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[cas-master-teacher-training.git] / hangman / 05-hangman-logging.ipynb
1 {
2 "metadata": {
3 "name": "",
4 "signature": "sha256:319787fef945fe728683c1bd9cbdb783efff5e79fec8332f433ebca77395f16d"
5 },
6 "nbformat": 3,
7 "nbformat_minor": 0,
8 "worksheets": [
9 {
10 "cells": [
11 {
12 "cell_type": "code",
13 "collapsed": false,
14 "input": [
15 "from hangman import *\n",
16 "import csv"
17 ],
18 "language": "python",
19 "metadata": {},
20 "outputs": [],
21 "prompt_number": 5
22 },
23 {
24 "cell_type": "code",
25 "collapsed": false,
26 "input": [
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",
32 " g.play_game()\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])"
36 ],
37 "language": "python",
38 "metadata": {},
39 "outputs": [],
40 "prompt_number": 63
41 },
42 {
43 "cell_type": "code",
44 "collapsed": false,
45 "input": [
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",
55 "\n",
56 "games_per_player = 1000\n",
57 "\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",
63 " if a:\n",
64 " player = p(a)\n",
65 " else:\n",
66 " player=p()\n",
67 " g = Game(random.choice(WORDS), player=player)\n",
68 " g.play_game()\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])"
72 ],
73 "language": "python",
74 "metadata": {},
75 "outputs": [],
76 "prompt_number": 64
77 },
78 {
79 "cell_type": "code",
80 "collapsed": false,
81 "input": [
82 "players = [(PlayerAdaptiveSplit, WORDS, 'adaptive_split.csv')]\n",
83 "\n",
84 "games_per_player = 1000\n",
85 "\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",
91 " if a:\n",
92 " player = p(a)\n",
93 " else:\n",
94 " player=p()\n",
95 " g = Game(random.choice(WORDS), player=player)\n",
96 " g.play_game()\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])"
100 ],
101 "language": "python",
102 "metadata": {},
103 "outputs": [],
104 "prompt_number": 6
105 },
106 {
107 "cell_type": "code",
108 "collapsed": false,
109 "input": [
110 "import pandas as pd\n",
111 "import matplotlib as mpl\n",
112 "import matplotlib.pyplot as plt\n",
113 "%matplotlib inline"
114 ],
115 "language": "python",
116 "metadata": {},
117 "outputs": [],
118 "prompt_number": 7
119 },
120 {
121 "cell_type": "code",
122 "collapsed": false,
123 "input": [
124 "fixed_order = pd.read_csv('fixed_order.csv')\n",
125 "fixed_order"
126 ],
127 "language": "python",
128 "metadata": {},
129 "outputs": [
130 {
131 "html": [
132 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
133 "<table border=\"1\" class=\"dataframe\">\n",
134 " <thead>\n",
135 " <tr style=\"text-align: right;\">\n",
136 " <th></th>\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",
143 " </tr>\n",
144 " </thead>\n",
145 " <tbody>\n",
146 " <tr>\n",
147 " <th>0 </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",
151 " <td> 10</td>\n",
152 " <td> 2</td>\n",
153 " <td> True</td>\n",
154 " </tr>\n",
155 " <tr>\n",
156 " <th>1 </th>\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",
160 " <td> 4</td>\n",
161 " <td> 0</td>\n",
162 " <td> False</td>\n",
163 " </tr>\n",
164 " <tr>\n",
165 " <th>2 </th>\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",
169 " <td> 6</td>\n",
170 " <td> 0</td>\n",
171 " <td> False</td>\n",
172 " </tr>\n",
173 " <tr>\n",
174 " <th>3 </th>\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",
178 " <td> 8</td>\n",
179 " <td> 0</td>\n",
180 " <td> False</td>\n",
181 " </tr>\n",
182 " <tr>\n",
183 " <th>4 </th>\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",
187 " <td> 5</td>\n",
188 " <td> 0</td>\n",
189 " <td> False</td>\n",
190 " </tr>\n",
191 " <tr>\n",
192 " <th>5 </th>\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",
196 " <td> 8</td>\n",
197 " <td> 0</td>\n",
198 " <td> False</td>\n",
199 " </tr>\n",
200 " <tr>\n",
201 " <th>6 </th>\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",
205 " <td> 4</td>\n",
206 " <td> 0</td>\n",
207 " <td> False</td>\n",
208 " </tr>\n",
209 " <tr>\n",
210 " <th>7 </th>\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",
214 " <td> 8</td>\n",
215 " <td> 2</td>\n",
216 " <td> True</td>\n",
217 " </tr>\n",
218 " <tr>\n",
219 " <th>8 </th>\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",
223 " <td> 7</td>\n",
224 " <td> 5</td>\n",
225 " <td> True</td>\n",
226 " </tr>\n",
227 " <tr>\n",
228 " <th>9 </th>\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",
232 " <td> 11</td>\n",
233 " <td> 5</td>\n",
234 " <td> True</td>\n",
235 " </tr>\n",
236 " <tr>\n",
237 " <th>10 </th>\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",
241 " <td> 4</td>\n",
242 " <td> 0</td>\n",
243 " <td> False</td>\n",
244 " </tr>\n",
245 " <tr>\n",
246 " <th>11 </th>\n",
247 " <td> goop</td>\n",
248 " <td> ['_', 'o', 'o', '_']</td>\n",
249 " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
250 " <td> 2</td>\n",
251 " <td> 0</td>\n",
252 " <td> False</td>\n",
253 " </tr>\n",
254 " <tr>\n",
255 " <th>12 </th>\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",
259 " <td> 8</td>\n",
260 " <td> 4</td>\n",
261 " <td> True</td>\n",
262 " </tr>\n",
263 " <tr>\n",
264 " <th>13 </th>\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",
268 " <td> 8</td>\n",
269 " <td> 0</td>\n",
270 " <td> False</td>\n",
271 " </tr>\n",
272 " <tr>\n",
273 " <th>14 </th>\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",
277 " <td> 10</td>\n",
278 " <td> 1</td>\n",
279 " <td> True</td>\n",
280 " </tr>\n",
281 " <tr>\n",
282 " <th>15 </th>\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",
286 " <td> 7</td>\n",
287 " <td> 0</td>\n",
288 " <td> False</td>\n",
289 " </tr>\n",
290 " <tr>\n",
291 " <th>16 </th>\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",
295 " <td> 5</td>\n",
296 " <td> 0</td>\n",
297 " <td> False</td>\n",
298 " </tr>\n",
299 " <tr>\n",
300 " <th>17 </th>\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",
304 " <td> 14</td>\n",
305 " <td> 3</td>\n",
306 " <td> True</td>\n",
307 " </tr>\n",
308 " <tr>\n",
309 " <th>18 </th>\n",
310 " <td> inane</td>\n",
311 " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
312 " <td> ['t', 'o', 'h']</td>\n",
313 " <td> 5</td>\n",
314 " <td> 7</td>\n",
315 " <td> True</td>\n",
316 " </tr>\n",
317 " <tr>\n",
318 " <th>19 </th>\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",
322 " <td> 5</td>\n",
323 " <td> 0</td>\n",
324 " <td> False</td>\n",
325 " </tr>\n",
326 " <tr>\n",
327 " <th>20 </th>\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",
331 " <td> 9</td>\n",
332 " <td> 0</td>\n",
333 " <td> False</td>\n",
334 " </tr>\n",
335 " <tr>\n",
336 " <th>21 </th>\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",
340 " <td> 8</td>\n",
341 " <td> 0</td>\n",
342 " <td> False</td>\n",
343 " </tr>\n",
344 " <tr>\n",
345 " <th>22 </th>\n",
346 " <td> ks</td>\n",
347 " <td> ['_', 's']</td>\n",
348 " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
349 " <td> 1</td>\n",
350 " <td> 0</td>\n",
351 " <td> False</td>\n",
352 " </tr>\n",
353 " <tr>\n",
354 " <th>23 </th>\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",
358 " <td> 8</td>\n",
359 " <td> 2</td>\n",
360 " <td> True</td>\n",
361 " </tr>\n",
362 " <tr>\n",
363 " <th>24 </th>\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",
367 " <td> 9</td>\n",
368 " <td> 0</td>\n",
369 " <td> False</td>\n",
370 " </tr>\n",
371 " <tr>\n",
372 " <th>25 </th>\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",
376 " <td> 10</td>\n",
377 " <td> 0</td>\n",
378 " <td> False</td>\n",
379 " </tr>\n",
380 " <tr>\n",
381 " <th>26 </th>\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",
385 " <td> 6</td>\n",
386 " <td> 2</td>\n",
387 " <td> True</td>\n",
388 " </tr>\n",
389 " <tr>\n",
390 " <th>27 </th>\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",
394 " <td> 11</td>\n",
395 " <td> 1</td>\n",
396 " <td> True</td>\n",
397 " </tr>\n",
398 " <tr>\n",
399 " <th>28 </th>\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",
403 " <td> 11</td>\n",
404 " <td> 0</td>\n",
405 " <td> False</td>\n",
406 " </tr>\n",
407 " <tr>\n",
408 " <th>29 </th>\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",
412 " <td> 7</td>\n",
413 " <td> 0</td>\n",
414 " <td> False</td>\n",
415 " </tr>\n",
416 " <tr>\n",
417 " <th>...</th>\n",
418 " <td>...</td>\n",
419 " <td>...</td>\n",
420 " <td>...</td>\n",
421 " <td>...</td>\n",
422 " <td>...</td>\n",
423 " <td>...</td>\n",
424 " </tr>\n",
425 " <tr>\n",
426 " <th>970</th>\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",
430 " <td> 3</td>\n",
431 " <td> 0</td>\n",
432 " <td> False</td>\n",
433 " </tr>\n",
434 " <tr>\n",
435 " <th>971</th>\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",
439 " <td> 9</td>\n",
440 " <td> 0</td>\n",
441 " <td> False</td>\n",
442 " </tr>\n",
443 " <tr>\n",
444 " <th>972</th>\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",
448 " <td> 5</td>\n",
449 " <td> 0</td>\n",
450 " <td> False</td>\n",
451 " </tr>\n",
452 " <tr>\n",
453 " <th>973</th>\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",
457 " <td> 11</td>\n",
458 " <td> 4</td>\n",
459 " <td> True</td>\n",
460 " </tr>\n",
461 " <tr>\n",
462 " <th>974</th>\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",
466 " <td> 11</td>\n",
467 " <td> 6</td>\n",
468 " <td> True</td>\n",
469 " </tr>\n",
470 " <tr>\n",
471 " <th>975</th>\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",
475 " <td> 6</td>\n",
476 " <td> 0</td>\n",
477 " <td> False</td>\n",
478 " </tr>\n",
479 " <tr>\n",
480 " <th>976</th>\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",
484 " <td> 4</td>\n",
485 " <td> 0</td>\n",
486 " <td> False</td>\n",
487 " </tr>\n",
488 " <tr>\n",
489 " <th>977</th>\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",
493 " <td> 13</td>\n",
494 " <td> 0</td>\n",
495 " <td> False</td>\n",
496 " </tr>\n",
497 " <tr>\n",
498 " <th>978</th>\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",
502 " <td> 4</td>\n",
503 " <td> 0</td>\n",
504 " <td> False</td>\n",
505 " </tr>\n",
506 " <tr>\n",
507 " <th>979</th>\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",
511 " <td> 8</td>\n",
512 " <td> 1</td>\n",
513 " <td> True</td>\n",
514 " </tr>\n",
515 " <tr>\n",
516 " <th>980</th>\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",
520 " <td> 5</td>\n",
521 " <td> 0</td>\n",
522 " <td> False</td>\n",
523 " </tr>\n",
524 " <tr>\n",
525 " <th>981</th>\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",
529 " <td> 5</td>\n",
530 " <td> 0</td>\n",
531 " <td> False</td>\n",
532 " </tr>\n",
533 " <tr>\n",
534 " <th>982</th>\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",
538 " <td> 8</td>\n",
539 " <td> 0</td>\n",
540 " <td> False</td>\n",
541 " </tr>\n",
542 " <tr>\n",
543 " <th>983</th>\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",
547 " <td> 6</td>\n",
548 " <td> 0</td>\n",
549 " <td> False</td>\n",
550 " </tr>\n",
551 " <tr>\n",
552 " <th>984</th>\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",
556 " <td> 11</td>\n",
557 " <td> 4</td>\n",
558 " <td> True</td>\n",
559 " </tr>\n",
560 " <tr>\n",
561 " <th>985</th>\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",
565 " <td> 4</td>\n",
566 " <td> 0</td>\n",
567 " <td> False</td>\n",
568 " </tr>\n",
569 " <tr>\n",
570 " <th>986</th>\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",
574 " <td> 7</td>\n",
575 " <td> 0</td>\n",
576 " <td> False</td>\n",
577 " </tr>\n",
578 " <tr>\n",
579 " <th>987</th>\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",
583 " <td> 8</td>\n",
584 " <td> 0</td>\n",
585 " <td> False</td>\n",
586 " </tr>\n",
587 " <tr>\n",
588 " <th>988</th>\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",
592 " <td> 7</td>\n",
593 " <td> 5</td>\n",
594 " <td> True</td>\n",
595 " </tr>\n",
596 " <tr>\n",
597 " <th>989</th>\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",
601 " <td> 5</td>\n",
602 " <td> 1</td>\n",
603 " <td> True</td>\n",
604 " </tr>\n",
605 " <tr>\n",
606 " <th>990</th>\n",
607 " <td> arena</td>\n",
608 " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
609 " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
610 " <td> 5</td>\n",
611 " <td> 5</td>\n",
612 " <td> True</td>\n",
613 " </tr>\n",
614 " <tr>\n",
615 " <th>991</th>\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",
619 " <td> 7</td>\n",
620 " <td> 4</td>\n",
621 " <td> True</td>\n",
622 " </tr>\n",
623 " <tr>\n",
624 " <th>992</th>\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",
628 " <td> 7</td>\n",
629 " <td> 0</td>\n",
630 " <td> False</td>\n",
631 " </tr>\n",
632 " <tr>\n",
633 " <th>993</th>\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",
637 " <td> 10</td>\n",
638 " <td> 5</td>\n",
639 " <td> True</td>\n",
640 " </tr>\n",
641 " <tr>\n",
642 " <th>994</th>\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",
646 " <td> 10</td>\n",
647 " <td> 4</td>\n",
648 " <td> True</td>\n",
649 " </tr>\n",
650 " <tr>\n",
651 " <th>995</th>\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",
655 " <td> 5</td>\n",
656 " <td> 0</td>\n",
657 " <td> False</td>\n",
658 " </tr>\n",
659 " <tr>\n",
660 " <th>996</th>\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",
