11 "from hangman import *\n",
17 "execution_count": 63,
23 "with open('fixed_alphabetical.csv', 'w', newline='') as csvfile:\n",
24 " gamewriter = csv.writer(csvfile)\n",
25 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
26 " for _ in range(100):\n",
27 " g = Game(random.choice(WORDS), player=PlayerAlphabetical())\n",
29 " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
30 " len([l for l in g.discovered if l != '_']),\n",
31 " g.lives, g.game_won])"
36 "execution_count": 64,
42 "players = [(PlayerAlphabetical, None, 'fixed_alphabetical.csv'), \n",
43 " (PlayerAlphabeticalReversed, None, 'fixed_alphabetical_reversed.csv'), \n",
44 " (PlayerFreqOrdered, None, 'fixed_order.csv'),\n",
45 " (PlayerDictFreqOrdered, None, 'fixed_dict_order.csv'),\n",
46 " (PlayerAdaptiveLength, WORDS, 'adaptive_length.csv'),\n",
47 " (PlayerAdaptiveIncludedLetters, WORDS, 'adaptive_included.csv'),\n",
48 " (PlayerAdaptiveExcludedLetters, WORDS, 'adaptive_excluded.csv'),\n",
49 " (PlayerAdaptivePattern, WORDS, 'adaptive_pattern.csv'),\n",
50 " (PlayerAdaptiveSplit, WORDS, 'adaptive_split.csv')]\n",
52 "games_per_player = 1000\n",
54 "for p, a, f in players:\n",
55 " with open(f, 'w', newline='') as csvfile:\n",
56 " gamewriter = csv.writer(csvfile)\n",
57 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
58 " for _ in range(games_per_player):\n",
63 " g = Game(random.choice(WORDS), player=player)\n",
65 " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
66 " len([l for l in g.discovered if l != '_']),\n",
67 " g.lives, g.game_won])"
78 "players = [(PlayerAdaptiveSplit, WORDS, 'adaptive_split.csv')]\n",
80 "games_per_player = 1000\n",
82 "for p, a, f in players:\n",
83 " with open(f, 'w', newline='') as csvfile:\n",
84 " gamewriter = csv.writer(csvfile)\n",
85 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
86 " for _ in range(games_per_player):\n",
91 " g = Game(random.choice(WORDS), player=player)\n",
93 " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
94 " len([l for l in g.discovered if l != '_']),\n",
95 " g.lives, g.game_won])"
100 "execution_count": 7,
106 "import pandas as pd\n",
107 "import matplotlib as mpl\n",
108 "import matplotlib.pyplot as plt\n",
114 "execution_count": 8,
122 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
123 "<table border=\"1\" class=\"dataframe\">\n",
125 " <tr style=\"text-align: right;\">\n",
127 " <th>target</th>\n",
128 " <th>discovered</th>\n",
129 " <th>wrong letters</th>\n",
130 " <th>number of hits</th>\n",
131 " <th>lives remaining</th>\n",
132 " <th>game won</th>\n",
138 " <td> mouldering</td>\n",
139 " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
140 " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
147 " <td> deject</td>\n",
148 " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
149 " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
152 " <td> False</td>\n",
156 " <td> lipsticks</td>\n",
157 " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
158 " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
161 " <td> False</td>\n",
165 " <td> disparaged</td>\n",
166 " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
167 " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
170 " <td> False</td>\n",
174 " <td> legion</td>\n",
175 " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
176 " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
179 " <td> False</td>\n",
183 " <td> fabricating</td>\n",
184 " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
185 " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
188 " <td> False</td>\n",
192 " <td> nicking</td>\n",
193 " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
194 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
197 " <td> False</td>\n",
201 " <td> actinium</td>\n",
202 " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
203 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
210 " <td> sedates</td>\n",
211 " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
212 " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
219 " <td> modernistic</td>\n",
220 " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
221 " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
228 " <td> grouchy</td>\n",
229 " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
230 " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
233 " <td> False</td>\n",
238 " <td> ['_', 'o', 'o', '_']</td>\n",
239 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
242 " <td> False</td>\n",
246 " <td> theorems</td>\n",
247 " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
248 " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
255 " <td> panickiest</td>\n",
256 " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
257 " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
260 " <td> False</td>\n",
264 " <td> rightfully</td>\n",
265 " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
266 " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
273 " <td> esquires</td>\n",
274 " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
275 " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
278 " <td> False</td>\n",
282 " <td> violet</td>\n",
283 " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
284 " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
287 " <td> False</td>\n",
291 " <td> dermatologists</td>\n",
292 " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
293 " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
300 " <td> inane</td>\n",
301 " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
302 " <td> ['t', 'o', 'h']</td>\n",
309 " <td> bonkers</td>\n",
310 " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
311 " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
314 " <td> False</td>\n",
318 " <td> reassigning</td>\n",
319 " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
320 " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
323 " <td> False</td>\n",
327 " <td> sweatshop</td>\n",
328 " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
329 " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
332 " <td> False</td>\n",
337 " <td> ['_', 's']</td>\n",
338 " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
341 " <td> False</td>\n",
345 " <td> outcomes</td>\n",
346 " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
347 " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
354 " <td> parenthood</td>\n",
355 " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
356 " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
359 " <td> False</td>\n",
363 " <td> frequencies</td>\n",
364 " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
365 " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
368 " <td> False</td>\n",
372 " <td> manias</td>\n",
373 " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
374 " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
381 " <td> resupplying</td>\n",
382 " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
383 " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
390 " <td> subcontinent</td>\n",
391 " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
392 " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
395 " <td> False</td>\n",
399 " <td> baptismal</td>\n",
400 " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
401 " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
404 " <td> False</td>\n",
417 " <td> toxic</td>\n",
418 " <td> ['t', 'o', '_', 'i', '_']</td>\n",
419 " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
422 " <td> False</td>\n",
426 " <td> brigantines</td>\n",
427 " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
428 " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
431 " <td> False</td>\n",
435 " <td> imagery</td>\n",
436 " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
437 " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
440 " <td> False</td>\n",
444 " <td> melancholic</td>\n",
445 " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
446 " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
453 " <td> enthusiasms</td>\n",
454 " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
455 " <td> ['o', 'r', 'd', 'l']</td>\n",
462 " <td> abraded</td>\n",
463 " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
464 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
467 " <td> False</td>\n",
471 " <td> lakes</td>\n",
472 " <td> ['l', 'a', '_', 'e', 's']</td>\n",
473 " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
476 " <td> False</td>\n",
480 " <td> telepathically</td>\n",
481 " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
482 " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
485 " <td> False</td>\n",
489 " <td> taking</td>\n",
490 " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
491 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
494 " <td> False</td>\n",
498 " <td> tomorrow</td>\n",
499 " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
500 " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
507 " <td> refile</td>\n",
508 " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
509 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
512 " <td> False</td>\n",
516 " <td> unkind</td>\n",
517 " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
518 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
521 " <td> False</td>\n",
525 " <td> specimens</td>\n",
526 " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
527 " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
530 " <td> False</td>\n",
534 " <td> regrets</td>\n",
535 " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
536 " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
539 " <td> False</td>\n",
543 " <td> remaindered</td>\n",
544 " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
545 " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
552 " <td> dignify</td>\n",
553 " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
554 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
557 " <td> False</td>\n",
561 " <td> bandwagon</td>\n",
562 " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
563 " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
566 " <td> False</td>\n",
570 " <td> pacemakers</td>\n",
571 " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
572 " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
575 " <td> False</td>\n",
579 " <td> dandles</td>\n",
580 " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
581 " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
588 " <td> white</td>\n",
589 " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
590 " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
597 " <td> arena</td>\n",
598 " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
599 " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
606 " <td> surreal</td>\n",
607 " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
608 " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
615 " <td> gutsiest</td>\n",
616 " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
617 " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
620 " <td> False</td>\n",
624 " <td> annulments</td>\n",
625 " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
626 " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
633 " <td> accretions</td>\n",
634 " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
635 " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
642 " <td> safari</td>\n",
643 " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
644 " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
647 " <td> False</td>\n",
651 " <td> recap</td>\n",
652 " <td> ['r', 'e', '_', 'a', '_']</td>\n",
653 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
656 " <td> False</td>\n",
660 " <td> torts</td>\n",
661 " <td> ['t', 'o', 'r', 't', 's']</td>\n",
662 " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
669 " <td> tyrannised</td>\n",
670 " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
671 " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
678 " <td> indubitable</td>\n",
679 " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
680 " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
683 " <td> False</td>\n",
687 "<p>1000 rows × 6 columns</p>\n",
691 " target discovered \\\n",
692 "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
693 "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
694 "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
695 "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
696 "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
697 "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
698 "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
699 "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
