', 'i', 't', 'g']</td>\n",
3071 " <td> 6</td>\n",
3072 " <td> 5</td>\n",
3073 " <td> True</td>\n",
3074 " <td> 6</td>\n",
3075 " </tr>\n",
3076 " <tr>\n",
3077 " <th>19 </th>\n",
3078 " <td> smithy</td>\n",
3079 " <td> ['s', 'm', 'i', 't', 'h', 'y']</td>\n",
3080 " <td> ['e', 'a', 'n']</td>\n",
3081 " <td> 6</td>\n",
3082 " <td> 7</td>\n",
3083 " <td> True</td>\n",
3084 " <td> 5</td>\n",
3085 " </tr>\n",
3086 " <tr>\n",
3087 " <th>20 </th>\n",
3088 " <td> ranger</td>\n",
3089 " <td> ['r', 'a', 'n', 'g', 'e', 'r']</td>\n",
3090 " <td> ['d', 's', 'o', 't', 'p']</td>\n",
3091 " <td> 6</td>\n",
3092 " <td> 5</td>\n",
3093 " <td> True</td>\n",
3094 " <td> 11</td>\n",
3095 " </tr>\n",
3096 " <tr>\n",
3097 " <th>21 </th>\n",
3098 " <td> prenatal</td>\n",
3099 " <td> ['p', 'r', 'e', 'n', 'a', 't', 'a', 'l']</td>\n",
3100 " <td> ['i', 's']</td>\n",
3101 " <td> 8</td>\n",
3102 " <td> 8</td>\n",
3103 " <td> True</td>\n",
3104 " <td> 9</td>\n",
3105 " </tr>\n",
3106 " <tr>\n",
3107 " <th>22 </th>\n",
3108 " <td> shopkeeper</td>\n",
3109 " <td> ['s', 'h', 'o', 'p', 'k', 'e', 'e', 'p', 'e', ...</td>\n",
3110 " <td> []</td>\n",
3111 " <td> 10</td>\n",
3112 " <td> 10</td>\n",
3113 " <td> True</td>\n",
3114 " <td> 8</td>\n",
3115 " </tr>\n",
3116 " <tr>\n",
3117 " <th>23 </th>\n",
3118 " <td> wriggled</td>\n",
3119 " <td> ['w', 'r', 'i', 'g', 'g', 'l', 'e', 'd']</td>\n",
3120 " <td> ['s', 'p', 'z', 'c']</td>\n",
3121 " <td> 8</td>\n",
3122 " <td> 6</td>\n",
3123 " <td> True</td>\n",
3124 " <td> 8</td>\n",
3125 " </tr>\n",
3126 " <tr>\n",
3127 " <th>24 </th>\n",
3128 " <td> revivify</td>\n",
3129 " <td> ['r', 'e', 'v', 'i', 'v', 'i', 'f', 'y']</td>\n",
3130 " <td> ['n', 's', 't']</td>\n",
3131 " <td> 8</td>\n",
3132 " <td> 7</td>\n",
3133 " <td> True</td>\n",
3134 " <td> 7</td>\n",
3135 " </tr>\n",
3136 " <tr>\n",
3137 " <th>25 </th>\n",
3138 " <td> snaffles</td>\n",
3139 " <td> ['s', 'n', 'a', 'f', 'f', 'l', 'e', 's']</td>\n",
3140 " <td> ['i', 't', 'u']</td>\n",
3141 " <td> 8</td>\n",
3142 " <td> 7</td>\n",
3143 " <td> True</td>\n",
3144 " <td> 7</td>\n",
3145 " </tr>\n",
3146 " <tr>\n",
3147 " <th>26 </th>\n",
3148 " <td> compels</td>\n",
3149 " <td> ['c', 'o', 'm', 'p', 'e', 'l', 's']</td>\n",
3150 " <td> ['r', 't']</td>\n",
3151 " <td> 7</td>\n",
3152 " <td> 8</td>\n",
3153 " <td> True</td>\n",
3154 " <td> 11</td>\n",
3155 " </tr>\n",
3156 " <tr>\n",
3157 " <th>27 </th>\n",
3158 " <td> hunchback</td>\n",
3159 " <td> ['h', 'u', 'n', 'c', 'h', 'b', 'a', 'c', 'k']</td>\n",
3160 " <td> ['e', 'i', 'o', 's']</td>\n",
3161 " <td> 9</td>\n",
3162 " <td> 6</td>\n",
3163 " <td> True</td>\n",
3164 " <td> 10</td>\n",
