4 "signature": "sha256:319787fef945fe728683c1bd9cbdb783efff5e79fec8332f433ebca77395f16d"
15 "from hangman import *\n",
27 "with open('fixed_alphabetical.csv', 'w', newline='') as csvfile:\n",
28 " gamewriter = csv.writer(csvfile)\n",
29 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
30 " for _ in range(100):\n",
31 " g = Game(random.choice(WORDS), player=PlayerAlphabetical())\n",
33 " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
34 " len([l for l in g.discovered if l != '_']),\n",
35 " g.lives, g.game_won])"
46 "players = [(PlayerAlphabetical, None, 'fixed_alphabetical.csv'), \n",
47 " (PlayerAlphabeticalReversed, None, 'fixed_alphabetical_reversed.csv'), \n",
48 " (PlayerFreqOrdered, None, 'fixed_order.csv'),\n",
49 " (PlayerDictFreqOrdered, None, 'fixed_dict_order.csv'),\n",
50 " (PlayerAdaptiveLength, WORDS, 'adaptive_length.csv'),\n",
51 " (PlayerAdaptiveIncludedLetters, WORDS, 'adaptive_included.csv'),\n",
52 " (PlayerAdaptiveExcludedLetters, WORDS, 'adaptive_excluded.csv'),\n",
53 " (PlayerAdaptivePattern, WORDS, 'adaptive_pattern.csv'),\n",
54 " (PlayerAdaptiveSplit, WORDS, 'adaptive_split.csv')]\n",
56 "games_per_player = 1000\n",
58 "for p, a, f in players:\n",
59 " with open(f, 'w', newline='') as csvfile:\n",
60 " gamewriter = csv.writer(csvfile)\n",
61 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
62 " for _ in range(games_per_player):\n",
67 " g = Game(random.choice(WORDS), player=player)\n",
69 " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
70 " len([l for l in g.discovered if l != '_']),\n",
71 " g.lives, g.game_won])"
82 "players = [(PlayerAdaptiveSplit, WORDS, 'adaptive_split.csv')]\n",
84 "games_per_player = 1000\n",
86 "for p, a, f in players:\n",
87 " with open(f, 'w', newline='') as csvfile:\n",
88 " gamewriter = csv.writer(csvfile)\n",
89 " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
90 " for _ in range(games_per_player):\n",
95 " g = Game(random.choice(WORDS), player=player)\n",
97 " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
98 " len([l for l in g.discovered if l != '_']),\n",
99 " g.lives, g.game_won])"
101 "language": "python",
110 "import pandas as pd\n",
111 "import matplotlib as mpl\n",
112 "import matplotlib.pyplot as plt\n",
115 "language": "python",
124 "fixed_order = pd.read_csv('fixed_order.csv')\n",
127 "language": "python",
132 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
133 "<table border=\"1\" class=\"dataframe\">\n",
135 " <tr style=\"text-align: right;\">\n",
137 " <th>target</th>\n",
138 " <th>discovered</th>\n",
139 " <th>wrong letters</th>\n",
140 " <th>number of hits</th>\n",
141 " <th>lives remaining</th>\n",
142 " <th>game won</th>\n",
148 " <td> mouldering</td>\n",
149 " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
150 " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
157 " <td> deject</td>\n",
158 " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
159 " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
162 " <td> False</td>\n",
166 " <td> lipsticks</td>\n",
167 " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
168 " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
171 " <td> False</td>\n",
175 " <td> disparaged</td>\n",
176 " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
177 " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
180 " <td> False</td>\n",
184 " <td> legion</td>\n",
185 " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
186 " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
189 " <td> False</td>\n",
193 " <td> fabricating</td>\n",
194 " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
195 " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
198 " <td> False</td>\n",
202 " <td> nicking</td>\n",
203 " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
204 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
207 " <td> False</td>\n",
211 " <td> actinium</td>\n",
212 " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
213 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
220 " <td> sedates</td>\n",
221 " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
222 " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
229 " <td> modernistic</td>\n",
230 " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
231 " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
238 " <td> grouchy</td>\n",
239 " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
240 " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
243 " <td> False</td>\n",
248 " <td> ['_', 'o', 'o', '_']</td>\n",
249 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
252 " <td> False</td>\n",
256 " <td> theorems</td>\n",
257 " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
258 " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
265 " <td> panickiest</td>\n",
266 " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
267 " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
270 " <td> False</td>\n",
274 " <td> rightfully</td>\n",
275 " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
276 " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
283 " <td> esquires</td>\n",
284 " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
285 " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
288 " <td> False</td>\n",
292 " <td> violet</td>\n",
293 " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
294 " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
297 " <td> False</td>\n",
301 " <td> dermatologists</td>\n",
302 " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
303 " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
310 " <td> inane</td>\n",
311 " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
312 " <td> ['t', 'o', 'h']</td>\n",
319 " <td> bonkers</td>\n",
320 " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
321 " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
324 " <td> False</td>\n",
328 " <td> reassigning</td>\n",
329 " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
330 " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
333 " <td> False</td>\n",
337 " <td> sweatshop</td>\n",
338 " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
339 " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
342 " <td> False</td>\n",
347 " <td> ['_', 's']</td>\n",
348 " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
351 " <td> False</td>\n",
355 " <td> outcomes</td>\n",
356 " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
357 " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
364 " <td> parenthood</td>\n",
365 " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
366 " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
369 " <td> False</td>\n",
373 " <td> frequencies</td>\n",
374 " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
375 " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
378 " <td> False</td>\n",
382 " <td> manias</td>\n",
383 " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
384 " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
391 " <td> resupplying</td>\n",
392 " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
393 " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
400 " <td> subcontinent</td>\n",
401 " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
402 " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
405 " <td> False</td>\n",
409 " <td> baptismal</td>\n",
410 " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
411 " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
414 " <td> False</td>\n",
427 " <td> toxic</td>\n",
428 " <td> ['t', 'o', '_', 'i', '_']</td>\n",
429 " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
432 " <td> False</td>\n",
436 " <td> brigantines</td>\n",
437 " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
438 " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
441 " <td> False</td>\n",
445 " <td> imagery</td>\n",
446 " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
447 " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
450 " <td> False</td>\n",
454 " <td> melancholic</td>\n",
455 " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
456 " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
463 " <td> enthusiasms</td>\n",
464 " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
465 " <td> ['o', 'r', 'd', 'l']</td>\n",
472 " <td> abraded</td>\n",
473 " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
474 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
477 " <td> False</td>\n",
481 " <td> lakes</td>\n",
482 " <td> ['l', 'a', '_', 'e', 's']</td>\n",
483 " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
486 " <td> False</td>\n",
490 " <td> telepathically</td>\n",
491 " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
492 " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
495 " <td> False</td>\n",
499 " <td> taking</td>\n",
500 " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
501 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
504 " <td> False</td>\n",
508 " <td> tomorrow</td>\n",
509 " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
510 " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
517 " <td> refile</td>\n",
518 " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
519 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
522 " <td> False</td>\n",
526 " <td> unkind</td>\n",
527 " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
528 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
531 " <td> False</td>\n",
535 " <td> specimens</td>\n",
536 " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
537 " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
540 " <td> False</td>\n",
544 " <td> regrets</td>\n",
545 " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
546 " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
549 " <td> False</td>\n",
553 " <td> remaindered</td>\n",
554 " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
555 " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
562 " <td> dignify</td>\n",
563 " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
564 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
567 " <td> False</td>\n",
571 " <td> bandwagon</td>\n",
572 " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
573 " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
576 " <td> False</td>\n",
580 " <td> pacemakers</td>\n",
581 " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
582 " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
585 " <td> False</td>\n",
589 " <td> dandles</td>\n",
590 " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
591 " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
598 " <td> white</td>\n",
599 " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
600 " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
607 " <td> arena</td>\n",
608 " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
609 " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
616 " <td> surreal</td>\n",
617 " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
618 " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
625 " <td> gutsiest</td>\n",
626 " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
627 " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
630 " <td> False</td>\n",
634 " <td> annulments</td>\n",
635 " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
636 " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
643 " <td> accretions</td>\n",
644 " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
645 " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
652 " <td> safari</td>\n",
653 " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
654 " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
657 " <td> False</td>\n",
661 " <td> recap</td>\n",
662 " <td> ['r', 'e', '_', 'a', '_']</td>\n",
663 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
666 " <td> False</td>\n",
670 " <td> torts</td>\n",
671 " <td> ['t', 'o', 'r', 't', 's']</td>\n",
672 " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
679 " <td> tyrannised</td>\n",
680 " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
681 " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
688 " <td> indubitable</td>\n",
689 " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
690 " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
693 " <td> False</td>\n",
697 "<p>1000 rows \u00d7 6 columns</p>\n",
701 "output_type": "pyout",
704 " target discovered \\\n",
705 "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
706 "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
707 "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
708 "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
709 "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
