Created
February 10, 2015 17:58
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Playing around with the beale ciphers
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| 71, 194, 38, 1701, 89, 76, 11, 83, 1629, 48, 94, 63, 132, 16, 111, 95, 84, 341, 975, 14, 40, 64, 27, 81, 139, 213, 63, 90, 1120, 8, 15, 3, 126, 2018, 40, 74, 758, 485, 604, 230, 436, 664, 582, 150, 251, 284, 308, 231, 124, 211, 486, 225, 401, 370, 11, 101, 305, 139, 189, 17, 33, 88, 208, 193, 145, 1, 94, 73, 416, 918, 263, 28, 500, 538, 356, 117, 136, 219, 27, 176, 130, 10, 460, 25, 485, 18, 436, 65, 84, 200, 283, 118, 320, 138, 36, 416, 280, 15, 71, 224, 961, 44, 16, 401, 39, 88, 61, 304, 12, 21, 24, 283, 134, 92, 63, 246, 486, 682, 7, 219, 184, 360, 780, 18, 64, 463, 474, 131, 160, 79, 73, 440, 95, 18, 64, 581, 34, 69, 128, 367, 460, 17, 81, 12, 103, 820, 62, 116, 97, 103, 862, 70, 60, 1317, 471, 540, 208, 121, 890, 346, 36, 150, 59, 568, 614, 13, 120, 63, 219, 812, 2160, 1780, 99, 35, 18, 21, 136, 872, 15, 28, 170, 88, 4, 30, 44, 112, 18, 147, 436, 195, 320, 37, 122, 113, 6, 140, 8, 120, 305, 42, 58, 461, 44, 106, 301, 13, 408, 680, 93, 86, 116, 530, 82, 568, 9, 102, 38, 416, 89, 71, 216, 728, 965, 818, 2, 38, 121, 195, 14, 326, 148, 234, 18, 55, 131, 234, 361, 824, 5, 81, 623, 48, 961, 19, 26, 33, 10, 1101, 365, 92, 88, 181, 275, 346, 201, 206, 86, 36, 219, 324, 829, 840, 64, 326, 19, 48, 122, 85, 216, 284, 919, 861, 326, 985, 233, 64, 68, 232, 431, 960, 50, 29, 81, 216, 321, 603, 14, 612, 81, 360, 36, 51, 62, 194, 78, 60, 200, 314, 676, 112, 4, 28, 18, 61, 136, 247, 819, 921, 1060, 464, 895, 10, 6, 66, 119, 38, 41, 49, 602, 423, 962, 302, 294, 875, 78, 14, 23, 111, 109, 62, 31, 501, 823, 216, 280, 34, 24, 150, 1000, 162, 286, 19, 21, 17, 340, 19, 242, 31, 86, 234, 140, 607, 115, 33, 191, 67, 104, 86, 52, 88, 16, 80, 121, 67, 95, 122, 216, 548, 96, 11, 201, 77, 364, 218, 65, 667, 890, 236, 154, 211, 10, 98, 34, 119, 56, 216, 119, 71, 218, 1164, 1496, 1817, 51, 39, 210, 36, 3, 19, 540, 232, 22, 141, 617, 84, 290, 80, 46, 207, 411, 150, 29, 38, 46, 172, 85, 194, 39, 261, 543, 897, 624, 18, 212, 416, 127, 931, 19, 4, 63, 96, 12, 101, 418, 16, 140, 230, 460, 538, 19, 27, 88, 612, 1431, 90, 716, 275, 74, 83, 11, 426, 89, 72, 84, 1300, 1706, 814, 221, 132, 40, 102, 34, 868, 975, 1101, 84, 16, 79, 23, 16, 81, 122, 324, 403, 912, 227, 936, 447, 55, 86, 34, 43, 212, 107, 96, 314, 264, 1065, 323, 428, 601, 203, 124, 95, 216, 814, 2906, 654, 820, 2, 301, 112, 176, 213, 71, 87, 96, 202, 35, 10, 2, 41, 17, 84, 221, 736, 820, 214, 11, 60, 760 |
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| #!/usr/bin/env python3 | |
| import matplotlib.pyplot as plt | |
| import argparse | |
| import random | |
| import copy | |
| SCORE_WORDS = [ | |
| "and", | |
| "the", | |
| "of", | |
| "it", | |
| "this", | |
| "that", | |
| "have", | |
| "about", | |
| "miles", | |
| "county", | |
| "vault", | |
| "bedford", | |
| "four", | |
| "iron", | |
| "second", | |
| "made", | |
| "gold", | |
| "locality", | |
| "silver", | |
| "exchange", | |
| "surface", | |
| "ground", | |
| "six", | |
| "feet" | |
| ] | |
| def main(): | |
| args = get_args() | |
| print("ingesting beale text '{}'...".format( | |
| args.input.name | |
| )) | |
| numbers = load_text(args.input) | |
| frequency = calc_frequencies(numbers) | |
| print("there are {} numbers in the text, containing {} different numbers".format( | |