3165 " </tr>\n",
3166 " <tr>\n",
3167 " <th>28 </th>\n",
3168 " <td> ridging</td>\n",
3169 " <td> ['r', 'i', 'd', 'g', 'i', 'n', 'g']</td>\n",
3170 " <td> ['e']</td>\n",
3171 " <td> 7</td>\n",
3172 " <td> 9</td>\n",
3173 " <td> True</td>\n",
3174 " <td> 11</td>\n",
3175 " </tr>\n",
3176 " <tr>\n",
3177 " <th>29 </th>\n",
3178 " <td> foghorn</td>\n",
3179 " <td> ['f', 'o', 'g', 'h', 'o', 'r', 'n']</td>\n",
3180 " <td> ['e', 'i', 'a', 's', 'c']</td>\n",
3181 " <td> 7</td>\n",
3182 " <td> 5</td>\n",
3183 " <td> True</td>\n",
3184 " <td> 13</td>\n",
3185 " </tr>\n",
3186 " <tr>\n",
3187 " <th>...</th>\n",
3188 " <td>...</td>\n",
3189 " <td>...</td>\n",
3190 " <td>...</td>\n",
3191 " <td>...</td>\n",
3192 " <td>...</td>\n",
3193 " <td>...</td>\n",
3194 " <td>...</td>\n",
3195 " </tr>\n",
3196 " <tr>\n",
3197 " <th>970</th>\n",
3198 " <td> absurdly</td>\n",
3199 " <td> ['a', 'b', 's', 'u', 'r', 'd', 'l', 'y']</td>\n",
3200 " <td> ['e', 'i', 'o']</td>\n",
3201 " <td> 8</td>\n",
3202 " <td> 7</td>\n",
3203 " <td> True</td>\n",
3204 " <td> 6</td>\n",
3205 " </tr>\n",
3206 " <tr>\n",
3207 " <th>971</th>\n",
3208 " <td> insincere</td>\n",
3209 " <td> ['i', 'n', 's', 'i', 'n', 'c', 'e', 'r', 'e']</td>\n",
3210 " <td> []</td>\n",
3211 " <td> 9</td>\n",
3212 " <td> 10</td>\n",
3213 " <td> True</td>\n",
3214 " <td> 8</td>\n",
3215 " </tr>\n",
3216 " <tr>\n",
3217 " <th>972</th>\n",
3218 " <td> preempts</td>\n",
3219 " <td> ['p', 'r', 'e', 'e', 'm', 'p', 't', 's']</td>\n",
3220 " <td> ['i']</td>\n",
3221 " <td> 8</td>\n",
3222 " <td> 9</td>\n",
3223 " <td> True</td>\n",
3224 " <td> 9</td>\n",
3225 " </tr>\n",
3226 " <tr>\n",
3227 " <th>973</th>\n",
3228 " <td> fullest</td>\n",
3229 " <td> ['f', 'u', 'l', 'l', 'e', 's', 't']</td>\n",
3230 " <td> ['i', 'a', 'o', 'm', 'n']</td>\n",
3231 " <td> 7</td>\n",
3232 " <td> 5</td>\n",
3233 " <td> True</td>\n",
3234 " <td> 9</td>\n",
3235 " </tr>\n",
3236 " <tr>\n",
3237 " <th>974</th>\n",
3238 " <td> prerecording</td>\n",
3239 " <td> ['p', 'r', 'e', 'r', 'e', 'c', 'o', 'r', 'd', ...</td>\n",
3240 " <td> []</td>\n",
3241 " <td> 12</td>\n",
3242 " <td> 10</td>\n",
3243 " <td> True</td>\n",
3244 " <td> 5</td>\n",
3245 " </tr>\n",
3246 " <tr>\n",
3247 " <th>975</th>\n",
3248 " <td> disinters</td>\n",
3249 " <td> ['d', 'i', 's', 'i', 'n', 't', 'e', 'r', 's']</td>\n",
3250 " <td> ['o']</td>\n",
3251 " <td> 9</td>\n",
3252 " <td> 9</td>\n",
3253 " <td> True</td>\n",
3254 " <td> 11</td>\n",
3255 " </tr>\n",
3256 " <tr>\n",
3257 " <th>976</th>\n",
3258 " <td> entreated</td>\n",
3259 " <td> ['e', 'n', 't', 'r', 'e', 'a', 't', 'e', 'd']</td>\n",
3260 " <td> ['s']</td>\n",