700 "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
701 "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
702 "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
703 "11 goop ['_', 'o', 'o', '_'] \n",
704 "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
705 "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
706 "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
707 "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
708 "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
709 "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
710 "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
711 "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
712 "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
713 "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
714 "22 ks ['_', 's'] \n",
715 "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
716 "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
717 "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
718 "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
719 "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
720 "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
721 "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
723 "970 toxic ['t', 'o', '_', 'i', '_'] \n",
724 "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
725 "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
726 "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
727 "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
728 "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
729 "976 lakes ['l', 'a', '_', 'e', 's'] \n",
730 "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
731 "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
732 "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
733 "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
734 "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
735 "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
736 "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
737 "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
738 "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
739 "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
740 "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
741 "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
742 "989 white ['w', 'h', 'i', 't', 'e'] \n",
743 "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
744 "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
745 "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
746 "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
747 "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
748 "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
749 "996 recap ['r', 'e', '_', 'a', '_'] \n",
750 "997 torts ['t', 'o', 'r', 't', 's'] \n",
751 "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
752 "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
754 " wrong letters number of hits \\\n",
755 "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
756 "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
757 "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
758 "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
759 "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
760 "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
761 "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
762 "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
763 "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
764 "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
765 "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
766 "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
767 "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
768 "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
769 "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
770 "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
771 "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
772 "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
773 "18 ['t', 'o', 'h'] 5 \n",
774 "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
775 "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
776 "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
777 "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
778 "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
779 "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
780 "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
781 "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
782 "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
783 "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
784 "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
786 "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
787 "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
788 "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
789 "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
790 "974 ['o', 'r', 'd', 'l'] 11 \n",
791 "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
792 "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
793 "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
794 "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
795 "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
796 "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
797 "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
798 "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
799 "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
800 "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
801 "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
802 "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
803 "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
804 "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
805 "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
806 "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
807 "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
808 "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
809 "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
810 "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
811 "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
812 "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
813 "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
814 "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
815 "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
817 " lives remaining game won \n",
880 "[1000 rows x 6 columns]"
883 "execution_count": 8,
885 "output_type": "execute_result"
889 "fixed_order = pd.read_csv('fixed_order.csv')\n",
895 "execution_count": 9,
906 "execution_count": 9,
908 "output_type": "execute_result"
912 "len(fixed_order['discovered'][0].split(','))"
917 "execution_count": 10,
925 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
926 "<table border=\"1\" class=\"dataframe\">\n",
928 " <tr style=\"text-align: right;\">\n",
930 " <th>target</th>\n",
931 " <th>discovered</th>\n",
932 " <th>wrong letters</th>\n",
933 " <th>number of hits</th>\n",
934 " <th>lives remaining</th>\n",
935 " <th>game won</th>\n",
936 " <th>word length</th>\n",
942 " <td> mouldering</td>\n",
943 " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
944 " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
952 " <td> deject</td>\n",
953 " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
954 " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
957 " <td> False</td>\n",
962 " <td> lipsticks</td>\n",
963 " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
964 " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
967 " <td> False</td>\n",
972 " <td> disparaged</td>\n",
973 " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
974 " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
977 " <td> False</td>\n",
982 " <td> legion</td>\n",
983 " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
984 " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
987 " <td> False</td>\n",
992 " <td> fabricating</td>\n",
993 " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
994 " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
997 " <td> False</td>\n",
1002 " <td> nicking</td>\n",
1003 " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
1004 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
1007 " <td> False</td>\n",
1012 " <td> actinium</td>\n",
1013 " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
1014 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
1017 " <td> True</td>\n",
1022 " <td> sedates</td>\n",
1023 " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
1024 " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
1027 " <td> True</td>\n",
1032 " <td> modernistic</td>\n",
1033 " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
1034 " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
1037 " <td> True</td>\n",
1042 " <td> grouchy</td>\n",
1043 " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
1044 " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
1047 " <td> False</td>\n",
1052 " <td> goop</td>\n",
1053 " <td> ['_', 'o', 'o', '_']</td>\n",
1054 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1057 " <td> False</td>\n",
1062 " <td> theorems</td>\n",
1063 " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
1064 " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
1067 " <td> True</td>\n",
1072 " <td> panickiest</td>\n",
1073 " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
1074 " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
1077 " <td> False</td>\n",
1082 " <td> rightfully</td>\n",
1083 " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
1084 " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
1087 " <td> True</td>\n",
1092 " <td> esquires</td>\n",
1093 " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
1094 " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
1097 " <td> False</td>\n",
1102 " <td> violet</td>\n",
1103 " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
1104 " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
1107 " <td> False</td>\n",
1112 " <td> dermatologists</td>\n",
1113 " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
1114 " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
1117 " <td> True</td>\n",
1122 " <td> inane</td>\n",
1123 " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
1124 " <td> ['t', 'o', 'h']</td>\n",
1127 " <td> True</td>\n",
1132 " <td> bonkers</td>\n",
1133 " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
1134 " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1137 " <td> False</td>\n",
1142 " <td> reassigning</td>\n",
1143 " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
1144 " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
1147 " <td> False</td>\n",
1152 " <td> sweatshop</td>\n",
1153 " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
1154 " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
1157 " <td> False</td>\n",
1163 " <td> ['_', 's']</td>\n",
1164 " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
1167 " <td> False</td>\n",
1172 " <td> outcomes</td>\n",
1173 " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
1174 " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
1177 " <td> True</td>\n",
1182 " <td> parenthood</td>\n",
1183 " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
1184 " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
1187 " <td> False</td>\n",
1192 " <td> frequencies</td>\n",
1193 " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
1194 " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
1197 " <td> False</td>\n",
1202 " <td> manias</td>\n",
1203 " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
1204 " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
1207 " <td> True</td>\n",
1212 " <td> resupplying</td>\n",
1213 " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
1214 " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
1217 " <td> True</td>\n",
1222 " <td> subcontinent</td>\n",
1223 " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
1224 " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
1227 " <td> False</td>\n",
1232 " <td> baptismal</td>\n",
1233 " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
1234 " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
1237 " <td> False</td>\n",
1252 " <td> toxic</td>\n",
1253 " <td> ['t', 'o', '_', 'i', '_']</td>\n",
1254 " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
1257 " <td> False</td>\n",
1262 " <td> brigantines</td>\n",
1263 " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
1264 " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
1267 " <td> False</td>\n",
1272 " <td> imagery</td>\n",