| len(numbers), len(frequency.keys()) | |
| )) | |
| if args.plot_freq: | |
| plot_frequencies(frequency) | |
| highest = None | |
| scores = [] | |
| score_words = set([ | |
| line.split()[1].lower() | |
| for line in open('top_words.txt', 'r').readlines() | |
| if len(line.split()[1]) > 1 | |
| ] + SCORE_WORDS) | |
| population = [generate_mapping(frequency)] | |
| for i in range(args.generations): | |
| local_highest = None | |
| fittest = None | |
| for creature in population: | |
| mapped, score, found = score_mapping(numbers, creature, score_words) | |
| if local_highest is None or score > local_highest: | |
| local_highest = score | |
| fittest = creature, mapped, found | |
| scores.append(local_highest) | |
| if highest is None or local_highest > highest: | |
| print("[{}] new highest ({}): '{}'".format( | |
| i, local_highest, fittest[1] | |
| )) | |
| highest = local_highest | |
| population = [ | |
| mutate_mapping(fittest[0], (i + 1) ** 2) | |
| for i in range(args.population) | |
| ] | |
| plot_scores(scores) | |
| def plot_scores(scores): | |
| f, ax = plt.subplots() | |
| ax.plot(scores) | |
| plt.show() | |
| def generate_mapping(frequency): | |
| mapping = {} | |
| for number in frequency.keys(): | |
| mapping[number] = chr(ord('a') + len(mapping) % 26) | |
| return mapping | |
| def apply_mapping(numbers, mapping): | |
| return "".join([ | |
| mapping[number] | |
| for number in numbers | |
| ]) | |
| def mutate_mapping(mapping, severity=1): | |
| mapping = copy.copy(mapping) | |
| for mutation in range(severity): | |
| mapping[random.randint(0, len(mapping))] = chr(ord('a') + random.randint(0, 25)) | |
| return mapping | |
| def score_mapping(numbers, mapping, score_words): | |
| mapped = apply_mapping(numbers, mapping) | |
| index = 0 | |
| found = [] | |
| score = 0 | |
| unmatched = 0 | |
| seen = set() | |
| multiplier = 1 | |
| last_seen = None | |
| while True: | |
| closest = None | |
| for word in score_words: | |
| pos = mapped.find(word, index) | |
| if pos == -1: continue | |
| if closest is None or pos < closest[1]: | |
| closest = word, pos | |
| if word not in seen: | |
| seen.add(word) | |
| multiplier += 1 | |
| if word == last_seen: | |
| multiplier = 1 | |
| last_seen = word | |
| score += score_word_value(word) * multiplier | |
| if closest is None: | |
| unmatched += len(mapped) - index | |
| break | |
| unmatched += closest[1] - index | |
| found.append(closest) | |
| index = closest[1] + len(closest[0]) | |
| score -= unmatched | |
| return mapped, score, found | |
| def score_word_value(word): | |
| return (len(word) - 1) ** 2 | |
| def get_args(): | |
| parser = argparse.ArgumentParser( | |
| description="playing with the beale ciphers" | |
| ) | |
| parser.add_argument( | |
| 'input', type=argparse.FileType('r'), | |
| help="the beale cipher text to ingest" | |
| ) | |
| parser.add_argument( | |
| '-f', '--plot-freq', action='store_true', | |
| help="plot frequencies of certain numbers" | |
| ) | |
| parser.add_argument( | |
| '-g', '--generations', type=int, default=100000, | |
| help="number of generations to run the genetic algorithm" | |
| ) | |
| parser.add_argument( | |
| '-p', '--population', type=int, default=10, | |
| help='size of each population of the genetic algorithm' | |
| ) | |
| return parser.parse_args() | |
| def calc_frequencies(numbers): | |
| frequency = {} | |