3261 " <td> 9</td>\n",
3262 " <td> 9</td>\n",
3263 " <td> True</td>\n",
3264 " <td> 9</td>\n",
3265 " </tr>\n",
3266 " <tr>\n",
3267 " <th>977</th>\n",
3268 " <td> podcast</td>\n",
3269 " <td> ['p', 'o', 'd', 'c', 'a', 's', 't']</td>\n",
3270 " <td> ['e', 'i', 'm']</td>\n",
3271 " <td> 7</td>\n",
3272 " <td> 7</td>\n",
3273 " <td> True</td>\n",
3274 " <td> 11</td>\n",
3275 " </tr>\n",
3276 " <tr>\n",
3277 " <th>978</th>\n",
3278 " <td> corporal</td>\n",
3279 " <td> ['c', 'o', 'r', 'p', 'o', 'r', 'a', 'l']</td>\n",
3280 " <td> ['e', 'i']</td>\n",
3281 " <td> 8</td>\n",
3282 " <td> 8</td>\n",
3283 " <td> True</td>\n",
3284 " <td> 7</td>\n",
3285 " </tr>\n",
3286 " <tr>\n",
3287 " <th>979</th>\n",
3288 " <td> couples</td>\n",
3289 " <td> ['c', 'o', 'u', 'p', 'l', 'e', 's']</td>\n",
3290 " <td> ['i', 'b', 'd', 'g', 't']</td>\n",
3291 " <td> 7</td>\n",
3292 " <td> 5</td>\n",
3293 " <td> True</td>\n",
3294 " <td> 4</td>\n",
3295 " </tr>\n",
3296 " <tr>\n",
3297 " <th>980</th>\n",
3298 " <td> thirsting</td>\n",
3299 " <td> ['t', 'h', 'i', 'r', 's', 't', 'i', 'n', 'g']</td>\n",
3300 " <td> ['e', 'l']</td>\n",
3301 " <td> 9</td>\n",
3302 " <td> 8</td>\n",
3303 " <td> True</td>\n",
3304 " <td> 8</td>\n",
3305 " </tr>\n",
3306 " <tr>\n",
3307 " <th>981</th>\n",
3308 " <td> rums</td>\n",
3309 " <td> ['r', 'u', 'm', 's']</td>\n",
3310 " <td> ['e', 'a', 'o', 'i', 'b', 'g', 't', 'h']</td>\n",
3311 " <td> 4</td>\n",
3312 " <td> 2</td>\n",
3313 " <td> True</td>\n",
3314 " <td> 10</td>\n",
3315 " </tr>\n",
3316 " <tr>\n",
3317 " <th>982</th>\n",
3318 " <td> unaltered</td>\n",
3319 " <td> ['u', 'n', 'a', 'l', 't', 'e', 'r', 'e', 'd']</td>\n",
3320 " <td> []</td>\n",
3321 " <td> 9</td>\n",
3322 " <td> 10</td>\n",
3323 " <td> True</td>\n",
3324 " <td> 10</td>\n",
3325 " </tr>\n",
3326 " <tr>\n",
3327 " <th>983</th>\n",
3328 " <td> mottoes</td>\n",
3329 " <td> ['m', 'o', 't', 't', 'o', 'e', 's']</td>\n",
3330 " <td> ['i', 'l', 'a']</td>\n",
3331 " <td> 7</td>\n",
3332 " <td> 7</td>\n",
3333 " <td> True</td>\n",
3334 " <td> 11</td>\n",
3335 " </tr>\n",
3336 " <tr>\n",
3337 " <th>984</th>\n",
3338 " <td> multipurpose</td>\n",
3339 " <td> ['m', 'u', 'l', 't', 'i', 'p', 'u', 'r', 'p', ...</td>\n",
3340 " <td> []</td>\n",
3341 " <td> 12</td>\n",
3342 " <td> 10</td>\n",
3343 " <td> True</td>\n",
3344 " <td> 9</td>\n",
3345 " </tr>\n",
3346 " <tr>\n",
3347 " <th>985</th>\n",
3348 " <td> cuddly</td>\n",
3349 " <td> ['c', 'u', 'd', 'd', 'l', 'y']</td>\n",
3350 " <td> ['e', 's', 'i', 'a', 'o', 'b']</td>\n",
3351 " <td> 6</td>\n",
3352 " <td> 4</td>\n",
3353 " <td> True</td>\n",
3354 " <td> 8</td>\n",