1273 " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
1274 " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
1277 " <td> False</td>\n",
1282 " <td> melancholic</td>\n",
1283 " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
1284 " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
1287 " <td> True</td>\n",
1292 " <td> enthusiasms</td>\n",
1293 " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
1294 " <td> ['o', 'r', 'd', 'l']</td>\n",
1297 " <td> True</td>\n",
1302 " <td> abraded</td>\n",
1303 " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
1304 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
1307 " <td> False</td>\n",
1312 " <td> lakes</td>\n",
1313 " <td> ['l', 'a', '_', 'e', 's']</td>\n",
1314 " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
1317 " <td> False</td>\n",
1322 " <td> telepathically</td>\n",
1323 " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
1324 " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
1327 " <td> False</td>\n",
1332 " <td> taking</td>\n",
1333 " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
1334 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
1337 " <td> False</td>\n",
1342 " <td> tomorrow</td>\n",
1343 " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
1344 " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
1347 " <td> True</td>\n",
1352 " <td> refile</td>\n",
1353 " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
1354 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
1357 " <td> False</td>\n",
1362 " <td> unkind</td>\n",
1363 " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
1364 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
1367 " <td> False</td>\n",
1372 " <td> specimens</td>\n",
1373 " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
1374 " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
1377 " <td> False</td>\n",
1382 " <td> regrets</td>\n",
1383 " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
1384 " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
1387 " <td> False</td>\n",
1392 " <td> remaindered</td>\n",
1393 " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
1394 " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
1397 " <td> True</td>\n",
1402 " <td> dignify</td>\n",
1403 " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
1404 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
1407 " <td> False</td>\n",
1412 " <td> bandwagon</td>\n",
1413 " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
1414 " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
1417 " <td> False</td>\n",
1422 " <td> pacemakers</td>\n",
1423 " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
1424 " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
1427 " <td> False</td>\n",
1432 " <td> dandles</td>\n",
1433 " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
1434 " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
1437 " <td> True</td>\n",
1442 " <td> white</td>\n",
1443 " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
1444 " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
1447 " <td> True</td>\n",
1452 " <td> arena</td>\n",
1453 " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
1454 " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
1457 " <td> True</td>\n",
1462 " <td> surreal</td>\n",
1463 " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
1464 " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
1467 " <td> True</td>\n",
1472 " <td> gutsiest</td>\n",
1473 " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
1474 " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
1477 " <td> False</td>\n",
1482 " <td> annulments</td>\n",
1483 " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
1484 " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
1487 " <td> True</td>\n",
1492 " <td> accretions</td>\n",
1493 " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
1494 " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
1497 " <td> True</td>\n",
1502 " <td> safari</td>\n",
1503 " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
1504 " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
1507 " <td> False</td>\n",
1512 " <td> recap</td>\n",
1513 " <td> ['r', 'e', '_', 'a', '_']</td>\n",
1514 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
1517 " <td> False</td>\n",
1522 " <td> torts</td>\n",
1523 " <td> ['t', 'o', 'r', 't', 's']</td>\n",
1524 " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
1527 " <td> True</td>\n",
1532 " <td> tyrannised</td>\n",
1533 " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
1534 " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
1537 " <td> True</td>\n",
1542 " <td> indubitable</td>\n",
1543 " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
1544 " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
1547 " <td> False</td>\n",
1552 "<p>1000 rows × 7 columns</p>\n",
1556 " target discovered \\\n",
1557 "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
1558 "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
1559 "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
1560 "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
1561 "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
1562 "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
1563 "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
1564 "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
1565 "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
1566 "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
1567 "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
1568 "11 goop ['_', 'o', 'o', '_'] \n",
1569 "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
1570 "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
1571 "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
1572 "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
1573 "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
1574 "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
1575 "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
1576 "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
1577 "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
1578 "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
1579 "22 ks ['_', 's'] \n",
1580 "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
1581 "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
1582 "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
1583 "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
1584 "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
1585 "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
1586 "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
1588 "970 toxic ['t', 'o', '_', 'i', '_'] \n",
1589 "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
1590 "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
1591 "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
1592 "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
1593 "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
1594 "976 lakes ['l', 'a', '_', 'e', 's'] \n",
1595 "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
1596 "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
1597 "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
1598 "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
1599 "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
1600 "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
1601 "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
1602 "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
1603 "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
1604 "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
1605 "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
1606 "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
1607 "989 white ['w', 'h', 'i', 't', 'e'] \n",
1608 "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
1609 "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
1610 "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
1611 "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
1612 "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
1613 "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
1614 "996 recap ['r', 'e', '_', 'a', '_'] \n",
1615 "997 torts ['t', 'o', 'r', 't', 's'] \n",
1616 "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
1617 "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
1619 " wrong letters number of hits \\\n",
1620 "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
1621 "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
1622 "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
1623 "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
1624 "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
1625 "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
1626 "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
1627 "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
1628 "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
1629 "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
1630 "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
1631 "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1632 "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
1633 "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
1634 "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
1635 "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
1636 "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
1637 "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
1638 "18 ['t', 'o', 'h'] 5 \n",
1639 "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
1640 "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
1641 "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
1642 "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
1643 "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
1644 "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
1645 "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
1646 "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
1647 "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
1648 "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
1649 "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
1651 "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
1652 "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
1653 "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
1654 "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
1655 "974 ['o', 'r', 'd', 'l'] 11 \n",
1656 "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
1657 "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
1658 "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
1659 "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
1660 "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
1661 "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
1662 "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
1663 "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
1664 "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
1665 "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
1666 "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
1667 "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
1668 "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
1669 "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
1670 "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
1671 "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
1672 "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
1673 "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
1674 "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
1675 "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
1676 "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
1677 "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
1678 "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
1679 "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
1680 "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
1682 " lives remaining game won word length \n",
1713 ".. ... ... ... \n",
1715 "971 0 False 11 \n",
1721 "977 0 False 14 \n",
1731 "987 0 False 10 \n",
1743 "999 0 False 11 \n",
1745 "[1000 rows x 7 columns]"
1748 "execution_count": 10,
1750 "output_type": "execute_result"
1754 "fixed_order['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
1759 "cell_type": "code",
1760 "execution_count": 11,
1768 "<matplotlib.axes.AxesSubplot at 0x7f15a58c0780>"
1771 "execution_count": 11,
1773 "output_type": "execute_result"
1777 "image/png": 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1779 "<matplotlib.figure.Figure at 0x7f15a58e0fd0>"
1783 "output_type": "display_data"
1787 "fixed_order['lives remaining'].hist()"
1791 "cell_type": "code",