| for number in numbers: | |
| if number not in frequency.keys(): | |
| frequency[number] = 1 | |
| else: | |
| frequency[number] += 1 | |
| return frequency | |
| def plot_frequencies(frequency): | |
| x_axis = frequency.keys() | |
| y_axis = [frequency[key] for key in x_axis] | |
| f, ax = plt.subplots() | |
| ax.bar(x_axis, y_axis) | |
| ax.set_xlabel("numbers") | |
| ax.set_ylabel("frequency") | |
| plt.show() | |
| def load_text(fd): | |
| return [ | |
| int(x) | |
| for x in fd.read().split(", ") | |
| ] | |
| if __name__ == "__main__": | |
| main() |
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| 1 the 225300 29 223066.9 | |
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| 7 in 73439 29 73206.5 | |
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| 9 he 59158 29 57504.9 | |
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| 144 having 3621 29 3493.0 | |
| 145 off 3637 29 3490.6 | |
| 146 looked 3709 29 3468.0 | |
| 147 even 3651 29 3449.3 | |
| 148 while 3463 29 3397.4 | |
| 149 dear 3952 29 3377.4 | |
| 150 look 3518 29 3377.3 | |
| 151 many 3504 29 3376.0 | |
| 152 life 3447 29 3373.6 | |
| 153 still 3495 29 3370.4 | |
| 154 mind 3437 29 3342.6 | |
| 155 quite 3700 29 3320.9 | |
| 156 another 3388 29 3313.3 | |
| 157 those 3442 29 3261.3 | |
| 158 just 3456 29 3238.0 | |
| 159 head 3447 29 3230.8 | |
| 160 tell 3304 29 3223.9 | |
| 161 better 3240 29 3186.5 | |
| 162 always 3400 29 3182.0 | |
| 163 saw 3282 29 3174.1 | |
| 164 seemed 3346 29 3144.8 | |
| 165 put 3205 29 3100.1 | |
| 166 face 3375 29 3084.8 | |
| 167 let 3144 29 3082.2 | |
| 168 took 3177 29 3057.3 | |
| 169 poor 3182 29 3037.5 | |
| 170 place 3068 29 2997.4 | |
| 171 why 3178 29 2995.5 | |
| 172 done 3051 29 2981.2 | |
| 173 herself 3499 28 2971.1 | |
| 174 found 3057 29 2950.8 | |
| 175 through 3044 29 2940.4 | |
| 176 same 3043 29 2922.2 | |
| 177 going 3110 29 2909.4 | |
| 178 under 2968 29 2904.5 | |
| 179 enough 2959 29 2894.0 | |
| 180 soon 3093 29 2881.3 | |
| 181 home 3027 29 2871.0 | |
| 182 give 2921 29 2853.4 | |
| 183 indeed 3236 29 2851.0 | |
| 184 left 2864 29 2834.6 | |
| 185 get 3074 29 2819.8 | |
| 186 once 2870 29 2819.7 | |
| 187 mother 3571 27 2716.9 | |
| 188 heard 2738 29 2684.6 | |
| 189 myself 3080 29 2671.6 | |
| 190 rather 2755 29 2669.1 | |
| 191 love 2874 28 2664.5 | |
| 192 knew 2760 29 2641.6 | |
| 193 got 2913 29 2631.6 | |
| 194 lady 3400 27 2630.7 | |
| 195 room 2785 29 2628.6 | |
| 196 something 2754 29 2620.7 | |
| 197 yes 3049 28 2620.6 | |
| 198 thing 2897 29 2590.8 | |
| 199 father 2778 28 2562.1 | |
| 200 perhaps 2631 29 2527.8 | |
| 201 sure 2704 29 2527.4 | |
| 202 heart 2635 29 2522.1 | |
| 203 oh 2941 28 2517.0 | |
| 204 right 2632 29 2515.0 | |
| 205 against 2566 29 2513.8 | |
| 206 three 2633 29 2467.1 | |
| 207 men 2743 28 2458.7 | |
| 208 night 2582 29 2431.2 | |
| 209 people 2521 29 2429.3 | |
| 210 door 2616 29 2421.5 | |
| 211 told 2465 29 2395.3 | |
| 212 round 2616 29 2387.7 | |
| 213 because 2561 29 2371.9 | |
| 214 woman 2697 28 2369.1 | |
| 215 till 2622 29 2336.4 | |
| 216 felt 2589 29 2329.3 | |
| 217 between 2377 29 2329.1 | |
| 218 both 2413 29 2319.3 | |
| 219 side 2383 29 2297.7 | |
| 220 seen 2321 29 2284.0 | |
| 221 morning 2345 29 2283.3 | |
| 222 began 2413 29 2258.7 | |
| 223 whom 2460 29 2256.4 | |
| 224 however 2429 29 2254.9 | |
| 225 asked 2522 29 2245.0 | |
| 226 things 2482 29 2243.1 | |