710 "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
711 "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
712 "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
713 "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
714 "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
715 "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
716 "11 goop ['_', 'o', 'o', '_'] \n",
717 "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
718 "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
719 "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
720 "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
721 "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
722 "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
723 "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
724 "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
725 "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
726 "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
727 "22 ks ['_', 's'] \n",
728 "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
729 "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
730 "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
731 "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
732 "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
733 "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
734 "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
736 "970 toxic ['t', 'o', '_', 'i', '_'] \n",
737 "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
738 "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
739 "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
740 "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
741 "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
742 "976 lakes ['l', 'a', '_', 'e', 's'] \n",
743 "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
744 "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
745 "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
746 "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
747 "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
748 "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
749 "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
750 "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
751 "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
752 "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
753 "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
754 "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
755 "989 white ['w', 'h', 'i', 't', 'e'] \n",
756 "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
757 "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
758 "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
759 "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
760 "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
761 "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
762 "996 recap ['r', 'e', '_', 'a', '_'] \n",
763 "997 torts ['t', 'o', 'r', 't', 's'] \n",
764 "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
765 "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
767 " wrong letters number of hits \\\n",
768 "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
769 "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
770 "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
771 "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
772 "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
773 "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
774 "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
775 "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
776 "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
777 "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
778 "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
779 "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
780 "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
781 "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
782 "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
783 "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
784 "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
785 "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
786 "18 ['t', 'o', 'h'] 5 \n",
787 "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
788 "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
789 "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
790 "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
791 "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
792 "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
793 "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
794 "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
795 "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
796 "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
797 "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
799 "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
800 "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
801 "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
802 "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
803 "974 ['o', 'r', 'd', 'l'] 11 \n",
804 "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
805 "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
806 "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
807 "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
808 "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
809 "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
810 "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
811 "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
812 "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
813 "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
814 "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
815 "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
816 "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
817 "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
818 "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
819 "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
820 "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
821 "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
822 "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
823 "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
824 "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
825 "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
826 "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
827 "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
828 "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
830 " lives remaining game won \n",
893 "[1000 rows x 6 columns]"
903 "len(fixed_order['discovered'][0].split(','))"
905 "language": "python",
910 "output_type": "pyout",
923 "fixed_order['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
926 "language": "python",
931 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
932 "<table border=\"1\" class=\"dataframe\">\n",
934 " <tr style=\"text-align: right;\">\n",
936 " <th>target</th>\n",
937 " <th>discovered</th>\n",
938 " <th>wrong letters</th>\n",
939 " <th>number of hits</th>\n",
940 " <th>lives remaining</th>\n",
941 " <th>game won</th>\n",
942 " <th>word length</th>\n",
948 " <td> mouldering</td>\n",
949 " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
950 " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
958 " <td> deject</td>\n",
959 " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
960 " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
963 " <td> False</td>\n",
968 " <td> lipsticks</td>\n",
969 " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
970 " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
973 " <td> False</td>\n",
978 " <td> disparaged</td>\n",
979 " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
980 " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
983 " <td> False</td>\n",
988 " <td> legion</td>\n",
989 " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
990 " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
993 " <td> False</td>\n",
998 " <td> fabricating</td>\n",
999 " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
1000 " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1003 " <td> False</td>\n",
1008 " <td> nicking</td>\n",
1009 " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
1010 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
1013 " <td> False</td>\n",
1018 " <td> actinium</td>\n",
1019 " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
1020 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
1023 " <td> True</td>\n",
1028 " <td> sedates</td>\n",
1029 " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
1030 " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
1033 " <td> True</td>\n",
1038 " <td> modernistic</td>\n",
1039 " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
1040 " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
1043 " <td> True</td>\n",
1048 " <td> grouchy</td>\n",
1049 " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
1050 " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
1053 " <td> False</td>\n",
1058 " <td> goop</td>\n",
1059 " <td> ['_', 'o', 'o', '_']</td>\n",
1060 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
1063 " <td> False</td>\n",
1068 " <td> theorems</td>\n",
1069 " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
1070 " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
1073 " <td> True</td>\n",
1078 " <td> panickiest</td>\n",
1079 " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
1080 " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
1083 " <td> False</td>\n",
1088 " <td> rightfully</td>\n",
1089 " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
1090 " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
1093 " <td> True</td>\n",
1098 " <td> esquires</td>\n",
1099 " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
1100 " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
1103 " <td> False</td>\n",
1108 " <td> violet</td>\n",
1109 " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
1110 " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
1113 " <td> False</td>\n",
1118 " <td> dermatologists</td>\n",
1119 " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
1120 " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
1123 " <td> True</td>\n",
1128 " <td> inane</td>\n",
1129 " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
1130 " <td> ['t', 'o', 'h']</td>\n",
1133 " <td> True</td>\n",
1138 " <td> bonkers</td>\n",
1139 " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
1140 " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
1143 " <td> False</td>\n",
1148 " <td> reassigning</td>\n",
1149 " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
1150 " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
1153 " <td> False</td>\n",
1158 " <td> sweatshop</td>\n",
1159 " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
1160 " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
1163 " <td> False</td>\n",
1169 " <td> ['_', 's']</td>\n",
1170 " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
1173 " <td> False</td>\n",
1178 " <td> outcomes</td>\n",
1179 " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
1180 " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
1183 " <td> True</td>\n",
1188 " <td> parenthood</td>\n",
1189 " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
1190 " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
1193 " <td> False</td>\n",
1198 " <td> frequencies</td>\n",
1199 " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
1200 " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
1203 " <td> False</td>\n",
1208 " <td> manias</td>\n",
1209 " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
1210 " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
1213 " <td> True</td>\n",
1218 " <td> resupplying</td>\n",
1219 " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
1220 " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
1223 " <td> True</td>\n",
1228 " <td> subcontinent</td>\n",
1229 " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
1230 " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
1233 " <td> False</td>\n",
1238 " <td> baptismal</td>\n",
1239 " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
1240 " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
1243 " <td> False</td>\n",
1258 " <td> toxic</td>\n",
1259 " <td> ['t', 'o', '_', 'i', '_']</td>\n",
1260 " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
1263 " <td> False</td>\n",
1268 " <td> brigantines</td>\n",
1269 " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