1792 "execution_count": 12,
1800 "lives remaining\n",
1813 "execution_count": 12,
1815 "output_type": "execute_result"
1819 "fixed_order.groupby('lives remaining').size()"
1823 "cell_type": "code",
1824 "execution_count": 18,
1832 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
1833 "<table border=\"1\" class=\"dataframe\">\n",
1835 " <tr style=\"text-align: right;\">\n",
1837 " <th>target</th>\n",
1838 " <th>discovered</th>\n",
1839 " <th>wrong letters</th>\n",
1840 " <th>number of hits</th>\n",
1841 " <th>lives remaining</th>\n",
1842 " <th>game won</th>\n",
1848 " <td> toothsome</td>\n",
1849 " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
1850 " <td> ['a', 'i']</td>\n",
1853 " <td> True</td>\n",
1857 " <td> analgesics</td>\n",
1858 " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
1862 " <td> True</td>\n",
1866 " <td> intrenched</td>\n",
1867 " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
1868 " <td> ['s']</td>\n",
1871 " <td> True</td>\n",
1875 " <td> normal</td>\n",
1876 " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
1877 " <td> ['e', 's', 'i', 'f']</td>\n",
1880 " <td> True</td>\n",
1884 " <td> debunks</td>\n",
1885 " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
1886 " <td> ['t']</td>\n",
1889 " <td> True</td>\n",
1893 " <td> satanically</td>\n",
1894 " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
1895 " <td> ['e']</td>\n",
1898 " <td> True</td>\n",
1902 " <td> radicals</td>\n",
1903 " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
1904 " <td> ['e', 't']</td>\n",
1907 " <td> True</td>\n",
1911 " <td> erotic</td>\n",
1912 " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
1916 " <td> True</td>\n",
1920 " <td> double</td>\n",
1921 " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
1922 " <td> ['a', 'm', 'r']</td>\n",
1925 " <td> True</td>\n",
1929 " <td> caviar</td>\n",
1930 " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
1931 " <td> ['e', 's', 'n', 'l']</td>\n",
1934 " <td> True</td>\n",
1938 " <td> rigamaroles</td>\n",
1939 " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
1943 " <td> True</td>\n",
1947 " <td> disfranchises</td>\n",
1948 " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
1952 " <td> True</td>\n",
1956 " <td> mushroomed</td>\n",
1957 " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
1958 " <td> ['t']</td>\n",
1961 " <td> True</td>\n",
1965 " <td> rails</td>\n",
1966 " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
1967 " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
1970 " <td> True</td>\n",
1974 " <td> poised</td>\n",
1975 " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
1976 " <td> ['a', 'l', 't', 'k']</td>\n",
1979 " <td> True</td>\n",
1983 " <td> circulating</td>\n",
1984 " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
1985 " <td> ['e']</td>\n",
1988 " <td> True</td>\n",
1992 " <td> yesteryear</td>\n",
1993 " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
1997 " <td> True</td>\n",
2001 " <td> chastest</td>\n",
2002 " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
2003 " <td> ['m']</td>\n",
2006 " <td> True</td>\n",
2010 " <td> lenders</td>\n",
2011 " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
2012 " <td> ['t', 'f', 'm']</td>\n",
2015 " <td> True</td>\n",
2019 " <td> upshots</td>\n",
2020 " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
2021 " <td> ['e', 'i', 'a', 'n']</td>\n",
2024 " <td> True</td>\n",
2028 " <td> stridden</td>\n",
2029 " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
2033 " <td> True</td>\n",
2037 " <td> trespassing</td>\n",
2038 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
2039 " <td> ['o']</td>\n",
2042 " <td> True</td>\n",
2046 " <td> muckrake</td>\n",
2047 " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
2048 " <td> ['t']</td>\n",
2051 " <td> True</td>\n",
2055 " <td> bungalows</td>\n",
2056 " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
2057 " <td> ['e', 'i', 't']</td>\n",
2060 " <td> True</td>\n",
2064 " <td> rewinding</td>\n",
2065 " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
2066 " <td> ['m']</td>\n",
2069 " <td> True</td>\n",
2073 " <td> stepchildren</td>\n",
2074 " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
2078 " <td> True</td>\n",
2082 " <td> courageously</td>\n",
2083 " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
2084 " <td> ['i']</td>\n",
2087 " <td> True</td>\n",
2091 " <td> gladiatorial</td>\n",
2092 " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
2093 " <td> ['e']</td>\n",
2096 " <td> True</td>\n",
2100 " <td> unseals</td>\n",
2101 " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
2102 " <td> ['t']</td>\n",
2105 " <td> True</td>\n",
2109 " <td> backaches</td>\n",
2110 " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
2111 " <td> ['i']</td>\n",
2114 " <td> True</td>\n",
2127 " <td> priestliest</td>\n",
2128 " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
2132 " <td> True</td>\n",
2136 " <td> oversight</td>\n",
2137 " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
2141 " <td> True</td>\n",
2145 " <td> nutshell</td>\n",
2146 " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
2147 " <td> ['r']</td>\n",
2150 " <td> True</td>\n",
2154 " <td> picker</td>\n",
2155 " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
2156 " <td> ['d', 's', 't', 'g']</td>\n",
2159 " <td> True</td>\n",
2163 " <td> prom</td>\n",
2164 " <td> ['p', 'r', 'o', 'm']</td>\n",
2165 " <td> ['e', 's', 'l']</td>\n",
2168 " <td> True</td>\n",
2172 " <td> spoke</td>\n",
2173 " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
2174 " <td> ['a', 'i', 't', 'r']</td>\n",
2177 " <td> True</td>\n",
2181 " <td> videodiscs</td>\n",
2182 " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
2186 " <td> True</td>\n",
2190 " <td> braggart</td>\n",
2191 " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
2192 " <td> ['e', 'i']</td>\n",
2195 " <td> True</td>\n",
2199 " <td> shindigs</td>\n",
2200 " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
2201 " <td> ['e']</td>\n",
2204 " <td> True</td>\n",
2208 " <td> indorsements</td>\n",
2209 " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
2213 " <td> True</td>\n",
2217 " <td> audios</td>\n",
2218 " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
2219 " <td> ['e']</td>\n",
2222 " <td> True</td>\n",
2226 " <td> disrobes</td>\n",
2227 " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
2228 " <td> ['t', 'm']</td>\n",
2231 " <td> True</td>\n",
2235 " <td> drake</td>\n",
2236 " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
2237 " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
2240 " <td> True</td>\n",
2244 " <td> penes</td>\n",
2245 " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
2246 " <td> ['m']</td>\n",
2249 " <td> True</td>\n",
2253 " <td> ecological</td>\n",
2254 " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
2255 " <td> ['s']</td>\n",
2258 " <td> True</td>\n",
2262 " <td> consideration</td>\n",
2263 " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
2264 " <td> ['f']</td>\n",
2267 " <td> True</td>\n",
2271 " <td> strolled</td>\n",
2272 " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
2273 " <td> ['p', 'i', 'm']</td>\n",
2276 " <td> True</td>\n",
2280 " <td> peacemaker</td>\n",
2281 " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
2285 " <td> True</td>\n",
2289 " <td> chilliest</td>\n",
2290 " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
2291 " <td> ['f']</td>\n",
2294 " <td> True</td>\n",
2298 " <td> neuritis</td>\n",
2299 " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
2303 " <td> True</td>\n",
2307 " <td> quisling</td>\n",
2308 " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
2309 " <td> ['e', 't', 'k', 'p']</td>\n",
2312 " <td> True</td>\n",
2316 " <td> transplants</td>\n",
2317 " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
2318 " <td> ['e', 'i', 'o']</td>\n",
2321 " <td> True</td>\n",
2325 " <td> bevies</td>\n",
2326 " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
2327 " <td> ['d', 'r', 'l']</td>\n",
2330 " <td> True</td>\n",
2334 " <td> geeky</td>\n",
2335 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
2336 " <td> ['s', 'd', 't', 'f']</td>\n",
2339 " <td> True</td>\n",
2343 " <td> demonstrations</td>\n",
2344 " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
2348 " <td> True</td>\n",
2352 " <td> dowses</td>\n",
2353 " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
2354 " <td> ['r', 'u']</td>\n",
2357 " <td> True</td>\n",
2361 " <td> pummelling</td>\n",
2362 " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
2363 " <td> ['s', 'r', 'o']</td>\n",
2366 " <td> True</td>\n",
2370 " <td> earnestness</td>\n",
2371 " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
2375 " <td> True</td>\n",
2379 " <td> thermodynamics</td>\n",
2380 " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
2384 " <td> True</td>\n",
2388 " <td> flurry</td>\n",
2389 " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
2390 " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
2393 " <td> True</td>\n",
2397 "<p>1000 rows × 6 columns</p>\n",
2401 " target discovered \\\n",
2402 "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
2403 "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
2404 "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
2405 "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
2406 "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
2407 "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
2408 "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
2409 "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
2410 "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
2411 "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
2412 "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
2413 "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
2414 "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
2415 "13 rails ['r', 'a', 'i', 'l', 's'] \n",
2416 "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
2417 "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
2418 "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
2419 "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
2420 "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
2421 "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
2422 "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
2423 "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
2424 "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
2425 "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
2426 "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
2427 "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
2428 "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
2429 "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
2430 "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
2431 "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
2433 "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
2434 "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
2435 "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
2436 "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
2437 "974 prom ['p', 'r', 'o', 'm'] \n",
2438 "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
2439 "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
2440 "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
2441 "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
2442 "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
2443 "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
2444 "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
2445 "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
2446 "983 penes ['p', 'e', 'n', 'e', 's'] \n",
2447 "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
2448 "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
2449 "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
2450 "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
2451 "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
2452 "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
2453 "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
2454 "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
2455 "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
2456 "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
2457 "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
2458 "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
2459 "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
2460 "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
2461 "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
2462 "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
2464 " wrong letters number of hits lives remaining game won \n",