664 " <td> 3</td>\n",
665 " <td> 0</td>\n",
666 " <td> False</td>\n",
667 " </tr>\n",
668 " <tr>\n",
669 " <th>997</th>\n",
670 " <td> torts</td>\n",
671 " <td> ['t', 'o', 'r', 't', 's']</td>\n",
672 " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
673 " <td> 5</td>\n",
674 " <td> 5</td>\n",
675 " <td> True</td>\n",
676 " </tr>\n",
677 " <tr>\n",
678 " <th>998</th>\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",
682 " <td> 10</td>\n",
683 " <td> 3</td>\n",
684 " <td> True</td>\n",
685 " </tr>\n",
686 " <tr>\n",
687 " <th>999</th>\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",
691 " <td> 9</td>\n",
692 " <td> 0</td>\n",
693 " <td> False</td>\n",
694 " </tr>\n",
695 " </tbody>\n",
696 "</table>\n",
697 "<p>1000 rows \u00d7 6 columns</p>\n",
698 "</div>"
699 ],
700 "metadata": {},
701 "output_type": "pyout",
702 "prompt_number": 8,
703 "text": [
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",
735 ".. ... ... \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",
766 "\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",
798 ".. ... ... \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",
829 "\n",
830 " lives remaining game won \n",
831 "0 2 True \n",
832 "1 0 False \n",
833 "2 0 False \n",
834 "3 0 False \n",
835 "4 0 False \n",
836 "5 0 False \n",
837 "6 0 False \n",
838 "7 2 True \n",
839 "8 5 True \n",
840 "9 5 True \n",
841 "10 0 False \n",
842 "11 0 False \n",
843 "12 4 True \n",
844 "13 0 False \n",
845 "14 1 True \n",
846 "15 0 False \n",
847 "16 0 False \n",
848 "17 3 True \n",
849 "18 7 True \n",
850 "19 0 False \n",
851 "20 0 False \n",
852 "21 0 False \n",
853 "22 0 False \n",
854 "23 2 True \n",
855 "24 0 False \n",
856 "25 0 False \n",
857 "26 2 True \n",
858 "27 1 True \n",
859 "28 0 False \n",
860 "29 0 False \n",
861 ".. ... ... \n",
862 "970 0 False \n",
863 "971 0 False \n",
864 "972 0 False \n",
865 "973 4 True \n",
866 "974 6 True \n",
867 "975 0 False \n",
868 "976 0 False \n",
869 "977 0 False \n",
870 "978 0 False \n",
871 "979 1 True \n",
872 "980 0 False \n",
873 "981 0 False \n",
874 "982 0 False \n",
875 "983 0 False \n",
876 "984 4 True \n",
877 "985 0 False \n",
878 "986 0 False \n",
879 "987 0 False \n",
880 "988 5 True \n",
881 "989 1 True \n",
882 "990 5 True \n",
883 "991 4 True \n",
884 "992 0 False \n",
885 "993 5 True \n",
886 "994 4 True \n",
887 "995 0 False \n",
888 "996 0 False \n",
889 "997 5 True \n",
890 "998 3 True \n",
891 "999 0 False \n",
892 "\n",
893 "[1000 rows x 6 columns]"
894 ]
895 }
896 ],
897 "prompt_number": 8
898 },
899 {
900 "cell_type": "code",
901 "collapsed": false,
902 "input": [
903 "len(fixed_order['discovered'][0].split(','))"
904 ],
905 "language": "python",
906 "metadata": {},
907 "outputs": [
908 {
909 "metadata": {},
910 "output_type": "pyout",
911 "prompt_number": 9,
912 "text": [
913 "10"
914 ]
915 }
916 ],
917 "prompt_number": 9
918 },
919 {
920 "cell_type": "code",
921 "collapsed": false,
922 "input": [
923 "fixed_order['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
924 "fixed_order"
925 ],
926 "language": "python",
927 "metadata": {},
928 "outputs": [
929 {
930 "html": [
931 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
932 "<table border=\"1\" class=\"dataframe\">\n",
933 " <thead>\n",
934 " <tr style=\"text-align: right;\">\n",
935 " <th></th>\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",
943 " </tr>\n",
944 " </thead>\n",
945 " <tbody>\n",
946 " <tr>\n",
947 " <th>0 </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",
951 " <td> 10</td>\n",
952 " <td> 2</td>\n",
953 " <td> True</td>\n",
954 " <td> 10</td>\n",
955 " </tr>\n",
956 " <tr>\n",
957 " <th>1 </th>\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",
961 " <td> 4</td>\n",
962 " <td> 0</td>\n",
963 " <td> False</td>\n",
964 " <td> 6</td>\n",
965 " </tr>\n",
966 " <tr>\n",
967 " <th>2 </th>\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",
971 " <td> 6</td>\n",
972 " <td> 0</td>\n",
973 " <td> False</td>\n",
974 " <td> 9</td>\n",
975 " </tr>\n",
976 " <tr>\n",
977 " <th>3 </th>\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",
981 " <td> 8</td>\n",
982 " <td> 0</td>\n",
983 " <td> False</td>\n",
984 " <td> 10</td>\n",
985 " </tr>\n",
986 " <tr>\n",
987 " <th>4 </th>\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",
991 " <td> 5</td>\n",
992 " <td> 0</td>\n",
993 " <td> False</td>\n",
994 " <td> 6</td>\n",
995 " </tr>\n",
996 " <tr>\n",
997 " <th>5 </th>\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",
1001 " <td> 8</td>\n",
1002 " <td> 0</td>\n",
1003 " <td> False</td>\n",
1004 " <td> 11</td>\n",
1005 " </tr>\n",
1006 " <tr>\n",
1007 " <th>6 </th>\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",
1011 " <td> 4</td>\n",
1012 " <td> 0</td>\n",
1013 " <td> False</td>\n",
1014 " <td> 7</td>\n",
1015 " </tr>\n",
1016 " <tr>\n",
1017 " <th>7 </th>\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",
1021 " <td> 8</td>\n",
1022 " <td> 2</td>\n",
1023 " <td> True</td>\n",
1024 " <td> 8</td>\n",
1025 " </tr>\n",
1026 " <tr>\n",
1027 " <th>8 </th>\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",
1031 " <td> 7</td>\n",
1032 " <td> 5</td>\n",
1033 " <td> True</td>\n",
1034 " <td> 7</td>\n",
1035 " </tr>\n",
1036 " <tr>\n",
1037 " <th>9 </th>\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",
1041 " <td> 11</td>\n",
1042 " <td> 5</td>\n",
1043 " <td> True</td>\n",
1044 " <td> 11</td>\n",
1045 " </tr>\n",
1046 " <tr>\n",
1047 " <th>10 </th>\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",
1051 " <td> 4</td>\n",
1052 " <td> 0</td>\n",
1053 " <td> False</td>\n",
1054 " <td> 7</td>\n",
1055 " </tr>\n",
1056 " <tr>\n",
1057 " <th>11 </th>\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",
1061 " <td> 2</td>\n",
1062 " <td> 0</td>\n",
1063 " <td> False</td>\n",
1064 " <td> 4</td>\n",
1065 " </tr>\n",
1066 " <tr>\n",
1067 " <th>12 </th>\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",
1071 " <td> 8</td>\n",
1072 " <td> 4</td>\n",
1073 " <td> True</td>\n",
1074 " <td> 8</td>\n",
1075 " </tr>\n",
1076 " <tr>\n",
1077 " <th>13 </th>\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",
1081 " <td> 8</td>\n",
1082 " <td> 0</td>\n",
1083 " <td> False</td>\n",
1084 " <td> 10</td>\n",
1085 " </tr>\n",
1086 " <tr>\n",
1087 " <th>14 </th>\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",
1091 " <td> 10</td>\n",
1092 " <td> 1</td>\n",
1093 " <td> True</td>\n",
1094 " <td> 10</td>\n",
1095 " </tr>\n",
1096 " <tr>\n",
1097 " <th>15 </th>\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",
1101 " <td> 7</td>\n",
1102 " <td> 0</td>\n",
1103 " <td> False</td>\n",
1104 " <td> 8</td>\n",
1105 " </tr>\n",
1106 " <tr>\n",
1107 " <th>16 </th>\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",
1111 " <td> 5</td>\n",
1112 " <td> 0</td>\n",
1113 " <td> False</td>\n",
1114 " <td> 6</td>\n",
1115 " </tr>\n",
1116 " <tr>\n",
1117 " <th>17 </th>\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",
1121 " <td> 14</td>\n",
1122 " <td> 3</td>\n",
1123 " <td> True</td>\n",
1124 " <td> 14</td>\n",
1125 " </tr>\n",
1126 " <tr>\n",
1127 " <th>18 </th>\n",
1128 " <td> inane</td>\n",
1129 " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
1130 " <td> ['t', 'o', 'h']</td>\n",
1131 " <td> 5</td>\n",
1132 " <td> 7</td>\n",
1133 " <td> True</td>\n",
1134 " <td> 5</td>\n",
1135 " </tr>\n",
1136 " <tr>\n",
1137 " <th>19 </th>\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",
1141 " <td> 5</td>\n",
1142 " <td> 0</td>\n",
1143 " <td> False</td>\n",
1144 " <td> 7</td>\n",
1145 " </tr>\n",
1146 " <tr>\n",
1147 " <th>20 </th>\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",
1151 " <td> 9</td>\n",
1152 " <td> 0</td>\n",
1153 " <td> False</td>\n",
1154 " <td> 11</td>\n",
1155 " </tr>\n",
1156 " <tr>\n",
1157 " <th>21 </th>\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",
1161 " <td> 8</td>\n",
1162 " <td> 0</td>\n",
1163 " <td> False</td>\n",
1164 " <td> 9</td>\n",
1165 " </tr>\n",
1166 " <tr>\n",
1167 " <th>22 </th>\n",
1168 " <td> ks</td>\n",
1169 " <td> ['_', 's']</td>\n",
1170 " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
1171 " <td> 1</td>\n",
1172 " <td> 0</td>\n",
1173 " <td> False</td>\n",
1174 " <td> 2</td>\n",
1175 " </tr>\n",
1176 " <tr>\n",
1177 " <th>23 </th>\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",
1181 " <td> 8</td>\n",
1182 " <td> 2</td>\n",
1183 " <td> True</td>\n",
1184 " <td> 8</td>\n",
1185 " </tr>\n",
1186 " <tr>\n",
1187 " <th>24 </th>\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",
1191 " <td> 9</td>\n",
1192 " <td> 0</td>\n",
1193 " <td> False</td>\n",
1194 " <td> 10</td>\n",
1195 " </tr>\n",
1196 " <tr>\n",
1197 " <th>25 </th>\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",
1201 " <td> 10</td>\n",
1202 " <td> 0</td>\n",
1203 " <td> False</td>\n",
1204 " <td> 11</td>\n",
1205 " </tr>\n",
1206 " <tr>\n",
1207 " <th>26 </th>\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",
1211 " <td> 6</td>\n",
1212 " <td> 2</td>\n",
1213 " <td> True</td>\n",
1214 " <td> 6</td>\n",
1215 " </tr>\n",
1216 " <tr>\n",
1217 " <th>27 </th>\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",
1221 " <td> 11</td>\n",
1222 " <td> 1</td>\n",
1223 " <td> True</td>\n",
1224 " <td> 11</td>\n",
1225 " </tr>\n",
1226 " <tr>\n",
1227 " <th>28 </th>\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",
1231 " <td> 11</td>\n",
1232 " <td> 0</td>\n",
1233 " <td> False</td>\n",
1234 " <td> 12</td>\n",
1235 " </tr>\n",
1236 " <tr>\n",
1237 " <th>29 </th>\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",
1241 " <td> 7</td>\n",
1242 " <td> 0</td>\n",
1243 " <td> False</td>\n",
1244 " <td> 9</td>\n",
1245 " </tr>\n",
1246 " <tr>\n",
1247 " <th>...</th>\n",
1248 " <td>...</td>\n",
1249 " <td>...</td>\n",
1250 " <td>...</td>\n",
1251 " <td>...</td>\n",
1252 " <td>...</td>\n",
1253 " <td>...</td>\n",
1254 " <td>...</td>\n",
1255 " </tr>\n",
1256 " <tr>\n",
1257 " <th>970</th>\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",
1261 " <td> 3</td>\n",
1262 " <td> 0</td>\n",
1263 " <td> False</td>\n",
1264 " <td> 5</td>\n",
1265 " </tr>\n",
1266 " <tr>\n",
1267 " <th>971</th>\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",
1271 " <td> 9</td>\n",
1272 " <td> 0</td>\n",
1273 " <td> False</td>\n",
1274 " <td> 11</td>\n",
1275 " </tr>\n",
1276 " <tr>\n",
1277 " <th>972</th>\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",
1281 " <td> 5</td>\n",
1282 " <td> 0</td>\n",
1283 " <td> False</td>\n",
1284 " <td> 7</td>\n",
1285 " </tr>\n",
1286 " <tr>\n",
1287 " <th>973</th>\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",
1291 " <td> 11</td>\n",
1292 " <td> 4</td>\n",
1293 " <td> True</td>\n",
1294 " <td> 11</td>\n",
1295 " </tr>\n",
1296 " <tr>\n",
1297 " <th>974</th>\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",
1301 " <td> 11</td>\n",
1302 " <td> 6</td>\n",
1303 " <td> True</td>\n",
1304 " <td> 11</td>\n",
1305 " </tr>\n",
1306 " <tr>\n",
1307 " <th>975</th>\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",
1311 " <td> 6</td>\n",
1312 " <td> 0</td>\n",
1313 " <td> False</td>\n",
1314 " <td> 7</td>\n",
1315 " </tr>\n",
1316 " <tr>\n",
1317 " <th>976</th>\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",
1321 " <td> 4</td>\n",
1322 " <td> 0</td>\n",
1323 " <td> False</td>\n",
1324 " <td> 5</td>\n",
1325 " </tr>\n",
1326 " <tr>\n",
1327 " <th>977</th>\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",
1331 " <td> 13</td>\n",
1332 " <td> 0</td>\n",
1333 " <td> False</td>\n",
1334 " <td> 14</td>\n",
1335 " </tr>\n",
1336 " <tr>\n",
1337 " <th>978</th>\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",
1341 " <td> 4</td>\n",
1342 " <td> 0</td>\n",
1343 " <td> False</td>\n",
1344 " <td> 6</td>\n",
1345 " </tr>\n",
1346 " <tr>\n",
1347 " <th>979</th>\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",
1351 " <td> 8</td>\n",
1352 " <td> 1</td>\n",
1353 " <td> True</td>\n",
1354 " <td> 8</td>\n",
1355 " </tr>\n",
1356 " <tr>\n",
1357 " <th>980</th>\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",
1361 " <td> 5</td>\n",
1362 " <td> 0</td>\n",
1363 " <td> False</td>\n",
1364 " <td> 6</td>\n",
1365 " </tr>\n",
1366 " <tr>\n",
1367 " <th>981</th>\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",
1371 " <td> 5</td>\n",
1372 " <td> 0</td>\n",
1373 " <td> False</td>\n",
1374 " <td> 6</td>\n",
1375 " </tr>\n",
1376 " <tr>\n",
1377 " <th>982</th>\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",
1381 " <td> 8</td>\n",
1382 " <td> 0</td>\n",
1383 " <td> False</td>\n",
1384 " <td> 9</td>\n",
1385 " </tr>\n",
1386 " <tr>\n",
1387 " <th>983</th>\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",
1391 " <td> 6</td>\n",
1392 " <td> 0</td>\n",
1393 " <td> False</td>\n",
1394 " <td> 7</td>\n",
1395 " </tr>\n",
1396 " <tr>\n",
1397 " <th>984</th>\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",
1401 " <td> 11</td>\n",
1402 " <td> 4</td>\n",
1403 " <td> True</td>\n",
1404 " <td> 11</td>\n",
1405 " </tr>\n",
1406 " <tr>\n",
1407 " <th>985</th>\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",