3355 " </tr>\n",
3356 " <tr>\n",
3357 " <th>986</th>\n",
3358 " <td> staggered</td>\n",
3359 " <td> ['s', 't', 'a', 'g', 'g', 'e', 'r', 'e', 'd']</td>\n",
3360 " <td> []</td>\n",
3361 " <td> 9</td>\n",
3362 " <td> 10</td>\n",
3363 " <td> True</td>\n",
3364 " <td> 8</td>\n",
3365 " </tr>\n",
3366 " <tr>\n",
3367 " <th>987</th>\n",
3368 " <td> sociability</td>\n",
3369 " <td> ['s', 'o', 'c', 'i', 'a', 'b', 'i', 'l', 'i', ...</td>\n",
3370 " <td> ['e']</td>\n",
3371 " <td> 11</td>\n",
3372 " <td> 9</td>\n",
3373 " <td> True</td>\n",
3374 " <td> 13</td>\n",
3375 " </tr>\n",
3376 " <tr>\n",
3377 " <th>988</th>\n",
3378 " <td> broaches</td>\n",
3379 " <td> ['b', 'r', 'o', 'a', 'c', 'h', 'e', 's']</td>\n",
3380 " <td> ['i']</td>\n",
3381 " <td> 8</td>\n",
3382 " <td> 9</td>\n",
3383 " <td> True</td>\n",
3384 " <td> 5</td>\n",
3385 " </tr>\n",
3386 " <tr>\n",
3387 " <th>989</th>\n",
3388 " <td> rushes</td>\n",
3389 " <td> ['r', 'u', 's', 'h', 'e', 's']</td>\n",
3390 " <td> ['d', 't', 'g', 'm', 'l', 'p']</td>\n",
3391 " <td> 6</td>\n",
3392 " <td> 4</td>\n",
3393 " <td> True</td>\n",
3394 " <td> 7</td>\n",
3395 " </tr>\n",
3396 " <tr>\n",
3397 " <th>990</th>\n",
3398 " <td> dualism</td>\n",
3399 " <td> ['d', 'u', 'a', 'l', 'i', 's', 'm']</td>\n",
3400 " <td> ['e', 'n', 'h', 't', 'o']</td>\n",
3401 " <td> 7</td>\n",
3402 " <td> 5</td>\n",
3403 " <td> True</td>\n",
3404 " <td> 9</td>\n",
3405 " </tr>\n",
3406 " <tr>\n",
3407 " <th>991</th>\n",
3408 " <td> playgrounds</td>\n",
3409 " <td> ['p', 'l', 'a', 'y', 'g', 'r', 'o', 'u', 'n', ...</td>\n",
3410 " <td> ['e', 'i']</td>\n",
3411 " <td> 11</td>\n",
3412 " <td> 8</td>\n",
3413 " <td> True</td>\n",
3414 " <td> 9</td>\n",
3415 " </tr>\n",
3416 " <tr>\n",
3417 " <th>992</th>\n",
3418 " <td> trespasses</td>\n",
3419 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'e', ...</td>\n",
3420 " <td> []</td>\n",
3421 " <td> 10</td>\n",
3422 " <td> 10</td>\n",
3423 " <td> True</td>\n",
3424 " <td> 12</td>\n",
3425 " </tr>\n",
3426 " <tr>\n",
3427 " <th>993</th>\n",
3428 " <td> smooched</td>\n",
3429 " <td> ['s', 'm', 'o', 'o', 'c', 'h', 'e', 'd']</td>\n",
3430 " <td> ['r', 'l', 't', 'i']</td>\n",
3431 " <td> 8</td>\n",
3432 " <td> 6</td>\n",
3433 " <td> True</td>\n",
3434 " <td> 8</td>\n",
3435 " </tr>\n",
3436 " <tr>\n",
3437 " <th>994</th>\n",
3438 " <td> faceting</td>\n",
3439 " <td> ['f', 'a', 'c', 'e', 't', 'i', 'n', 'g']</td>\n",
3440 " <td> ['r']</td>\n",
3441 " <td> 8</td>\n",
3442 " <td> 9</td>\n",
3443 " <td> True</td>\n",
3444 " <td> 9</td>\n",
3445 " </tr>\n",
3446 " <tr>\n",
3447 " <th>995</th>\n",
3448 " <td> marinading</td>\n",