2465 "0 ['a', 'i'] 9 8 True \n",
2466 "1 [] 10 10 True \n",
2467 "2 ['s'] 10 9 True \n",
2468 "3 ['e', 's', 'i', 'f'] 6 6 True \n",
2469 "4 ['t'] 7 9 True \n",
2470 "5 ['e'] 11 9 True \n",
2471 "6 ['e', 't'] 8 8 True \n",
2472 "7 [] 6 10 True \n",
2473 "8 ['a', 'm', 'r'] 6 7 True \n",
2474 "9 ['e', 's', 'n', 'l'] 6 6 True \n",
2475 "10 [] 11 10 True \n",
2476 "11 [] 13 10 True \n",
2477 "12 ['t'] 10 9 True \n",
2478 "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
2479 "14 ['a', 'l', 't', 'k'] 6 6 True \n",
2480 "15 ['e'] 11 9 True \n",
2481 "16 [] 10 10 True \n",
2482 "17 ['m'] 8 9 True \n",
2483 "18 ['t', 'f', 'm'] 7 7 True \n",
2484 "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
2485 "20 [] 8 10 True \n",
2486 "21 ['o'] 11 9 True \n",
2487 "22 ['t'] 8 9 True \n",
2488 "23 ['e', 'i', 't'] 9 7 True \n",
2489 "24 ['m'] 9 9 True \n",
2490 "25 [] 12 10 True \n",
2491 "26 ['i'] 12 9 True \n",
2492 "27 ['e'] 12 9 True \n",
2493 "28 ['t'] 7 9 True \n",
2494 "29 ['i'] 9 9 True \n",
2495 ".. ... ... ... ... \n",
2496 "970 [] 11 10 True \n",
2497 "971 [] 9 10 True \n",
2498 "972 ['r'] 8 9 True \n",
2499 "973 ['d', 's', 't', 'g'] 6 6 True \n",
2500 "974 ['e', 's', 'l'] 4 7 True \n",
2501 "975 ['a', 'i', 't', 'r'] 5 6 True \n",
2502 "976 [] 10 10 True \n",
2503 "977 ['e', 'i'] 8 8 True \n",
2504 "978 ['e'] 8 9 True \n",
2505 "979 [] 12 10 True \n",
2506 "980 ['e'] 6 9 True \n",
2507 "981 ['t', 'm'] 8 8 True \n",
2508 "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
2509 "983 ['m'] 5 9 True \n",
2510 "984 ['s'] 10 9 True \n",
2511 "985 ['f'] 13 9 True \n",
2512 "986 ['p', 'i', 'm'] 8 7 True \n",
2513 "987 [] 10 10 True \n",
2514 "988 ['f'] 9 9 True \n",
2515 "989 [] 8 10 True \n",
2516 "990 ['e', 't', 'k', 'p'] 8 6 True \n",
2517 "991 ['e', 'i', 'o'] 11 7 True \n",
2518 "992 ['d', 'r', 'l'] 6 7 True \n",
2519 "993 ['s', 'd', 't', 'f'] 5 6 True \n",
2520 "994 [] 14 10 True \n",
2521 "995 ['r', 'u'] 6 8 True \n",
2522 "996 ['s', 'r', 'o'] 10 7 True \n",
2523 "997 [] 11 10 True \n",
2524 "998 [] 14 10 True \n",
2525 "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
2527 "[1000 rows x 6 columns]"
2530 "execution_count": 18,
2532 "output_type": "execute_result"
2536 "adaptive_pattern = pd.read_csv('adaptive_pattern.csv')\n",
2541 "cell_type": "code",
2542 "execution_count": 14,
2550 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
2551 "<table border=\"1\" class=\"dataframe\">\n",
2553 " <tr style=\"text-align: right;\">\n",
2555 " <th>target</th>\n",
2556 " <th>discovered</th>\n",
2557 " <th>wrong letters</th>\n",
2558 " <th>number of hits</th>\n",
2559 " <th>lives remaining</th>\n",
2560 " <th>game won</th>\n",
2561 " <th>word length</th>\n",
2567 " <td> toothsome</td>\n",
2568 " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
2569 " <td> ['a', 'i']</td>\n",
2572 " <td> True</td>\n",
2577 " <td> analgesics</td>\n",
2578 " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
2582 " <td> True</td>\n",
2587 " <td> intrenched</td>\n",
2588 " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
2589 " <td> ['s']</td>\n",
2592 " <td> True</td>\n",
2597 " <td> normal</td>\n",
2598 " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
2599 " <td> ['e', 's', 'i', 'f']</td>\n",
2602 " <td> True</td>\n",
2607 " <td> debunks</td>\n",
2608 " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
2609 " <td> ['t']</td>\n",
2612 " <td> True</td>\n",
2617 " <td> satanically</td>\n",
2618 " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
2619 " <td> ['e']</td>\n",
2622 " <td> True</td>\n",
2627 " <td> radicals</td>\n",
2628 " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
2629 " <td> ['e', 't']</td>\n",
2632 " <td> True</td>\n",
2637 " <td> erotic</td>\n",
2638 " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
2642 " <td> True</td>\n",
2647 " <td> double</td>\n",
2648 " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
2649 " <td> ['a', 'm', 'r']</td>\n",
2652 " <td> True</td>\n",
2657 " <td> caviar</td>\n",
2658 " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
2659 " <td> ['e', 's', 'n', 'l']</td>\n",
2662 " <td> True</td>\n",
2667 " <td> rigamaroles</td>\n",
2668 " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
2672 " <td> True</td>\n",
2677 " <td> disfranchises</td>\n",
2678 " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
2682 " <td> True</td>\n",
2687 " <td> mushroomed</td>\n",
2688 " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
2689 " <td> ['t']</td>\n",
2692 " <td> True</td>\n",
2697 " <td> rails</td>\n",
2698 " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
2699 " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
2702 " <td> True</td>\n",
2707 " <td> poised</td>\n",
2708 " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
2709 " <td> ['a', 'l', 't', 'k']</td>\n",
2712 " <td> True</td>\n",
2717 " <td> circulating</td>\n",
2718 " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
2719 " <td> ['e']</td>\n",
2722 " <td> True</td>\n",
2727 " <td> yesteryear</td>\n",
2728 " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
2732 " <td> True</td>\n",
2737 " <td> chastest</td>\n",
2738 " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
2739 " <td> ['m']</td>\n",
2742 " <td> True</td>\n",
2747 " <td> lenders</td>\n",
2748 " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
2749 " <td> ['t', 'f', 'm']</td>\n",
2752 " <td> True</td>\n",
2757 " <td> upshots</td>\n",
2758 " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
2759 " <td> ['e', 'i', 'a', 'n']</td>\n",
2762 " <td> True</td>\n",
2767 " <td> stridden</td>\n",
2768 " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
2772 " <td> True</td>\n",
2777 " <td> trespassing</td>\n",
2778 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
2779 " <td> ['o']</td>\n",
2782 " <td> True</td>\n",
2787 " <td> muckrake</td>\n",
2788 " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
2789 " <td> ['t']</td>\n",
2792 " <td> True</td>\n",
2797 " <td> bungalows</td>\n",
2798 " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
2799 " <td> ['e', 'i', 't']</td>\n",
2802 " <td> True</td>\n",
2807 " <td> rewinding</td>\n",
2808 " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
2809 " <td> ['m']</td>\n",
2812 " <td> True</td>\n",
2817 " <td> stepchildren</td>\n",
2818 " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
2822 " <td> True</td>\n",
2827 " <td> courageously</td>\n",
2828 " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
2829 " <td> ['i']</td>\n",
2832 " <td> True</td>\n",
2837 " <td> gladiatorial</td>\n",
2838 " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
2839 " <td> ['e']</td>\n",
2842 " <td> True</td>\n",
2847 " <td> unseals</td>\n",
2848 " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
2849 " <td> ['t']</td>\n",
2852 " <td> True</td>\n",
2857 " <td> backaches</td>\n",
2858 " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
2859 " <td> ['i']</td>\n",
2862 " <td> True</td>\n",
2877 " <td> priestliest</td>\n",
2878 " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
2882 " <td> True</td>\n",
2887 " <td> oversight</td>\n",
2888 " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
2892 " <td> True</td>\n",
2897 " <td> nutshell</td>\n",
2898 " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
2899 " <td> ['r']</td>\n",
2902 " <td> True</td>\n",
2907 " <td> picker</td>\n",
2908 " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
2909 " <td> ['d', 's', 't', 'g']</td>\n",
2912 " <td> True</td>\n",
2917 " <td> prom</td>\n",
2918 " <td> ['p', 'r', 'o', 'm']</td>\n",
2919 " <td> ['e', 's', 'l']</td>\n",
2922 " <td> True</td>\n",
2927 " <td> spoke</td>\n",
2928 " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
2929 " <td> ['a', 'i', 't', 'r']</td>\n",
2932 " <td> True</td>\n",
2937 " <td> videodiscs</td>\n",
2938 " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
2942 " <td> True</td>\n",
2947 " <td> braggart</td>\n",
2948 " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
2949 " <td> ['e', 'i']</td>\n",
2952 " <td> True</td>\n",
2957 " <td> shindigs</td>\n",
2958 " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
2959 " <td> ['e']</td>\n",
2962 " <td> True</td>\n",
2967 " <td> indorsements</td>\n",
2968 " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
2972 " <td> True</td>\n",
2977 " <td> audios</td>\n",
2978 " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
2979 " <td> ['e']</td>\n",
2982 " <td> True</td>\n",
2987 " <td> disrobes</td>\n",
2988 " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
2989 " <td> ['t', 'm']</td>\n",
2992 " <td> True</td>\n",
2997 " <td> drake</td>\n",
2998 " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
2999 " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
3002 " <td> True</td>\n",
3007 " <td> penes</td>\n",
3008 " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
3009 " <td> ['m']</td>\n",
3012 " <td> True</td>\n",
3017 " <td> ecological</td>\n",
3018 " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
3019 " <td> ['s']</td>\n",
3022 " <td> True</td>\n",
3027 " <td> consideration</td>\n",
3028 " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
3029 " <td> ['f']</td>\n",
3032 " <td> True</td>\n",
3037 " <td> strolled</td>\n",
3038 " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
3039 " <td> ['p', 'i', 'm']</td>\n",
3042 " <td> True</td>\n",
3047 " <td> peacemaker</td>\n",
3048 " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
3052 " <td> True</td>\n",
3057 " <td> chilliest</td>\n",
3058 " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
3059 " <td> ['f']</td>\n",
3062 " <td> True</td>\n",
3067 " <td> neuritis</td>\n",
3068 " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
3072 " <td> True</td>\n",
3077 " <td> quisling</td>\n",
3078 " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
3079 " <td> ['e', 't', 'k', 'p']</td>\n",
3082 " <td> True</td>\n",
3087 " <td> transplants</td>\n",
3088 " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
3089 " <td> ['e', 'i', 'o']</td>\n",
3092 " <td> True</td>\n",
3097 " <td> bevies</td>\n",
3098 " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
3099 " <td> ['d', 'r', 'l']</td>\n",
3102 " <td> True</td>\n",
3107 " <td> geeky</td>\n",
3108 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
3109 " <td> ['s', 'd', 't', 'f']</td>\n",
3112 " <td> True</td>\n",
3117 " <td> demonstrations</td>\n",
3118 " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
3122 " <td> True</td>\n",
3127 " <td> dowses</td>\n",
3128 " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
3129 " <td> ['r', 'u']</td>\n",
3132 " <td> True</td>\n",
3137 " <td> pummelling</td>\n",
3138 " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
3139 " <td> ['s', 'r', 'o']</td>\n",
3142 " <td> True</td>\n",
3147 " <td> earnestness</td>\n",
3148 " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
3152 " <td> True</td>\n",
3157 " <td> thermodynamics</td>\n",
3158 " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
3162 " <td> True</td>\n",
3167 " <td> flurry</td>\n",
3168 " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
3169 " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
3172 " <td> True</td>\n",
3177 "<p>1000 rows × 7 columns</p>\n",
3181 " target discovered \\\n",
3182 "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
3183 "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
3184 "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
3185 "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
3186 "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
3187 "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
3188 "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
3189 "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
3190 "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
3191 "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
3192 "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
3193 "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
3194 "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
3195 "13 rails ['r', 'a', 'i', 'l', 's'] \n",
3196 "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
3197 "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
3198 "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
3199 "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
3200 "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
3201 "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
3202 "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
3203 "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
3204 "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
3205 "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