1411 " <td> 4</td>\n",
1412 " <td> 0</td>\n",
1413 " <td> False</td>\n",
1414 " <td> 7</td>\n",
1415 " </tr>\n",
1416 " <tr>\n",
1417 " <th>986</th>\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",
1421 " <td> 7</td>\n",
1422 " <td> 0</td>\n",
1423 " <td> False</td>\n",
1424 " <td> 9</td>\n",
1425 " </tr>\n",
1426 " <tr>\n",
1427 " <th>987</th>\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",
1431 " <td> 8</td>\n",
1432 " <td> 0</td>\n",
1433 " <td> False</td>\n",
1434 " <td> 10</td>\n",
1435 " </tr>\n",
1436 " <tr>\n",
1437 " <th>988</th>\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",
1441 " <td> 7</td>\n",
1442 " <td> 5</td>\n",
1443 " <td> True</td>\n",
1444 " <td> 7</td>\n",
1445 " </tr>\n",
1446 " <tr>\n",
1447 " <th>989</th>\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",
1451 " <td> 5</td>\n",
1452 " <td> 1</td>\n",
1453 " <td> True</td>\n",
1454 " <td> 5</td>\n",
1455 " </tr>\n",
1456 " <tr>\n",
1457 " <th>990</th>\n",
1458 " <td> arena</td>\n",
1459 " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
1460 " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
1461 " <td> 5</td>\n",
1462 " <td> 5</td>\n",
1463 " <td> True</td>\n",
1464 " <td> 5</td>\n",
1465 " </tr>\n",
1466 " <tr>\n",
1467 " <th>991</th>\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",
1471 " <td> 7</td>\n",
1472 " <td> 4</td>\n",
1473 " <td> True</td>\n",
1474 " <td> 7</td>\n",
1475 " </tr>\n",
1476 " <tr>\n",
1477 " <th>992</th>\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",
1481 " <td> 7</td>\n",
1482 " <td> 0</td>\n",
1483 " <td> False</td>\n",
1484 " <td> 8</td>\n",
1485 " </tr>\n",
1486 " <tr>\n",
1487 " <th>993</th>\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",
1491 " <td> 10</td>\n",
1492 " <td> 5</td>\n",
1493 " <td> True</td>\n",
1494 " <td> 10</td>\n",
1495 " </tr>\n",
1496 " <tr>\n",
1497 " <th>994</th>\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",
1501 " <td> 10</td>\n",
1502 " <td> 4</td>\n",
1503 " <td> True</td>\n",
1504 " <td> 10</td>\n",
1505 " </tr>\n",
1506 " <tr>\n",
1507 " <th>995</th>\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",
1511 " <td> 5</td>\n",
1512 " <td> 0</td>\n",
1513 " <td> False</td>\n",
1514 " <td> 6</td>\n",
1515 " </tr>\n",
1516 " <tr>\n",
1517 " <th>996</th>\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",
1521 " <td> 3</td>\n",
1522 " <td> 0</td>\n",
1523 " <td> False</td>\n",
1524 " <td> 5</td>\n",
1525 " </tr>\n",
1526 " <tr>\n",
1527 " <th>997</th>\n",
1528 " <td> torts</td>\n",
1529 " <td> ['t', 'o', 'r', 't', 's']</td>\n",
1530 " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
1531 " <td> 5</td>\n",
1532 " <td> 5</td>\n",
1533 " <td> True</td>\n",
1534 " <td> 5</td>\n",
1535 " </tr>\n",
1536 " <tr>\n",
1537 " <th>998</th>\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",
1541 " <td> 10</td>\n",
1542 " <td> 3</td>\n",
1543 " <td> True</td>\n",
1544 " <td> 10</td>\n",
1545 " </tr>\n",
1546 " <tr>\n",
1547 " <th>999</th>\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",
1551 " <td> 9</td>\n",
1552 " <td> 0</td>\n",
1553 " <td> False</td>\n",
1554 " <td> 11</td>\n",
1555 " </tr>\n",
1556 " </tbody>\n",
1557 "</table>\n",
1558 "<p>1000 rows \u00d7 7 columns</p>\n",
1559 "</div>"
1560 ],
1561 "metadata": {},
1562 "output_type": "pyout",
1563 "prompt_number": 10,
1564 "text": [
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",
1596 ".. ... ... \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",
1627 "\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",
1659 ".. ... ... \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",
1690 "\n",
1691 " lives remaining game won word length \n",
1692 "0 2 True 10 \n",
1693 "1 0 False 6 \n",
1694 "2 0 False 9 \n",
1695 "3 0 False 10 \n",
1696 "4 0 False 6 \n",
1697 "5 0 False 11 \n",
1698 "6 0 False 7 \n",
1699 "7 2 True 8 \n",
1700 "8 5 True 7 \n",
1701 "9 5 True 11 \n",
1702 "10 0 False 7 \n",
1703 "11 0 False 4 \n",
1704 "12 4 True 8 \n",
1705 "13 0 False 10 \n",
1706 "14 1 True 10 \n",
1707 "15 0 False 8 \n",
1708 "16 0 False 6 \n",
1709 "17 3 True 14 \n",
1710 "18 7 True 5 \n",
1711 "19 0 False 7 \n",
1712 "20 0 False 11 \n",
1713 "21 0 False 9 \n",
1714 "22 0 False 2 \n",
1715 "23 2 True 8 \n",
1716 "24 0 False 10 \n",
1717 "25 0 False 11 \n",
1718 "26 2 True 6 \n",
1719 "27 1 True 11 \n",
1720 "28 0 False 12 \n",
1721 "29 0 False 9 \n",
1722 ".. ... ... ... \n",
1723 "970 0 False 5 \n",
1724 "971 0 False 11 \n",
1725 "972 0 False 7 \n",
1726 "973 4 True 11 \n",
1727 "974 6 True 11 \n",
1728 "975 0 False 7 \n",
1729 "976 0 False 5 \n",
1730 "977 0 False 14 \n",
1731 "978 0 False 6 \n",
1732 "979 1 True 8 \n",
1733 "980 0 False 6 \n",
1734 "981 0 False 6 \n",
1735 "982 0 False 9 \n",
1736 "983 0 False 7 \n",
1737 "984 4 True 11 \n",
1738 "985 0 False 7 \n",
1739 "986 0 False 9 \n",
1740 "987 0 False 10 \n",
1741 "988 5 True 7 \n",
1742 "989 1 True 5 \n",
1743 "990 5 True 5 \n",
1744 "991 4 True 7 \n",
1745 "992 0 False 8 \n",
1746 "993 5 True 10 \n",
1747 "994 4 True 10 \n",
1748 "995 0 False 6 \n",
1749 "996 0 False 5 \n",
1750 "997 5 True 5 \n",
1751 "998 3 True 10 \n",
1752 "999 0 False 11 \n",
1753 "\n",
1754 "[1000 rows x 7 columns]"
1755 ]
1756 }
1757 ],
1758 "prompt_number": 10
1759 },
1760 {
1761 "cell_type": "code",
1762 "collapsed": false,
1763 "input": [
1764 "fixed_order['lives remaining'].hist()"
1765 ],
1766 "language": "python",
1767 "metadata": {},
1768 "outputs": [
1769 {
1770 "metadata": {},
1771 "output_type": "pyout",
1772 "prompt_number": 11,
1773 "text": [
1774 "<matplotlib.axes.AxesSubplot at 0x7f15a58c0780>"
1775 ]
1776 },
1777 {
1778 "metadata": {},
1779 "output_type": "display_data",
1780 "png": 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duiT1GYd6gVx6NnNWK4ecOWQEc6bgUJekHmKnbqcuKRN26pLUZxzqBXLp2cxZrRxy5pAR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\ntnpo7g5vAAAAAElFTkSuQmCC\n",
1781 "text": [
1782 "<matplotlib.figure.Figure at 0x7f15a58e0fd0>"
1783 ]
1784 }
1785 ],
1786 "prompt_number": 11
1787 },
1788 {
1789 "cell_type": "code",
1790 "collapsed": false,
1791 "input": [
1792 "fixed_order.groupby('lives remaining').size()"
1793 ],
1794 "language": "python",
1795 "metadata": {},
1796 "outputs": [
1797 {
1798 "metadata": {},
1799 "output_type": "pyout",
1800 "prompt_number": 12,
1801 "text": [
1802 "lives remaining\n",
1803 "0 667\n",
1804 "1 86\n",
1805 "2 60\n",
1806 "3 59\n",
1807 "4 50\n",
1808 "5 35\n",
1809 "6 22\n",
1810 "7 15\n",
1811 "8 6\n",
1812 "dtype: int64"
1813 ]
1814 }
1815 ],
1816 "prompt_number": 12
1817 },
1818 {
1819 "cell_type": "code",
1820 "collapsed": false,
1821 "input": [
1822 "adaptive_pattern = pd.read_csv('adaptive_pattern.csv')\n",
1823 "adaptive_pattern"
1824 ],
1825 "language": "python",
1826 "metadata": {},
1827 "outputs": [
1828 {
1829 "html": [
1830 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
1831 "<table border=\"1\" class=\"dataframe\">\n",
1832 " <thead>\n",
1833 " <tr style=\"text-align: right;\">\n",
1834 " <th></th>\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",
1841 " </tr>\n",
1842 " </thead>\n",
1843 " <tbody>\n",
1844 " <tr>\n",
1845 " <th>0 </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",
1849 " <td> 9</td>\n",
1850 " <td> 8</td>\n",
1851 " <td> True</td>\n",
1852 " </tr>\n",
1853 " <tr>\n",
1854 " <th>1 </th>\n",
1855 " <td> analgesics</td>\n",
1856 " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
1857 " <td> []</td>\n",
1858 " <td> 10</td>\n",
1859 " <td> 10</td>\n",
1860 " <td> True</td>\n",
1861 " </tr>\n",
1862 " <tr>\n",
1863 " <th>2 </th>\n",
1864 " <td> intrenched</td>\n",
1865 " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
1866 " <td> ['s']</td>\n",
1867 " <td> 10</td>\n",
1868 " <td> 9</td>\n",
1869 " <td> True</td>\n",
1870 " </tr>\n",
1871 " <tr>\n",
1872 " <th>3 </th>\n",
1873 " <td> normal</td>\n",
1874 " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
1875 " <td> ['e', 's', 'i', 'f']</td>\n",
1876 " <td> 6</td>\n",
1877 " <td> 6</td>\n",
1878 " <td> True</td>\n",
1879 " </tr>\n",
1880 " <tr>\n",
1881 " <th>4 </th>\n",
1882 " <td> debunks</td>\n",
1883 " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
1884 " <td> ['t']</td>\n",
1885 " <td> 7</td>\n",
1886 " <td> 9</td>\n",
1887 " <td> True</td>\n",
1888 " </tr>\n",
1889 " <tr>\n",
1890 " <th>5 </th>\n",
1891 " <td> satanically</td>\n",
1892 " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
1893 " <td> ['e']</td>\n",
1894 " <td> 11</td>\n",
1895 " <td> 9</td>\n",
1896 " <td> True</td>\n",
1897 " </tr>\n",
1898 " <tr>\n",
1899 " <th>6 </th>\n",
1900 " <td> radicals</td>\n",
1901 " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
1902 " <td> ['e', 't']</td>\n",
1903 " <td> 8</td>\n",
1904 " <td> 8</td>\n",
1905 " <td> True</td>\n",
1906 " </tr>\n",
1907 " <tr>\n",
1908 " <th>7 </th>\n",
1909 " <td> erotic</td>\n",
1910 " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
1911 " <td> []</td>\n",
1912 " <td> 6</td>\n",
1913 " <td> 10</td>\n",
1914 " <td> True</td>\n",
1915 " </tr>\n",
1916 " <tr>\n",
1917 " <th>8 </th>\n",
1918 " <td> double</td>\n",
1919 " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
1920 " <td> ['a', 'm', 'r']</td>\n",
1921 " <td> 6</td>\n",
1922 " <td> 7</td>\n",
1923 " <td> True</td>\n",
1924 " </tr>\n",
1925 " <tr>\n",
1926 " <th>9 </th>\n",
1927 " <td> caviar</td>\n",
1928 " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
1929 " <td> ['e', 's', 'n', 'l']</td>\n",
1930 " <td> 6</td>\n",
1931 " <td> 6</td>\n",
1932 " <td> True</td>\n",
1933 " </tr>\n",
1934 " <tr>\n",
1935 " <th>10 </th>\n",
1936 " <td> rigamaroles</td>\n",
1937 " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
1938 " <td> []</td>\n",
1939 " <td> 11</td>\n",
1940 " <td> 10</td>\n",
1941 " <td> True</td>\n",
1942 " </tr>\n",
1943 " <tr>\n",
1944 " <th>11 </th>\n",
1945 " <td> disfranchises</td>\n",
1946 " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
1947 " <td> []</td>\n",
1948 " <td> 13</td>\n",
1949 " <td> 10</td>\n",
1950 " <td> True</td>\n",
1951 " </tr>\n",
1952 " <tr>\n",
1953 " <th>12 </th>\n",
1954 " <td> mushroomed</td>\n",
1955 " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
1956 " <td> ['t']</td>\n",
1957 " <td> 10</td>\n",
1958 " <td> 9</td>\n",
1959 " <td> True</td>\n",
1960 " </tr>\n",
1961 " <tr>\n",
1962 " <th>13 </th>\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",
1966 " <td> 5</td>\n",
1967 " <td> 4</td>\n",
1968 " <td> True</td>\n",
1969 " </tr>\n",
1970 " <tr>\n",
1971 " <th>14 </th>\n",
1972 " <td> poised</td>\n",
1973 " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
1974 " <td> ['a', 'l', 't', 'k']</td>\n",
1975 " <td> 6</td>\n",
1976 " <td> 6</td>\n",
1977 " <td> True</td>\n",
1978 " </tr>\n",
1979 " <tr>\n",
1980 " <th>15 </th>\n",
1981 " <td> circulating</td>\n",
1982 " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
1983 " <td> ['e']</td>\n",
1984 " <td> 11</td>\n",
1985 " <td> 9</td>\n",
1986 " <td> True</td>\n",
1987 " </tr>\n",
1988 " <tr>\n",
1989 " <th>16 </th>\n",
1990 " <td> yesteryear</td>\n",
1991 " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
1992 " <td> []</td>\n",
1993 " <td> 10</td>\n",
1994 " <td> 10</td>\n",
1995 " <td> True</td>\n",
1996 " </tr>\n",
1997 " <tr>\n",
1998 " <th>17 </th>\n",
1999 " <td> chastest</td>\n",
2000 " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
2001 " <td> ['m']</td>\n",
2002 " <td> 8</td>\n",
2003 " <td> 9</td>\n",
2004 " <td> True</td>\n",
2005 " </tr>\n",
2006 " <tr>\n",
2007 " <th>18 </th>\n",
2008 " <td> lenders</td>\n",
2009 " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
2010 " <td> ['t', 'f', 'm']</td>\n",
2011 " <td> 7</td>\n",
2012 " <td> 7</td>\n",
2013 " <td> True</td>\n",
2014 " </tr>\n",
2015 " <tr>\n",
2016 " <th>19 </th>\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",
2020 " <td> 7</td>\n",
2021 " <td> 6</td>\n",
2022 " <td> True</td>\n",
2023 " </tr>\n",
2024 " <tr>\n",
2025 " <th>20 </th>\n",
2026 " <td> stridden</td>\n",
2027 " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
2028 " <td> []</td>\n",
2029 " <td> 8</td>\n",
2030 " <td> 10</td>\n",
2031 " <td> True</td>\n",
2032 " </tr>\n",
2033 " <tr>\n",
2034 " <th>21 </th>\n",
2035 " <td> trespassing</td>\n",
2036 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
2037 " <td> ['o']</td>\n",
2038 " <td> 11</td>\n",
2039 " <td> 9</td>\n",
2040 " <td> True</td>\n",
2041 " </tr>\n",
2042 " <tr>\n",
2043 " <th>22 </th>\n",
2044 " <td> muckrake</td>\n",
2045 " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
2046 " <td> ['t']</td>\n",
2047 " <td> 8</td>\n",
2048 " <td> 9</td>\n",
2049 " <td> True</td>\n",
2050 " </tr>\n",
2051 " <tr>\n",
2052 " <th>23 </th>\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",
2056 " <td> 9</td>\n",
2057 " <td> 7</td>\n",
2058 " <td> True</td>\n",
2059 " </tr>\n",
2060 " <tr>\n",
2061 " <th>24 </th>\n",
2062 " <td> rewinding</td>\n",
2063 " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
2064 " <td> ['m']</td>\n",
2065 " <td> 9</td>\n",
2066 " <td> 9</td>\n",
2067 " <td> True</td>\n",
2068 " </tr>\n",