1270 " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
1273 " <td> False</td>\n",
1278 " <td> imagery</td>\n",
1279 " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
1280 " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
1283 " <td> False</td>\n",
1288 " <td> melancholic</td>\n",
1289 " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
1290 " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
1293 " <td> True</td>\n",
1298 " <td> enthusiasms</td>\n",
1299 " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
1300 " <td> ['o', 'r', 'd', 'l']</td>\n",
1303 " <td> True</td>\n",
1308 " <td> abraded</td>\n",
1309 " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
1310 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
1313 " <td> False</td>\n",
1318 " <td> lakes</td>\n",
1319 " <td> ['l', 'a', '_', 'e', 's']</td>\n",
1320 " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
1323 " <td> False</td>\n",
1328 " <td> telepathically</td>\n",
1329 " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
1330 " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
1333 " <td> False</td>\n",
1338 " <td> taking</td>\n",
1339 " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
1340 " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
1343 " <td> False</td>\n",
1348 " <td> tomorrow</td>\n",
1349 " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
1350 " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
1353 " <td> True</td>\n",
1358 " <td> refile</td>\n",
1359 " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
1360 " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
1363 " <td> False</td>\n",
1368 " <td> unkind</td>\n",
1369 " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
1370 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
1373 " <td> False</td>\n",
1378 " <td> specimens</td>\n",
1379 " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
1380 " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
1383 " <td> False</td>\n",
1388 " <td> regrets</td>\n",
1389 " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
1390 " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
1393 " <td> False</td>\n",
1398 " <td> remaindered</td>\n",
1399 " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
1400 " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
1403 " <td> True</td>\n",
1408 " <td> dignify</td>\n",
1409 " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
1410 " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
1413 " <td> False</td>\n",
1418 " <td> bandwagon</td>\n",
1419 " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
1420 " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
1423 " <td> False</td>\n",
1428 " <td> pacemakers</td>\n",
1429 " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
1430 " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
1433 " <td> False</td>\n",
1438 " <td> dandles</td>\n",
1439 " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
1440 " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
1443 " <td> True</td>\n",
1448 " <td> white</td>\n",
1449 " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
1450 " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
1453 " <td> True</td>\n",
1458 " <td> arena</td>\n",
1459 " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
1460 " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
1463 " <td> True</td>\n",
1468 " <td> surreal</td>\n",
1469 " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
1470 " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
1473 " <td> True</td>\n",
1478 " <td> gutsiest</td>\n",
1479 " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
1480 " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
1483 " <td> False</td>\n",
1488 " <td> annulments</td>\n",
1489 " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
1490 " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
1493 " <td> True</td>\n",
1498 " <td> accretions</td>\n",
1499 " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
1500 " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
1503 " <td> True</td>\n",
1508 " <td> safari</td>\n",
1509 " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
1510 " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
1513 " <td> False</td>\n",
1518 " <td> recap</td>\n",
1519 " <td> ['r', 'e', '_', 'a', '_']</td>\n",
1520 " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
1523 " <td> False</td>\n",
1528 " <td> torts</td>\n",
1529 " <td> ['t', 'o', 'r', 't', 's']</td>\n",
1530 " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
1533 " <td> True</td>\n",
1538 " <td> tyrannised</td>\n",
1539 " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
1540 " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
1543 " <td> True</td>\n",
1548 " <td> indubitable</td>\n",
1549 " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
1550 " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
1553 " <td> False</td>\n",
1558 "<p>1000 rows \u00d7 7 columns</p>\n",
1562 "output_type": "pyout",
1563 "prompt_number": 10,
1565 " target discovered \\\n",
1566 "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
1567 "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
1568 "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
1569 "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
1570 "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
1571 "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
1572 "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
1573 "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
1574 "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
1575 "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
1576 "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
1577 "11 goop ['_', 'o', 'o', '_'] \n",
1578 "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
1579 "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
1580 "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
1581 "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
1582 "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
1583 "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
1584 "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
1585 "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
1586 "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
1587 "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
1588 "22 ks ['_', 's'] \n",
1589 "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
1590 "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
1591 "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
1592 "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
1593 "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
1594 "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
1595 "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
1597 "970 toxic ['t', 'o', '_', 'i', '_'] \n",
1598 "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
1599 "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
1600 "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
1601 "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
1602 "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
1603 "976 lakes ['l', 'a', '_', 'e', 's'] \n",
1604 "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
1605 "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
1606 "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
1607 "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
1608 "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
1609 "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
1610 "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
1611 "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
1612 "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
1613 "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
1614 "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
1615 "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
1616 "989 white ['w', 'h', 'i', 't', 'e'] \n",
1617 "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
1618 "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
1619 "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
1620 "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
1621 "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
1622 "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
1623 "996 recap ['r', 'e', '_', 'a', '_'] \n",
1624 "997 torts ['t', 'o', 'r', 't', 's'] \n",
1625 "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
1626 "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
1628 " wrong letters number of hits \\\n",
1629 "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
1630 "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
1631 "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
1632 "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
1633 "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
1634 "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
1635 "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
1636 "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
1637 "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
1638 "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
1639 "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
1640 "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
1641 "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
1642 "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
1643 "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
1644 "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
1645 "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
1646 "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
1647 "18 ['t', 'o', 'h'] 5 \n",
1648 "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
1649 "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
1650 "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
1651 "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
1652 "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
1653 "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
1654 "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
1655 "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
1656 "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
1657 "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
1658 "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
1660 "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
1661 "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
1662 "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
1663 "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
1664 "974 ['o', 'r', 'd', 'l'] 11 \n",
1665 "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
1666 "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
1667 "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
1668 "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
1669 "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
1670 "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
1671 "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
1672 "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
1673 "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
1674 "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
1675 "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
1676 "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
1677 "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
1678 "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
1679 "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
1680 "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
1681 "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
1682 "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
1683 "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
1684 "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
1685 "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
1686 "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
1687 "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
1688 "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
1689 "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
1691 " lives remaining game won word length \n",
1722 ".. ... ... ... \n",
1724 "971 0 False 11 \n",
1730 "977 0 False 14 \n",
1740 "987 0 False 10 \n",
1752 "999 0 False 11 \n",
1754 "[1000 rows x 7 columns]"
1761 "cell_type": "code",
1764 "fixed_order['lives remaining'].hist()"
1766 "language": "python",
1771 "output_type": "pyout",
1772 "prompt_number": 11,
1774 "<matplotlib.axes.AxesSubplot at 0x7f15a58c0780>"
1779 "output_type": "display_data",