3449 " <td> ['m', 'a', 'r', 'i', 'n', 'a', 'd', 'i', 'n', ...</td>\n",
3450 " <td> ['e', 't']</td>\n",
3451 " <td> 10</td>\n",
3452 " <td> 8</td>\n",
3453 " <td> True</td>\n",
3454 " <td> 9</td>\n",
3455 " </tr>\n",
3456 " <tr>\n",
3457 " <th>996</th>\n",
3458 " <td> detract</td>\n",
3459 " <td> ['d', 'e', 't', 'r', 'a', 'c', 't']</td>\n",
3460 " <td> ['n']</td>\n",
3461 " <td> 7</td>\n",
3462 " <td> 9</td>\n",
3463 " <td> True</td>\n",
3464 " <td> 7</td>\n",
3465 " </tr>\n",
3466 " <tr>\n",
3467 " <th>997</th>\n",
3468 " <td> comprehensibility</td>\n",
3469 " <td> ['c', 'o', 'm', 'p', 'r', 'e', 'h', 'e', 'n', ...</td>\n",
3470 " <td> []</td>\n",
3471 " <td> 17</td>\n",
3472 " <td> 10</td>\n",
3473 " <td> True</td>\n",
3474 " <td> 8</td>\n",
3475 " </tr>\n",
3476 " <tr>\n",
3477 " <th>998</th>\n",
3478 " <td> humaneness</td>\n",
3479 " <td> ['h', 'u', 'm', 'a', 'n', 'e', 'n', 'e', 's', ...</td>\n",
3480 " <td> []</td>\n",
3481 " <td> 10</td>\n",
3482 " <td> 10</td>\n",
3483 " <td> True</td>\n",
3484 " <td> 10</td>\n",
3485 " </tr>\n",
3486 " <tr>\n",
3487 " <th>999</th>\n",
3488 " <td> troubleshoots</td>\n",
3489 " <td> ['t', 'r', 'o', 'u', 'b', 'l', 'e', 's', 'h', ...</td>\n",
3490 " <td> ['i']</td>\n",
3491 " <td> 13</td>\n",
3492 " <td> 9</td>\n",
3493 " <td> True</td>\n",
3494 " <td> 6</td>\n",
3495 " </tr>\n",
3496 " </tbody>\n",
3497 "</table>\n",
3498 "<p>1000 rows \u00d7 7 columns</p>\n",
3499 "</div>"
3500 ],
3501 "metadata": {},
3502 "output_type": "pyout",
3503 "prompt_number": 89,
3504 "text": [
3505 " target discovered \\\n",
3506 "0 begrudges ['b', 'e', 'g', 'r', 'u', 'd', 'g', 'e', 's'] \n",
3507 "1 omegas ['o', 'm', 'e', 'g', 'a', 's'] \n",
3508 "2 caliphate ['c', 'a', 'l', 'i', 'p', 'h', 'a', 't', 'e'] \n",
3509 "3 sarsaparillas ['s', 'a', 'r', 's', 'a', 'p', 'a', 'r', 'i', ... \n",
3510 "4 retook ['r', 'e', 't', 'o', 'o', 'k'] \n",
3511 "5 rafter ['r', 'a', 'f', 't', 'e', 'r'] \n",
3512 "6 declassify ['d', 'e', 'c', 'l', 'a', 's', 's', 'i', 'f', ... \n",
3513 "7 hyaenas ['h', 'y', 'a', 'e', 'n', 'a', 's'] \n",
3514 "8 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
3515 "9 cocoanut ['c', 'o', 'c', 'o', 'a', 'n', 'u', 't'] \n",
3516 "10 prematurely ['p', 'r', 'e', 'm', 'a', 't', 'u', 'r', 'e', ... \n",
3517 "11 lentils ['l', 'e', 'n', 't', 'i', 'l', 's'] \n",
3518 "12 releases ['r', 'e', 'l', 'e', 'a', 's', 'e', 's'] \n",
3519 "13 doddering ['d', 'o', 'd', 'd', 'e', 'r', 'i', 'n', 'g'] \n",
3520 "14 dozens ['d', 'o', 'z', 'e', 'n', 's'] \n",
3521 "15 sprawled ['s', 'p', 'r', 'a', 'w', 'l', 'e', 'd'] \n",
3522 "16 upgrades ['u', 'p', 'g', 'r', 'a', 'd', 'e', 's'] \n",