2069 " <tr>\n",
2070 " <th>25 </th>\n",
2071 " <td> stepchildren</td>\n",
2072 " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
2073 " <td> []</td>\n",
2074 " <td> 12</td>\n",
2075 " <td> 10</td>\n",
2076 " <td> True</td>\n",
2077 " </tr>\n",
2078 " <tr>\n",
2079 " <th>26 </th>\n",
2080 " <td> courageously</td>\n",
2081 " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
2082 " <td> ['i']</td>\n",
2083 " <td> 12</td>\n",
2084 " <td> 9</td>\n",
2085 " <td> True</td>\n",
2086 " </tr>\n",
2087 " <tr>\n",
2088 " <th>27 </th>\n",
2089 " <td> gladiatorial</td>\n",
2090 " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
2091 " <td> ['e']</td>\n",
2092 " <td> 12</td>\n",
2093 " <td> 9</td>\n",
2094 " <td> True</td>\n",
2095 " </tr>\n",
2096 " <tr>\n",
2097 " <th>28 </th>\n",
2098 " <td> unseals</td>\n",
2099 " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
2100 " <td> ['t']</td>\n",
2101 " <td> 7</td>\n",
2102 " <td> 9</td>\n",
2103 " <td> True</td>\n",
2104 " </tr>\n",
2105 " <tr>\n",
2106 " <th>29 </th>\n",
2107 " <td> backaches</td>\n",
2108 " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
2109 " <td> ['i']</td>\n",
2110 " <td> 9</td>\n",
2111 " <td> 9</td>\n",
2112 " <td> True</td>\n",
2113 " </tr>\n",
2114 " <tr>\n",
2115 " <th>...</th>\n",
2116 " <td>...</td>\n",
2117 " <td>...</td>\n",
2118 " <td>...</td>\n",
2119 " <td>...</td>\n",
2120 " <td>...</td>\n",
2121 " <td>...</td>\n",
2122 " </tr>\n",
2123 " <tr>\n",
2124 " <th>970</th>\n",
2125 " <td> priestliest</td>\n",
2126 " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
2127 " <td> []</td>\n",
2128 " <td> 11</td>\n",
2129 " <td> 10</td>\n",
2130 " <td> True</td>\n",
2131 " </tr>\n",
2132 " <tr>\n",
2133 " <th>971</th>\n",
2134 " <td> oversight</td>\n",
2135 " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
2136 " <td> []</td>\n",
2137 " <td> 9</td>\n",
2138 " <td> 10</td>\n",
2139 " <td> True</td>\n",
2140 " </tr>\n",
2141 " <tr>\n",
2142 " <th>972</th>\n",
2143 " <td> nutshell</td>\n",
2144 " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
2145 " <td> ['r']</td>\n",
2146 " <td> 8</td>\n",
2147 " <td> 9</td>\n",
2148 " <td> True</td>\n",
2149 " </tr>\n",
2150 " <tr>\n",
2151 " <th>973</th>\n",
2152 " <td> picker</td>\n",
2153 " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
2154 " <td> ['d', 's', 't', 'g']</td>\n",
2155 " <td> 6</td>\n",
2156 " <td> 6</td>\n",
2157 " <td> True</td>\n",
2158 " </tr>\n",
2159 " <tr>\n",
2160 " <th>974</th>\n",
2161 " <td> prom</td>\n",
2162 " <td> ['p', 'r', 'o', 'm']</td>\n",
2163 " <td> ['e', 's', 'l']</td>\n",
2164 " <td> 4</td>\n",
2165 " <td> 7</td>\n",
2166 " <td> True</td>\n",
2167 " </tr>\n",
2168 " <tr>\n",
2169 " <th>975</th>\n",
2170 " <td> spoke</td>\n",
2171 " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
2172 " <td> ['a', 'i', 't', 'r']</td>\n",
2173 " <td> 5</td>\n",
2174 " <td> 6</td>\n",
2175 " <td> True</td>\n",
2176 " </tr>\n",
2177 " <tr>\n",
2178 " <th>976</th>\n",
2179 " <td> videodiscs</td>\n",
2180 " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
2181 " <td> []</td>\n",
2182 " <td> 10</td>\n",
2183 " <td> 10</td>\n",
2184 " <td> True</td>\n",
2185 " </tr>\n",
2186 " <tr>\n",
2187 " <th>977</th>\n",
2188 " <td> braggart</td>\n",
2189 " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
2190 " <td> ['e', 'i']</td>\n",
2191 " <td> 8</td>\n",
2192 " <td> 8</td>\n",
2193 " <td> True</td>\n",
2194 " </tr>\n",
2195 " <tr>\n",
2196 " <th>978</th>\n",
2197 " <td> shindigs</td>\n",
2198 " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
2199 " <td> ['e']</td>\n",
2200 " <td> 8</td>\n",
2201 " <td> 9</td>\n",
2202 " <td> True</td>\n",
2203 " </tr>\n",
2204 " <tr>\n",
2205 " <th>979</th>\n",
2206 " <td> indorsements</td>\n",
2207 " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
2208 " <td> []</td>\n",
2209 " <td> 12</td>\n",
2210 " <td> 10</td>\n",
2211 " <td> True</td>\n",
2212 " </tr>\n",
2213 " <tr>\n",
2214 " <th>980</th>\n",
2215 " <td> audios</td>\n",
2216 " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
2217 " <td> ['e']</td>\n",
2218 " <td> 6</td>\n",
2219 " <td> 9</td>\n",
2220 " <td> True</td>\n",
2221 " </tr>\n",
2222 " <tr>\n",
2223 " <th>981</th>\n",
2224 " <td> disrobes</td>\n",
2225 " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
2226 " <td> ['t', 'm']</td>\n",
2227 " <td> 8</td>\n",
2228 " <td> 8</td>\n",
2229 " <td> True</td>\n",
2230 " </tr>\n",
2231 " <tr>\n",
2232 " <th>982</th>\n",
2233 " <td> drake</td>\n",
2234 " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
2235 " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
2236 " <td> 5</td>\n",
2237 " <td> 5</td>\n",
2238 " <td> True</td>\n",
2239 " </tr>\n",
2240 " <tr>\n",
2241 " <th>983</th>\n",
2242 " <td> penes</td>\n",
2243 " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
2244 " <td> ['m']</td>\n",
2245 " <td> 5</td>\n",
2246 " <td> 9</td>\n",
2247 " <td> True</td>\n",
2248 " </tr>\n",
2249 " <tr>\n",
2250 " <th>984</th>\n",
2251 " <td> ecological</td>\n",
2252 " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
2253 " <td> ['s']</td>\n",
2254 " <td> 10</td>\n",
2255 " <td> 9</td>\n",
2256 " <td> True</td>\n",
2257 " </tr>\n",
2258 " <tr>\n",
2259 " <th>985</th>\n",
2260 " <td> consideration</td>\n",
2261 " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
2262 " <td> ['f']</td>\n",
2263 " <td> 13</td>\n",
2264 " <td> 9</td>\n",
2265 " <td> True</td>\n",
2266 " </tr>\n",
2267 " <tr>\n",
2268 " <th>986</th>\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",
2272 " <td> 8</td>\n",
2273 " <td> 7</td>\n",
2274 " <td> True</td>\n",
2275 " </tr>\n",
2276 " <tr>\n",
2277 " <th>987</th>\n",
2278 " <td> peacemaker</td>\n",
2279 " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
2280 " <td> []</td>\n",
2281 " <td> 10</td>\n",
2282 " <td> 10</td>\n",
2283 " <td> True</td>\n",
2284 " </tr>\n",
2285 " <tr>\n",
2286 " <th>988</th>\n",
2287 " <td> chilliest</td>\n",
2288 " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
2289 " <td> ['f']</td>\n",
2290 " <td> 9</td>\n",
2291 " <td> 9</td>\n",
2292 " <td> True</td>\n",
2293 " </tr>\n",
2294 " <tr>\n",
2295 " <th>989</th>\n",
2296 " <td> neuritis</td>\n",
2297 " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
2298 " <td> []</td>\n",
2299 " <td> 8</td>\n",
2300 " <td> 10</td>\n",
2301 " <td> True</td>\n",
2302 " </tr>\n",
2303 " <tr>\n",
2304 " <th>990</th>\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",
2308 " <td> 8</td>\n",
2309 " <td> 6</td>\n",
2310 " <td> True</td>\n",
2311 " </tr>\n",
2312 " <tr>\n",
2313 " <th>991</th>\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",
2317 " <td> 11</td>\n",
2318 " <td> 7</td>\n",
2319 " <td> True</td>\n",
2320 " </tr>\n",
2321 " <tr>\n",
2322 " <th>992</th>\n",
2323 " <td> bevies</td>\n",
2324 " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
2325 " <td> ['d', 'r', 'l']</td>\n",
2326 " <td> 6</td>\n",
2327 " <td> 7</td>\n",
2328 " <td> True</td>\n",
2329 " </tr>\n",
2330 " <tr>\n",
2331 " <th>993</th>\n",
2332 " <td> geeky</td>\n",
2333 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
2334 " <td> ['s', 'd', 't', 'f']</td>\n",
2335 " <td> 5</td>\n",
2336 " <td> 6</td>\n",
2337 " <td> True</td>\n",
2338 " </tr>\n",
2339 " <tr>\n",
2340 " <th>994</th>\n",
2341 " <td> demonstrations</td>\n",
2342 " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
2343 " <td> []</td>\n",
2344 " <td> 14</td>\n",
2345 " <td> 10</td>\n",
2346 " <td> True</td>\n",
2347 " </tr>\n",
2348 " <tr>\n",
2349 " <th>995</th>\n",
2350 " <td> dowses</td>\n",
2351 " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
2352 " <td> ['r', 'u']</td>\n",
2353 " <td> 6</td>\n",
2354 " <td> 8</td>\n",
2355 " <td> True</td>\n",
2356 " </tr>\n",
2357 " <tr>\n",
2358 " <th>996</th>\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",
2362 " <td> 10</td>\n",
2363 " <td> 7</td>\n",
2364 " <td> True</td>\n",
2365 " </tr>\n",
2366 " <tr>\n",
2367 " <th>997</th>\n",
2368 " <td> earnestness</td>\n",
2369 " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
2370 " <td> []</td>\n",
2371 " <td> 11</td>\n",
2372 " <td> 10</td>\n",
2373 " <td> True</td>\n",
2374 " </tr>\n",
2375 " <tr>\n",
2376 " <th>998</th>\n",
2377 " <td> thermodynamics</td>\n",
2378 " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
2379 " <td> []</td>\n",
2380 " <td> 14</td>\n",
2381 " <td> 10</td>\n",
2382 " <td> True</td>\n",
2383 " </tr>\n",
2384 " <tr>\n",
2385 " <th>999</th>\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",
2389 " <td> 6</td>\n",
2390 " <td> 5</td>\n",
2391 " <td> True</td>\n",
2392 " </tr>\n",
2393 " </tbody>\n",
2394 "</table>\n",
2395 "<p>1000 rows \u00d7 6 columns</p>\n",
2396 "</div>"
2397 ],
2398 "metadata": {},
2399 "output_type": "pyout",
2400 "prompt_number": 18,
2401 "text": [
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",
2433 ".. ... ... \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",
2464 "\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",
2527 "\n",
2528 "[1000 rows x 6 columns]"
2529 ]
2530 }
2531 ],
2532 "prompt_number": 18
2533 },
2534 {
2535 "cell_type": "code",
2536 "collapsed": false,
2537 "input": [
2538 "adaptive_pattern['word length'] = adaptive_pattern.apply(lambda r: len(r['target']), axis=1)\n",
2539 "adaptive_pattern"
2540 ],
2541 "language": "python",
2542 "metadata": {},
2543 "outputs": [
2544 {
2545 "html": [
2546 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
2547 "<table border=\"1\" class=\"dataframe\">\n",
2548 " <thead>\n",
2549 " <tr style=\"text-align: right;\">\n",
2550 " <th></th>\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",
2558 " </tr>\n",
2559 " </thead>\n",
2560 " <tbody>\n",
2561 " <tr>\n",
2562 " <th>0 </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",
2566 " <td> 9</td>\n",
2567 " <td> 8</td>\n",
2568 " <td> True</td>\n",
2569 " <td> 9</td>\n",
2570 " </tr>\n",
2571 " <tr>\n",
2572 " <th>1 </th>\n",
2573 " <td> analgesics</td>\n",
2574 " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
2575 " <td> []</td>\n",
2576 " <td> 10</td>\n",
2577 " <td> 10</td>\n",
2578 " <td> True</td>\n",
2579 " <td> 10</td>\n",
2580 " </tr>\n",
2581 " <tr>\n",
2582 " <th>2 </th>\n",
2583 " <td> intrenched</td>\n",
2584 " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
2585 " <td> ['s']</td>\n",
2586 " <td> 10</td>\n",
2587 " <td> 9</td>\n",
2588 " <td> True</td>\n",
2589 " <td> 10</td>\n",
2590 " </tr>\n",
2591 " <tr>\n",
2592 " <th>3 </th>\n",
2593 " <td> normal</td>\n",
2594 " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
2595 " <td> ['e', 's', 'i', 'f']</td>\n",
2596 " <td> 6</td>\n",
2597 " <td> 6</td>\n",
2598 " <td> True</td>\n",
2599 " <td> 6</td>\n",
2600 " </tr>\n",
2601 " <tr>\n",
2602 " <th>4 </th>\n",
2603 " <td> debunks</td>\n",
2604 " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
2605 " <td> ['t']</td>\n",
2606 " <td> 7</td>\n",
2607 " <td> 9</td>\n",
2608 " <td> True</td>\n",
2609 " <td> 7</td>\n",
2610 " </tr>\n",
2611 " <tr>\n",
2612 " <th>5 </th>\n",
2613 " <td> satanically</td>\n",
2614 " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
2615 " <td> ['e']</td>\n",
2616 " <td> 11</td>\n",
2617 " <td> 9</td>\n",
2618 " <td> True</td>\n",
2619 " <td> 11</td>\n",
2620 " </tr>\n",
2621 " <tr>\n",
2622 " <th>6 </th>\n",
2623 " <td> radicals</td>\n",
2624 " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
2625 " <td> ['e', 't']</td>\n",
2626 " <td> 8</td>\n",
2627 " <td> 8</td>\n",
2628 " <td> True</td>\n",
2629 " <td> 8</td>\n",
2630 " </tr>\n",
2631 " <tr>\n",
2632 " <th>7 </th>\n",
2633 " <td> erotic</td>\n",
2634 " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
2635 " <td> []</td>\n",
2636 " <td> 6</td>\n",
2637 " <td> 10</td>\n",
2638 " <td> True</td>\n",
2639 " <td> 6</td>\n",
2640 " </tr>\n",
2641 " <tr>\n",
2642 " <th>8 </th>\n",
2643 " <td> double</td>\n",
2644 " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
2645 " <td> ['a', 'm', 'r']</td>\n",
2646 " <td> 6</td>\n",
2647 " <td> 7</td>\n",
2648 " <td> True</td>\n",
2649 " <td> 6</td>\n",
2650 " </tr>\n",
2651 " <tr>\n",
2652 " <th>9 </th>\n",
2653 " <td> caviar</td>\n",
2654 " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
2655 " <td> ['e', 's', 'n', 'l']</td>\n",
2656 " <td> 6</td>\n",
2657 " <td> 6</td>\n",
2658 " <td> True</td>\n",
2659 " <td> 6</td>\n",
2660 " </tr>\n",
2661 " <tr>\n",
2662 " <th>10 </th>\n",
2663 " <td> rigamaroles</td>\n",
2664 " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
2665 " <td> []</td>\n",
2666 " <td> 11</td>\n",
2667 " <td> 10</td>\n",
2668 " <td> True</td>\n",
2669 " <td> 11</td>\n",
2670 " </tr>\n",
2671 " <tr>\n",
2672 " <th>11 </th>\n",
2673 " <td> disfranchises</td>\n",
2674 " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
2675 " <td> []</td>\n",
2676 " <td> 13</td>\n",
2677 " <td> 10</td>\n",
2678 " <td> True</td>\n",
2679 " <td> 13</td>\n",
2680 " </tr>\n",
2681 " <tr>\n",
2682 " <th>12 </th>\n",
2683 " <td> mushroomed</td>\n",
2684 " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
2685 " <td> ['t']</td>\n",
2686 " <td> 10</td>\n",
2687 " <td> 9</td>\n",
2688 " <td> True</td>\n",