1780 "png": 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1782 "<matplotlib.figure.Figure at 0x7f15a58e0fd0>"
1789 "cell_type": "code",
1792 "fixed_order.groupby('lives remaining').size()"
1794 "language": "python",
1799 "output_type": "pyout",
1800 "prompt_number": 12,
1802 "lives remaining\n",
1819 "cell_type": "code",
1822 "adaptive_pattern = pd.read_csv('adaptive_pattern.csv')\n",
1825 "language": "python",
1830 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
1831 "<table border=\"1\" class=\"dataframe\">\n",
1833 " <tr style=\"text-align: right;\">\n",
1835 " <th>target</th>\n",
1836 " <th>discovered</th>\n",
1837 " <th>wrong letters</th>\n",
1838 " <th>number of hits</th>\n",
1839 " <th>lives remaining</th>\n",
1840 " <th>game won</th>\n",
1846 " <td> toothsome</td>\n",
1847 " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
1848 " <td> ['a', 'i']</td>\n",
1851 " <td> True</td>\n",
1855 " <td> analgesics</td>\n",
1856 " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
1860 " <td> True</td>\n",
1864 " <td> intrenched</td>\n",
1865 " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
1866 " <td> ['s']</td>\n",
1869 " <td> True</td>\n",
1873 " <td> normal</td>\n",
1874 " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
1875 " <td> ['e', 's', 'i', 'f']</td>\n",
1878 " <td> True</td>\n",
1882 " <td> debunks</td>\n",
1883 " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
1884 " <td> ['t']</td>\n",
1887 " <td> True</td>\n",
1891 " <td> satanically</td>\n",
1892 " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
1893 " <td> ['e']</td>\n",
1896 " <td> True</td>\n",
1900 " <td> radicals</td>\n",
1901 " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
1902 " <td> ['e', 't']</td>\n",
1905 " <td> True</td>\n",
1909 " <td> erotic</td>\n",
1910 " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
1914 " <td> True</td>\n",
1918 " <td> double</td>\n",
1919 " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
1920 " <td> ['a', 'm', 'r']</td>\n",
1923 " <td> True</td>\n",
1927 " <td> caviar</td>\n",
1928 " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
1929 " <td> ['e', 's', 'n', 'l']</td>\n",
1932 " <td> True</td>\n",
1936 " <td> rigamaroles</td>\n",
1937 " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
1941 " <td> True</td>\n",
1945 " <td> disfranchises</td>\n",
1946 " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
1950 " <td> True</td>\n",
1954 " <td> mushroomed</td>\n",
1955 " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
1956 " <td> ['t']</td>\n",
1959 " <td> True</td>\n",
1963 " <td> rails</td>\n",
1964 " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
1965 " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
1968 " <td> True</td>\n",
1972 " <td> poised</td>\n",
1973 " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
1974 " <td> ['a', 'l', 't', 'k']</td>\n",
1977 " <td> True</td>\n",
1981 " <td> circulating</td>\n",
1982 " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
1983 " <td> ['e']</td>\n",
1986 " <td> True</td>\n",
1990 " <td> yesteryear</td>\n",
1991 " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
1995 " <td> True</td>\n",
1999 " <td> chastest</td>\n",
2000 " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
2001 " <td> ['m']</td>\n",
2004 " <td> True</td>\n",
2008 " <td> lenders</td>\n",
2009 " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
2010 " <td> ['t', 'f', 'm']</td>\n",
2013 " <td> True</td>\n",
2017 " <td> upshots</td>\n",
2018 " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
2019 " <td> ['e', 'i', 'a', 'n']</td>\n",
2022 " <td> True</td>\n",
2026 " <td> stridden</td>\n",
2027 " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
2031 " <td> True</td>\n",
2035 " <td> trespassing</td>\n",
2036 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
2037 " <td> ['o']</td>\n",
2040 " <td> True</td>\n",
2044 " <td> muckrake</td>\n",
2045 " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
2046 " <td> ['t']</td>\n",
2049 " <td> True</td>\n",
2053 " <td> bungalows</td>\n",
2054 " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
2055 " <td> ['e', 'i', 't']</td>\n",
2058 " <td> True</td>\n",
2062 " <td> rewinding</td>\n",
2063 " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
2064 " <td> ['m']</td>\n",
2067 " <td> True</td>\n",
2071 " <td> stepchildren</td>\n",
2072 " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
2076 " <td> True</td>\n",
2080 " <td> courageously</td>\n",
2081 " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
2082 " <td> ['i']</td>\n",
2085 " <td> True</td>\n",
2089 " <td> gladiatorial</td>\n",
2090 " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
2091 " <td> ['e']</td>\n",
2094 " <td> True</td>\n",
2098 " <td> unseals</td>\n",
2099 " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
2100 " <td> ['t']</td>\n",
2103 " <td> True</td>\n",
2107 " <td> backaches</td>\n",
2108 " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
2109 " <td> ['i']</td>\n",
2112 " <td> True</td>\n",
2125 " <td> priestliest</td>\n",
2126 " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
2130 " <td> True</td>\n",
2134 " <td> oversight</td>\n",
2135 " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
2139 " <td> True</td>\n",
2143 " <td> nutshell</td>\n",
2144 " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
2145 " <td> ['r']</td>\n",
2148 " <td> True</td>\n",
2152 " <td> picker</td>\n",
2153 " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
2154 " <td> ['d', 's', 't', 'g']</td>\n",
2157 " <td> True</td>\n",
2161 " <td> prom</td>\n",
2162 " <td> ['p', 'r', 'o', 'm']</td>\n",
2163 " <td> ['e', 's', 'l']</td>\n",
2166 " <td> True</td>\n",
2170 " <td> spoke</td>\n",
2171 " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
2172 " <td> ['a', 'i', 't', 'r']</td>\n",
2175 " <td> True</td>\n",
2179 " <td> videodiscs</td>\n",
2180 " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
2184 " <td> True</td>\n",
2188 " <td> braggart</td>\n",
2189 " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
2190 " <td> ['e', 'i']</td>\n",
2193 " <td> True</td>\n",
2197 " <td> shindigs</td>\n",
2198 " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
2199 " <td> ['e']</td>\n",
2202 " <td> True</td>\n",
2206 " <td> indorsements</td>\n",
2207 " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
2211 " <td> True</td>\n",
2215 " <td> audios</td>\n",
2216 " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
2217 " <td> ['e']</td>\n",
2220 " <td> True</td>\n",
2224 " <td> disrobes</td>\n",
2225 " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
2226 " <td> ['t', 'm']</td>\n",
2229 " <td> True</td>\n",
2233 " <td> drake</td>\n",
2234 " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
2235 " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
2238 " <td> True</td>\n",
2242 " <td> penes</td>\n",
2243 " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
2244 " <td> ['m']</td>\n",
2247 " <td> True</td>\n",
2251 " <td> ecological</td>\n",
2252 " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
2253 " <td> ['s']</td>\n",
2256 " <td> True</td>\n",
2260 " <td> consideration</td>\n",
2261 " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
2262 " <td> ['f']</td>\n",
2265 " <td> True</td>\n",
2269 " <td> strolled</td>\n",
2270 " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
2271 " <td> ['p', 'i', 'm']</td>\n",
2274 " <td> True</td>\n",
2278 " <td> peacemaker</td>\n",
2279 " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
2283 " <td> True</td>\n",
2287 " <td> chilliest</td>\n",
2288 " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
2289 " <td> ['f']</td>\n",
2292 " <td> True</td>\n",
2296 " <td> neuritis</td>\n",
2297 " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
2301 " <td> True</td>\n",
2305 " <td> quisling</td>\n",
2306 " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
2307 " <td> ['e', 't', 'k', 'p']</td>\n",
2310 " <td> True</td>\n",
2314 " <td> transplants</td>\n",
2315 " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
2316 " <td> ['e', 'i', 'o']</td>\n",
2319 " <td> True</td>\n",
2323 " <td> bevies</td>\n",
2324 " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
2325 " <td> ['d', 'r', 'l']</td>\n",
2328 " <td> True</td>\n",
2332 " <td> geeky</td>\n",
2333 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
2334 " <td> ['s', 'd', 't', 'f']</td>\n",
2337 " <td> True</td>\n",
2341 " <td> demonstrations</td>\n",
2342 " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
2346 " <td> True</td>\n",
2350 " <td> dowses</td>\n",
2351 " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
2352 " <td> ['r', 'u']</td>\n",
2355 " <td> True</td>\n",
2359 " <td> pummelling</td>\n",
2360 " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
2361 " <td> ['s', 'r', 'o']</td>\n",
2364 " <td> True</td>\n",
2368 " <td> earnestness</td>\n",
2369 " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
2373 " <td> True</td>\n",
2377 " <td> thermodynamics</td>\n",
2378 " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
2382 " <td> True</td>\n",
2386 " <td> flurry</td>\n",
2387 " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
2388 " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
2391 " <td> True</td>\n",
2395 "<p>1000 rows \u00d7 6 columns</p>\n",
2399 "output_type": "pyout",
2400 "prompt_number": 18,
2402 " target discovered \\\n",
2403 "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
2404 "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
2405 "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
2406 "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
2407 "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
2408 "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
2409 "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
2410 "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
2411 "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
2412 "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
2413 "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
2414 "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
2415 "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
2416 "13 rails ['r', 'a', 'i', 'l', 's'] \n",
2417 "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
2418 "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
2419 "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
2420 "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
2421 "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
2422 "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
2423 "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
2424 "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
2425 "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
2426 "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
2427 "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
2428 "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
2429 "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
2430 "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
2431 "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
2432 "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
2434 "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
2435 "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
2436 "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
2437 "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
2438 "974 prom ['p', 'r', 'o', 'm'] \n",
2439 "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
2440 "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
2441 "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
2442 "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
2443 "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
2444 "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
2445 "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
2446 "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
2447 "983 penes ['p', 'e', 'n', 'e', 's'] \n",
2448 "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
2449 "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
2450 "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
2451 "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
2452 "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
2453 "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
2454 "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
2455 "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
2456 "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
2457 "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
2458 "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
2459 "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