3206 "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
3207 "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
3208 "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
3209 "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
3210 "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
3211 "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
3213 "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
3214 "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
3215 "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
3216 "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
3217 "974 prom ['p', 'r', 'o', 'm'] \n",
3218 "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
3219 "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
3220 "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
3221 "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
3222 "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
3223 "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
3224 "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
3225 "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
3226 "983 penes ['p', 'e', 'n', 'e', 's'] \n",
3227 "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
3228 "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
3229 "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
3230 "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
3231 "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
3232 "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
3233 "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
3234 "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
3235 "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
3236 "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
3237 "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
3238 "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
3239 "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
3240 "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
3241 "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
3242 "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
3244 " wrong letters number of hits lives remaining game won \\\n",
3245 "0 ['a', 'i'] 9 8 True \n",
3246 "1 [] 10 10 True \n",
3247 "2 ['s'] 10 9 True \n",
3248 "3 ['e', 's', 'i', 'f'] 6 6 True \n",
3249 "4 ['t'] 7 9 True \n",
3250 "5 ['e'] 11 9 True \n",
3251 "6 ['e', 't'] 8 8 True \n",
3252 "7 [] 6 10 True \n",
3253 "8 ['a', 'm', 'r'] 6 7 True \n",
3254 "9 ['e', 's', 'n', 'l'] 6 6 True \n",
3255 "10 [] 11 10 True \n",
3256 "11 [] 13 10 True \n",
3257 "12 ['t'] 10 9 True \n",
3258 "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
3259 "14 ['a', 'l', 't', 'k'] 6 6 True \n",
3260 "15 ['e'] 11 9 True \n",
3261 "16 [] 10 10 True \n",
3262 "17 ['m'] 8 9 True \n",
3263 "18 ['t', 'f', 'm'] 7 7 True \n",
3264 "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
3265 "20 [] 8 10 True \n",
3266 "21 ['o'] 11 9 True \n",
3267 "22 ['t'] 8 9 True \n",
3268 "23 ['e', 'i', 't'] 9 7 True \n",
3269 "24 ['m'] 9 9 True \n",
3270 "25 [] 12 10 True \n",
3271 "26 ['i'] 12 9 True \n",
3272 "27 ['e'] 12 9 True \n",
3273 "28 ['t'] 7 9 True \n",
3274 "29 ['i'] 9 9 True \n",
3275 ".. ... ... ... ... \n",
3276 "970 [] 11 10 True \n",
3277 "971 [] 9 10 True \n",
3278 "972 ['r'] 8 9 True \n",
3279 "973 ['d', 's', 't', 'g'] 6 6 True \n",
3280 "974 ['e', 's', 'l'] 4 7 True \n",
3281 "975 ['a', 'i', 't', 'r'] 5 6 True \n",
3282 "976 [] 10 10 True \n",
3283 "977 ['e', 'i'] 8 8 True \n",
3284 "978 ['e'] 8 9 True \n",
3285 "979 [] 12 10 True \n",
3286 "980 ['e'] 6 9 True \n",
3287 "981 ['t', 'm'] 8 8 True \n",
3288 "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
3289 "983 ['m'] 5 9 True \n",
3290 "984 ['s'] 10 9 True \n",
3291 "985 ['f'] 13 9 True \n",
3292 "986 ['p', 'i', 'm'] 8 7 True \n",
3293 "987 [] 10 10 True \n",
3294 "988 ['f'] 9 9 True \n",
3295 "989 [] 8 10 True \n",
3296 "990 ['e', 't', 'k', 'p'] 8 6 True \n",
3297 "991 ['e', 'i', 'o'] 11 7 True \n",
3298 "992 ['d', 'r', 'l'] 6 7 True \n",
3299 "993 ['s', 'd', 't', 'f'] 5 6 True \n",
3300 "994 [] 14 10 True \n",
3301 "995 ['r', 'u'] 6 8 True \n",
3302 "996 ['s', 'r', 'o'] 10 7 True \n",
3303 "997 [] 11 10 True \n",
3304 "998 [] 14 10 True \n",
3305 "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
3370 "[1000 rows x 7 columns]"
3373 "execution_count": 14,
3375 "output_type": "execute_result"
3379 "adaptive_pattern['word length'] = adaptive_pattern.apply(lambda r: len(r['target']), axis=1)\n",
3384 "cell_type": "code",
3385 "execution_count": 15,
3393 "<matplotlib.axes.AxesSubplot at 0x7f1586fb5978>"
3396 "execution_count": 15,
3398 "output_type": "execute_result"
3402 "image/png": 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3404 "<matplotlib.figure.Figure at 0x7f1586fb55f8>"
3408 "output_type": "display_data"
3412 "adaptive_pattern['lives remaining'].hist()"
3416 "cell_type": "code",
3417 "execution_count": 16,
3425 "lives remaining\n",
3440 "execution_count": 16,
3442 "output_type": "execute_result"
3446 "adaptive_pattern.groupby('lives remaining').size()"
3450 "cell_type": "code",
3451 "execution_count": 19,
3459 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
3460 "<table border=\"1\" class=\"dataframe\">\n",
3462 " <tr style=\"text-align: right;\">\n",
3464 " <th>target</th>\n",
3465 " <th>discovered</th>\n",
3466 " <th>wrong letters</th>\n",
3467 " <th>number of hits</th>\n",
3468 " <th>lives remaining</th>\n",
3469 " <th>game won</th>\n",
3475 " <td> punned</td>\n",
3476 " <td> ['p', 'u', 'n', 'n', 'e', 'd']</td>\n",
3477 " <td> ['s', 'r', 'l', 'a', 'i']</td>\n",
3480 " <td> True</td>\n",
3484 " <td> anode</td>\n",
3485 " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
3486 " <td> ['s', 'l', 'b']</td>\n",
3489 " <td> True</td>\n",
3493 " <td> passes</td>\n",
3494 " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
3495 " <td> ['l', 'b']</td>\n",
3498 " <td> True</td>\n",
3502 " <td> maxing</td>\n",
3503 " <td> ['m', 'a', 'x', 'i', 'n', 'g']</td>\n",
3504 " <td> ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c']</td>\n",
3507 " <td> True</td>\n",
3511 " <td> quadrant</td>\n",
3512 " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</td>\n",
3516 " <td> True</td>\n",
3520 " <td> polygamy</td>\n",
3521 " <td> ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y']</td>\n",
3522 " <td> ['r', 'i', 's', 'd']</td>\n",
3525 " <td> True</td>\n",
3529 " <td> technologists</td>\n",
3530 " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
3531 " <td> ['r']</td>\n",
3534 " <td> True</td>\n",
3538 " <td> tussle</td>\n",
3539 " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
3540 " <td> ['a']</td>\n",
3543 " <td> True</td>\n",
3547 " <td> explicitly</td>\n",
3548 " <td> ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ...</td>\n",
3549 " <td> ['o', 'a', 'b', 's', 'm']</td>\n",
3552 " <td> True</td>\n",
3556 " <td> moderators</td>\n",
3557 " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
3558 " <td> ['u']</td>\n",
3561 " <td> True</td>\n",
3565 " <td> error</td>\n",
3566 " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
3567 " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
3570 " <td> True</td>\n",
3574 " <td> stamped</td>\n",
3575 " <td> ['s', 't', 'a', 'm', 'p', 'e', 'd']</td>\n",
3576 " <td> ['r', 'i', 'l', 'b', 'c']</td>\n",
3579 " <td> True</td>\n",
3583 " <td> dress</td>\n",
3584 " <td> ['d', 'r', 'e', 's', 's']</td>\n",
3588 " <td> True</td>\n",
3592 " <td> truckled</td>\n",
3593 " <td> ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd']</td>\n",
3594 " <td> ['s', 'i', 'a', 'b', 'p']</td>\n",
3597 " <td> True</td>\n",
3601 " <td> accommodation</td>\n",
3602 " <td> ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ...</td>\n",
3603 " <td> ['s', 'g']</td>\n",
3606 " <td> True</td>\n",
3610 " <td> reload</td>\n",
3611 " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
3612 " <td> ['s', 'i']</td>\n",
3615 " <td> True</td>\n",
3619 " <td> confounded</td>\n",
3620 " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
3621 " <td> ['p']</td>\n",
3624 " <td> True</td>\n",
3628 " <td> racketeers</td>\n",
3629 " <td> ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ...</td>\n",
3630 " <td> ['o', 'l']</td>\n",
3633 " <td> True</td>\n",
3637 " <td> ignoramuses</td>\n",
3638 " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
3639 " <td> ['l']</td>\n",
3642 " <td> True</td>\n",
3646 " <td> party</td>\n",
3647 " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
3648 " <td> ['s', 'e', 'n', 'd']</td>\n",
3651 " <td> True</td>\n",
3655 " <td> rill</td>\n",
3656 " <td> ['r', 'i', 'l', 'l']</td>\n",
3657 " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
3660 " <td> True</td>\n",
3664 " <td> player</td>\n",
3665 " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
3666 " <td> ['s', 'm']</td>\n",
3669 " <td> True</td>\n",
3673 " <td> protester</td>\n",
3674 " <td> ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r']</td>\n",
3675 " <td> ['i', 'd', 'l']</td>\n",
3678 " <td> True</td>\n",
3682 " <td> asphalted</td>\n",
3683 " <td> ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd']</td>\n",
3684 " <td> ['r', 'i']</td>\n",
3687 " <td> True</td>\n",
3691 " <td> uniforms</td>\n",
3692 " <td> ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's']</td>\n",
3693 " <td> ['a', 't', 'p']</td>\n",
3696 " <td> True</td>\n",
3700 " <td> coniferous</td>\n",
3701 " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</td>\n",
3705 " <td> True</td>\n",
3709 " <td> dishearten</td>\n",
3710 " <td> ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ...</td>\n",
3711 " <td> ['o', 'l', 'g']</td>\n",
3714 " <td> True</td>\n",
3718 " <td> scull</td>\n",
3719 " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
3720 " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
3723 " <td> True</td>\n",
3727 " <td> virgin</td>\n",
3728 " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
3729 " <td> ['s', 'a', 'd']</td>\n",
3732 " <td> True</td>\n",
3736 " <td> licentiously</td>\n",
3737 " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</td>\n",
3741 " <td> True</td>\n",
3754 " <td> grindstone</td>\n",
3755 " <td> ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ...</td>\n",
3756 " <td> ['a', 'u', 'p']</td>\n",
3759 " <td> True</td>\n",
3763 " <td> bankruptcies</td>\n",
3764 " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</td>\n",
3768 " <td> True</td>\n",
3772 " <td> smalls</td>\n",
3773 " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
3774 " <td> ['e', 't', 'k', 'w']</td>\n",
3777 " <td> True</td>\n",
3781 " <td> limping</td>\n",
3782 " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
3783 " <td> ['s', 'r', 'e', 'a', 'o', 'u', 'k']</td>\n",
3786 " <td> True</td>\n",
3790 " <td> interfacing</td>\n",
3791 " <td> ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ...</td>\n",
3792 " <td> ['o', 'l', 'd', 's']</td>\n",
3795 " <td> True</td>\n",
3799 " <td> mint</td>\n",
3800 " <td> ['_', '_', 'n', 't']</td>\n",
3801 " <td> ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ...</td>\n",
3804 " <td> False</td>\n",
3808 " <td> romanticises</td>\n",
3809 " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
3810 " <td> ['d']</td>\n",
3813 " <td> True</td>\n",
3817 " <td> cleavage</td>\n",
3818 " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
3819 " <td> ['r', 's']</td>\n",
3822 " <td> True</td>\n",
3826 " <td> revival</td>\n",
3827 " <td> ['r', 'e', 'v', 'i', 'v', 'a', 'l']</td>\n",
3828 " <td> ['s', 'n', 'c', 'm']</td>\n",
3831 " <td> True</td>\n",
3835 " <td> praying</td>\n",
3836 " <td> ['p', 'r', 'a', 'y', 'i', 'n', 'g']</td>\n",
3837 " <td> ['s', 'd', 'c', 'b']</td>\n",
3840 " <td> True</td>\n",
3844 " <td> troupe</td>\n",
3845 " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
3846 " <td> ['s', 'g', 'a', 'l']</td>\n",
3849 " <td> True</td>\n",
3853 " <td> public</td>\n",
3854 " <td> ['p', 'u', 'b', 'l', 'i', 'c']</td>\n",
3855 " <td> ['s', 'r', 'd', 'n', 'a', 'e']</td>\n",
3858 " <td> True</td>\n",
3862 " <td> generating</td>\n",
3863 " <td> ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ...</td>\n",
3864 " <td> ['o', 'l']</td>\n",
3867 " <td> True</td>\n",
3871 " <td> sallies</td>\n",
3872 " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
3873 " <td> ['r']</td>\n",
3876 " <td> True</td>\n",
3880 " <td> yacht</td>\n",
3881 " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
3882 " <td> ['s', 'e']</td>\n",
3885 " <td> True</td>\n",
3889 " <td> armpits</td>\n",
3890 " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
3891 " <td> ['o']</td>\n",
3894 " <td> True</td>\n",
3898 " <td> oblongs</td>\n",
3899 " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