| 227 part 2329 29 2235.6 | |
| 228 almost 2327 29 2212.4 | |
| 229 moment 2272 29 2187.2 | |
| 230 looking 2360 29 2174.8 | |
| 231 want 2213 29 2093.5 | |
| 232 far 2154 29 2091.2 | |
| 233 hands 2236 29 2088.8 | |
| 234 gone 2159 29 2080.0 | |
| 235 world 2146 29 2054.7 | |
| 236 few 2091 29 2017.3 | |
| 237 towards 2084 28 1988.4 | |
| 238 gave 2053 29 1971.7 | |
| 239 friend 2205 29 1971.3 | |
| 240 name 2088 29 1965.2 | |
| 241 best 2001 29 1949.8 | |
| 242 word 2002 29 1942.5 | |
| 243 turned 2045 29 1940.1 | |
| 244 kind 2012 29 1932.7 | |
| 245 cried 2248 29 1917.5 | |
| 246 since 1989 28 1904.8 | |
| 247 anything 2162 28 1897.9 | |
| 248 next 1942 29 1880.2 | |
| 249 find 1912 29 1877.6 | |
| 250 half 1941 29 1874.1 | |
| 251 hope 1987 29 1871.2 | |
| 252 called 1896 29 1863.5 | |
| 253 nor 2050 29 1863.4 | |
| 254 words 1921 29 1858.1 | |
| 255 hear 1908 29 1857.5 | |
| 256 brought 1899 29 1855.7 | |
| 257 set 1942 29 1854.9 | |
| 258 each 1925 29 1845.7 | |
| 259 replied 2295 29 1835.8 | |
| 260 wish 1970 29 1829.9 | |
| 261 voice 1919 29 1826.0 | |
| 262 whole 1897 29 1819.0 | |
| 263 together 1859 29 1811.1 | |
| 264 manner 1942 29 1809.5 | |
| 265 new 1889 29 1771.8 | |
| 266 believe 1863 29 1755.5 | |
| 267 course 1869 29 1749.1 | |
| 268 least 1831 29 1743.0 | |
| 269 years 1824 29 1739.3 | |
| 270 answered 2129 29 1736.2 | |
| 271 among 1818 29 1726.9 | |
| 272 stood 1930 29 1720.6 | |
| 273 sat 1903 29 1717.7 | |
| 274 speak 1773 29 1715.2 | |
| 275 leave 1740 29 1714.8 | |
| 276 work 1853 29 1689.6 | |
| 277 keep 1742 29 1679.9 | |
| 278 taken 1689 29 1667.1 | |
| 279 end 1698 29 1652.3 | |
| 280 less 1741 29 1651.8 | |
| 281 present 1764 29 1646.1 | |
| 282 family 1874 28 1644.5 | |
| 283 often 1711 29 1620.5 | |
| 284 wife 1797 29 1614.2 | |
| 285 whether 1644 29 1586.7 | |
| 286 master 2096 28 1578.0 | |
| 287 coming 1644 29 1577.2 | |
| 288 mean 1657 29 1576.8 | |
| 289 returned 1818 29 1561.4 | |
| 290 evening 1649 29 1557.4 | |
| 291 light 1678 28 1556.8 | |
| 292 money 1728 28 1547.3 | |
| 293 cannot 1691 29 1499.1 | |
| 294 whose 1615 29 1494.1 | |
| 295 boy 1924 29 1471.3 | |
| 296 days 1511 29 1450.7 | |
| 297 near 1529 29 1447.7 | |
| 298 matter 1512 29 1444.4 | |
| 299 suppose 1490 29 1428.9 | |
| 300 gentleman 1868 28 1422.2 | |
| 301 used 1495 29 1421.0 | |
| 302 says 1736 29 1405.8 | |
| 303 really 1600 29 1404.0 | |
| 304 rest 1458 28 1393.4 | |
| 305 business 1461 29 1393.0 | |
| 306 full 1424 29 1390.7 | |
| 307 help 1435 29 1373.6 | |
| 308 child 1495 29 1373.4 | |
| 309 sort 1489 29 1371.2 | |
| 310 passed 1449 29 1367.7 | |
| 311 lay 1510 29 1361.8 | |
| 312 small 1434 29 1355.2 | |
| 313 behind 1416 29 1349.4 | |
| 314 girl 1569 26 1342.8 | |
| 315 feel 1474 29 1340.2 | |
| 316 fire 1461 29 1336.4 | |
| 317 care 1348 29 1334.2 | |
| 318 alone 1368 29 1330.9 | |
| 319 open 1351 29 1319.1 | |
| 320 person 1465 29 1316.0 | |
| 321 call 1333 29 1314.1 | |
| 322 given 1352 29 1298.1 | |
| 323 I'll 1778 26 1295.4 | |
| 324 sometimes 1319 29 1288.8 | |
| 325 making 1322 29 1286.8 | |
| 326 short 1346 29 1282.6 | |
| 327 else 1369 29 1277.7 | |
| 328 large 1337 29 1269.8 | |
| 329 within 1338 29 1268.5 | |
| 330 chapter 1414 28 1259.1 | |
| 331 true 1306 29 1250.2 | |
| 332 country 1409 29 1247.4 | |
| 333 times 1277 29 1226.8 | |
| 334 ask 1271 29 1224.1 | |
| 335 answer 1284 29 1223.3 | |