2689 " <td> 10</td>\n",
2690 " </tr>\n",
2691 " <tr>\n",
2692 " <th>13 </th>\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",
2696 " <td> 5</td>\n",
2697 " <td> 4</td>\n",
2698 " <td> True</td>\n",
2699 " <td> 5</td>\n",
2700 " </tr>\n",
2701 " <tr>\n",
2702 " <th>14 </th>\n",
2703 " <td> poised</td>\n",
2704 " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
2705 " <td> ['a', 'l', 't', 'k']</td>\n",
2706 " <td> 6</td>\n",
2707 " <td> 6</td>\n",
2708 " <td> True</td>\n",
2709 " <td> 6</td>\n",
2710 " </tr>\n",
2711 " <tr>\n",
2712 " <th>15 </th>\n",
2713 " <td> circulating</td>\n",
2714 " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
2715 " <td> ['e']</td>\n",
2716 " <td> 11</td>\n",
2717 " <td> 9</td>\n",
2718 " <td> True</td>\n",
2719 " <td> 11</td>\n",
2720 " </tr>\n",
2721 " <tr>\n",
2722 " <th>16 </th>\n",
2723 " <td> yesteryear</td>\n",
2724 " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
2725 " <td> []</td>\n",
2726 " <td> 10</td>\n",
2727 " <td> 10</td>\n",
2728 " <td> True</td>\n",
2729 " <td> 10</td>\n",
2730 " </tr>\n",
2731 " <tr>\n",
2732 " <th>17 </th>\n",
2733 " <td> chastest</td>\n",
2734 " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
2735 " <td> ['m']</td>\n",
2736 " <td> 8</td>\n",
2737 " <td> 9</td>\n",
2738 " <td> True</td>\n",
2739 " <td> 8</td>\n",
2740 " </tr>\n",
2741 " <tr>\n",
2742 " <th>18 </th>\n",
2743 " <td> lenders</td>\n",
2744 " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
2745 " <td> ['t', 'f', 'm']</td>\n",
2746 " <td> 7</td>\n",
2747 " <td> 7</td>\n",
2748 " <td> True</td>\n",
2749 " <td> 7</td>\n",
2750 " </tr>\n",
2751 " <tr>\n",
2752 " <th>19 </th>\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",
2756 " <td> 7</td>\n",
2757 " <td> 6</td>\n",
2758 " <td> True</td>\n",
2759 " <td> 7</td>\n",
2760 " </tr>\n",
2761 " <tr>\n",
2762 " <th>20 </th>\n",
2763 " <td> stridden</td>\n",
2764 " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
2765 " <td> []</td>\n",
2766 " <td> 8</td>\n",
2767 " <td> 10</td>\n",
2768 " <td> True</td>\n",
2769 " <td> 8</td>\n",
2770 " </tr>\n",
2771 " <tr>\n",
2772 " <th>21 </th>\n",
2773 " <td> trespassing</td>\n",
2774 " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
2775 " <td> ['o']</td>\n",
2776 " <td> 11</td>\n",
2777 " <td> 9</td>\n",
2778 " <td> True</td>\n",
2779 " <td> 11</td>\n",
2780 " </tr>\n",
2781 " <tr>\n",
2782 " <th>22 </th>\n",
2783 " <td> muckrake</td>\n",
2784 " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
2785 " <td> ['t']</td>\n",
2786 " <td> 8</td>\n",
2787 " <td> 9</td>\n",
2788 " <td> True</td>\n",
2789 " <td> 8</td>\n",
2790 " </tr>\n",
2791 " <tr>\n",
2792 " <th>23 </th>\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",
2796 " <td> 9</td>\n",
2797 " <td> 7</td>\n",
2798 " <td> True</td>\n",
2799 " <td> 9</td>\n",
2800 " </tr>\n",
2801 " <tr>\n",
2802 " <th>24 </th>\n",
2803 " <td> rewinding</td>\n",
2804 " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
2805 " <td> ['m']</td>\n",
2806 " <td> 9</td>\n",
2807 " <td> 9</td>\n",
2808 " <td> True</td>\n",
2809 " <td> 9</td>\n",
2810 " </tr>\n",
2811 " <tr>\n",
2812 " <th>25 </th>\n",
2813 " <td> stepchildren</td>\n",
2814 " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
2815 " <td> []</td>\n",
2816 " <td> 12</td>\n",
2817 " <td> 10</td>\n",
2818 " <td> True</td>\n",
2819 " <td> 12</td>\n",
2820 " </tr>\n",
2821 " <tr>\n",
2822 " <th>26 </th>\n",
2823 " <td> courageously</td>\n",
2824 " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
2825 " <td> ['i']</td>\n",
2826 " <td> 12</td>\n",
2827 " <td> 9</td>\n",
2828 " <td> True</td>\n",
2829 " <td> 12</td>\n",
2830 " </tr>\n",
2831 " <tr>\n",
2832 " <th>27 </th>\n",
2833 " <td> gladiatorial</td>\n",
2834 " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
2835 " <td> ['e']</td>\n",
2836 " <td> 12</td>\n",
2837 " <td> 9</td>\n",
2838 " <td> True</td>\n",
2839 " <td> 12</td>\n",
2840 " </tr>\n",
2841 " <tr>\n",
2842 " <th>28 </th>\n",
2843 " <td> unseals</td>\n",
2844 " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
2845 " <td> ['t']</td>\n",
2846 " <td> 7</td>\n",
2847 " <td> 9</td>\n",
2848 " <td> True</td>\n",
2849 " <td> 7</td>\n",
2850 " </tr>\n",
2851 " <tr>\n",
2852 " <th>29 </th>\n",
2853 " <td> backaches</td>\n",
2854 " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
2855 " <td> ['i']</td>\n",
2856 " <td> 9</td>\n",
2857 " <td> 9</td>\n",
2858 " <td> True</td>\n",
2859 " <td> 9</td>\n",
2860 " </tr>\n",
2861 " <tr>\n",
2862 " <th>...</th>\n",
2863 " <td>...</td>\n",
2864 " <td>...</td>\n",
2865 " <td>...</td>\n",
2866 " <td>...</td>\n",
2867 " <td>...</td>\n",
2868 " <td>...</td>\n",
2869 " <td>...</td>\n",
2870 " </tr>\n",
2871 " <tr>\n",
2872 " <th>970</th>\n",
2873 " <td> priestliest</td>\n",
2874 " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
2875 " <td> []</td>\n",
2876 " <td> 11</td>\n",
2877 " <td> 10</td>\n",
2878 " <td> True</td>\n",
2879 " <td> 11</td>\n",
2880 " </tr>\n",
2881 " <tr>\n",
2882 " <th>971</th>\n",
2883 " <td> oversight</td>\n",
2884 " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
2885 " <td> []</td>\n",
2886 " <td> 9</td>\n",
2887 " <td> 10</td>\n",
2888 " <td> True</td>\n",
2889 " <td> 9</td>\n",
2890 " </tr>\n",
2891 " <tr>\n",
2892 " <th>972</th>\n",
2893 " <td> nutshell</td>\n",
2894 " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
2895 " <td> ['r']</td>\n",
2896 " <td> 8</td>\n",
2897 " <td> 9</td>\n",
2898 " <td> True</td>\n",
2899 " <td> 8</td>\n",
2900 " </tr>\n",
2901 " <tr>\n",
2902 " <th>973</th>\n",
2903 " <td> picker</td>\n",
2904 " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
2905 " <td> ['d', 's', 't', 'g']</td>\n",
2906 " <td> 6</td>\n",
2907 " <td> 6</td>\n",
2908 " <td> True</td>\n",
2909 " <td> 6</td>\n",
2910 " </tr>\n",
2911 " <tr>\n",
2912 " <th>974</th>\n",
2913 " <td> prom</td>\n",
2914 " <td> ['p', 'r', 'o', 'm']</td>\n",
2915 " <td> ['e', 's', 'l']</td>\n",
2916 " <td> 4</td>\n",
2917 " <td> 7</td>\n",
2918 " <td> True</td>\n",
2919 " <td> 4</td>\n",
2920 " </tr>\n",
2921 " <tr>\n",
2922 " <th>975</th>\n",
2923 " <td> spoke</td>\n",
2924 " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
2925 " <td> ['a', 'i', 't', 'r']</td>\n",
2926 " <td> 5</td>\n",
2927 " <td> 6</td>\n",
2928 " <td> True</td>\n",
2929 " <td> 5</td>\n",
2930 " </tr>\n",
2931 " <tr>\n",
2932 " <th>976</th>\n",
2933 " <td> videodiscs</td>\n",
2934 " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
2935 " <td> []</td>\n",
2936 " <td> 10</td>\n",
2937 " <td> 10</td>\n",
2938 " <td> True</td>\n",
2939 " <td> 10</td>\n",
2940 " </tr>\n",
2941 " <tr>\n",
2942 " <th>977</th>\n",
2943 " <td> braggart</td>\n",
2944 " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
2945 " <td> ['e', 'i']</td>\n",
2946 " <td> 8</td>\n",
2947 " <td> 8</td>\n",
2948 " <td> True</td>\n",
2949 " <td> 8</td>\n",
2950 " </tr>\n",
2951 " <tr>\n",
2952 " <th>978</th>\n",
2953 " <td> shindigs</td>\n",
2954 " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
2955 " <td> ['e']</td>\n",
2956 " <td> 8</td>\n",
2957 " <td> 9</td>\n",
2958 " <td> True</td>\n",
2959 " <td> 8</td>\n",
2960 " </tr>\n",
2961 " <tr>\n",
2962 " <th>979</th>\n",
2963 " <td> indorsements</td>\n",
2964 " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
2965 " <td> []</td>\n",
2966 " <td> 12</td>\n",
2967 " <td> 10</td>\n",
2968 " <td> True</td>\n",
2969 " <td> 12</td>\n",
2970 " </tr>\n",
2971 " <tr>\n",
2972 " <th>980</th>\n",
2973 " <td> audios</td>\n",
2974 " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
2975 " <td> ['e']</td>\n",
2976 " <td> 6</td>\n",
2977 " <td> 9</td>\n",
2978 " <td> True</td>\n",
2979 " <td> 6</td>\n",
2980 " </tr>\n",
2981 " <tr>\n",
2982 " <th>981</th>\n",
2983 " <td> disrobes</td>\n",
2984 " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
2985 " <td> ['t', 'm']</td>\n",
2986 " <td> 8</td>\n",
2987 " <td> 8</td>\n",
2988 " <td> True</td>\n",
2989 " <td> 8</td>\n",
2990 " </tr>\n",
2991 " <tr>\n",
2992 " <th>982</th>\n",
2993 " <td> drake</td>\n",
2994 " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
2995 " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
2996 " <td> 5</td>\n",
2997 " <td> 5</td>\n",
2998 " <td> True</td>\n",
2999 " <td> 5</td>\n",
3000 " </tr>\n",
3001 " <tr>\n",
3002 " <th>983</th>\n",
3003 " <td> penes</td>\n",
3004 " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
3005 " <td> ['m']</td>\n",
3006 " <td> 5</td>\n",
3007 " <td> 9</td>\n",
3008 " <td> True</td>\n",
3009 " <td> 5</td>\n",
3010 " </tr>\n",
3011 " <tr>\n",
3012 " <th>984</th>\n",
3013 " <td> ecological</td>\n",
3014 " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
3015 " <td> ['s']</td>\n",
3016 " <td> 10</td>\n",
3017 " <td> 9</td>\n",
3018 " <td> True</td>\n",
3019 " <td> 10</td>\n",
3020 " </tr>\n",
3021 " <tr>\n",
3022 " <th>985</th>\n",
3023 " <td> consideration</td>\n",
3024 " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
3025 " <td> ['f']</td>\n",
3026 " <td> 13</td>\n",
3027 " <td> 9</td>\n",
3028 " <td> True</td>\n",
3029 " <td> 13</td>\n",
3030 " </tr>\n",
3031 " <tr>\n",
3032 " <th>986</th>\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",
3036 " <td> 8</td>\n",
3037 " <td> 7</td>\n",
3038 " <td> True</td>\n",
3039 " <td> 8</td>\n",
3040 " </tr>\n",
3041 " <tr>\n",
3042 " <th>987</th>\n",
3043 " <td> peacemaker</td>\n",
3044 " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
3045 " <td> []</td>\n",
3046 " <td> 10</td>\n",
3047 " <td> 10</td>\n",
3048 " <td> True</td>\n",
3049 " <td> 10</td>\n",
3050 " </tr>\n",
3051 " <tr>\n",
3052 " <th>988</th>\n",
3053 " <td> chilliest</td>\n",
3054 " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
3055 " <td> ['f']</td>\n",
3056 " <td> 9</td>\n",
3057 " <td> 9</td>\n",
3058 " <td> True</td>\n",
3059 " <td> 9</td>\n",
3060 " </tr>\n",
3061 " <tr>\n",
3062 " <th>989</th>\n",
3063 " <td> neuritis</td>\n",
3064 " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
3065 " <td> []</td>\n",
3066 " <td> 8</td>\n",
3067 " <td> 10</td>\n",
3068 " <td> True</td>\n",
3069 " <td> 8</td>\n",
3070 " </tr>\n",
3071 " <tr>\n",
3072 " <th>990</th>\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",
3076 " <td> 8</td>\n",
3077 " <td> 6</td>\n",
3078 " <td> True</td>\n",
3079 " <td> 8</td>\n",
3080 " </tr>\n",
3081 " <tr>\n",
3082 " <th>991</th>\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",
3086 " <td> 11</td>\n",
3087 " <td> 7</td>\n",
3088 " <td> True</td>\n",
3089 " <td> 11</td>\n",
3090 " </tr>\n",
3091 " <tr>\n",
3092 " <th>992</th>\n",
3093 " <td> bevies</td>\n",
3094 " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
3095 " <td> ['d', 'r', 'l']</td>\n",
3096 " <td> 6</td>\n",
3097 " <td> 7</td>\n",
3098 " <td> True</td>\n",
3099 " <td> 6</td>\n",
3100 " </tr>\n",
3101 " <tr>\n",
3102 " <th>993</th>\n",
3103 " <td> geeky</td>\n",
3104 " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
3105 " <td> ['s', 'd', 't', 'f']</td>\n",
3106 " <td> 5</td>\n",
3107 " <td> 6</td>\n",
3108 " <td> True</td>\n",
3109 " <td> 5</td>\n",
3110 " </tr>\n",
3111 " <tr>\n",
3112 " <th>994</th>\n",
3113 " <td> demonstrations</td>\n",
3114 " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
3115 " <td> []</td>\n",
3116 " <td> 14</td>\n",
3117 " <td> 10</td>\n",
3118 " <td> True</td>\n",
3119 " <td> 14</td>\n",
3120 " </tr>\n",
3121 " <tr>\n",
3122 " <th>995</th>\n",
3123 " <td> dowses</td>\n",
3124 " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
3125 " <td> ['r', 'u']</td>\n",
3126 " <td> 6</td>\n",
3127 " <td> 8</td>\n",
3128 " <td> True</td>\n",
3129 " <td> 6</td>\n",
3130 " </tr>\n",
3131 " <tr>\n",
3132 " <th>996</th>\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",
3136 " <td> 10</td>\n",
3137 " <td> 7</td>\n",
3138 " <td> True</td>\n",
3139 " <td> 10</td>\n",
3140 " </tr>\n",
3141 " <tr>\n",
3142 " <th>997</th>\n",
3143 " <td> earnestness</td>\n",
3144 " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
3145 " <td> []</td>\n",
3146 " <td> 11</td>\n",
3147 " <td> 10</td>\n",
3148 " <td> True</td>\n",
3149 " <td> 11</td>\n",
3150 " </tr>\n",
3151 " <tr>\n",
3152 " <th>998</th>\n",
3153 " <td> thermodynamics</td>\n",
3154 " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
3155 " <td> []</td>\n",
3156 " <td> 14</td>\n",
3157 " <td> 10</td>\n",
3158 " <td> True</td>\n",
3159 " <td> 14</td>\n",
3160 " </tr>\n",
3161 " <tr>\n",
3162 " <th>999</th>\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",
3166 " <td> 6</td>\n",
3167 " <td> 5</td>\n",
3168 " <td> True</td>\n",
3169 " <td> 6</td>\n",
3170 " </tr>\n",
3171 " </tbody>\n",
3172 "</table>\n",
3173 "<p>1000 rows \u00d7 7 columns</p>\n",
3174 "</div>"
3175 ],
3176 "metadata": {},
3177 "output_type": "pyout",
3178 "prompt_number": 14,
3179 "text": [
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",
3211 ".. ... ... \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",
3242 "\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",
3305 "\n",
3306 " word length \n",
3307 "0 9 \n",
3308 "1 10 \n",
3309 "2 10 \n",
3310 "3 6 \n",
3311 "4 7 \n",
3312 "5 11 \n",
3313 "6 8 \n",
3314 "7 6 \n",