3900 " <td> ['r', 'i', 'a']</td>\n",
3903 " <td> True</td>\n",
3907 " <td> developed</td>\n",
3908 " <td> ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd']</td>\n",
3909 " <td> ['t', 'a', 'r', 'n', 'i']</td>\n",
3912 " <td> True</td>\n",
3916 " <td> demolish</td>\n",
3917 " <td> ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h']</td>\n",
3918 " <td> ['r', 'a', 't']</td>\n",
3921 " <td> True</td>\n",
3925 " <td> pincers</td>\n",
3926 " <td> ['p', 'i', 'n', 'c', 'e', 'r', 's']</td>\n",
3927 " <td> ['a', 'o', 't', 'd', 'l']</td>\n",
3930 " <td> True</td>\n",
3934 " <td> telecommunications</td>\n",
3935 " <td> ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ...</td>\n",
3936 " <td> ['p', 'r']</td>\n",
3939 " <td> True</td>\n",
3943 " <td> dabble</td>\n",
3944 " <td> ['d', 'a', 'b', 'b', 'l', 'e']</td>\n",
3945 " <td> ['s', 'r', 'i', 'n', 'y']</td>\n",
3948 " <td> True</td>\n",
3952 " <td> morticing</td>\n",
3953 " <td> ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g']</td>\n",
3954 " <td> ['a', 's', 'f', 'd']</td>\n",
3957 " <td> True</td>\n",
3961 " <td> weals</td>\n",
3962 " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
3963 " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
3966 " <td> True</td>\n",
3970 " <td> dryer</td>\n",
3971 " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
3972 " <td> ['s', 'i']</td>\n",
3975 " <td> True</td>\n",
3979 " <td> inconclusively</td>\n",
3980 " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
3981 " <td> ['d']</td>\n",
3984 " <td> True</td>\n",
3988 " <td> bubbliest</td>\n",
3989 " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
3990 " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
3993 " <td> False</td>\n",
3997 " <td> graded</td>\n",
3998 " <td> ['g', 'r', 'a', 'd', 'e', 'd']</td>\n",
3999 " <td> ['s', 'c', 'v', 'y', 't', 'z']</td>\n",
4002 " <td> True</td>\n",
4006 " <td> carriage</td>\n",
4007 " <td> ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e']</td>\n",
4008 " <td> ['s', 'l', 'd']</td>\n",
4011 " <td> True</td>\n",
4015 " <td> datelining</td>\n",
4016 " <td> ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ...</td>\n",
4017 " <td> ['o', 's']</td>\n",
4020 " <td> True</td>\n",
4024 "<p>1000 rows × 6 columns</p>\n",
4028 " target discovered \\\n",
4029 "0 punned ['p', 'u', 'n', 'n', 'e', 'd'] \n",
4030 "1 anode ['a', 'n', 'o', 'd', 'e'] \n",
4031 "2 passes ['p', 'a', 's', 's', 'e', 's'] \n",
4032 "3 maxing ['m', 'a', 'x', 'i', 'n', 'g'] \n",
4033 "4 quadrant ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't'] \n",
4034 "5 polygamy ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y'] \n",
4035 "6 technologists ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ... \n",
4036 "7 tussle ['t', 'u', 's', 's', 'l', 'e'] \n",
4037 "8 explicitly ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ... \n",
4038 "9 moderators ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ... \n",
4039 "10 error ['e', 'r', 'r', 'o', 'r'] \n",
4040 "11 stamped ['s', 't', 'a', 'm', 'p', 'e', 'd'] \n",
4041 "12 dress ['d', 'r', 'e', 's', 's'] \n",
4042 "13 truckled ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd'] \n",
4043 "14 accommodation ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ... \n",
4044 "15 reload ['r', 'e', 'l', 'o', 'a', 'd'] \n",
4045 "16 confounded ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ... \n",
4046 "17 racketeers ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ... \n",
4047 "18 ignoramuses ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ... \n",
4048 "19 party ['p', 'a', 'r', 't', 'y'] \n",
4049 "20 rill ['r', 'i', 'l', 'l'] \n",
4050 "21 player ['p', 'l', 'a', 'y', 'e', 'r'] \n",
4051 "22 protester ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r'] \n",
4052 "23 asphalted ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd'] \n",
4053 "24 uniforms ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's'] \n",
4054 "25 coniferous ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ... \n",
4055 "26 dishearten ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ... \n",
4056 "27 scull ['s', 'c', 'u', 'l', 'l'] \n",
4057 "28 virgin ['v', 'i', 'r', 'g', 'i', 'n'] \n",
4058 "29 licentiously ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ... \n",
4060 "970 grindstone ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ... \n",
4061 "971 bankruptcies ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ... \n",
4062 "972 smalls ['s', 'm', 'a', 'l', 'l', 's'] \n",
4063 "973 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
4064 "974 interfacing ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ... \n",
4065 "975 mint ['_', '_', 'n', 't'] \n",
4066 "976 romanticises ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ... \n",
4067 "977 cleavage ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e'] \n",
4068 "978 revival ['r', 'e', 'v', 'i', 'v', 'a', 'l'] \n",
4069 "979 praying ['p', 'r', 'a', 'y', 'i', 'n', 'g'] \n",
4070 "980 troupe ['t', 'r', 'o', 'u', 'p', 'e'] \n",
4071 "981 public ['p', 'u', 'b', 'l', 'i', 'c'] \n",
4072 "982 generating ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ... \n",
4073 "983 sallies ['s', 'a', 'l', 'l', 'i', 'e', 's'] \n",
4074 "984 yacht ['y', 'a', 'c', 'h', 't'] \n",
4075 "985 armpits ['a', 'r', 'm', 'p', 'i', 't', 's'] \n",
4076 "986 oblongs ['o', 'b', 'l', 'o', 'n', 'g', 's'] \n",
4077 "987 developed ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd'] \n",
4078 "988 demolish ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h'] \n",
4079 "989 pincers ['p', 'i', 'n', 'c', 'e', 'r', 's'] \n",
4080 "990 telecommunications ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ... \n",
4081 "991 dabble ['d', 'a', 'b', 'b', 'l', 'e'] \n",
4082 "992 morticing ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g'] \n",
4083 "993 weals ['w', 'e', 'a', 'l', 's'] \n",
4084 "994 dryer ['d', 'r', 'y', 'e', 'r'] \n",
4085 "995 inconclusively ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ... \n",
4086 "996 bubbliest ['_', '_', '_', '_', '_', '_', '_', '_', 't'] \n",
4087 "997 graded ['g', 'r', 'a', 'd', 'e', 'd'] \n",
4088 "998 carriage ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e'] \n",
4089 "999 datelining ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ... \n",
4091 " wrong letters number of hits \\\n",
4092 "0 ['s', 'r', 'l', 'a', 'i'] 6 \n",
4093 "1 ['s', 'l', 'b'] 5 \n",
4094 "2 ['l', 'b'] 6 \n",
4095 "3 ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c'] 6 \n",
4097 "5 ['r', 'i', 's', 'd'] 8 \n",
4100 "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
4102 "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
4103 "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
4105 "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
4106 "14 ['s', 'g'] 13 \n",
4107 "15 ['s', 'i'] 6 \n",
4109 "17 ['o', 'l'] 10 \n",
4111 "19 ['s', 'e', 'n', 'd'] 5 \n",
4112 "20 ['e', 's', 'a', 'o', 'u', 'n'] 4 \n",
4113 "21 ['s', 'm'] 6 \n",
4114 "22 ['i', 'd', 'l'] 9 \n",
4115 "23 ['r', 'i'] 9 \n",
4116 "24 ['a', 't', 'p'] 8 \n",
4118 "26 ['o', 'l', 'g'] 10 \n",
4119 "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
4120 "28 ['s', 'a', 'd'] 6 \n",
4123 "970 ['a', 'u', 'p'] 10 \n",
4125 "972 ['e', 't', 'k', 'w'] 6 \n",
4126 "973 ['s', 'r', 'e', 'a', 'o', 'u', 'k'] 7 \n",
4127 "974 ['o', 'l', 'd', 's'] 11 \n",
4128 "975 ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ... 2 \n",
4130 "977 ['r', 's'] 8 \n",
4131 "978 ['s', 'n', 'c', 'm'] 7 \n",
4132 "979 ['s', 'd', 'c', 'b'] 7 \n",
4133 "980 ['s', 'g', 'a', 'l'] 6 \n",
4134 "981 ['s', 'r', 'd', 'n', 'a', 'e'] 6 \n",
4135 "982 ['o', 'l'] 10 \n",
4137 "984 ['s', 'e'] 5 \n",
4139 "986 ['r', 'i', 'a'] 7 \n",
4140 "987 ['t', 'a', 'r', 'n', 'i'] 9 \n",
4141 "988 ['r', 'a', 't'] 8 \n",
4142 "989 ['a', 'o', 't', 'd', 'l'] 7 \n",
4143 "990 ['p', 'r'] 18 \n",
4144 "991 ['s', 'r', 'i', 'n', 'y'] 6 \n",
4145 "992 ['a', 's', 'f', 'd'] 9 \n",
4146 "993 ['r', 'd', 'p', 'm', 'h'] 5 \n",
4147 "994 ['s', 'i'] 5 \n",
4149 "996 ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ... 1 \n",
4150 "997 ['s', 'c', 'v', 'y', 't', 'z'] 6 \n",
4151 "998 ['s', 'l', 'd'] 8 \n",
4152 "999 ['o', 's'] 10 \n",
4154 " lives remaining game won \n",
4217 "[1000 rows x 6 columns]"
4220 "execution_count": 19,
4222 "output_type": "execute_result"
4226 "adaptive_split = pd.read_csv('adaptive_split.csv')\n",
4231 "cell_type": "code",
4232 "execution_count": 20,
4240 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
4241 "<table border=\"1\" class=\"dataframe\">\n",
4243 " <tr style=\"text-align: right;\">\n",
4245 " <th>target</th>\n",
4246 " <th>discovered</th>\n",
4247 " <th>wrong letters</th>\n",
4248 " <th>number of hits</th>\n",
4249 " <th>lives remaining</th>\n",
4250 " <th>game won</th>\n",
4251 " <th>word length</th>\n",
4257 " <td> punned</td>\n",
4258 " <td> ['p', 'u', 'n', 'n', 'e', 'd']</td>\n",
4259 " <td> ['s', 'r', 'l', 'a', 'i']</td>\n",
4262 " <td> True</td>\n",
4267 " <td> anode</td>\n",
4268 " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
4269 " <td> ['s', 'l', 'b']</td>\n",
4272 " <td> True</td>\n",
4277 " <td> passes</td>\n",
4278 " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
4279 " <td> ['l', 'b']</td>\n",
4282 " <td> True</td>\n",
4287 " <td> maxing</td>\n",
4288 " <td> ['m', 'a', 'x', 'i', 'n', 'g']</td>\n",
4289 " <td> ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c']</td>\n",
4292 " <td> True</td>\n",
4297 " <td> quadrant</td>\n",
4298 " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</td>\n",
4302 " <td> True</td>\n",
4307 " <td> polygamy</td>\n",
4308 " <td> ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y']</td>\n",
4309 " <td> ['r', 'i', 's', 'd']</td>\n",
4312 " <td> True</td>\n",
4317 " <td> technologists</td>\n",
4318 " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
4319 " <td> ['r']</td>\n",
4322 " <td> True</td>\n",
4327 " <td> tussle</td>\n",
4328 " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
4329 " <td> ['a']</td>\n",
4332 " <td> True</td>\n",
4337 " <td> explicitly</td>\n",
4338 " <td> ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ...</td>\n",
4339 " <td> ['o', 'a', 'b', 's', 'm']</td>\n",
4342 " <td> True</td>\n",
4347 " <td> moderators</td>\n",
4348 " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
4349 " <td> ['u']</td>\n",
4352 " <td> True</td>\n",
4357 " <td> error</td>\n",
4358 " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
4359 " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
4362 " <td> True</td>\n",
4367 " <td> stamped</td>\n",
4368 " <td> ['s', 't', 'a', 'm', 'p', 'e', 'd']</td>\n",
4369 " <td> ['r', 'i', 'l', 'b', 'c']</td>\n",
4372 " <td> True</td>\n",
4377 " <td> dress</td>\n",
4378 " <td> ['d', 'r', 'e', 's', 's']</td>\n",
4382 " <td> True</td>\n",
4387 " <td> truckled</td>\n",
4388 " <td> ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd']</td>\n",
4389 " <td> ['s', 'i', 'a', 'b', 'p']</td>\n",
4392 " <td> True</td>\n",
4397 " <td> accommodation</td>\n",
4398 " <td> ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ...</td>\n",
4399 " <td> ['s', 'g']</td>\n",
4402 " <td> True</td>\n",
4407 " <td> reload</td>\n",
4408 " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
4409 " <td> ['s', 'i']</td>\n",
4412 " <td> True</td>\n",
4417 " <td> confounded</td>\n",
4418 " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
4419 " <td> ['p']</td>\n",
4422 " <td> True</td>\n",
4427 " <td> racketeers</td>\n",
4428 " <td> ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ...</td>\n",
4429 " <td> ['o', 'l']</td>\n",
4432 " <td> True</td>\n",
4437 " <td> ignoramuses</td>\n",
4438 " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
4439 " <td> ['l']</td>\n",
4442 " <td> True</td>\n",
4447 " <td> party</td>\n",
4448 " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
4449 " <td> ['s', 'e', 'n', 'd']</td>\n",
4452 " <td> True</td>\n",
4457 " <td> rill</td>\n",
4458 " <td> ['r', 'i', 'l', 'l']</td>\n",
4459 " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
4462 " <td> True</td>\n",
4467 " <td> player</td>\n",
4468 " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
4469 " <td> ['s', 'm']</td>\n",
4472 " <td> True</td>\n",
4477 " <td> protester</td>\n",
4478 " <td> ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r']</td>\n",
4479 " <td> ['i', 'd', 'l']</td>\n",
4482 " <td> True</td>\n",
4487 " <td> asphalted</td>\n",
4488 " <td> ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd']</td>\n",
4489 " <td> ['r', 'i']</td>\n",
4492 " <td> True</td>\n",
4497 " <td> uniforms</td>\n",
4498 " <td> ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's']</td>\n",
4499 " <td> ['a', 't', 'p']</td>\n",