2460 "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
2461 "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
2462 "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
2463 "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
2465 " wrong letters number of hits lives remaining game won \n",
2466 "0 ['a', 'i'] 9 8 True \n",
2467 "1 [] 10 10 True \n",
2468 "2 ['s'] 10 9 True \n",
2469 "3 ['e', 's', 'i', 'f'] 6 6 True \n",
2470 "4 ['t'] 7 9 True \n",
2471 "5 ['e'] 11 9 True \n",
2472 "6 ['e', 't'] 8 8 True \n",
2473 "7 [] 6 10 True \n",
2474 "8 ['a', 'm', 'r'] 6 7 True \n",
2475 "9 ['e', 's', 'n', 'l'] 6 6 True \n",
2476 "10 [] 11 10 True \n",
2477 "11 [] 13 10 True \n",
2478 "12 ['t'] 10 9 True \n",
2479 "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
2480 "14 ['a', 'l', 't', 'k'] 6 6 True \n",
2481 "15 ['e'] 11 9 True \n",
2482 "16 [] 10 10 True \n",
2483 "17 ['m'] 8 9 True \n",
2484 "18 ['t', 'f', 'm'] 7 7 True \n",
2485 "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
2486 "20 [] 8 10 True \n",
2487 "21 ['o'] 11 9 True \n",
2488 "22 ['t'] 8 9 True \n",
2489 "23 ['e', 'i', 't'] 9 7 True \n",
2490 "24 ['m'] 9 9 True \n",
2491 "25 [] 12 10 True \n",
2492 "26 ['i'] 12 9 True \n",
2493 "27 ['e'] 12 9 True \n",
2494 "28 ['t'] 7 9 True \n",
2495 "29 ['i'] 9 9 True \n",
2496 ".. ... ... ... ... \n",
2497 "970 [] 11 10 True \n",
2498 "971 [] 9 10 True \n",
2499 "972 ['r'] 8 9 True \n",
2500 "973 ['d', 's', 't', 'g'] 6 6 True \n",
2501 "974 ['e', 's', 'l'] 4 7 True \n",
2502 "975 ['a', 'i', 't', 'r'] 5 6 True \n",
2503 "976 [] 10 10 True \n",
2504 "977 ['e', 'i'] 8 8 True \n",
2505 "978 ['e'] 8 9 True \n",
2506 "979 [] 12 10 True \n",
2507 "980 ['e'] 6 9 True \n",
2508 "981 ['t', 'm'] 8 8 True \n",
2509 "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
2510 "983 ['m'] 5 9 True \n",
2511 "984 ['s'] 10 9 True \n",
2512 "985 ['f'] 13 9 True \n",
2513 "986 ['p', 'i', 'm'] 8 7 True \n",
2514 "987 [] 10 10 True \n",
2515 "988 ['f'] 9 9 True \n",
2516 "989 [] 8 10 True \n",
2517 "990 ['e', 't', 'k', 'p'] 8 6 True \n",
2518 "991 ['e', 'i', 'o'] 11 7 True \n",
2519 "992 ['d', 'r', 'l'] 6 7 True \n",
2520 "993 ['s', 'd', 't', 'f'] 5 6 True \n",
2521 "994 [] 14 10 True \n",
2522 "995 ['r', 'u'] 6 8 True \n",
2523 "996 ['s', 'r', 'o'] 10 7 True \n",
2524 "997 [] 11 10 True \n",
2525 "998 [] 14 10 True \n",
2526 "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
2528 "[1000 rows x 6 columns]"
2535 "cell_type": "code",
2538 "adaptive_pattern['word length'] = adaptive_pattern.apply(lambda r: len(r['target']), axis=1)\n",
2541 "language": "python",
2546 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
2547 "<table border=\"1\" class=\"dataframe\">\n",
2549 " <tr style=\"text-align: right;\">\n",
2551 " <th>target</th>\n",
2552 " <th>discovered</th>\n",
2553 " <th>wrong letters</th>\n",
2554 " <th>number of hits</th>\n",
2555 " <th>lives remaining</th>\n",
2556 " <th>game won</th>\n",
2557 " <th>word length</th>\n",
2563 " <td> toothsome</td>\n",
2564 " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
2565 " <td> ['a', 'i']</td>\n",
2568 " <td> True</td>\n",
2573 " <td> analgesics</td>\n",
2574 " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
2578 " <td> True</td>\n",
2583 " <td> intrenched</td>\n",
2584 " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
2585 " <td> ['s']</td>\n",
2588 " <td> True</td>\n",
2593 " <td> normal</td>\n",
2594 " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
2595 " <td> ['e', 's', 'i', 'f']</td>\n",
2598 " <td> True</td>\n",
2603 " <td> debunks</td>\n",
2604 " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
2605 " <td> ['t']</td>\n",
2608 " <td> True</td>\n",
2613 " <td> satanically</td>\n",
2614 " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
2615 " <td> ['e']</td>\n",
2618 " <td> True</td>\n",
2623 " <td> radicals</td>\n",
2624 " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
2625 " <td> ['e', 't']</td>\n",
2628 " <td> True</td>\n",
2633 " <td> erotic</td>\n",
2634 " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
2638 " <td> True</td>\n",
2643 " <td> double</td>\n",
2644 " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
2645 " <td> ['a', 'm', 'r']</td>\n",
2648 " <td> True</td>\n",
2653 " <td> caviar</td>\n",
2654 " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
2655 " <td> ['e', 's', 'n', 'l']</td>\n",
2658 " <td> True</td>\n",
2663 " <td> rigamaroles</td>\n",
2664 " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
2668 " <td> True</td>\n",
2673 " <td> disfranchises</td>\n",
2674 " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
2678 " <td> True</td>\n",
2683 " <td> mushroomed</td>\n",
2684 " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
2685 " <td> ['t']</td>\n",
2688 " <td> True</td>\n",
2693 " <td> rails</td>\n",
2694 " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
2695 " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
2698 " <td> True</td>\n",
2703 " <td> poised</td>\n",
2704 " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
2705 " <td> ['a', 'l', 't', 'k']</td>\n",
2708 " <td> True</td>\n",
2713 " <td> circulating</td>\n",
2714 " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
2715 " <td> ['e']</td>\n",
2718 " <td> True</td>\n",
2723 " <td> yesteryear</td>\n",
2724 " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
2728 " <td> True</td>\n",
2733 " <td> chastest</td>\n",
2734 " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
2735 " <td> ['m']</td>\n",
2738 " <td> True</td>\n",
2743 " <td> lenders</td>\n",
2744 " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
2745 " <td> ['t', 'f', 'm']</td>\n",
2748 " <td> True</td>\n",
2753 " <td> upshots</td>\n",
2754 " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
2755 " <td> ['e', 'i', 'a', 'n']</td>\n",
2758 " <td> True</td>\n",
2763 " <td> stridden</td>\n",
2764 " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
2768 " <td> True</td>\n",
2773 " <td> trespassing</td>\n",
2774 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
2775 " <td> ['o']</td>\n",
2778 " <td> True</td>\n",
2783 " <td> muckrake</td>\n",
2784 " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
2785 " <td> ['t']</td>\n",
2788 " <td> True</td>\n",
2793 " <td> bungalows</td>\n",
2794 " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
2795 " <td> ['e', 'i', 't']</td>\n",
2798 " <td> True</td>\n",
2803 " <td> rewinding</td>\n",
2804 " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
2805 " <td> ['m']</td>\n",
2808 " <td> True</td>\n",
2813 " <td> stepchildren</td>\n",
2814 " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
2818 " <td> True</td>\n",
2823 " <td> courageously</td>\n",
2824 " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
2825 " <td> ['i']</td>\n",
2828 " <td> True</td>\n",
2833 " <td> gladiatorial</td>\n",
2834 " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
2835 " <td> ['e']</td>\n",
2838 " <td> True</td>\n",
2843 " <td> unseals</td>\n",
2844 " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
2845 " <td> ['t']</td>\n",
2848 " <td> True</td>\n",
2853 " <td> backaches</td>\n",
2854 " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
2855 " <td> ['i']</td>\n",
2858 " <td> True</td>\n",
2873 " <td> priestliest</td>\n",
2874 " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
2878 " <td> True</td>\n",
2883 " <td> oversight</td>\n",
2884 " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
2888 " <td> True</td>\n",
2893 " <td> nutshell</td>\n",
2894 " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
2895 " <td> ['r']</td>\n",
2898 " <td> True</td>\n",
2903 " <td> picker</td>\n",
2904 " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
2905 " <td> ['d', 's', 't', 'g']</td>\n",
2908 " <td> True</td>\n",
2913 " <td> prom</td>\n",
2914 " <td> ['p', 'r', 'o', 'm']</td>\n",
2915 " <td> ['e', 's', 'l']</td>\n",
2918 " <td> True</td>\n",
2923 " <td> spoke</td>\n",
2924 " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
2925 " <td> ['a', 'i', 't', 'r']</td>\n",
2928 " <td> True</td>\n",
2933 " <td> videodiscs</td>\n",
2934 " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
2938 " <td> True</td>\n",
2943 " <td> braggart</td>\n",
2944 " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
2945 " <td> ['e', 'i']</td>\n",
2948 " <td> True</td>\n",
2953 " <td> shindigs</td>\n",
2954 " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
2955 " <td> ['e']</td>\n",
2958 " <td> True</td>\n",
2963 " <td> indorsements</td>\n",
2964 " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
2968 " <td> True</td>\n",
2973 " <td> audios</td>\n",
2974 " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
2975 " <td> ['e']</td>\n",
2978 " <td> True</td>\n",
2983 " <td> disrobes</td>\n",
2984 " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
2985 " <td> ['t', 'm']</td>\n",
2988 " <td> True</td>\n",
2993 " <td> drake</td>\n",
2994 " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
2995 " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
2998 " <td> True</td>\n",
3003 " <td> penes</td>\n",
3004 " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
3005 " <td> ['m']</td>\n",
3008 " <td> True</td>\n",
3013 " <td> ecological</td>\n",
3014 " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
3015 " <td> ['s']</td>\n",
3018 " <td> True</td>\n",
3023 " <td> consideration</td>\n",
3024 " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
3025 " <td> ['f']</td>\n",
3028 " <td> True</td>\n",
3033 " <td> strolled</td>\n",
3034 " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
3035 " <td> ['p', 'i', 'm']</td>\n",
3038 " <td> True</td>\n",
3043 " <td> peacemaker</td>\n",
3044 " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
3048 " <td> True</td>\n",
3053 " <td> chilliest</td>\n",
3054 " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
3055 " <td> ['f']</td>\n",
3058 " <td> True</td>\n",
3063 " <td> neuritis</td>\n",
3064 " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
3068 " <td> True</td>\n",
3073 " <td> quisling</td>\n",
3074 " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
3075 " <td> ['e', 't', 'k', 'p']</td>\n",
3078 " <td> True</td>\n",
3083 " <td> transplants</td>\n",
3084 " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
3085 " <td> ['e', 'i', 'o']</td>\n",
3088 " <td> True</td>\n",
3093 " <td> bevies</td>\n",
3094 " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
3095 " <td> ['d', 'r', 'l']</td>\n",
3098 " <td> True</td>\n",
3103 " <td> geeky</td>\n",
3104 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
3105 " <td> ['s', 'd', 't', 'f']</td>\n",
3108 " <td> True</td>\n",
3113 " <td> demonstrations</td>\n",
3114 " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
3118 " <td> True</td>\n",
3123 " <td> dowses</td>\n",
3124 " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
3125 " <td> ['r', 'u']</td>\n",
3128 " <td> True</td>\n",
3133 " <td> pummelling</td>\n",
3134 " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
3135 " <td> ['s', 'r', 'o']</td>\n",
3138 " <td> True</td>\n",
3143 " <td> earnestness</td>\n",
3144 " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
3148 " <td> True</td>\n",
3153 " <td> thermodynamics</td>\n",
3154 " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
3158 " <td> True</td>\n",
3163 " <td> flurry</td>\n",
3164 " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
3165 " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
3168 " <td> True</td>\n",
3173 "<p>1000 rows \u00d7 7 columns</p>\n",
3177 "output_type": "pyout",
3178 "prompt_number": 14,
3180 " target discovered \\\n",
3181 "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
3182 "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
3183 "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
3184 "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
3185 "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
3186 "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
3187 "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
3188 "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
3189 "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
3190 "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
3191 "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
3192 "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
3193 "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
3194 "13 rails ['r', 'a', 'i', 'l', 's'] \n",
3195 "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
3196 "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
3197 "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
3198 "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