3523 "17 bleakness ['b', 'l', 'e', 'a', 'k', 'n', 'e', 's', 's'] \n",
3524 "18 ampler ['a', 'm', 'p', 'l', 'e', 'r'] \n",
3525 "19 smithy ['s', 'm', 'i', 't', 'h', 'y'] \n",
3526 "20 ranger ['r', 'a', 'n', 'g', 'e', 'r'] \n",
3527 "21 prenatal ['p', 'r', 'e', 'n', 'a', 't', 'a', 'l'] \n",
3528 "22 shopkeeper ['s', 'h', 'o', 'p', 'k', 'e', 'e', 'p', 'e', ... \n",
3529 "23 wriggled ['w', 'r', 'i', 'g', 'g', 'l', 'e', 'd'] \n",
3530 "24 revivify ['r', 'e', 'v', 'i', 'v', 'i', 'f', 'y'] \n",
3531 "25 snaffles ['s', 'n', 'a', 'f', 'f', 'l', 'e', 's'] \n",
3532 "26 compels ['c', 'o', 'm', 'p', 'e', 'l', 's'] \n",
3533 "27 hunchback ['h', 'u', 'n', 'c', 'h', 'b', 'a', 'c', 'k'] \n",
3534 "28 ridging ['r', 'i', 'd', 'g', 'i', 'n', 'g'] \n",
3535 "29 foghorn ['f', 'o', 'g', 'h', 'o', 'r', 'n'] \n",
3536 ".. ... ... \n",
3537 "970 absurdly ['a', 'b', 's', 'u', 'r', 'd', 'l', 'y'] \n",
3538 "971 insincere ['i', 'n', 's', 'i', 'n', 'c', 'e', 'r', 'e'] \n",
3539 "972 preempts ['p', 'r', 'e', 'e', 'm', 'p', 't', 's'] \n",
3540 "973 fullest ['f', 'u', 'l', 'l', 'e', 's', 't'] \n",
3541 "974 prerecording ['p', 'r', 'e', 'r', 'e', 'c', 'o', 'r', 'd', ... \n",
3542 "975 disinters ['d', 'i', 's', 'i', 'n', 't', 'e', 'r', 's'] \n",
3543 "976 entreated ['e', 'n', 't', 'r', 'e', 'a', 't', 'e', 'd'] \n",
3544 "977 podcast ['p', 'o', 'd', 'c', 'a', 's', 't'] \n",
3545 "978 corporal ['c', 'o', 'r', 'p', 'o', 'r', 'a', 'l'] \n",
3546 "979 couples ['c', 'o', 'u', 'p', 'l', 'e', 's'] \n",
3547 "980 thirsting ['t', 'h', 'i', 'r', 's', 't', 'i', 'n', 'g'] \n",
3548 "981 rums ['r', 'u', 'm', 's'] \n",
3549 "982 unaltered ['u', 'n', 'a', 'l', 't', 'e', 'r', 'e', 'd'] \n",
3550 "983 mottoes ['m', 'o', 't', 't', 'o', 'e', 's'] \n",
3551 "984 multipurpose ['m', 'u', 'l', 't', 'i', 'p', 'u', 'r', 'p', ... \n",
3552 "985 cuddly ['c', 'u', 'd', 'd', 'l', 'y'] \n",
3553 "986 staggered ['s', 't', 'a', 'g', 'g', 'e', 'r', 'e', 'd'] \n",
3554 "987 sociability ['s', 'o', 'c', 'i', 'a', 'b', 'i', 'l', 'i', ... \n",
3555 "988 broaches ['b', 'r', 'o', 'a', 'c', 'h', 'e', 's'] \n",
3556 "989 rushes ['r', 'u', 's', 'h', 'e', 's'] \n",
3557 "990 dualism ['d', 'u', 'a', 'l', 'i', 's', 'm'] \n",
3558 "991 playgrounds ['p', 'l', 'a', 'y', 'g', 'r', 'o', 'u', 'n', ... \n",
3559 "992 trespasses ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'e', ... \n",
3560 "993 smooched ['s', 'm', 'o', 'o', 'c', 'h', 'e', 'd'] \n",
3561 "994 faceting ['f', 'a', 'c', 'e', 't', 'i', 'n', 'g'] \n",
3562 "995 marinading ['m', 'a', 'r', 'i', 'n', 'a', 'd', 'i', 'n', ... \n",
3563 "996 detract ['d', 'e', 't', 'r', 'a', 'c', 't'] \n",