3315 "8 6 \n",
3316 "9 6 \n",
3317 "10 11 \n",
3318 "11 13 \n",
3319 "12 10 \n",
3320 "13 5 \n",
3321 "14 6 \n",
3322 "15 11 \n",
3323 "16 10 \n",
3324 "17 8 \n",
3325 "18 7 \n",
3326 "19 7 \n",
3327 "20 8 \n",
3328 "21 11 \n",
3329 "22 8 \n",
3330 "23 9 \n",
3331 "24 9 \n",
3332 "25 12 \n",
3333 "26 12 \n",
3334 "27 12 \n",
3335 "28 7 \n",
3336 "29 9 \n",
3337 ".. ... \n",
3338 "970 11 \n",
3339 "971 9 \n",
3340 "972 8 \n",
3341 "973 6 \n",
3342 "974 4 \n",
3343 "975 5 \n",
3344 "976 10 \n",
3345 "977 8 \n",
3346 "978 8 \n",
3347 "979 12 \n",
3348 "980 6 \n",
3349 "981 8 \n",
3350 "982 5 \n",
3351 "983 5 \n",
3352 "984 10 \n",
3353 "985 13 \n",
3354 "986 8 \n",
3355 "987 10 \n",
3356 "988 9 \n",
3357 "989 8 \n",
3358 "990 8 \n",
3359 "991 11 \n",
3360 "992 6 \n",
3361 "993 5 \n",
3362 "994 14 \n",
3363 "995 6 \n",
3364 "996 10 \n",
3365 "997 11 \n",
3366 "998 14 \n",
3367 "999 6 \n",
3368 "\n",
3369 "[1000 rows x 7 columns]"
3370 ]
3371 }
3372 ],
3373 "prompt_number": 14
3374 },
3375 {
3376 "cell_type": "code",
3377 "collapsed": false,
3378 "input": [
3379 "adaptive_pattern['lives remaining'].hist()"
3380 ],
3381 "language": "python",
3382 "metadata": {},
3383 "outputs": [
3384 {
3385 "metadata": {},
3386 "output_type": "pyout",
3387 "prompt_number": 15,
3388 "text": [
3389 "<matplotlib.axes.AxesSubplot at 0x7f1586fb5978>"
3390 ]
3391 },
3392 {
3393 "metadata": {},
3394 "output_type": "display_data",
3395 "png": 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RlPExAep2DnhJqigzeKlAZeTfJdQAZdRRQg3gaZKSJMABn525c2IvpOnlgJekijKDlwpk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\nwf8D25ze66lP9woAAAAASUVORK5CYII=\n",
3396 "text": [
3397 "<matplotlib.figure.Figure at 0x7f1586fb55f8>"
3398 ]
3399 }
3400 ],
3401 "prompt_number": 15
3402 },
3403 {
3404 "cell_type": "code",
3405 "collapsed": false,
3406 "input": [
3407 "adaptive_pattern.groupby('lives remaining').size()"
3408 ],
3409 "language": "python",
3410 "metadata": {},
3411 "outputs": [
3412 {
3413 "metadata": {},
3414 "output_type": "pyout",
3415 "prompt_number": 16,
3416 "text": [
3417 "lives remaining\n",
3418 "0 11\n",
3419 "1 5\n",
3420 "2 5\n",
3421 "3 22\n",
3422 "4 40\n",
3423 "5 42\n",
3424 "6 79\n",
3425 "7 109\n",
3426 "8 161\n",
3427 "9 290\n",
3428 "10 236\n",
3429 "dtype: int64"
3430 ]
3431 }
3432 ],
3433 "prompt_number": 16
3434 },
3435 {
3436 "cell_type": "code",
3437 "collapsed": false,
3438 "input": [
3439 "adaptive_split = pd.read_csv('adaptive_split.csv')\n",
3440 "adaptive_split"
3441 ],
3442 "language": "python",
3443 "metadata": {},
3444 "outputs": [
3445 {
3446 "html": [
3447 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
3448 "<table border=\"1\" class=\"dataframe\">\n",
3449 " <thead>\n",
3450 " <tr style=\"text-align: right;\">\n",
3451 " <th></th>\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",
3458 " </tr>\n",
3459 " </thead>\n",
3460 " <tbody>\n",
3461 " <tr>\n",
3462 " <th>0 </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",
3466 " <td> 6</td>\n",
3467 " <td> 5</td>\n",
3468 " <td> True</td>\n",
3469 " </tr>\n",
3470 " <tr>\n",
3471 " <th>1 </th>\n",
3472 " <td> anode</td>\n",
3473 " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
3474 " <td> ['s', 'l', 'b']</td>\n",
3475 " <td> 5</td>\n",
3476 " <td> 7</td>\n",
3477 " <td> True</td>\n",
3478 " </tr>\n",
3479 " <tr>\n",
3480 " <th>2 </th>\n",
3481 " <td> passes</td>\n",
3482 " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
3483 " <td> ['l', 'b']</td>\n",
3484 " <td> 6</td>\n",
3485 " <td> 8</td>\n",
3486 " <td> True</td>\n",
3487 " </tr>\n",
3488 " <tr>\n",
3489 " <th>3 </th>\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",
3493 " <td> 6</td>\n",
3494 " <td> 1</td>\n",
3495 " <td> True</td>\n",
3496 " </tr>\n",
3497 " <tr>\n",
3498 " <th>4 </th>\n",
3499 " <td> quadrant</td>\n",
3500 " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</td>\n",
3501 " <td> []</td>\n",
3502 " <td> 8</td>\n",
3503 " <td> 10</td>\n",
3504 " <td> True</td>\n",
3505 " </tr>\n",
3506 " <tr>\n",
3507 " <th>5 </th>\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",
3511 " <td> 8</td>\n",
3512 " <td> 6</td>\n",
3513 " <td> True</td>\n",
3514 " </tr>\n",
3515 " <tr>\n",
3516 " <th>6 </th>\n",
3517 " <td> technologists</td>\n",
3518 " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
3519 " <td> ['r']</td>\n",
3520 " <td> 13</td>\n",
3521 " <td> 9</td>\n",
3522 " <td> True</td>\n",
3523 " </tr>\n",
3524 " <tr>\n",
3525 " <th>7 </th>\n",
3526 " <td> tussle</td>\n",
3527 " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
3528 " <td> ['a']</td>\n",
3529 " <td> 6</td>\n",
3530 " <td> 9</td>\n",
3531 " <td> True</td>\n",
3532 " </tr>\n",
3533 " <tr>\n",
3534 " <th>8 </th>\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",
3538 " <td> 10</td>\n",
3539 " <td> 5</td>\n",
3540 " <td> True</td>\n",
3541 " </tr>\n",
3542 " <tr>\n",
3543 " <th>9 </th>\n",
3544 " <td> moderators</td>\n",
3545 " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
3546 " <td> ['u']</td>\n",
3547 " <td> 10</td>\n",
3548 " <td> 9</td>\n",
3549 " <td> True</td>\n",
3550 " </tr>\n",
3551 " <tr>\n",
3552 " <th>10 </th>\n",
3553 " <td> error</td>\n",
3554 " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
3555 " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
3556 " <td> 5</td>\n",
3557 " <td> 5</td>\n",
3558 " <td> True</td>\n",
3559 " </tr>\n",
3560 " <tr>\n",
3561 " <th>11 </th>\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",
3565 " <td> 7</td>\n",
3566 " <td> 5</td>\n",
3567 " <td> True</td>\n",
3568 " </tr>\n",
3569 " <tr>\n",
3570 " <th>12 </th>\n",
3571 " <td> dress</td>\n",
3572 " <td> ['d', 'r', 'e', 's', 's']</td>\n",
3573 " <td> []</td>\n",
3574 " <td> 5</td>\n",
3575 " <td> 10</td>\n",
3576 " <td> True</td>\n",
3577 " </tr>\n",
3578 " <tr>\n",
3579 " <th>13 </th>\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",
3583 " <td> 8</td>\n",
3584 " <td> 5</td>\n",
3585 " <td> True</td>\n",
3586 " </tr>\n",
3587 " <tr>\n",
3588 " <th>14 </th>\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",
3592 " <td> 13</td>\n",
3593 " <td> 8</td>\n",
3594 " <td> True</td>\n",
3595 " </tr>\n",
3596 " <tr>\n",
3597 " <th>15 </th>\n",
3598 " <td> reload</td>\n",
3599 " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
3600 " <td> ['s', 'i']</td>\n",
3601 " <td> 6</td>\n",
3602 " <td> 8</td>\n",
3603 " <td> True</td>\n",
3604 " </tr>\n",
3605 " <tr>\n",
3606 " <th>16 </th>\n",
3607 " <td> confounded</td>\n",
3608 " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
3609 " <td> ['p']</td>\n",
3610 " <td> 10</td>\n",
3611 " <td> 9</td>\n",
3612 " <td> True</td>\n",
3613 " </tr>\n",
3614 " <tr>\n",
3615 " <th>17 </th>\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",
3619 " <td> 10</td>\n",
3620 " <td> 8</td>\n",
3621 " <td> True</td>\n",
3622 " </tr>\n",
3623 " <tr>\n",
3624 " <th>18 </th>\n",
3625 " <td> ignoramuses</td>\n",
3626 " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
3627 " <td> ['l']</td>\n",
3628 " <td> 11</td>\n",
3629 " <td> 9</td>\n",
3630 " <td> True</td>\n",
3631 " </tr>\n",
3632 " <tr>\n",
3633 " <th>19 </th>\n",
3634 " <td> party</td>\n",
3635 " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
3636 " <td> ['s', 'e', 'n', 'd']</td>\n",
3637 " <td> 5</td>\n",
3638 " <td> 6</td>\n",
3639 " <td> True</td>\n",
3640 " </tr>\n",
3641 " <tr>\n",
3642 " <th>20 </th>\n",
3643 " <td> rill</td>\n",
3644 " <td> ['r', 'i', 'l', 'l']</td>\n",
3645 " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
3646 " <td> 4</td>\n",
3647 " <td> 4</td>\n",
3648 " <td> True</td>\n",
3649 " </tr>\n",
3650 " <tr>\n",
3651 " <th>21 </th>\n",
3652 " <td> player</td>\n",
3653 " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
3654 " <td> ['s', 'm']</td>\n",
3655 " <td> 6</td>\n",
3656 " <td> 8</td>\n",
3657 " <td> True</td>\n",
3658 " </tr>\n",
3659 " <tr>\n",
3660 " <th>22 </th>\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",
3664 " <td> 9</td>\n",
3665 " <td> 7</td>\n",
3666 " <td> True</td>\n",
3667 " </tr>\n",
3668 " <tr>\n",
3669 " <th>23 </th>\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",
3673 " <td> 9</td>\n",
3674 " <td> 8</td>\n",
3675 " <td> True</td>\n",
3676 " </tr>\n",
3677 " <tr>\n",
3678 " <th>24 </th>\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",
3682 " <td> 8</td>\n",
3683 " <td> 7</td>\n",
3684 " <td> True</td>\n",
3685 " </tr>\n",
3686 " <tr>\n",
3687 " <th>25 </th>\n",
3688 " <td> coniferous</td>\n",
3689 " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</td>\n",
3690 " <td> []</td>\n",
3691 " <td> 10</td>\n",
3692 " <td> 10</td>\n",
3693 " <td> True</td>\n",
3694 " </tr>\n",
3695 " <tr>\n",
3696 " <th>26 </th>\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",
3700 " <td> 10</td>\n",
3701 " <td> 7</td>\n",
3702 " <td> True</td>\n",
3703 " </tr>\n",
3704 " <tr>\n",
3705 " <th>27 </th>\n",
3706 " <td> scull</td>\n",
3707 " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
3708 " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
3709 " <td> 5</td>\n",
3710 " <td> 5</td>\n",
3711 " <td> True</td>\n",
3712 " </tr>\n",
3713 " <tr>\n",
3714 " <th>28 </th>\n",
3715 " <td> virgin</td>\n",
3716 " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
3717 " <td> ['s', 'a', 'd']</td>\n",
3718 " <td> 6</td>\n",
3719 " <td> 7</td>\n",
3720 " <td> True</td>\n",
3721 " </tr>\n",
3722 " <tr>\n",
3723 " <th>29 </th>\n",
3724 " <td> licentiously</td>\n",
3725 " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</td>\n",
3726 " <td> []</td>\n",
3727 " <td> 12</td>\n",
3728 " <td> 10</td>\n",
3729 " <td> True</td>\n",
3730 " </tr>\n",
3731 " <tr>\n",
3732 " <th>...</th>\n",
3733 " <td>...</td>\n",
3734 " <td>...</td>\n",
3735 " <td>...</td>\n",
3736 " <td>...</td>\n",
3737 " <td>...</td>\n",
3738 " <td>...</td>\n",
3739 " </tr>\n",
3740 " <tr>\n",
3741 " <th>970</th>\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",
3745 " <td> 10</td>\n",
3746 " <td> 7</td>\n",
3747 " <td> True</td>\n",
3748 " </tr>\n",
3749 " <tr>\n",
3750 " <th>971</th>\n",
3751 " <td> bankruptcies</td>\n",
3752 " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</td>\n",
3753 " <td> []</td>\n",
3754 " <td> 12</td>\n",
3755 " <td> 10</td>\n",
3756 " <td> True</td>\n",
3757 " </tr>\n",
3758 " <tr>\n",
3759 " <th>972</th>\n",
3760 " <td> smalls</td>\n",
3761 " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
3762 " <td> ['e', 't', 'k', 'w']</td>\n",
3763 " <td> 6</td>\n",
3764 " <td> 6</td>\n",
3765 " <td> True</td>\n",
3766 " </tr>\n",
3767 " <tr>\n",
3768 " <th>973</th>\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",
3772 " <td> 7</td>\n",
3773 " <td> 3</td>\n",
3774 " <td> True</td>\n",
3775 " </tr>\n",
3776 " <tr>\n",
3777 " <th>974</th>\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",
3781 " <td> 11</td>\n",
3782 " <td> 6</td>\n",
3783 " <td> True</td>\n",
3784 " </tr>\n",
3785 " <tr>\n",
3786 " <th>975</th>\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",
3790 " <td> 2</td>\n",
3791 " <td> 0</td>\n",
3792 " <td> False</td>\n",
3793 " </tr>\n",
3794 " <tr>\n",
3795 " <th>976</th>\n",
3796 " <td> romanticises</td>\n",
3797 " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
3798 " <td> ['d']</td>\n",
3799 " <td> 12</td>\n",
3800 " <td> 9</td>\n",
3801 " <td> True</td>\n",
3802 " </tr>\n",
3803 " <tr>\n",
3804 " <th>977</th>\n",
3805 " <td> cleavage</td>\n",
3806 " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
3807 " <td> ['r', 's']</td>\n",
3808 " <td> 8</td>\n",
3809 " <td> 8</td>\n",
3810 " <td> True</td>\n",
3811 " </tr>\n",
3812 " <tr>\n",
3813 " <th>978</th>\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",
3817 " <td> 7</td>\n",
3818 " <td> 6</td>\n",
3819 " <td> True</td>\n",
3820 " </tr>\n",
3821 " <tr>\n",
3822 " <th>979</th>\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",
3826 " <td> 7</td>\n",
3827 " <td> 6</td>\n",
3828 " <td> True</td>\n",
3829 " </tr>\n",
3830 " <tr>\n",
3831 " <th>980</th>\n",
3832 " <td> troupe</td>\n",
3833 " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
3834 " <td> ['s', 'g', 'a', 'l']</td>\n",
3835 " <td> 6</td>\n",
3836 " <td> 6</td>\n",
3837 " <td> True</td>\n",
3838 " </tr>\n",
3839 " <tr>\n",
3840 " <th>981</th>\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",
3844 " <td> 6</td>\n",
3845 " <td> 4</td>\n",
3846 " <td> True</td>\n",
3847 " </tr>\n",
3848 " <tr>\n",
3849 " <th>982</th>\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",
3853 " <td> 10</td>\n",
3854 " <td> 8</td>\n",
3855 " <td> True</td>\n",
3856 " </tr>\n",
3857 " <tr>\n",
3858 " <th>983</th>\n",
3859 " <td> sallies</td>\n",
3860 " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
3861 " <td> ['r']</td>\n",
3862 " <td> 7</td>\n",
3863 " <td> 9</td>\n",
3864 " <td> True</td>\n",
3865 " </tr>\n",
3866 " <tr>\n",
3867 " <th>984</th>\n",
3868 " <td> yacht</td>\n",
3869 " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
3870 " <td> ['s', 'e']</td>\n",
3871 " <td> 5</td>\n",
3872 " <td> 8</td>\n",
3873 " <td> True</td>\n",
3874 " </tr>\n",
3875 " <tr>\n",
3876 " <th>985</th>\n",
3877 " <td> armpits</td>\n",