3199 "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
3200 "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
3201 "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
3202 "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
3203 "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
3204 "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
3205 "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
3206 "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
3207 "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
3208 "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
3209 "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
3210 "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
3212 "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
3213 "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
3214 "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
3215 "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
3216 "974 prom ['p', 'r', 'o', 'm'] \n",
3217 "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
3218 "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
3219 "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
3220 "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
3221 "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
3222 "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
3223 "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
3224 "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
3225 "983 penes ['p', 'e', 'n', 'e', 's'] \n",
3226 "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
3227 "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
3228 "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
3229 "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
3230 "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
3231 "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
3232 "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
3233 "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
3234 "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
3235 "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
3236 "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
3237 "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
3238 "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
3239 "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
3240 "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
3241 "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
3243 " wrong letters number of hits lives remaining game won \\\n",
3244 "0 ['a', 'i'] 9 8 True \n",
3245 "1 [] 10 10 True \n",
3246 "2 ['s'] 10 9 True \n",
3247 "3 ['e', 's', 'i', 'f'] 6 6 True \n",
3248 "4 ['t'] 7 9 True \n",
3249 "5 ['e'] 11 9 True \n",
3250 "6 ['e', 't'] 8 8 True \n",
3251 "7 [] 6 10 True \n",
3252 "8 ['a', 'm', 'r'] 6 7 True \n",
3253 "9 ['e', 's', 'n', 'l'] 6 6 True \n",
3254 "10 [] 11 10 True \n",
3255 "11 [] 13 10 True \n",
3256 "12 ['t'] 10 9 True \n",
3257 "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
3258 "14 ['a', 'l', 't', 'k'] 6 6 True \n",
3259 "15 ['e'] 11 9 True \n",
3260 "16 [] 10 10 True \n",
3261 "17 ['m'] 8 9 True \n",
3262 "18 ['t', 'f', 'm'] 7 7 True \n",
3263 "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
3264 "20 [] 8 10 True \n",
3265 "21 ['o'] 11 9 True \n",
3266 "22 ['t'] 8 9 True \n",
3267 "23 ['e', 'i', 't'] 9 7 True \n",
3268 "24 ['m'] 9 9 True \n",
3269 "25 [] 12 10 True \n",
3270 "26 ['i'] 12 9 True \n",
3271 "27 ['e'] 12 9 True \n",
3272 "28 ['t'] 7 9 True \n",
3273 "29 ['i'] 9 9 True \n",
3274 ".. ... ... ... ... \n",
3275 "970 [] 11 10 True \n",
3276 "971 [] 9 10 True \n",
3277 "972 ['r'] 8 9 True \n",
3278 "973 ['d', 's', 't', 'g'] 6 6 True \n",
3279 "974 ['e', 's', 'l'] 4 7 True \n",
3280 "975 ['a', 'i', 't', 'r'] 5 6 True \n",
3281 "976 [] 10 10 True \n",
3282 "977 ['e', 'i'] 8 8 True \n",
3283 "978 ['e'] 8 9 True \n",
3284 "979 [] 12 10 True \n",
3285 "980 ['e'] 6 9 True \n",
3286 "981 ['t', 'm'] 8 8 True \n",
3287 "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
3288 "983 ['m'] 5 9 True \n",
3289 "984 ['s'] 10 9 True \n",
3290 "985 ['f'] 13 9 True \n",
3291 "986 ['p', 'i', 'm'] 8 7 True \n",
3292 "987 [] 10 10 True \n",
3293 "988 ['f'] 9 9 True \n",
3294 "989 [] 8 10 True \n",
3295 "990 ['e', 't', 'k', 'p'] 8 6 True \n",
3296 "991 ['e', 'i', 'o'] 11 7 True \n",
3297 "992 ['d', 'r', 'l'] 6 7 True \n",
3298 "993 ['s', 'd', 't', 'f'] 5 6 True \n",
3299 "994 [] 14 10 True \n",
3300 "995 ['r', 'u'] 6 8 True \n",
3301 "996 ['s', 'r', 'o'] 10 7 True \n",
3302 "997 [] 11 10 True \n",
3303 "998 [] 14 10 True \n",
3304 "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
3369 "[1000 rows x 7 columns]"
3376 "cell_type": "code",
3379 "adaptive_pattern['lives remaining'].hist()"
3381 "language": "python",
3386 "output_type": "pyout",
3387 "prompt_number": 15,
3389 "<matplotlib.axes.AxesSubplot at 0x7f1586fb5978>"
3394 "output_type": "display_data",
3395 "png": 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3397 "<matplotlib.figure.Figure at 0x7f1586fb55f8>"
3404 "cell_type": "code",
3407 "adaptive_pattern.groupby('lives remaining').size()"
3409 "language": "python",
3414 "output_type": "pyout",
3415 "prompt_number": 16,
3417 "lives remaining\n",
3436 "cell_type": "code",
3439 "adaptive_split = pd.read_csv('adaptive_split.csv')\n",
3442 "language": "python",
3447 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
3448 "<table border=\"1\" class=\"dataframe\">\n",
3450 " <tr style=\"text-align: right;\">\n",
3452 " <th>target</th>\n",
3453 " <th>discovered</th>\n",
3454 " <th>wrong letters</th>\n",
3455 " <th>number of hits</th>\n",
3456 " <th>lives remaining</th>\n",
3457 " <th>game won</th>\n",
3463 " <td> punned</td>\n",
3464 " <td> ['p', 'u', 'n', 'n', 'e', 'd']</td>\n",
3465 " <td> ['s', 'r', 'l', 'a', 'i']</td>\n",
3468 " <td> True</td>\n",
3472 " <td> anode</td>\n",
3473 " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
3474 " <td> ['s', 'l', 'b']</td>\n",
3477 " <td> True</td>\n",
3481 " <td> passes</td>\n",
3482 " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
3483 " <td> ['l', 'b']</td>\n",
3486 " <td> True</td>\n",
3490 " <td> maxing</td>\n",
3491 " <td> ['m', 'a', 'x', 'i', 'n', 'g']</td>\n",
3492 " <td> ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c']</td>\n",
3495 " <td> True</td>\n",
3499 " <td> quadrant</td>\n",
3500 " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</td>\n",
3504 " <td> True</td>\n",
3508 " <td> polygamy</td>\n",
3509 " <td> ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y']</td>\n",
3510 " <td> ['r', 'i', 's', 'd']</td>\n",
3513 " <td> True</td>\n",
3517 " <td> technologists</td>\n",
3518 " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
3519 " <td> ['r']</td>\n",
3522 " <td> True</td>\n",
3526 " <td> tussle</td>\n",
3527 " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
3528 " <td> ['a']</td>\n",
3531 " <td> True</td>\n",
3535 " <td> explicitly</td>\n",
3536 " <td> ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ...</td>\n",
3537 " <td> ['o', 'a', 'b', 's', 'm']</td>\n",
3540 " <td> True</td>\n",
3544 " <td> moderators</td>\n",
3545 " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
3546 " <td> ['u']</td>\n",
3549 " <td> True</td>\n",
3553 " <td> error</td>\n",
3554 " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
3555 " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
3558 " <td> True</td>\n",
3562 " <td> stamped</td>\n",
3563 " <td> ['s', 't', 'a', 'm', 'p', 'e', 'd']</td>\n",
3564 " <td> ['r', 'i', 'l', 'b', 'c']</td>\n",
3567 " <td> True</td>\n",
3571 " <td> dress</td>\n",
3572 " <td> ['d', 'r', 'e', 's', 's']</td>\n",
3576 " <td> True</td>\n",
3580 " <td> truckled</td>\n",
3581 " <td> ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd']</td>\n",
3582 " <td> ['s', 'i', 'a', 'b', 'p']</td>\n",
3585 " <td> True</td>\n",
3589 " <td> accommodation</td>\n",
3590 " <td> ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ...</td>\n",
3591 " <td> ['s', 'g']</td>\n",
3594 " <td> True</td>\n",
3598 " <td> reload</td>\n",
3599 " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
3600 " <td> ['s', 'i']</td>\n",
3603 " <td> True</td>\n",
3607 " <td> confounded</td>\n",
3608 " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
3609 " <td> ['p']</td>\n",
3612 " <td> True</td>\n",
3616 " <td> racketeers</td>\n",
3617 " <td> ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ...</td>\n",
3618 " <td> ['o', 'l']</td>\n",
3621 " <td> True</td>\n",
3625 " <td> ignoramuses</td>\n",
3626 " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
3627 " <td> ['l']</td>\n",
3630 " <td> True</td>\n",
3634 " <td> party</td>\n",
3635 " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
3636 " <td> ['s', 'e', 'n', 'd']</td>\n",
3639 " <td> True</td>\n",
3643 " <td> rill</td>\n",
3644 " <td> ['r', 'i', 'l', 'l']</td>\n",
3645 " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
3648 " <td> True</td>\n",
3652 " <td> player</td>\n",
3653 " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
3654 " <td> ['s', 'm']</td>\n",
3657 " <td> True</td>\n",
3661 " <td> protester</td>\n",
3662 " <td> ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r']</td>\n",
3663 " <td> ['i', 'd', 'l']</td>\n",
3666 " <td> True</td>\n",
3670 " <td> asphalted</td>\n",
3671 " <td> ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd']</td>\n",
3672 " <td> ['r', 'i']</td>\n",
3675 " <td> True</td>\n",
3679 " <td> uniforms</td>\n",
3680 " <td> ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's']</td>\n",
3681 " <td> ['a', 't', 'p']</td>\n",
3684 " <td> True</td>\n",
3688 " <td> coniferous</td>\n",
3689 " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</td>\n",
3693 " <td> True</td>\n",
3697 " <td> dishearten</td>\n",
3698 " <td> ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ...</td>\n",
3699 " <td> ['o', 'l', 'g']</td>\n",
3702 " <td> True</td>\n",
3706 " <td> scull</td>\n",
3707 " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
3708 " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
3711 " <td> True</td>\n",
3715 " <td> virgin</td>\n",
3716 " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
3717 " <td> ['s', 'a', 'd']</td>\n",
3720 " <td> True</td>\n",
3724 " <td> licentiously</td>\n",
3725 " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</td>\n",
3729 " <td> True</td>\n",
3742 " <td> grindstone</td>\n",
3743 " <td> ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ...</td>\n",
3744 " <td> ['a', 'u', 'p']</td>\n",
3747 " <td> True</td>\n",
3751 " <td> bankruptcies</td>\n",
3752 " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</td>\n",
3756 " <td> True</td>\n",
3760 " <td> smalls</td>\n",
3761 " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
3762 " <td> ['e', 't', 'k', 'w']</td>\n",
3765 " <td> True</td>\n",
3769 " <td> limping</td>\n",
3770 " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
3771 " <td> ['s', 'r', 'e', 'a', 'o', 'u', 'k']</td>\n",
3774 " <td> True</td>\n",
3778 " <td> interfacing</td>\n",
3779 " <td> ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ...</td>\n",
3780 " <td> ['o', 'l', 'd', 's']</td>\n",
3783 " <td> True</td>\n",
3787 " <td> mint</td>\n",
3788 " <td> ['_', '_', 'n', 't']</td>\n",
3789 " <td> ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ...</td>\n",
3792 " <td> False</td>\n",
3796 " <td> romanticises</td>\n",
3797 " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
3798 " <td> ['d']</td>\n",
3801 " <td> True</td>\n",
3805 " <td> cleavage</td>\n",
3806 " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
3807 " <td> ['r', 's']</td>\n",
3810 " <td> True</td>\n",
3814 " <td> revival</td>\n",
3815 " <td> ['r', 'e', 'v', 'i', 'v', 'a', 'l']</td>\n",
3816 " <td> ['s', 'n', 'c', 'm']</td>\n",
3819 " <td> True</td>\n",
3823 " <td> praying</td>\n",
3824 " <td> ['p', 'r', 'a', 'y', 'i', 'n', 'g']</td>\n",
3825 " <td> ['s', 'd', 'c', 'b']</td>\n",
3828 " <td> True</td>\n",
3832 " <td> troupe</td>\n",
3833 " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
3834 " <td> ['s', 'g', 'a', 'l']</td>\n",
3837 " <td> True</td>\n",
3841 " <td> public</td>\n",
3842 " <td> ['p', 'u', 'b', 'l', 'i', 'c']</td>\n",
3843 " <td> ['s', 'r', 'd', 'n', 'a', 'e']</td>\n",
3846 " <td> True</td>\n",
3850 " <td> generating</td>\n",
3851 " <td> ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ...</td>\n",
3852 " <td> ['o', 'l']</td>\n",
3855 " <td> True</td>\n",
3859 " <td> sallies</td>\n",
3860 " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
3861 " <td> ['r']</td>\n",
3864 " <td> True</td>\n",
3868 " <td> yacht</td>\n",
3869 " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
3870 " <td> ['s', 'e']</td>\n",