3564 "997 comprehensibility ['c', 'o', 'm', 'p', 'r', 'e', 'h', 'e', 'n', ... \n",
3565 "998 humaneness ['h', 'u', 'm', 'a', 'n', 'e', 'n', 'e', 's', ... \n",
3566 "999 troubleshoots ['t', 'r', 'o', 'u', 'b', 'l', 'e', 's', 'h', ... \n",
3567 "\n",
3568 " wrong letters number of hits \\\n",
3569 "0 [] 9 \n",
3570 "1 [] 6 \n",
3571 "2 [] 9 \n",
3572 "3 ['e'] 13 \n",
3573 "4 ['a', 'i'] 6 \n",
3574 "5 ['d', 's', 'o'] 6 \n",
3575 "6 ['n'] 10 \n",
3576 "7 ['t', 'd'] 7 \n",
3577 "8 ['e', 't'] 7 \n",
3578 "9 ['e', 'i', 's', 'l'] 8 \n",
3579 "10 ['s', 'i'] 11 \n",
3580 "11 [] 7 \n",
3581 "12 ['d'] 8 \n",
3582 "13 ['t', 'm'] 9 \n",
3583 "14 ['r', 'l', 'y', 't', 'm'] 6 \n",
3584 "15 ['t', 'c', 'i', 'g'] 8 \n",
3585 "16 ['i', 'o'] 8 \n",
3586 "17 [] 9 \n",
3587 "18 ['d', 's', 'i', 't', 'g'] 6 \n",
3588 "19 ['e', 'a', 'n'] 6 \n",
3589 "20 ['d', 's', 'o', 't', 'p'] 6 \n",
3590 "21 ['i', 's'] 8 \n",
3591 "22 [] 10 \n",
3592 "23 ['s', 'p', 'z', 'c'] 8 \n",
3593 "24 ['n', 's', 't'] 8 \n",
3594 "25 ['i', 't', 'u'] 8 \n",
3595 "26 ['r', 't'] 7 \n",
3596 "27 ['e', 'i', 'o', 's'] 9 \n",
3597 "28 ['e'] 7 \n",
3598 "29 ['e', 'i', 'a', 's', 'c'] 7 \n",
3599 ".. ... ... \n",
3600 "970 ['e', 'i', 'o'] 8 \n",
3601 "971 [] 9 \n",
3602 "972 ['i'] 8 \n",
3603 "973 ['i', 'a', 'o', 'm', 'n'] 7 \n",
3604 "974 [] 12 \n",
3605 "975 ['o'] 9 \n",
3606 "976 ['s'] 9 \n",
3607 "977 ['e', 'i', 'm'] 7 \n",
3608 "978 ['e', 'i'] 8 \n",
3609 "979 ['i', 'b', 'd', 'g', 't'] 7 \n",
3610 "980 ['e', 'l'] 9 \n",
3611 "981 ['e', 'a', 'o', 'i', 'b', 'g', 't', 'h'] 4 \n",
3612 "982 [] 9 \n",
3613 "983 ['i', 'l', 'a'] 7 \n",
3614 "984 [] 12 \n",
3615 "985 ['e', 's', 'i', 'a', 'o', 'b'] 6 \n",
3616 "986 [] 9 \n",
3617 "987 ['e'] 11 \n",
3618 "988 ['i'] 8 \n",
3619 "989 ['d', 't', 'g', 'm', 'l', 'p'] 6 \n",
3620 "990 ['e', 'n', 'h', 't', 'o'] 7 \n",
3621 "991 ['e', 'i'] 11 \n",
3622 "992 [] 10 \n",
3623 "993 ['r', 'l', 't', 'i'] 8 \n",
3624 "994 ['r'] 8 \n",
3625 "995 ['e', 't'] 10 \n",
3626 "996 ['n'] 7 \n",
3627 "997 [] 17 \n",
3628 "998 [] 10 \n",
3629 "999 ['i'] 13 \n",
3630 "\n",
3631 " lives remaining game won word length \n",
3632 "0 10 True 6 \n",
3633 "1 10 True 7 \n",
3634 "2 10 True 6 \n",
3635 "3 9 True 10 \n",
3636 "4 8 True 6 \n",
3637 "5 7 True 5 \n",
3638 "6 9 True 8 \n",
3639 "7 8 True 7 \n",
3640 "8 8 True 7 \n",
3641 "9 6 True 8 \n",
3642 "10 8 True 13 \n",
3643 "11 10 True 10 \n",
3644 "12 9 True 4 \n",
3645 "13 8 True 8 \n",
3646 "14 5 True 11 \n",
3647 "15 6 True 6 \n",
3648 "16 8 True 10 \n",
3649 "17 10 True 7 \n",
3650 "18 5 True 6 \n",
3651 "19 7 True 5 \n",
3652 "20 5 True 11 \n",
3653 "21 8 True 9 \n",
3654 "22 10 True 8 \n",