| 336 air 1278 29 1219.2 | |
| 337 kept 1263 29 1214.1 | |
| 338 hour 1274 29 1213.1 | |
| 339 letter 1356 29 1209.6 | |
| 340 happy 1360 29 1197.1 | |
| 341 reason 1268 29 1189.0 | |
| 342 pretty 1266 29 1180.2 | |
| 343 husband 1418 27 1173.4 | |
| 344 certain 1246 28 1171.5 | |
| 345 others 1266 29 1170.0 | |
| 346 ought 1273 29 1169.3 | |
| 347 does 1293 29 1154.7 | |
| 348 known 1205 29 1153.1 | |
| 349 it's 2068 23 1151.3 | |
| 350 bed 1249 29 1138.6 | |
| 351 table 1231 28 1138.2 | |
| 352 that's 1578 26 1136.7 | |
| 353 ready 1161 29 1135.7 | |
| 354 read 1165 29 1127.0 | |
| 355 already 1177 29 1126.5 | |
| 356 pleasure 1225 29 1125.7 | |
| 357 either 1187 29 1125.3 | |
| 358 means 1178 29 1116.5 | |
| 359 spoke 1142 29 1114.7 | |
| 360 taking 1138 29 1111.2 | |
| 361 friends 1203 29 1110.8 | |
| 362 talk 1176 29 1109.0 | |
| 363 hard 1205 29 1107.3 | |
| 364 walked 1198 29 1095.1 | |
| 365 turn 1128 29 1092.0 | |
| 366 strong 1154 28 1087.1 | |
| 367 thus 1227 27 1081.6 | |
| 368 yourself 1157 29 1076.5 | |
| 369 high 1136 29 1075.5 | |
| 370 along 1248 29 1071.8 | |
| 371 above 1125 29 1070.9 | |
| 372 feeling 1240 29 1070.9 | |
| 373 glad 1123 29 1065.4 | |
| 374 children 1246 29 1062.8 | |
| 375 doubt 1143 29 1062.0 | |
| 376 nature 1172 27 1060.9 | |
| 377 themselves 1111 29 1056.2 | |
| 378 black 1233 28 1045.1 | |
| 379 hardly 1138 29 1043.1 | |
| 380 town 1174 28 1040.3 | |
| 381 sense 1126 29 1040.2 | |
| 382 saying 1090 29 1039.8 | |
| 383 deal 1130 29 1036.5 | |
| 384 account 1159 28 1035.2 | |
| 385 use 1103 29 1032.1 | |
| 386 white 1209 29 1025.1 | |
| 387 bad 1101 29 1025.0 | |
| 388 everything 1243 27 1022.4 | |
| 389 can't 1380 26 1021.7 | |
| 390 neither 1119 29 1019.8 | |
| 391 wanted 1158 29 1019.4 | |
| 392 mine 1104 29 1018.6 | |
| 393 close 1095 29 1017.3 | |
| 394 return 1101 28 1012.7 | |
| 395 dark 1207 29 1011.7 | |
| 396 fell 1095 29 1009.2 | |
| 397 subject 1136 28 998.7 | |
| 398 bear 1028 28 997.2 | |
| 399 appeared 1060 28 993.6 | |
| 400 fear 1081 29 984.7 | |
| 401 state 1049 29 984.2 | |
| 402 thinking 1045 29 981.8 | |
| 403 also 1101 29 976.2 | |
| 404 point 1031 28 969.7 | |
| 405 therefore 1332 27 968.7 | |
| 406 fine 1059 29 966.6 | |
| 407 case 1002 29 965.8 | |
| 408 doing 1004 29 964.7 | |
| 409 held 1024 29 963.6 | |
| 410 certainly 1098 29 957.5 | |
| 411 walk 1010 29 957.2 | |
| 412 lost 975 29 952.4 | |
| 413 question 1013 29 951.1 | |
| 414 company 1049 28 949.1 | |
| 415 continued 1076 29 944.5 | |
| 416 fellow 1117 28 943.2 | |
| 417 truth 1056 28 943.2 | |
| 418 water 1133 29 941.0 | |
| 419 possible 1024 29 936.0 | |
| 420 hold 986 29 934.2 | |
| 421 afraid 1003 29 932.9 | |
| 422 bring 957 29 930.7 | |
| 423 honour 1247 29 930.4 | |
| 424 low 977 29 930.3 | |
| 425 ground 1015 29 929.5 | |
| 426 added 1006 29 927.0 | |
| 427 five 970 29 922.5 | |
| 428 remember 979 29 922.4 | |
| 429 except 1004 29 918.0 | |
| 430 power 1011 27 917.7 | |
| 431 seeing 977 29 913.5 | |
| 432 dead 1019 29 905.2 | |
| 433 I'm 1464 24 905.1 | |
| 434 usual 944 29 902.8 | |
| 435 able 991 29 900.8 | |
| 436 second 925 29 900.3 | |
| 437 arms 1015 28 896.3 | |
| 438 late 929 29 894.4 | |
| 439 opinion 1051 29 889.7 | |
| 440 window 1002 28 886.6 | |
| 441 brother 1135 26 883.9 | |
| 442 live 913 29 883.4 | |
| 443 four 943 29 881.7 | |
| 444 none 949 29 878.9 | |
| 445 death 948 28 878.5 | |
| 446 arm 961 29 878.2 | |