3873 " <td> True</td>\n",
3877 " <td> armpits</td>\n",
3878 " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
3879 " <td> ['o']</td>\n",
3882 " <td> True</td>\n",
3886 " <td> oblongs</td>\n",
3887 " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
3888 " <td> ['r', 'i', 'a']</td>\n",
3891 " <td> True</td>\n",
3895 " <td> developed</td>\n",
3896 " <td> ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd']</td>\n",
3897 " <td> ['t', 'a', 'r', 'n', 'i']</td>\n",
3900 " <td> True</td>\n",
3904 " <td> demolish</td>\n",
3905 " <td> ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h']</td>\n",
3906 " <td> ['r', 'a', 't']</td>\n",
3909 " <td> True</td>\n",
3913 " <td> pincers</td>\n",
3914 " <td> ['p', 'i', 'n', 'c', 'e', 'r', 's']</td>\n",
3915 " <td> ['a', 'o', 't', 'd', 'l']</td>\n",
3918 " <td> True</td>\n",
3922 " <td> telecommunications</td>\n",
3923 " <td> ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ...</td>\n",
3924 " <td> ['p', 'r']</td>\n",
3927 " <td> True</td>\n",
3931 " <td> dabble</td>\n",
3932 " <td> ['d', 'a', 'b', 'b', 'l', 'e']</td>\n",
3933 " <td> ['s', 'r', 'i', 'n', 'y']</td>\n",
3936 " <td> True</td>\n",
3940 " <td> morticing</td>\n",
3941 " <td> ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g']</td>\n",
3942 " <td> ['a', 's', 'f', 'd']</td>\n",
3945 " <td> True</td>\n",
3949 " <td> weals</td>\n",
3950 " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
3951 " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
3954 " <td> True</td>\n",
3958 " <td> dryer</td>\n",
3959 " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
3960 " <td> ['s', 'i']</td>\n",
3963 " <td> True</td>\n",
3967 " <td> inconclusively</td>\n",
3968 " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
3969 " <td> ['d']</td>\n",
3972 " <td> True</td>\n",
3976 " <td> bubbliest</td>\n",
3977 " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
3978 " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
3981 " <td> False</td>\n",
3985 " <td> graded</td>\n",
3986 " <td> ['g', 'r', 'a', 'd', 'e', 'd']</td>\n",
3987 " <td> ['s', 'c', 'v', 'y', 't', 'z']</td>\n",
3990 " <td> True</td>\n",
3994 " <td> carriage</td>\n",
3995 " <td> ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e']</td>\n",
3996 " <td> ['s', 'l', 'd']</td>\n",
3999 " <td> True</td>\n",
4003 " <td> datelining</td>\n",
4004 " <td> ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ...</td>\n",
4005 " <td> ['o', 's']</td>\n",
4008 " <td> True</td>\n",
4012 "<p>1000 rows \u00d7 6 columns</p>\n",
4016 "output_type": "pyout",
4017 "prompt_number": 19,
4019 " target discovered \\\n",
4020 "0 punned ['p', 'u', 'n', 'n', 'e', 'd'] \n",
4021 "1 anode ['a', 'n', 'o', 'd', 'e'] \n",
4022 "2 passes ['p', 'a', 's', 's', 'e', 's'] \n",
4023 "3 maxing ['m', 'a', 'x', 'i', 'n', 'g'] \n",
4024 "4 quadrant ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't'] \n",
4025 "5 polygamy ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y'] \n",
4026 "6 technologists ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ... \n",
4027 "7 tussle ['t', 'u', 's', 's', 'l', 'e'] \n",
4028 "8 explicitly ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ... \n",
4029 "9 moderators ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ... \n",
4030 "10 error ['e', 'r', 'r', 'o', 'r'] \n",
4031 "11 stamped ['s', 't', 'a', 'm', 'p', 'e', 'd'] \n",
4032 "12 dress ['d', 'r', 'e', 's', 's'] \n",
4033 "13 truckled ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd'] \n",
4034 "14 accommodation ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ... \n",
4035 "15 reload ['r', 'e', 'l', 'o', 'a', 'd'] \n",
4036 "16 confounded ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ... \n",
4037 "17 racketeers ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ... \n",
4038 "18 ignoramuses ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ... \n",
4039 "19 party ['p', 'a', 'r', 't', 'y'] \n",
4040 "20 rill ['r', 'i', 'l', 'l'] \n",
4041 "21 player ['p', 'l', 'a', 'y', 'e', 'r'] \n",
4042 "22 protester ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r'] \n",
4043 "23 asphalted ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd'] \n",
4044 "24 uniforms ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's'] \n",
4045 "25 coniferous ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ... \n",
4046 "26 dishearten ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ... \n",
4047 "27 scull ['s', 'c', 'u', 'l', 'l'] \n",
4048 "28 virgin ['v', 'i', 'r', 'g', 'i', 'n'] \n",
4049 "29 licentiously ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ... \n",
4051 "970 grindstone ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ... \n",
4052 "971 bankruptcies ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ... \n",
4053 "972 smalls ['s', 'm', 'a', 'l', 'l', 's'] \n",
4054 "973 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
4055 "974 interfacing ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ... \n",
4056 "975 mint ['_', '_', 'n', 't'] \n",
4057 "976 romanticises ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ... \n",
4058 "977 cleavage ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e'] \n",
4059 "978 revival ['r', 'e', 'v', 'i', 'v', 'a', 'l'] \n",
4060 "979 praying ['p', 'r', 'a', 'y', 'i', 'n', 'g'] \n",
4061 "980 troupe ['t', 'r', 'o', 'u', 'p', 'e'] \n",
4062 "981 public ['p', 'u', 'b', 'l', 'i', 'c'] \n",
4063 "982 generating ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ... \n",
4064 "983 sallies ['s', 'a', 'l', 'l', 'i', 'e', 's'] \n",
4065 "984 yacht ['y', 'a', 'c', 'h', 't'] \n",
4066 "985 armpits ['a', 'r', 'm', 'p', 'i', 't', 's'] \n",
4067 "986 oblongs ['o', 'b', 'l', 'o', 'n', 'g', 's'] \n",
4068 "987 developed ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd'] \n",
4069 "988 demolish ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h'] \n",
4070 "989 pincers ['p', 'i', 'n', 'c', 'e', 'r', 's'] \n",
4071 "990 telecommunications ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ... \n",
4072 "991 dabble ['d', 'a', 'b', 'b', 'l', 'e'] \n",
4073 "992 morticing ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g'] \n",
4074 "993 weals ['w', 'e', 'a', 'l', 's'] \n",
4075 "994 dryer ['d', 'r', 'y', 'e', 'r'] \n",
4076 "995 inconclusively ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ... \n",
4077 "996 bubbliest ['_', '_', '_', '_', '_', '_', '_', '_', 't'] \n",
4078 "997 graded ['g', 'r', 'a', 'd', 'e', 'd'] \n",
4079 "998 carriage ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e'] \n",
4080 "999 datelining ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ... \n",
4082 " wrong letters number of hits \\\n",
4083 "0 ['s', 'r', 'l', 'a', 'i'] 6 \n",
4084 "1 ['s', 'l', 'b'] 5 \n",
4085 "2 ['l', 'b'] 6 \n",
4086 "3 ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c'] 6 \n",
4088 "5 ['r', 'i', 's', 'd'] 8 \n",
4091 "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
4093 "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
4094 "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
4096 "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
4097 "14 ['s', 'g'] 13 \n",
4098 "15 ['s', 'i'] 6 \n",
4100 "17 ['o', 'l'] 10 \n",
4102 "19 ['s', 'e', 'n', 'd'] 5 \n",
4103 "20 ['e', 's', 'a', 'o', 'u', 'n'] 4 \n",
4104 "21 ['s', 'm'] 6 \n",
4105 "22 ['i', 'd', 'l'] 9 \n",
4106 "23 ['r', 'i'] 9 \n",
4107 "24 ['a', 't', 'p'] 8 \n",
4109 "26 ['o', 'l', 'g'] 10 \n",
4110 "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
4111 "28 ['s', 'a', 'd'] 6 \n",
4114 "970 ['a', 'u', 'p'] 10 \n",
4116 "972 ['e', 't', 'k', 'w'] 6 \n",
4117 "973 ['s', 'r', 'e', 'a', 'o', 'u', 'k'] 7 \n",
4118 "974 ['o', 'l', 'd', 's'] 11 \n",
4119 "975 ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ... 2 \n",
4121 "977 ['r', 's'] 8 \n",
4122 "978 ['s', 'n', 'c', 'm'] 7 \n",
4123 "979 ['s', 'd', 'c', 'b'] 7 \n",
4124 "980 ['s', 'g', 'a', 'l'] 6 \n",
4125 "981 ['s', 'r', 'd', 'n', 'a', 'e'] 6 \n",
4126 "982 ['o', 'l'] 10 \n",
4128 "984 ['s', 'e'] 5 \n",
4130 "986 ['r', 'i', 'a'] 7 \n",
4131 "987 ['t', 'a', 'r', 'n', 'i'] 9 \n",
4132 "988 ['r', 'a', 't'] 8 \n",
4133 "989 ['a', 'o', 't', 'd', 'l'] 7 \n",
4134 "990 ['p', 'r'] 18 \n",
4135 "991 ['s', 'r', 'i', 'n', 'y'] 6 \n",
4136 "992 ['a', 's', 'f', 'd'] 9 \n",
4137 "993 ['r', 'd', 'p', 'm', 'h'] 5 \n",
4138 "994 ['s', 'i'] 5 \n",
4140 "996 ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ... 1 \n",
4141 "997 ['s', 'c', 'v', 'y', 't', 'z'] 6 \n",
4142 "998 ['s', 'l', 'd'] 8 \n",
4143 "999 ['o', 's'] 10 \n",
4145 " lives remaining game won \n",
4208 "[1000 rows x 6 columns]"
4215 "cell_type": "code",
4218 "adaptive_split['word length'] = adaptive_split.apply(lambda r: len(r['target']), axis=1)\n",
4221 "language": "python",
4226 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
4227 "<table border=\"1\" class=\"dataframe\">\n",
4229 " <tr style=\"text-align: right;\">\n",
4231 " <th>target</th>\n",
4232 " <th>discovered</th>\n",
4233 " <th>wrong letters</th>\n",
4234 " <th>number of hits</th>\n",
4235 " <th>lives remaining</th>\n",
4236 " <th>game won</th>\n",
4237 " <th>word length</th>\n",
4243 " <td> punned</td>\n",
4244 " <td> ['p', 'u', 'n', 'n', 'e', 'd']</td>\n",
4245 " <td> ['s', 'r', 'l', 'a', 'i']</td>\n",
4248 " <td> True</td>\n",
4253 " <td> anode</td>\n",
4254 " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
4255 " <td> ['s', 'l', 'b']</td>\n",
4258 " <td> True</td>\n",
4263 " <td> passes</td>\n",
4264 " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
4265 " <td> ['l', 'b']</td>\n",
4268 " <td> True</td>\n",
4273 " <td> maxing</td>\n",
4274 " <td> ['m', 'a', 'x', 'i', 'n', 'g']</td>\n",
4275 " <td> ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c']</td>\n",
4278 " <td> True</td>\n",
4283 " <td> quadrant</td>\n",
4284 " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</td>\n",
4288 " <td> True</td>\n",
4293 " <td> polygamy</td>\n",
4294 " <td> ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y']</td>\n",
4295 " <td> ['r', 'i', 's', 'd']</td>\n",
4298 " <td> True</td>\n",
4303 " <td> technologists</td>\n",
4304 " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
4305 " <td> ['r']</td>\n",
4308 " <td> True</td>\n",
4313 " <td> tussle</td>\n",
4314 " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
4315 " <td> ['a']</td>\n",
4318 " <td> True</td>\n",
4323 " <td> explicitly</td>\n",
4324 " <td> ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ...</td>\n",
4325 " <td> ['o', 'a', 'b', 's', 'm']</td>\n",
4328 " <td> True</td>\n",
4333 " <td> moderators</td>\n",
4334 " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
4335 " <td> ['u']</td>\n",
4338 " <td> True</td>\n",
4343 " <td> error</td>\n",
4344 " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
4345 " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
4348 " <td> True</td>\n",
4353 " <td> stamped</td>\n",
4354 " <td> ['s', 't', 'a', 'm', 'p', 'e', 'd']</td>\n",
4355 " <td> ['r', 'i', 'l', 'b', 'c']</td>\n",
4358 " <td> True</td>\n",
4363 " <td> dress</td>\n",
4364 " <td> ['d', 'r', 'e', 's', 's']</td>\n",
4368 " <td> True</td>\n",
4373 " <td> truckled</td>\n",
4374 " <td> ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd']</td>\n",
4375 " <td> ['s', 'i', 'a', 'b', 'p']</td>\n",
4378 " <td> True</td>\n",
4383 " <td> accommodation</td>\n",
4384 " <td> ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ...</td>\n",
4385 " <td> ['s', 'g']</td>\n",
4388 " <td> True</td>\n",
4393 " <td> reload</td>\n",
4394 " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
4395 " <td> ['s', 'i']</td>\n",
4398 " <td> True</td>\n",
4403 " <td> confounded</td>\n",
4404 " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
4405 " <td> ['p']</td>\n",
4408 " <td> True</td>\n",
4413 " <td> racketeers</td>\n",
4414 " <td> ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ...</td>\n",
4415 " <td> ['o', 'l']</td>\n",
4418 " <td> True</td>\n",
4423 " <td> ignoramuses</td>\n",
4424 " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
4425 " <td> ['l']</td>\n",
4428 " <td> True</td>\n",
4433 " <td> party</td>\n",
4434 " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
4435 " <td> ['s', 'e', 'n', 'd']</td>\n",
4438 " <td> True</td>\n",
4443 " <td> rill</td>\n",
4444 " <td> ['r', 'i', 'l', 'l']</td>\n",
4445 " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
4448 " <td> True</td>\n",
4453 " <td> player</td>\n",
4454 " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
4455 " <td> ['s', 'm']</td>\n",
4458 " <td> True</td>\n",
4463 " <td> protester</td>\n",
4464 " <td> ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r']</td>\n",
4465 " <td> ['i', 'd', 'l']</td>\n",
4468 " <td> True</td>\n",