3655 "23 6 True 8 \n",
3656 "24 7 True 7 \n",
3657 "25 7 True 7 \n",
3658 "26 8 True 11 \n",
3659 "27 6 True 10 \n",
3660 "28 9 True 11 \n",
3661 "29 5 True 13 \n",
3662 ".. ... ... ... \n",
3663 "970 7 True 6 \n",
3664 "971 10 True 8 \n",
3665 "972 9 True 9 \n",
3666 "973 5 True 9 \n",
3667 "974 10 True 5 \n",
3668 "975 9 True 11 \n",
3669 "976 9 True 9 \n",
3670 "977 7 True 11 \n",
3671 "978 8 True 7 \n",
3672 "979 5 True 4 \n",
3673 "980 8 True 8 \n",
3674 "981 2 True 10 \n",
3675 "982 10 True 10 \n",
3676 "983 7 True 11 \n",
3677 "984 10 True 9 \n",
3678 "985 4 True 8 \n",
3679 "986 10 True 8 \n",
3680 "987 9 True 13 \n",
3681 "988 9 True 5 \n",
3682 "989 4 True 7 \n",
3683 "990 5 True 9 \n",
3684 "991 8 True 9 \n",
3685 "992 10 True 12 \n",
3686 "993 6 True 8 \n",
3687 "994 9 True 9 \n",
3688 "995 8 True 9 \n",
3689 "996 9 True 7 \n",
3690 "997 10 True 8 \n",
3691 "998 10 True 10 \n",
3692 "999 9 True 6 \n",
3693 "\n",
3694 "[1000 rows x 7 columns]"
3695 ]
3696 }
3697 ],
3698 "prompt_number": 89
3699 },
3700 {
3701 "cell_type": "code",
3702 "collapsed": false,
3703 "input": [
3704 "adaptive_pattern['lives remaining'].hist()"
3705 ],
3706 "language": "python",
3707 "metadata": {},
3708 "outputs": [
3709 {
3710 "metadata": {},
3711 "output_type": "pyout",
3712 "prompt_number": 91,
3713 "text": [
3714 "<matplotlib.axes.AxesSubplot at 0x7fefda6e7588>"
3715 ]
3716 },
3717 {
3718 "metadata": {},
3719 "output_type": "display_data",
3720 "png": 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n/5WDBw+wdOnSrHV4BF9aDVBGHdaQlFBHCTVACUfwK4EDwKG4/nvgDs4f8Lz9dt4j+Guu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\nLvD/iY3r8IeErbwAAAAASUVORK5CYII=\n",
3721 "text": [
3722 "<matplotlib.figure.Figure at 0x7fefda672710>"
3723 ]
3724 }
3725 ],
3726 "prompt_number": 91
3727 },
3728 {
3729 "cell_type": "code",
3730 "collapsed": false,
3731 "input": [
3732 "adaptive_pattern.groupby('lives remaining').size()"
3733 ],
3734 "language": "python",
3735 "metadata": {},
3736 "outputs": [
3737 {
3738 "metadata": {},
3739 "output_type": "pyout",
3740 "prompt_number": 92,
3741 "text": [
3742 "lives remaining\n",
3743 "0 8\n",
3744 "1 2\n",
3745 "2 15\n",
3746 "3 16\n",
3747 "4 30\n",
3748 "5 59\n",
3749 "6 79\n",
3750 "7 120\n",
3751 "8 182\n",
3752 "9 232\n",
3753 "10 257\n",
3754 "dtype: int64"
3755 ]
3756 }
3757 ],
3758 "prompt_number": 92
3759 },
3760 {
3761 "cell_type": "code",
3762 "collapsed": false,
3763 "input": [],
3764 "language": "python",
3765 "metadata": {},
3766 "outputs": []
3767 }
3768 ],
3769 "metadata": {}
3770 }
3771 ]
3772 }
Programming exercises for the CAS Master teacher training