4502 " <td> True</td>\n",
4507 " <td> coniferous</td>\n",
4508 " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</td>\n",
4512 " <td> True</td>\n",
4517 " <td> dishearten</td>\n",
4518 " <td> ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ...</td>\n",
4519 " <td> ['o', 'l', 'g']</td>\n",
4522 " <td> True</td>\n",
4527 " <td> scull</td>\n",
4528 " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
4529 " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
4532 " <td> True</td>\n",
4537 " <td> virgin</td>\n",
4538 " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
4539 " <td> ['s', 'a', 'd']</td>\n",
4542 " <td> True</td>\n",
4547 " <td> licentiously</td>\n",
4548 " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</td>\n",
4552 " <td> True</td>\n",
4567 " <td> grindstone</td>\n",
4568 " <td> ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ...</td>\n",
4569 " <td> ['a', 'u', 'p']</td>\n",
4572 " <td> True</td>\n",
4577 " <td> bankruptcies</td>\n",
4578 " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</td>\n",
4582 " <td> True</td>\n",
4587 " <td> smalls</td>\n",
4588 " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
4589 " <td> ['e', 't', 'k', 'w']</td>\n",
4592 " <td> True</td>\n",
4597 " <td> limping</td>\n",
4598 " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
4599 " <td> ['s', 'r', 'e', 'a', 'o', 'u', 'k']</td>\n",
4602 " <td> True</td>\n",
4607 " <td> interfacing</td>\n",
4608 " <td> ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ...</td>\n",
4609 " <td> ['o', 'l', 'd', 's']</td>\n",
4612 " <td> True</td>\n",
4617 " <td> mint</td>\n",
4618 " <td> ['_', '_', 'n', 't']</td>\n",
4619 " <td> ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ...</td>\n",
4622 " <td> False</td>\n",
4627 " <td> romanticises</td>\n",
4628 " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
4629 " <td> ['d']</td>\n",
4632 " <td> True</td>\n",
4637 " <td> cleavage</td>\n",
4638 " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
4639 " <td> ['r', 's']</td>\n",
4642 " <td> True</td>\n",
4647 " <td> revival</td>\n",
4648 " <td> ['r', 'e', 'v', 'i', 'v', 'a', 'l']</td>\n",
4649 " <td> ['s', 'n', 'c', 'm']</td>\n",
4652 " <td> True</td>\n",
4657 " <td> praying</td>\n",
4658 " <td> ['p', 'r', 'a', 'y', 'i', 'n', 'g']</td>\n",
4659 " <td> ['s', 'd', 'c', 'b']</td>\n",
4662 " <td> True</td>\n",
4667 " <td> troupe</td>\n",
4668 " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
4669 " <td> ['s', 'g', 'a', 'l']</td>\n",
4672 " <td> True</td>\n",
4677 " <td> public</td>\n",
4678 " <td> ['p', 'u', 'b', 'l', 'i', 'c']</td>\n",
4679 " <td> ['s', 'r', 'd', 'n', 'a', 'e']</td>\n",
4682 " <td> True</td>\n",
4687 " <td> generating</td>\n",
4688 " <td> ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ...</td>\n",
4689 " <td> ['o', 'l']</td>\n",
4692 " <td> True</td>\n",
4697 " <td> sallies</td>\n",
4698 " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
4699 " <td> ['r']</td>\n",
4702 " <td> True</td>\n",
4707 " <td> yacht</td>\n",
4708 " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
4709 " <td> ['s', 'e']</td>\n",
4712 " <td> True</td>\n",
4717 " <td> armpits</td>\n",
4718 " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
4719 " <td> ['o']</td>\n",
4722 " <td> True</td>\n",
4727 " <td> oblongs</td>\n",
4728 " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
4729 " <td> ['r', 'i', 'a']</td>\n",
4732 " <td> True</td>\n",
4737 " <td> developed</td>\n",
4738 " <td> ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd']</td>\n",
4739 " <td> ['t', 'a', 'r', 'n', 'i']</td>\n",
4742 " <td> True</td>\n",
4747 " <td> demolish</td>\n",
4748 " <td> ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h']</td>\n",
4749 " <td> ['r', 'a', 't']</td>\n",
4752 " <td> True</td>\n",
4757 " <td> pincers</td>\n",
4758 " <td> ['p', 'i', 'n', 'c', 'e', 'r', 's']</td>\n",
4759 " <td> ['a', 'o', 't', 'd', 'l']</td>\n",
4762 " <td> True</td>\n",
4767 " <td> telecommunications</td>\n",
4768 " <td> ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ...</td>\n",
4769 " <td> ['p', 'r']</td>\n",
4772 " <td> True</td>\n",
4777 " <td> dabble</td>\n",
4778 " <td> ['d', 'a', 'b', 'b', 'l', 'e']</td>\n",
4779 " <td> ['s', 'r', 'i', 'n', 'y']</td>\n",
4782 " <td> True</td>\n",
4787 " <td> morticing</td>\n",
4788 " <td> ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g']</td>\n",
4789 " <td> ['a', 's', 'f', 'd']</td>\n",
4792 " <td> True</td>\n",
4797 " <td> weals</td>\n",
4798 " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
4799 " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
4802 " <td> True</td>\n",
4807 " <td> dryer</td>\n",
4808 " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
4809 " <td> ['s', 'i']</td>\n",
4812 " <td> True</td>\n",
4817 " <td> inconclusively</td>\n",
4818 " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
4819 " <td> ['d']</td>\n",
4822 " <td> True</td>\n",
4827 " <td> bubbliest</td>\n",
4828 " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
4829 " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
4832 " <td> False</td>\n",
4837 " <td> graded</td>\n",
4838 " <td> ['g', 'r', 'a', 'd', 'e', 'd']</td>\n",
4839 " <td> ['s', 'c', 'v', 'y', 't', 'z']</td>\n",
4842 " <td> True</td>\n",
4847 " <td> carriage</td>\n",
4848 " <td> ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e']</td>\n",
4849 " <td> ['s', 'l', 'd']</td>\n",
4852 " <td> True</td>\n",
4857 " <td> datelining</td>\n",
4858 " <td> ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ...</td>\n",
4859 " <td> ['o', 's']</td>\n",
4862 " <td> True</td>\n",
4867 "<p>1000 rows × 7 columns</p>\n",
4871 " target discovered \\\n",
4872 "0 punned ['p', 'u', 'n', 'n', 'e', 'd'] \n",
4873 "1 anode ['a', 'n', 'o', 'd', 'e'] \n",
4874 "2 passes ['p', 'a', 's', 's', 'e', 's'] \n",
4875 "3 maxing ['m', 'a', 'x', 'i', 'n', 'g'] \n",
4876 "4 quadrant ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't'] \n",
4877 "5 polygamy ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y'] \n",
4878 "6 technologists ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ... \n",
4879 "7 tussle ['t', 'u', 's', 's', 'l', 'e'] \n",
4880 "8 explicitly ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ... \n",
4881 "9 moderators ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ... \n",
4882 "10 error ['e', 'r', 'r', 'o', 'r'] \n",
4883 "11 stamped ['s', 't', 'a', 'm', 'p', 'e', 'd'] \n",
4884 "12 dress ['d', 'r', 'e', 's', 's'] \n",
4885 "13 truckled ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd'] \n",
4886 "14 accommodation ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ... \n",
4887 "15 reload ['r', 'e', 'l', 'o', 'a', 'd'] \n",
4888 "16 confounded ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ... \n",
4889 "17 racketeers ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ... \n",
4890 "18 ignoramuses ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ... \n",
4891 "19 party ['p', 'a', 'r', 't', 'y'] \n",
4892 "20 rill ['r', 'i', 'l', 'l'] \n",
4893 "21 player ['p', 'l', 'a', 'y', 'e', 'r'] \n",
4894 "22 protester ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r'] \n",
4895 "23 asphalted ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd'] \n",
4896 "24 uniforms ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's'] \n",
4897 "25 coniferous ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ... \n",
4898 "26 dishearten ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ... \n",
4899 "27 scull ['s', 'c', 'u', 'l', 'l'] \n",
4900 "28 virgin ['v', 'i', 'r', 'g', 'i', 'n'] \n",
4901 "29 licentiously ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ... \n",
4903 "970 grindstone ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ... \n",
4904 "971 bankruptcies ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ... \n",
4905 "972 smalls ['s', 'm', 'a', 'l', 'l', 's'] \n",
4906 "973 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
4907 "974 interfacing ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ... \n",
4908 "975 mint ['_', '_', 'n', 't'] \n",
4909 "976 romanticises ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ... \n",
4910 "977 cleavage ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e'] \n",
4911 "978 revival ['r', 'e', 'v', 'i', 'v', 'a', 'l'] \n",
4912 "979 praying ['p', 'r', 'a', 'y', 'i', 'n', 'g'] \n",
4913 "980 troupe ['t', 'r', 'o', 'u', 'p', 'e'] \n",
4914 "981 public ['p', 'u', 'b', 'l', 'i', 'c'] \n",
4915 "982 generating ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ... \n",
4916 "983 sallies ['s', 'a', 'l', 'l', 'i', 'e', 's'] \n",
4917 "984 yacht ['y', 'a', 'c', 'h', 't'] \n",
4918 "985 armpits ['a', 'r', 'm', 'p', 'i', 't', 's'] \n",
4919 "986 oblongs ['o', 'b', 'l', 'o', 'n', 'g', 's'] \n",
4920 "987 developed ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd'] \n",
4921 "988 demolish ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h'] \n",
4922 "989 pincers ['p', 'i', 'n', 'c', 'e', 'r', 's'] \n",
4923 "990 telecommunications ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ... \n",
4924 "991 dabble ['d', 'a', 'b', 'b', 'l', 'e'] \n",
4925 "992 morticing ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g'] \n",
4926 "993 weals ['w', 'e', 'a', 'l', 's'] \n",
4927 "994 dryer ['d', 'r', 'y', 'e', 'r'] \n",
4928 "995 inconclusively ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ... \n",
4929 "996 bubbliest ['_', '_', '_', '_', '_', '_', '_', '_', 't'] \n",
4930 "997 graded ['g', 'r', 'a', 'd', 'e', 'd'] \n",
4931 "998 carriage ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e'] \n",
4932 "999 datelining ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ... \n",
4934 " wrong letters number of hits \\\n",
4935 "0 ['s', 'r', 'l', 'a', 'i'] 6 \n",
4936 "1 ['s', 'l', 'b'] 5 \n",
4937 "2 ['l', 'b'] 6 \n",
4938 "3 ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c'] 6 \n",
4940 "5 ['r', 'i', 's', 'd'] 8 \n",
4943 "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
4945 "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
4946 "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
4948 "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
4949 "14 ['s', 'g'] 13 \n",
4950 "15 ['s', 'i'] 6 \n",
4952 "17 ['o', 'l'] 10 \n",
4954 "19 ['s', 'e', 'n', 'd'] 5 \n",
4955 "20 ['e', 's', 'a', 'o', 'u', 'n'] 4 \n",
4956 "21 ['s', 'm'] 6 \n",
4957 "22 ['i', 'd', 'l'] 9 \n",
4958 "23 ['r', 'i'] 9 \n",
4959 "24 ['a', 't', 'p'] 8 \n",
4961 "26 ['o', 'l', 'g'] 10 \n",
4962 "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
4963 "28 ['s', 'a', 'd'] 6 \n",
4966 "970 ['a', 'u', 'p'] 10 \n",
4968 "972 ['e', 't', 'k', 'w'] 6 \n",
4969 "973 ['s', 'r', 'e', 'a', 'o', 'u', 'k'] 7 \n",
4970 "974 ['o', 'l', 'd', 's'] 11 \n",
4971 "975 ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ... 2 \n",
4973 "977 ['r', 's'] 8 \n",
4974 "978 ['s', 'n', 'c', 'm'] 7 \n",
4975 "979 ['s', 'd', 'c', 'b'] 7 \n",
4976 "980 ['s', 'g', 'a', 'l'] 6 \n",
4977 "981 ['s', 'r', 'd', 'n', 'a', 'e'] 6 \n",
4978 "982 ['o', 'l'] 10 \n",
4980 "984 ['s', 'e'] 5 \n",
4982 "986 ['r', 'i', 'a'] 7 \n",
4983 "987 ['t', 'a', 'r', 'n', 'i'] 9 \n",
4984 "988 ['r', 'a', 't'] 8 \n",
4985 "989 ['a', 'o', 't', 'd', 'l'] 7 \n",
4986 "990 ['p', 'r'] 18 \n",
4987 "991 ['s', 'r', 'i', 'n', 'y'] 6 \n",
4988 "992 ['a', 's', 'f', 'd'] 9 \n",
4989 "993 ['r', 'd', 'p', 'm', 'h'] 5 \n",
4990 "994 ['s', 'i'] 5 \n",
4992 "996 ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ... 1 \n",
4993 "997 ['s', 'c', 'v', 'y', 't', 'z'] 6 \n",
4994 "998 ['s', 'l', 'd'] 8 \n",
4995 "999 ['o', 's'] 10 \n",
4997 " lives remaining game won word length \n",
5028 ".. ... ... ... \n",
5030 "971 10 True 12 \n",
5060 "[1000 rows x 7 columns]"
5063 "execution_count": 20,
5065 "output_type": "execute_result"
5069 "adaptive_split['word length'] = adaptive_split.apply(lambda r: len(r['target']), axis=1)\n",
5074 "cell_type": "code",
5075 "execution_count": 21,
5083 "<matplotlib.axes.AxesSubplot at 0x7f1586ed5470>"
5086 "execution_count": 21,
5088 "output_type": "execute_result"
5092 "image/png": 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5094 "<matplotlib.figure.Figure at 0x7f1586eb5da0>"
5098 "output_type": "display_data"
5102 "adaptive_split['lives remaining'].hist()"
5106 "cell_type": "code",
5107 "execution_count": 22,
5115 "lives remaining\n",
5130 "execution_count": 22,
5132 "output_type": "execute_result"
5136 "adaptive_split.groupby('lives remaining').size()"
5140 "cell_type": "code",
5141 "execution_count": 75,
5151 "display_name": "Python 3",
5152 "language": "python",
5156 "codemirror_mode": {
5160 "file_extension": ".py",
5161 "mimetype": "text/x-python",
5163 "nbconvert_exporter": "python",
5164 "pygments_lexer": "ipython3",