4473 " <td> asphalted</td>\n",
4474 " <td> ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd']</td>\n",
4475 " <td> ['r', 'i']</td>\n",
4478 " <td> True</td>\n",
4483 " <td> uniforms</td>\n",
4484 " <td> ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's']</td>\n",
4485 " <td> ['a', 't', 'p']</td>\n",
4488 " <td> True</td>\n",
4493 " <td> coniferous</td>\n",
4494 " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</td>\n",
4498 " <td> True</td>\n",
4503 " <td> dishearten</td>\n",
4504 " <td> ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ...</td>\n",
4505 " <td> ['o', 'l', 'g']</td>\n",
4508 " <td> True</td>\n",
4513 " <td> scull</td>\n",
4514 " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
4515 " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
4518 " <td> True</td>\n",
4523 " <td> virgin</td>\n",
4524 " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
4525 " <td> ['s', 'a', 'd']</td>\n",
4528 " <td> True</td>\n",
4533 " <td> licentiously</td>\n",
4534 " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</td>\n",
4538 " <td> True</td>\n",
4553 " <td> grindstone</td>\n",
4554 " <td> ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ...</td>\n",
4555 " <td> ['a', 'u', 'p']</td>\n",
4558 " <td> True</td>\n",
4563 " <td> bankruptcies</td>\n",
4564 " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</td>\n",
4568 " <td> True</td>\n",
4573 " <td> smalls</td>\n",
4574 " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
4575 " <td> ['e', 't', 'k', 'w']</td>\n",
4578 " <td> True</td>\n",
4583 " <td> limping</td>\n",
4584 " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
4585 " <td> ['s', 'r', 'e', 'a', 'o', 'u', 'k']</td>\n",
4588 " <td> True</td>\n",
4593 " <td> interfacing</td>\n",
4594 " <td> ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ...</td>\n",
4595 " <td> ['o', 'l', 'd', 's']</td>\n",
4598 " <td> True</td>\n",
4603 " <td> mint</td>\n",
4604 " <td> ['_', '_', 'n', 't']</td>\n",
4605 " <td> ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ...</td>\n",
4608 " <td> False</td>\n",
4613 " <td> romanticises</td>\n",
4614 " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
4615 " <td> ['d']</td>\n",
4618 " <td> True</td>\n",
4623 " <td> cleavage</td>\n",
4624 " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
4625 " <td> ['r', 's']</td>\n",
4628 " <td> True</td>\n",
4633 " <td> revival</td>\n",
4634 " <td> ['r', 'e', 'v', 'i', 'v', 'a', 'l']</td>\n",
4635 " <td> ['s', 'n', 'c', 'm']</td>\n",
4638 " <td> True</td>\n",
4643 " <td> praying</td>\n",
4644 " <td> ['p', 'r', 'a', 'y', 'i', 'n', 'g']</td>\n",
4645 " <td> ['s', 'd', 'c', 'b']</td>\n",
4648 " <td> True</td>\n",
4653 " <td> troupe</td>\n",
4654 " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
4655 " <td> ['s', 'g', 'a', 'l']</td>\n",
4658 " <td> True</td>\n",
4663 " <td> public</td>\n",
4664 " <td> ['p', 'u', 'b', 'l', 'i', 'c']</td>\n",
4665 " <td> ['s', 'r', 'd', 'n', 'a', 'e']</td>\n",
4668 " <td> True</td>\n",
4673 " <td> generating</td>\n",
4674 " <td> ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ...</td>\n",
4675 " <td> ['o', 'l']</td>\n",
4678 " <td> True</td>\n",
4683 " <td> sallies</td>\n",
4684 " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
4685 " <td> ['r']</td>\n",
4688 " <td> True</td>\n",
4693 " <td> yacht</td>\n",
4694 " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
4695 " <td> ['s', 'e']</td>\n",
4698 " <td> True</td>\n",
4703 " <td> armpits</td>\n",
4704 " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
4705 " <td> ['o']</td>\n",
4708 " <td> True</td>\n",
4713 " <td> oblongs</td>\n",
4714 " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
4715 " <td> ['r', 'i', 'a']</td>\n",
4718 " <td> True</td>\n",
4723 " <td> developed</td>\n",
4724 " <td> ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd']</td>\n",
4725 " <td> ['t', 'a', 'r', 'n', 'i']</td>\n",
4728 " <td> True</td>\n",
4733 " <td> demolish</td>\n",
4734 " <td> ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h']</td>\n",
4735 " <td> ['r', 'a', 't']</td>\n",
4738 " <td> True</td>\n",
4743 " <td> pincers</td>\n",
4744 " <td> ['p', 'i', 'n', 'c', 'e', 'r', 's']</td>\n",
4745 " <td> ['a', 'o', 't', 'd', 'l']</td>\n",
4748 " <td> True</td>\n",
4753 " <td> telecommunications</td>\n",
4754 " <td> ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ...</td>\n",
4755 " <td> ['p', 'r']</td>\n",
4758 " <td> True</td>\n",
4763 " <td> dabble</td>\n",
4764 " <td> ['d', 'a', 'b', 'b', 'l', 'e']</td>\n",
4765 " <td> ['s', 'r', 'i', 'n', 'y']</td>\n",
4768 " <td> True</td>\n",
4773 " <td> morticing</td>\n",
4774 " <td> ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g']</td>\n",
4775 " <td> ['a', 's', 'f', 'd']</td>\n",
4778 " <td> True</td>\n",
4783 " <td> weals</td>\n",
4784 " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
4785 " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
4788 " <td> True</td>\n",
4793 " <td> dryer</td>\n",
4794 " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
4795 " <td> ['s', 'i']</td>\n",
4798 " <td> True</td>\n",
4803 " <td> inconclusively</td>\n",
4804 " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
4805 " <td> ['d']</td>\n",
4808 " <td> True</td>\n",
4813 " <td> bubbliest</td>\n",
4814 " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
4815 " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
4818 " <td> False</td>\n",
4823 " <td> graded</td>\n",
4824 " <td> ['g', 'r', 'a', 'd', 'e', 'd']</td>\n",
4825 " <td> ['s', 'c', 'v', 'y', 't', 'z']</td>\n",
4828 " <td> True</td>\n",
4833 " <td> carriage</td>\n",
4834 " <td> ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e']</td>\n",
4835 " <td> ['s', 'l', 'd']</td>\n",
4838 " <td> True</td>\n",
4843 " <td> datelining</td>\n",
4844 " <td> ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ...</td>\n",
4845 " <td> ['o', 's']</td>\n",
4848 " <td> True</td>\n",
4853 "<p>1000 rows \u00d7 7 columns</p>\n",
4857 "output_type": "pyout",
4858 "prompt_number": 20,
4860 " target discovered \\\n",
4861 "0 punned ['p', 'u', 'n', 'n', 'e', 'd'] \n",
4862 "1 anode ['a', 'n', 'o', 'd', 'e'] \n",
4863 "2 passes ['p', 'a', 's', 's', 'e', 's'] \n",
4864 "3 maxing ['m', 'a', 'x', 'i', 'n', 'g'] \n",
4865 "4 quadrant ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't'] \n",
4866 "5 polygamy ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y'] \n",
4867 "6 technologists ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ... \n",
4868 "7 tussle ['t', 'u', 's', 's', 'l', 'e'] \n",
4869 "8 explicitly ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ... \n",
4870 "9 moderators ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ... \n",
4871 "10 error ['e', 'r', 'r', 'o', 'r'] \n",
4872 "11 stamped ['s', 't', 'a', 'm', 'p', 'e', 'd'] \n",
4873 "12 dress ['d', 'r', 'e', 's', 's'] \n",
4874 "13 truckled ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd'] \n",
4875 "14 accommodation ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ... \n",
4876 "15 reload ['r', 'e', 'l', 'o', 'a', 'd'] \n",
4877 "16 confounded ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ... \n",
4878 "17 racketeers ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ... \n",
4879 "18 ignoramuses ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ... \n",
4880 "19 party ['p', 'a', 'r', 't', 'y'] \n",
4881 "20 rill ['r', 'i', 'l', 'l'] \n",
4882 "21 player ['p', 'l', 'a', 'y', 'e', 'r'] \n",
4883 "22 protester ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r'] \n",
4884 "23 asphalted ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd'] \n",
4885 "24 uniforms ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's'] \n",
4886 "25 coniferous ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ... \n",
4887 "26 dishearten ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ... \n",
4888 "27 scull ['s', 'c', 'u', 'l', 'l'] \n",
4889 "28 virgin ['v', 'i', 'r', 'g', 'i', 'n'] \n",
4890 "29 licentiously ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ... \n",
4892 "970 grindstone ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ... \n",
4893 "971 bankruptcies ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ... \n",
4894 "972 smalls ['s', 'm', 'a', 'l', 'l', 's'] \n",
4895 "973 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
4896 "974 interfacing ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ... \n",
4897 "975 mint ['_', '_', 'n', 't'] \n",
4898 "976 romanticises ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ... \n",
4899 "977 cleavage ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e'] \n",
4900 "978 revival ['r', 'e', 'v', 'i', 'v', 'a', 'l'] \n",
4901 "979 praying ['p', 'r', 'a', 'y', 'i', 'n', 'g'] \n",
4902 "980 troupe ['t', 'r', 'o', 'u', 'p', 'e'] \n",
4903 "981 public ['p', 'u', 'b', 'l', 'i', 'c'] \n",
4904 "982 generating ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ... \n",
4905 "983 sallies ['s', 'a', 'l', 'l', 'i', 'e', 's'] \n",
4906 "984 yacht ['y', 'a', 'c', 'h', 't'] \n",
4907 "985 armpits ['a', 'r', 'm', 'p', 'i', 't', 's'] \n",
4908 "986 oblongs ['o', 'b', 'l', 'o', 'n', 'g', 's'] \n",
4909 "987 developed ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd'] \n",
4910 "988 demolish ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h'] \n",
4911 "989 pincers ['p', 'i', 'n', 'c', 'e', 'r', 's'] \n",
4912 "990 telecommunications ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ... \n",
4913 "991 dabble ['d', 'a', 'b', 'b', 'l', 'e'] \n",
4914 "992 morticing ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g'] \n",
4915 "993 weals ['w', 'e', 'a', 'l', 's'] \n",
4916 "994 dryer ['d', 'r', 'y', 'e', 'r'] \n",
4917 "995 inconclusively ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ... \n",
4918 "996 bubbliest ['_', '_', '_', '_', '_', '_', '_', '_', 't'] \n",
4919 "997 graded ['g', 'r', 'a', 'd', 'e', 'd'] \n",
4920 "998 carriage ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e'] \n",
4921 "999 datelining ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ... \n",
4923 " wrong letters number of hits \\\n",
4924 "0 ['s', 'r', 'l', 'a', 'i'] 6 \n",
4925 "1 ['s', 'l', 'b'] 5 \n",
4926 "2 ['l', 'b'] 6 \n",
4927 "3 ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c'] 6 \n",
4929 "5 ['r', 'i', 's', 'd'] 8 \n",
4932 "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
4934 "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
4935 "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
4937 "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
4938 "14 ['s', 'g'] 13 \n",
4939 "15 ['s', 'i'] 6 \n",
4941 "17 ['o', 'l'] 10 \n",
4943 "19 ['s', 'e', 'n', 'd'] 5 \n",
4944 "20 ['e', 's', 'a', 'o', 'u', 'n'] 4 \n",
4945 "21 ['s', 'm'] 6 \n",
4946 "22 ['i', 'd', 'l'] 9 \n",
4947 "23 ['r', 'i'] 9 \n",
4948 "24 ['a', 't', 'p'] 8 \n",
4950 "26 ['o', 'l', 'g'] 10 \n",
4951 "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
4952 "28 ['s', 'a', 'd'] 6 \n",
4955 "970 ['a', 'u', 'p'] 10 \n",
4957 "972 ['e', 't', 'k', 'w'] 6 \n",
4958 "973 ['s', 'r', 'e', 'a', 'o', 'u', 'k'] 7 \n",
4959 "974 ['o', 'l', 'd', 's'] 11 \n",
4960 "975 ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ... 2 \n",
4962 "977 ['r', 's'] 8 \n",
4963 "978 ['s', 'n', 'c', 'm'] 7 \n",
4964 "979 ['s', 'd', 'c', 'b'] 7 \n",
4965 "980 ['s', 'g', 'a', 'l'] 6 \n",
4966 "981 ['s', 'r', 'd', 'n', 'a', 'e'] 6 \n",
4967 "982 ['o', 'l'] 10 \n",
4969 "984 ['s', 'e'] 5 \n",
4971 "986 ['r', 'i', 'a'] 7 \n",
4972 "987 ['t', 'a', 'r', 'n', 'i'] 9 \n",
4973 "988 ['r', 'a', 't'] 8 \n",
4974 "989 ['a', 'o', 't', 'd', 'l'] 7 \n",
4975 "990 ['p', 'r'] 18 \n",
4976 "991 ['s', 'r', 'i', 'n', 'y'] 6 \n",
4977 "992 ['a', 's', 'f', 'd'] 9 \n",
4978 "993 ['r', 'd', 'p', 'm', 'h'] 5 \n",
4979 "994 ['s', 'i'] 5 \n",
4981 "996 ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ... 1 \n",
4982 "997 ['s', 'c', 'v', 'y', 't', 'z'] 6 \n",
4983 "998 ['s', 'l', 'd'] 8 \n",
4984 "999 ['o', 's'] 10 \n",
4986 " lives remaining game won word length \n",
5017 ".. ... ... ... \n",
5019 "971 10 True 12 \n",
5049 "[1000 rows x 7 columns]"
5056 "cell_type": "code",
5059 "adaptive_split['lives remaining'].hist()"
5061 "language": "python",
5066 "output_type": "pyout",
5067 "prompt_number": 21,
5069 "<matplotlib.axes.AxesSubplot at 0x7f1586ed5470>"
5074 "output_type": "display_data",
5075 "png": 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5077 "<matplotlib.figure.Figure at 0x7f1586eb5da0>"
5084 "cell_type": "code",
5087 "adaptive_split.groupby('lives remaining').size()"
5089 "language": "python",
5094 "output_type": "pyout",
5095 "prompt_number": 22,
5097 "lives remaining\n",
5116 "cell_type": "code",
5119 "language": "python",