| 447 road 968 28 877.7 | |
| 448 hair 989 29 876.2 | |
| 449 sister 1290 26 876.2 | |
| 450 entered 960 27 874.9 | |
| 451 sent 911 29 874.2 | |
| 452 married 1040 25 872.8 | |
| 453 longer 933 29 872.7 | |
| 454 immediately 1028 28 871.2 | |
| 455 god 1110 27 870.9 | |
| 456 women 1031 26 870.7 | |
| 457 hours 886 29 870.1 | |
| 458 ten 901 29 867.3 | |
| 459 understand 912 29 866.8 | |
| 460 son 998 29 859.9 | |
| 461 horse 1147 28 858.6 | |
| 462 wonder 892 29 856.3 | |
| 463 cold 931 29 855.2 | |
| 464 beyond 908 28 854.1 | |
| 465 please 881 29 852.6 | |
| 466 fair 936 29 851.9 | |
| 467 became 891 28 849.0 | |
| 468 sight 881 29 846.6 | |
| 469 met 883 29 846.2 | |
| 470 afterwards 895 28 826.1 | |
| 471 eye 917 29 824.8 | |
| 472 year 889 29 823.7 | |
| 473 show 892 28 815.4 | |
| 474 general 923 29 814.6 | |
| 475 itself 854 29 804.8 | |
| 476 silence 883 29 799.8 | |
| 477 lord 998 27 799.0 | |
| 478 wrong 847 29 798.8 | |
| 479 turning 846 29 798.2 | |
| 480 daughter 1009 26 795.2 | |
| 481 stay 836 29 794.8 | |
| 482 forward 847 27 794.0 | |
| 483 O 1125 25 793.1 | |
| 484 interest 847 29 792.1 | |
| 485 thoughts 869 28 792.1 | |
| 486 followed 839 29 792.0 | |
| 487 won't 1075 25 789.3 | |
| 488 different 818 29 788.5 | |
| 489 opened 826 29 786.3 | |
| 490 several 940 29 784.7 | |
| 491 idea 880 28 778.8 | |
| 492 received 904 27 774.6 | |
| 493 change 835 29 774.3 | |
| 494 laid 818 29 772.2 | |
| 495 strange 829 29 769.1 | |
| 496 nobody 889 27 768.9 | |
| 497 fact 853 29 767.3 | |
| 498 during 856 28 764.7 | |
| 499 feet 932 29 758.1 | |
| 500 tears 806 29 757.9 | |
| 501 run 838 29 757.1 | |
| 502 purpose 824 29 756.4 | |
| 503 character 866 27 755.9 | |
| 504 body 896 29 754.9 | |
| 505 ran 854 29 754.3 | |
| 506 past 797 29 752.7 | |
| 507 order 894 28 751.6 | |
| 508 need 790 28 749.5 | |
| 509 pleased 846 28 748.4 | |
| 510 trouble 780 29 747.2 | |
| 511 whatever 786 29 746.9 | |
| 512 dinner 860 29 744.0 | |
| 513 happened 808 29 743.1 | |
| 514 sitting 802 29 741.8 | |
| 515 getting 850 29 737.7 | |
| 516 there's 1046 26 735.9 | |
| 517 besides 808 29 735.1 | |
| 518 soul 830 26 731.0 | |
| 519 ill 774 28 729.7 | |
| 520 early 767 27 728.3 | |
| 521 rose 891 29 725.9 | |
| 522 aunt 1411 20 725.5 | |
| 523 hundred 831 29 724.5 | |
| 524 minutes 831 29 722.5 | |
| 525 across 848 29 721.6 | |
| 526 carried 781 29 720.7 | |
| 527 sit 755 29 712.5 | |
| 528 observed 861 25 711.5 | |
| 529 suddenly 832 29 710.5 | |
| 530 creature 767 29 709.6 | |
| 531 conversation 803 29 707.9 | |
| 532 worse 737 29 707.2 | |
| 533 six 758 29 705.6 | |
| 534 quiet 760 29 705.5 | |
| 535 chair 802 28 703.9 | |
| 536 doctor 1125 25 702.3 | |
| 537 tone 831 29 701.8 | |
| 538 standing 771 29 700.9 | |
| 539 living 754 28 700.5 | |
| 540 sorry 770 29 700.1 | |
| 541 stand 745 29 698.6 | |
| 542 meet 717 29 697.5 | |
| 543 instead 725 29 697.1 | |
| 544 wished 788 27 695.4 | |
| 545 ah 827 27 691.8 | |
| 546 lived 729 28 688.7 | |
| 547 try 751 29 686.8 | |
| 548 red 867 29 685.6 | |
| 549 smile 728 29 683.9 | |
| 550 sound 749 29 683.7 | |
| 551 expected 719 29 680.9 | |
| 552 silent 727 29 673.1 | |
| 553 common 711 29 673.0 | |
| 554 meant 739 29 672.5 | |
| 555 tried 751 29 671.8 | |
| 556 until 1036 25 670.9 | |
| 557 mouth 768 29 668.7 | |
| 558 distance 712 29 666.5 | |
| 559 occasion 791 26 665.5 | |
| 560 cut 748 28 664.0 | |