3878 " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
3879 " <td> ['o']</td>\n",
3880 " <td> 7</td>\n",
3881 " <td> 9</td>\n",
3882 " <td> True</td>\n",
3883 " </tr>\n",
3884 " <tr>\n",
3885 " <th>986</th>\n",
3886 " <td> oblongs</td>\n",
3887 " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
3888 " <td> ['r', 'i', 'a']</td>\n",
3889 " <td> 7</td>\n",
3890 " <td> 7</td>\n",
3891 " <td> True</td>\n",
3892 " </tr>\n",
3893 " <tr>\n",
3894 " <th>987</th>\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",
3898 " <td> 9</td>\n",
3899 " <td> 5</td>\n",
3900 " <td> True</td>\n",
3901 " </tr>\n",
3902 " <tr>\n",
3903 " <th>988</th>\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",
3907 " <td> 8</td>\n",
3908 " <td> 7</td>\n",
3909 " <td> True</td>\n",
3910 " </tr>\n",
3911 " <tr>\n",
3912 " <th>989</th>\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",
3916 " <td> 7</td>\n",
3917 " <td> 5</td>\n",
3918 " <td> True</td>\n",
3919 " </tr>\n",
3920 " <tr>\n",
3921 " <th>990</th>\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",
3925 " <td> 18</td>\n",
3926 " <td> 8</td>\n",
3927 " <td> True</td>\n",
3928 " </tr>\n",
3929 " <tr>\n",
3930 " <th>991</th>\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",
3934 " <td> 6</td>\n",
3935 " <td> 5</td>\n",
3936 " <td> True</td>\n",
3937 " </tr>\n",
3938 " <tr>\n",
3939 " <th>992</th>\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",
3943 " <td> 9</td>\n",
3944 " <td> 6</td>\n",
3945 " <td> True</td>\n",
3946 " </tr>\n",
3947 " <tr>\n",
3948 " <th>993</th>\n",
3949 " <td> weals</td>\n",
3950 " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
3951 " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
3952 " <td> 5</td>\n",
3953 " <td> 5</td>\n",
3954 " <td> True</td>\n",
3955 " </tr>\n",
3956 " <tr>\n",
3957 " <th>994</th>\n",
3958 " <td> dryer</td>\n",
3959 " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
3960 " <td> ['s', 'i']</td>\n",
3961 " <td> 5</td>\n",
3962 " <td> 8</td>\n",
3963 " <td> True</td>\n",
3964 " </tr>\n",
3965 " <tr>\n",
3966 " <th>995</th>\n",
3967 " <td> inconclusively</td>\n",
3968 " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
3969 " <td> ['d']</td>\n",
3970 " <td> 14</td>\n",
3971 " <td> 9</td>\n",
3972 " <td> True</td>\n",
3973 " </tr>\n",
3974 " <tr>\n",
3975 " <th>996</th>\n",
3976 " <td> bubbliest</td>\n",
3977 " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
3978 " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
3979 " <td> 1</td>\n",
3980 " <td> 0</td>\n",
3981 " <td> False</td>\n",
3982 " </tr>\n",
3983 " <tr>\n",
3984 " <th>997</th>\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",
3988 " <td> 6</td>\n",
3989 " <td> 4</td>\n",
3990 " <td> True</td>\n",
3991 " </tr>\n",
3992 " <tr>\n",
3993 " <th>998</th>\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",
3997 " <td> 8</td>\n",
3998 " <td> 7</td>\n",
3999 " <td> True</td>\n",
4000 " </tr>\n",
4001 " <tr>\n",
4002 " <th>999</th>\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",
4006 " <td> 10</td>\n",
4007 " <td> 8</td>\n",
4008 " <td> True</td>\n",
4009 " </tr>\n",
4010 " </tbody>\n",
4011 "</table>\n",
4012 "<p>1000 rows \u00d7 6 columns</p>\n",
4013 "</div>"
4014 ],
4015 "metadata": {},
4016 "output_type": "pyout",
4017 "prompt_number": 19,
4018 "text": [
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",
4050 ".. ... ... \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",
4081 "\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",
4087 "4 [] 8 \n",
4088 "5 ['r', 'i', 's', 'd'] 8 \n",
4089 "6 ['r'] 13 \n",
4090 "7 ['a'] 6 \n",
4091 "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
4092 "9 ['u'] 10 \n",
4093 "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
4094 "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
4095 "12 [] 5 \n",
4096 "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
4097 "14 ['s', 'g'] 13 \n",
4098 "15 ['s', 'i'] 6 \n",
4099 "16 ['p'] 10 \n",
4100 "17 ['o', 'l'] 10 \n",
4101 "18 ['l'] 11 \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",
4108 "25 [] 10 \n",
4109 "26 ['o', 'l', 'g'] 10 \n",
4110 "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
4111 "28 ['s', 'a', 'd'] 6 \n",
4112 "29 [] 12 \n",
4113 ".. ... ... \n",
4114 "970 ['a', 'u', 'p'] 10 \n",
4115 "971 [] 12 \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",
4120 "976 ['d'] 12 \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",
4127 "983 ['r'] 7 \n",
4128 "984 ['s', 'e'] 5 \n",
4129 "985 ['o'] 7 \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",
4139 "995 ['d'] 14 \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",
4144 "\n",
4145 " lives remaining game won \n",
4146 "0 5 True \n",
4147 "1 7 True \n",
4148 "2 8 True \n",
4149 "3 1 True \n",
4150 "4 10 True \n",
4151 "5 6 True \n",
4152 "6 9 True \n",
4153 "7 9 True \n",
4154 "8 5 True \n",
4155 "9 9 True \n",
4156 "10 5 True \n",
4157 "11 5 True \n",
4158 "12 10 True \n",
4159 "13 5 True \n",
4160 "14 8 True \n",
4161 "15 8 True \n",
4162 "16 9 True \n",
4163 "17 8 True \n",
4164 "18 9 True \n",
4165 "19 6 True \n",
4166 "20 4 True \n",
4167 "21 8 True \n",
4168 "22 7 True \n",
4169 "23 8 True \n",
4170 "24 7 True \n",
4171 "25 10 True \n",
4172 "26 7 True \n",
4173 "27 5 True \n",
4174 "28 7 True \n",
4175 "29 10 True \n",
4176 ".. ... ... \n",
4177 "970 7 True \n",
4178 "971 10 True \n",
4179 "972 6 True \n",
4180 "973 3 True \n",
4181 "974 6 True \n",
4182 "975 0 False \n",
4183 "976 9 True \n",
4184 "977 8 True \n",
4185 "978 6 True \n",
4186 "979 6 True \n",
4187 "980 6 True \n",
4188 "981 4 True \n",
4189 "982 8 True \n",
4190 "983 9 True \n",
4191 "984 8 True \n",
4192 "985 9 True \n",
4193 "986 7 True \n",
4194 "987 5 True \n",
4195 "988 7 True \n",
4196 "989 5 True \n",
4197 "990 8 True \n",
4198 "991 5 True \n",
4199 "992 6 True \n",
4200 "993 5 True \n",
4201 "994 8 True \n",
4202 "995 9 True \n",
4203 "996 0 False \n",
4204 "997 4 True \n",
4205 "998 7 True \n",
4206 "999 8 True \n",
4207 "\n",
4208 "[1000 rows x 6 columns]"
4209 ]
4210 }
4211 ],
4212 "prompt_number": 19
4213 },
4214 {
4215 "cell_type": "code",
4216 "collapsed": false,
4217 "input": [
4218 "adaptive_split['word length'] = adaptive_split.apply(lambda r: len(r['target']), axis=1)\n",
4219 "adaptive_split"
4220 ],
4221 "language": "python",
4222 "metadata": {},
4223 "outputs": [
4224 {
4225 "html": [
4226 "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
4227 "<table border=\"1\" class=\"dataframe\">\n",
4228 " <thead>\n",
4229 " <tr style=\"text-align: right;\">\n",
4230 " <th></th>\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",
4238 " </tr>\n",
4239 " </thead>\n",
4240 " <tbody>\n",
4241 " <tr>\n",
4242 " <th>0 </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",
4246 " <td> 6</td>\n",
4247 " <td> 5</td>\n",
4248 " <td> True</td>\n",
4249 " <td> 6</td>\n",
4250 " </tr>\n",
4251 " <tr>\n",
4252 " <th>1 </th>\n",
4253 " <td> anode</td>\n",
4254 " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
4255 " <td> ['s', 'l', 'b']</td>\n",
4256 " <td> 5</td>\n",
4257 " <td> 7</td>\n",
4258 " <td> True</td>\n",
4259 " <td> 5</td>\n",
4260 " </tr>\n",
4261 " <tr>\n",
4262 " <th>2 </th>\n",
4263 " <td> passes</td>\n",
4264 " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
4265 " <td> ['l', 'b']</td>\n",
4266 " <td> 6</td>\n",
4267 " <td> 8</td>\n",
4268 " <td> True</td>\n",
4269 " <td> 6</td>\n",
4270 " </tr>\n",
4271 " <tr>\n",
4272 " <th>3 </th>\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",
4276 " <td> 6</td>\n",
4277 " <td> 1</td>\n",
4278 " <td> True</td>\n",
4279 " <td> 6</td>\n",
4280 " </tr>\n",
4281 " <tr>\n",
4282 " <th>4 </th>\n",
4283 " <td> quadrant</td>\n",
4284 " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</td>\n",
4285 " <td> []</td>\n",
4286 " <td> 8</td>\n",
4287 " <td> 10</td>\n",
4288 " <td> True</td>\n",
4289 " <td> 8</td>\n",
4290 " </tr>\n",
4291 " <tr>\n",
4292 " <th>5 </th>\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",
4296 " <td> 8</td>\n",
4297 " <td> 6</td>\n",
4298 " <td> True</td>\n",
4299 " <td> 8</td>\n",
4300 " </tr>\n",
4301 " <tr>\n",
4302 " <th>6 </th>\n",
4303 " <td> technologists</td>\n",
4304 " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
4305 " <td> ['r']</td>\n",
4306 " <td> 13</td>\n",
4307 " <td> 9</td>\n",
4308 " <td> True</td>\n",
4309 " <td> 13</td>\n",
4310 " </tr>\n",
4311 " <tr>\n",
4312 " <th>7 </th>\n",
4313 " <td> tussle</td>\n",
4314 " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
4315 " <td> ['a']</td>\n",
4316 " <td> 6</td>\n",
4317 " <td> 9</td>\n",
4318 " <td> True</td>\n",
4319 " <td> 6</td>\n",
4320 " </tr>\n",
4321 " <tr>\n",
4322 " <th>8 </th>\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",
4326 " <td> 10</td>\n",
4327 " <td> 5</td>\n",
4328 " <td> True</td>\n",
4329 " <td> 10</td>\n",
4330 " </tr>\n",
4331 " <tr>\n",
4332 " <th>9 </th>\n",
4333 " <td> moderators</td>\n",
4334 " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
4335 " <td> ['u']</td>\n",
4336 " <td> 10</td>\n",
4337 " <td> 9</td>\n",
4338 " <td> True</td>\n",
4339 " <td> 10</td>\n",
4340 " </tr>\n",
4341 " <tr>\n",
4342 " <th>10 </th>\n",
4343 " <td> error</td>\n",
4344 " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
4345 " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
4346 " <td> 5</td>\n",
4347 " <td> 5</td>\n",
4348 " <td> True</td>\n",
4349 " <td> 5</td>\n",
4350 " </tr>\n",
4351 " <tr>\n",
4352 " <th>11 </th>\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",
4356 " <td> 7</td>\n",
4357 " <td> 5</td>\n",
4358 " <td> True</td>\n",
4359 " <td> 7</td>\n",
4360 " </tr>\n",
4361 " <tr>\n",
4362 " <th>12 </th>\n",
4363 " <td> dress</td>\n",
4364 " <td> ['d', 'r', 'e', 's', 's']</td>\n",
4365 " <td> []</td>\n",
4366 " <td> 5</td>\n",
4367 " <td> 10</td>\n",
4368 " <td> True</td>\n",
4369 " <td> 5</td>\n",
4370 " </tr>\n",
4371 " <tr>\n",
4372 " <th>13 </th>\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",
4376 " <td> 8</td>\n",
4377 " <td> 5</td>\n",
4378 " <td> True</td>\n",
4379 " <td> 8</td>\n",
4380 " </tr>\n",
4381 " <tr>\n",
4382 " <th>14 </th>\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",
4386 " <td> 13</td>\n",
4387 " <td> 8</td>\n",
4388 " <td> True</td>\n",
4389 " <td> 13</td>\n",
4390 " </tr>\n",
4391 " <tr>\n",
4392 " <th>15 </th>\n",
4393 " <td> reload</td>\n",
4394 " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
4395 " <td> ['s', 'i']</td>\n",
4396 " <td> 6</td>\n",
4397 " <td> 8</td>\n",
4398 " <td> True</td>\n",
4399 " <td> 6</td>\n",
4400 " </tr>\n",
4401 " <tr>\n",
4402 " <th>16 </th>\n",
4403 " <td> confounded</td>\n",
4404 " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
4405 " <td> ['p']</td>\n",
4406 " <td> 10</td>\n",
4407 " <td> 9</td>\n",
4408 " <td> True</td>\n",
4409 " <td> 10</td>\n",
4410 " </tr>\n",
4411 " <tr>\n",
4412 " <th>17 </th>\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",
4416 " <td> 10</td>\n",
4417 " <td> 8</td>\n",
4418 " <td> True</td>\n",
4419 " <td> 10</td>\n",
4420 " </tr>\n",
4421 " <tr>\n",
4422 " <th>18 </th>\n",
4423 " <td> ignoramuses</td>\n",
4424 " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
4425 " <td> ['l']</td>\n",
4426 " <td> 11</td>\n",
4427 " <td> 9</td>\n",
4428 " <td> True</td>\n",
4429 " <td> 11</td>\n",
4430 " </tr>\n",
4431 " <tr>\n",
4432 " <th>19 </th>\n",
4433 " <td> party</td>\n",
4434 " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
4435 " <td> ['s', 'e', 'n', 'd']</td>\n",
4436 " <td> 5</td>\n",
4437 " <td> 6</td>\n",
4438 " <td> True</td>\n",
4439 " <td> 5</td>\n",
4440 " </tr>\n",
4441 " <tr>\n",
4442 " <th>20 </th>\n",
4443 " <td> rill</td>\n",
4444 " <td> ['r', 'i', 'l', 'l']</td>\n",
4445 " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
4446 " <td> 4</td>\n",
4447 " <td> 4</td>\n",
4448 " <td> True</td>\n",
4449 " <td> 4</td>\n",
4450 " </tr>\n",
4451 " <tr>\n",
4452 " <th>21 </th>\n",
4453 " <td> player</td>\n",
4454 " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
4455 " <td> ['s', 'm']</td>\n",
4456 " <td> 6</td>\n",
4457 " <td> 8</td>\n",
4458 " <td> True</td>\n",
4459 " <td> 6</td>\n",
4460 " </tr>\n",
4461 " <tr>\n",
4462 " <th>22 </th>\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",
4466 " <td> 9</td>\n",
4467 " <td> 7</td>\n",
4468 " <td> True</td>\n",
4469 " <td> 9</td>\n",
4470 " </tr>\n",
4471 " <tr>\n",
4472 " <th>23 </th>\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",
4476 " <td> 9</td>\n",
4477 " <td> 8</td>\n",
4478 " <td> True</td>\n",
4479 " <td> 9</td>\n",
4480 " </tr>\n",
4481 " <tr>\n",
4482 " <th>24 </th>\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",
4486 " <td> 8</td>\n",
4487 " <td> 7</td>\n",
4488 " <td> True</td>\n",
4489 " <td> 8</td>\n",
4490 " </tr>\n",
4491 " <tr>\n",
4492 " <th>25 </th>\n",
4493 " <td> coniferous</td>\n",
4494 " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</td>\n",
4495 " <td> []</td>\n",
4496 " <td> 10</td>\n",
4497 " <td> 10</td>\n",
4498 " <td> True</td>\n",
4499 " <td> 10</td>\n",
4500 " </tr>\n",
4501 " <tr>\n",