| 561 marry 827 22 663.3 | |
| 562 likely 710 29 663.2 | |
| 563 length 741 28 658.0 | |
| 564 story 704 28 655.8 | |
| 565 visit 754 29 653.7 | |
| 566 deep 692 29 650.4 | |
| 567 seems 674 29 649.8 | |
| 568 street 870 26 648.0 | |
| 569 remained 723 27 647.1 | |
| 570 become 680 29 642.2 | |
| 571 led 676 29 639.3 | |
| 572 speaking 691 29 637.4 | |
| 573 natural 679 29 636.8 | |
| 574 giving 668 29 635.3 | |
| 575 further 730 28 633.7 | |
| 576 struck 675 29 633.7 | |
| 577 week 695 29 629.5 | |
| 578 loved 749 26 627.8 | |
| 579 drew 689 29 626.5 | |
| 580 seem 661 29 626.2 | |
| 581 church 739 26 622.9 | |
| 582 knows 660 29 622.9 | |
| 583 object 725 24 622.3 | |
| 584 ladies 878 23 622.0 | |
| 585 marriage 814 22 620.5 | |
| 586 book 670 29 619.8 | |
| 587 appearance 677 27 619.5 | |
| 588 pay 683 28 619.0 | |
| 589 I've 1003 23 618.6 | |
| 590 obliged 741 28 618.0 | |
| 591 particular 656 29 605.7 | |
| 592 pass 628 29 605.5 | |
| 593 thank 663 28 602.5 | |
| 594 form 700 26 601.4 | |
| 595 knowing 678 29 601.0 | |
| 596 lips 674 29 600.4 | |
| 597 knowledge 671 28 599.6 | |
| 598 former 691 25 598.9 | |
| 599 blood 697 26 597.8 | |
| 600 sake 638 27 597.2 | |
| 601 fortune 764 26 597.0 | |
| 602 necessary 680 25 596.6 | |
| 603 presence 661 26 591.9 | |
| 604 feelings 833 26 588.3 | |
| 605 corner 695 29 587.5 | |
| 606 beautiful 642 29 586.3 | |
| 607 talking 654 29 584.6 | |
| 608 spirit 613 27 584.5 | |
| 609 ago 622 29 583.9 | |
| 610 foot 659 29 582.7 | |
| 611 circumstances 650 28 582.0 | |
| 612 wind 699 29 581.1 | |
| 613 presently 644 28 580.1 | |
| 614 comes 627 29 579.1 | |
| 615 attention 684 28 578.1 | |
| 616 wait 600 29 576.4 | |
| 617 play 662 29 574.8 | |
| 618 easy 613 29 574.6 | |
| 619 real 614 29 574.0 | |
| 620 clear 623 29 573.4 | |
| 621 worth 610 29 572.9 | |
| 622 cause 610 29 570.6 | |
| 623 send 591 29 570.1 | |
| 624 spirits 674 26 569.7 | |
| 625 chance 617 29 569.2 | |
| 626 didn't 997 20 568.5 | |
| 627 view 615 28 568.4 | |
| 628 pleasant 624 29 566.8 | |
| 629 party 695 29 566.4 | |
| 630 beginning 615 29 566.0 | |
| 631 horses 758 28 566.0 | |
| 632 stopped 651 29 565.7 | |
| 633 notice 589 29 565.0 | |
| 634 duty 607 27 564.4 | |
| 635 he's 895 22 564.2 | |
| 636 age 588 29 562.5 | |
| 637 figure 603 29 561.1 | |
| 638 leaving 580 29 559.6 | |
| 639 sleep 610 29 559.5 | |
| 640 entirely 653 28 558.7 | |
| 641 twenty 591 29 554.7 | |
| 642 fall 583 28 553.8 | |
| 643 promise 606 28 552.1 | |
| 644 months 609 28 551.6 | |
| 645 broken 590 29 551.1 | |
| 646 heavy 623 29 551.0 | |
| 647 secret 584 29 549.7 | |
| 648 thousand 633 29 546.2 | |
| 649 happiness 710 23 544.3 | |
| 650 comfort 639 29 543.3 | |
| 651 minute 610 29 543.0 | |
| 652 act 571 29 541.8 | |
| 653 human 616 28 541.8 | |
| 654 fancy 578 29 541.7 | |
| 655 strength 598 28 541.3 | |
| 656 showed 601 26 535.9 | |
| 657 pounds 608 29 535.6 | |
| 658 nearly 603 29 535.3 | |
| 659 probably 610 26 535.3 | |
| 660 captain 1074 21 535.1 | |
| 661 piece 576 29 534.6 | |
| 662 school 838 25 532.3 | |
| 663 write 575 29 527.4 | |
| 664 laughed 628 29 527.0 | |
| 665 reached 631 28 527.0 | |
| 666 repeated 596 28 526.1 | |
| 667 walking 581 29 526.1 | |
| 668 father's 597 27 524.6 | |
| 669 heaven 593 26 518.8 | |
| 670 beauty 606 25 517.9 | |
| 671 shook 567 29 516.9 | |
| 672 sun 600 28 516.1 | |
| 673 waiting 562 29 515.1 | |
| 674 moved 563 28 514.0 | |