4502 " <th>26 </th>\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",
4506 " <td> 10</td>\n",
4507 " <td> 7</td>\n",
4508 " <td> True</td>\n",
4509 " <td> 10</td>\n",
4510 " </tr>\n",
4511 " <tr>\n",
4512 " <th>27 </th>\n",
4513 " <td> scull</td>\n",
4514 " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
4515 " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
4516 " <td> 5</td>\n",
4517 " <td> 5</td>\n",
4518 " <td> True</td>\n",
4519 " <td> 5</td>\n",
4520 " </tr>\n",
4521 " <tr>\n",
4522 " <th>28 </th>\n",
4523 " <td> virgin</td>\n",
4524 " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
4525 " <td> ['s', 'a', 'd']</td>\n",
4526 " <td> 6</td>\n",
4527 " <td> 7</td>\n",
4528 " <td> True</td>\n",
4529 " <td> 6</td>\n",
4530 " </tr>\n",
4531 " <tr>\n",
4532 " <th>29 </th>\n",
4533 " <td> licentiously</td>\n",
4534 " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</td>\n",
4535 " <td> []</td>\n",
4536 " <td> 12</td>\n",
4537 " <td> 10</td>\n",
4538 " <td> True</td>\n",
4539 " <td> 12</td>\n",
4540 " </tr>\n",
4541 " <tr>\n",
4542 " <th>...</th>\n",
4543 " <td>...</td>\n",
4544 " <td>...</td>\n",
4545 " <td>...</td>\n",
4546 " <td>...</td>\n",
4547 " <td>...</td>\n",
4548 " <td>...</td>\n",
4549 " <td>...</td>\n",
4550 " </tr>\n",
4551 " <tr>\n",
4552 " <th>970</th>\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",
4556 " <td> 10</td>\n",
4557 " <td> 7</td>\n",
4558 " <td> True</td>\n",
4559 " <td> 10</td>\n",
4560 " </tr>\n",
4561 " <tr>\n",
4562 " <th>971</th>\n",
4563 " <td> bankruptcies</td>\n",
4564 " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</td>\n",
4565 " <td> []</td>\n",
4566 " <td> 12</td>\n",
4567 " <td> 10</td>\n",
4568 " <td> True</td>\n",
4569 " <td> 12</td>\n",
4570 " </tr>\n",
4571 " <tr>\n",
4572 " <th>972</th>\n",
4573 " <td> smalls</td>\n",
4574 " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
4575 " <td> ['e', 't', 'k', 'w']</td>\n",
4576 " <td> 6</td>\n",
4577 " <td> 6</td>\n",
4578 " <td> True</td>\n",
4579 " <td> 6</td>\n",
4580 " </tr>\n",
4581 " <tr>\n",
4582 " <th>973</th>\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",
4586 " <td> 7</td>\n",
4587 " <td> 3</td>\n",
4588 " <td> True</td>\n",
4589 " <td> 7</td>\n",
4590 " </tr>\n",
4591 " <tr>\n",
4592 " <th>974</th>\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",
4596 " <td> 11</td>\n",
4597 " <td> 6</td>\n",
4598 " <td> True</td>\n",
4599 " <td> 11</td>\n",
4600 " </tr>\n",
4601 " <tr>\n",
4602 " <th>975</th>\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",
4606 " <td> 2</td>\n",
4607 " <td> 0</td>\n",
4608 " <td> False</td>\n",
4609 " <td> 4</td>\n",
4610 " </tr>\n",
4611 " <tr>\n",
4612 " <th>976</th>\n",
4613 " <td> romanticises</td>\n",
4614 " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
4615 " <td> ['d']</td>\n",
4616 " <td> 12</td>\n",
4617 " <td> 9</td>\n",
4618 " <td> True</td>\n",
4619 " <td> 12</td>\n",
4620 " </tr>\n",
4621 " <tr>\n",
4622 " <th>977</th>\n",
4623 " <td> cleavage</td>\n",
4624 " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
4625 " <td> ['r', 's']</td>\n",
4626 " <td> 8</td>\n",
4627 " <td> 8</td>\n",
4628 " <td> True</td>\n",
4629 " <td> 8</td>\n",
4630 " </tr>\n",
4631 " <tr>\n",
4632 " <th>978</th>\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",
4636 " <td> 7</td>\n",
4637 " <td> 6</td>\n",
4638 " <td> True</td>\n",
4639 " <td> 7</td>\n",
4640 " </tr>\n",
4641 " <tr>\n",
4642 " <th>979</th>\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",
4646 " <td> 7</td>\n",
4647 " <td> 6</td>\n",
4648 " <td> True</td>\n",
4649 " <td> 7</td>\n",
4650 " </tr>\n",
4651 " <tr>\n",
4652 " <th>980</th>\n",
4653 " <td> troupe</td>\n",
4654 " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
4655 " <td> ['s', 'g', 'a', 'l']</td>\n",
4656 " <td> 6</td>\n",
4657 " <td> 6</td>\n",
4658 " <td> True</td>\n",
4659 " <td> 6</td>\n",
4660 " </tr>\n",
4661 " <tr>\n",
4662 " <th>981</th>\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",
4666 " <td> 6</td>\n",
4667 " <td> 4</td>\n",
4668 " <td> True</td>\n",
4669 " <td> 6</td>\n",
4670 " </tr>\n",
4671 " <tr>\n",
4672 " <th>982</th>\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",
4676 " <td> 10</td>\n",
4677 " <td> 8</td>\n",
4678 " <td> True</td>\n",
4679 " <td> 10</td>\n",
4680 " </tr>\n",
4681 " <tr>\n",
4682 " <th>983</th>\n",
4683 " <td> sallies</td>\n",
4684 " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
4685 " <td> ['r']</td>\n",
4686 " <td> 7</td>\n",
4687 " <td> 9</td>\n",
4688 " <td> True</td>\n",
4689 " <td> 7</td>\n",
4690 " </tr>\n",
4691 " <tr>\n",
4692 " <th>984</th>\n",
4693 " <td> yacht</td>\n",
4694 " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
4695 " <td> ['s', 'e']</td>\n",
4696 " <td> 5</td>\n",
4697 " <td> 8</td>\n",
4698 " <td> True</td>\n",
4699 " <td> 5</td>\n",
4700 " </tr>\n",
4701 " <tr>\n",
4702 " <th>985</th>\n",
4703 " <td> armpits</td>\n",
4704 " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
4705 " <td> ['o']</td>\n",
4706 " <td> 7</td>\n",
4707 " <td> 9</td>\n",
4708 " <td> True</td>\n",
4709 " <td> 7</td>\n",
4710 " </tr>\n",
4711 " <tr>\n",
4712 " <th>986</th>\n",
4713 " <td> oblongs</td>\n",
4714 " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
4715 " <td> ['r', 'i', 'a']</td>\n",
4716 " <td> 7</td>\n",
4717 " <td> 7</td>\n",
4718 " <td> True</td>\n",
4719 " <td> 7</td>\n",
4720 " </tr>\n",
4721 " <tr>\n",
4722 " <th>987</th>\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",
4726 " <td> 9</td>\n",
4727 " <td> 5</td>\n",
4728 " <td> True</td>\n",
4729 " <td> 9</td>\n",
4730 " </tr>\n",
4731 " <tr>\n",
4732 " <th>988</th>\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",
4736 " <td> 8</td>\n",
4737 " <td> 7</td>\n",
4738 " <td> True</td>\n",
4739 " <td> 8</td>\n",
4740 " </tr>\n",
4741 " <tr>\n",
4742 " <th>989</th>\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",
4746 " <td> 7</td>\n",
4747 " <td> 5</td>\n",
4748 " <td> True</td>\n",
4749 " <td> 7</td>\n",
4750 " </tr>\n",
4751 " <tr>\n",
4752 " <th>990</th>\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",
4756 " <td> 18</td>\n",
4757 " <td> 8</td>\n",
4758 " <td> True</td>\n",
4759 " <td> 18</td>\n",
4760 " </tr>\n",
4761 " <tr>\n",
4762 " <th>991</th>\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",
4766 " <td> 6</td>\n",
4767 " <td> 5</td>\n",
4768 " <td> True</td>\n",
4769 " <td> 6</td>\n",
4770 " </tr>\n",
4771 " <tr>\n",
4772 " <th>992</th>\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",
4776 " <td> 9</td>\n",
4777 " <td> 6</td>\n",
4778 " <td> True</td>\n",
4779 " <td> 9</td>\n",
4780 " </tr>\n",
4781 " <tr>\n",
4782 " <th>993</th>\n",
4783 " <td> weals</td>\n",
4784 " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
4785 " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
4786 " <td> 5</td>\n",
4787 " <td> 5</td>\n",
4788 " <td> True</td>\n",
4789 " <td> 5</td>\n",
4790 " </tr>\n",
4791 " <tr>\n",
4792 " <th>994</th>\n",
4793 " <td> dryer</td>\n",
4794 " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
4795 " <td> ['s', 'i']</td>\n",
4796 " <td> 5</td>\n",
4797 " <td> 8</td>\n",
4798 " <td> True</td>\n",
4799 " <td> 5</td>\n",
4800 " </tr>\n",
4801 " <tr>\n",
4802 " <th>995</th>\n",
4803 " <td> inconclusively</td>\n",
4804 " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
4805 " <td> ['d']</td>\n",
4806 " <td> 14</td>\n",
4807 " <td> 9</td>\n",
4808 " <td> True</td>\n",
4809 " <td> 14</td>\n",
4810 " </tr>\n",
4811 " <tr>\n",
4812 " <th>996</th>\n",
4813 " <td> bubbliest</td>\n",
4814 " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
4815 " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
4816 " <td> 1</td>\n",
4817 " <td> 0</td>\n",
4818 " <td> False</td>\n",
4819 " <td> 9</td>\n",
4820 " </tr>\n",
4821 " <tr>\n",
4822 " <th>997</th>\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",
4826 " <td> 6</td>\n",
4827 " <td> 4</td>\n",
4828 " <td> True</td>\n",
4829 " <td> 6</td>\n",
4830 " </tr>\n",
4831 " <tr>\n",
4832 " <th>998</th>\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",
4836 " <td> 8</td>\n",
4837 " <td> 7</td>\n",
4838 " <td> True</td>\n",
4839 " <td> 8</td>\n",
4840 " </tr>\n",
4841 " <tr>\n",
4842 " <th>999</th>\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",
4846 " <td> 10</td>\n",
4847 " <td> 8</td>\n",
4848 " <td> True</td>\n",
4849 " <td> 10</td>\n",
4850 " </tr>\n",
4851 " </tbody>\n",
4852 "</table>\n",
4853 "<p>1000 rows \u00d7 7 columns</p>\n",
4854 "</div>"
4855 ],
4856 "metadata": {},
4857 "output_type": "pyout",
4858 "prompt_number": 20,
4859 "text": [
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",
4891 ".. ... ... \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",
4922 "\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",
4928 "4 [] 8 \n",
4929 "5 ['r', 'i', 's', 'd'] 8 \n",
4930 "6 ['r'] 13 \n",
4931 "7 ['a'] 6 \n",
4932 "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
4933 "9 ['u'] 10 \n",
4934 "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
4935 "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
4936 "12 [] 5 \n",
4937 "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
4938 "14 ['s', 'g'] 13 \n",
4939 "15 ['s', 'i'] 6 \n",
4940 "16 ['p'] 10 \n",
4941 "17 ['o', 'l'] 10 \n",
4942 "18 ['l'] 11 \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",
4949 "25 [] 10 \n",
4950 "26 ['o', 'l', 'g'] 10 \n",
4951 "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
4952 "28 ['s', 'a', 'd'] 6 \n",
4953 "29 [] 12 \n",
4954 ".. ... ... \n",
4955 "970 ['a', 'u', 'p'] 10 \n",
4956 "971 [] 12 \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",
4961 "976 ['d'] 12 \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",
4968 "983 ['r'] 7 \n",
4969 "984 ['s', 'e'] 5 \n",
4970 "985 ['o'] 7 \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",
4980 "995 ['d'] 14 \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",
4985 "\n",
4986 " lives remaining game won word length \n",
4987 "0 5 True 6 \n",
4988 "1 7 True 5 \n",
4989 "2 8 True 6 \n",
4990 "3 1 True 6 \n",
4991 "4 10 True 8 \n",
4992 "5 6 True 8 \n",
4993 "6 9 True 13 \n",
4994 "7 9 True 6 \n",
4995 "8 5 True 10 \n",
4996 "9 9 True 10 \n",
4997 "10 5 True 5 \n",
4998 "11 5 True 7 \n",
4999 "12 10 True 5 \n",
5000 "13 5 True 8 \n",
5001 "14 8 True 13 \n",
5002 "15 8 True 6 \n",
5003 "16 9 True 10 \n",
5004 "17 8 True 10 \n",
5005 "18 9 True 11 \n",
5006 "19 6 True 5 \n",
5007 "20 4 True 4 \n",
5008 "21 8 True 6 \n",
5009 "22 7 True 9 \n",
5010 "23 8 True 9 \n",
5011 "24 7 True 8 \n",
5012 "25 10 True 10 \n",
5013 "26 7 True 10 \n",
5014 "27 5 True 5 \n",
5015 "28 7 True 6 \n",
5016 "29 10 True 12 \n",
5017 ".. ... ... ... \n",
5018 "970 7 True 10 \n",
5019 "971 10 True 12 \n",
5020 "972 6 True 6 \n",
5021 "973 3 True 7 \n",
5022 "974 6 True 11 \n",
5023 "975 0 False 4 \n",
5024 "976 9 True 12 \n",
5025 "977 8 True 8 \n",
5026 "978 6 True 7 \n",
5027 "979 6 True 7 \n",
5028 "980 6 True 6 \n",
5029 "981 4 True 6 \n",
5030 "982 8 True 10 \n",
5031 "983 9 True 7 \n",
5032 "984 8 True 5 \n",
5033 "985 9 True 7 \n",
5034 "986 7 True 7 \n",
5035 "987 5 True 9 \n",
5036 "988 7 True 8 \n",
5037 "989 5 True 7 \n",
5038 "990 8 True 18 \n",
5039 "991 5 True 6 \n",
5040 "992 6 True 9 \n",
5041 "993 5 True 5 \n",
5042 "994 8 True 5 \n",
5043 "995 9 True 14 \n",
5044 "996 0 False 9 \n",
5045 "997 4 True 6 \n",
5046 "998 7 True 8 \n",
5047 "999 8 True 10 \n",
5048 "\n",
5049 "[1000 rows x 7 columns]"
5050 ]
5051 }
5052 ],
5053 "prompt_number": 20
5054 },
5055 {
5056 "cell_type": "code",
5057 "collapsed": false,
5058 "input": [
5059 "adaptive_split['lives remaining'].hist()"
5060 ],
5061 "language": "python",
5062 "metadata": {},
5063 "outputs": [
5064 {
5065 "metadata": {},
5066 "output_type": "pyout",
5067 "prompt_number": 21,
5068 "text": [
5069 "<matplotlib.axes.AxesSubplot at 0x7f1586ed5470>"
5070 ]
5071 },
5072 {
5073 "metadata": {},
5074 "output_type": "display_data",
5075 "png": 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qGklqKAe8JDWUA16SGsoBL0kN5YCXpIZywEtSQzngJamhCl4HX9bhwweqPzKSpGYa2QE/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\nLwAAAABJRU5ErkJggg==\n",
5076 "text": [
5077 "<matplotlib.figure.Figure at 0x7f1586eb5da0>"
5078 ]
5079 }
5080 ],
5081 "prompt_number": 21
5082 },
5083 {
5084 "cell_type": "code",
5085 "collapsed": false,
5086 "input": [
5087 "adaptive_split.groupby('lives remaining').size()"
5088 ],
5089 "language": "python",
5090 "metadata": {},
5091 "outputs": [
5092 {
5093 "metadata": {},
5094 "output_type": "pyout",
5095 "prompt_number": 22,
5096 "text": [
5097 "lives remaining\n",
5098 "0 19\n",
5099 "1 9\n",
5100 "2 22\n",
5101 "3 56\n",
5102 "4 68\n",
5103 "5 105\n",
5104 "6 165\n",
5105 "7 172\n",
5106 "8 183\n",
5107 "9 124\n",
5108 "10 77\n",
5109 "dtype: int64"
5110 ]
5111 }
5112 ],
5113 "prompt_number": 22
5114 },
5115 {
5116 "cell_type": "code",
5117 "collapsed": false,
5118 "input": [],
5119 "language": "python",
5120 "metadata": {},
5121 "outputs": [],
5122 "prompt_number": 75
5123 }
5124 ],
5125 "metadata": {}
5126 }
5127 ]
5128 }
Programming exercises for the CAS Master teacher training