| 675 bit 639 29 513.9 | |
| 676 desire 597 25 512.6 | |
| 677 news 573 28 510.9 | |
| 678 front 611 29 510.3 | |
| 679 effect 564 27 509.8 | |
| 680 laugh 535 29 508.4 | |
| 681 uncle 816 21 507.6 | |
| 682 fit 538 29 506.7 | |
| 683 miles 565 28 506.4 | |
| 684 handsome 549 29 506.0 | |
| 685 caught 548 29 505.3 | |
| 686 hat 602 28 504.0 | |
| 687 regard 608 26 503.9 | |
| 688 gentlemen 624 26 503.2 | |
| 689 supposed 541 27 502.4 | |
| 690 easily 552 29 501.6 | |
| 691 impossible 568 29 500.8 | |
| 692 glass 569 29 499.5 | |
| 693 resolved 634 25 498.1 | |
| 694 grew 561 29 497.9 | |
| 695 consider 554 29 496.6 | |
| 696 green 587 28 494.9 | |
| 697 considered 536 29 494.8 | |
| 698 unless 554 29 492.8 | |
| 699 stop 569 29 492.7 | |
| 700 forth 608 26 492.5 | |
| 701 expect 533 28 492.0 | |
| 702 perfectly 600 28 491.3 | |
| 703 altogether 516 29 491.2 | |
| 704 surprise 557 29 491.2 | |
| 705 sudden 514 29 490.8 | |
| 706 free 524 29 490.3 | |
| 707 exactly 546 29 489.9 | |
| 708 grave 514 29 489.6 | |
| 709 carriage 702 26 488.6 | |
| 710 believed 541 29 487.9 | |
| 711 service 536 26 487.8 | |
| 712 angry 521 29 486.9 | |
| 713 putting 524 29 486.0 | |
| 714 carry 523 29 485.3 | |
| 715 everybody 612 27 484.5 | |
| 716 mentioned 582 25 484.4 | |
| 717 looks 520 28 484.0 | |
| 718 scarcely 594 27 483.2 | |
| 719 society 553 26 482.0 | |
| 720 affection 628 24 481.0 | |
| 721 exclaimed 663 26 480.7 | |
| 722 dress 525 28 480.2 | |
| 723 die 528 28 479.4 | |
| 724 earth 542 27 478.2 | |
| 725 latter 565 25 476.8 | |
| 726 garden 569 28 476.2 | |
| 727 step 504 28 474.8 | |
| 728 perfect 502 28 474.1 | |
| 729 countenance 571 25 473.6 | |
| 730 liked 556 28 473.6 | |
| 731 dare 564 26 472.9 | |
| 732 pain 514 27 472.6 | |
| 733 companion 541 27 471.7 | |
| 734 journey 501 29 470.2 | |
| 735 paper 517 29 470.0 | |
| 736 opportunity 531 28 469.4 | |
| 737 makes 509 28 468.3 | |
| 738 honest 552 28 467.4 | |
| 739 arrived 543 26 465.5 | |
| 740 you'll 744 24 464.5 | |
| 741 bright 540 29 464.3 | |
| 742 pity 493 28 463.8 | |
| 743 directly 528 28 463.7 | |
| 744 cry 530 28 463.6 | |
| 745 trust 517 27 462.6 | |
| 746 fast 518 29 461.5 | |
| 747 ye 1051 25 461.4 | |
| 748 warm 501 28 459.5 | |
| 749 danger 524 28 459.2 | |
| 750 trees 573 29 458.8 | |
| 751 breakfast 505 28 457.9 | |
| 752 rich 490 29 457.9 | |
| 753 engaged 521 28 457.5 | |
| 754 proper 554 29 456.5 | |
| 755 talked 554 27 454.3 | |
| 756 respect 504 27 454.1 | |
| 757 fixed 478 29 453.7 | |
| 758 hill 609 27 453.7 | |
| 759 wall 554 26 450.7 | |
| 760 determined 524 28 450.4 | |
| 761 wild 525 29 450.4 | |
| 762 shut 509 29 450.3 | |
| 763 top 553 28 450.3 | |
| 764 plain 481 28 449.9 | |
| 765 scene 508 27 449.5 | |
| 766 sweet 491 28 448.9 | |
| 767 especially 529 27 447.9 | |
| 768 public 523 25 447.8 | |
| 769 acquaintance 569 26 446.9 | |
| 770 forget 471 29 444.0 | |
| 771 history 522 28 444.0 | |
| 772 pale 505 29 443.4 | |
| 773 pray 506 27 442.0 | |
| 774 books 498 28 440.7 | |
| 775 afternoon 529 28 440.4 | |
| 776 man's 482 28 439.5 | |
| 777 otherwise 460 29 439.5 | |
| 778 mention 522 27 439.0 | |
| 779 position 593 26 437.8 | |
| 780 speech 472 29 437.6 | |
| 781 gate 507 28 437.5 | |
| 782 'em 660 22 436.9 | |
| 783 boys 818 28 435.6 | |
| 784 yours 468 29 435.0 | |
| 785 drink 475 29 434.7 | |
| 786 slowly 533 29 434.6 | |
| 787 broke 461 29 434.5 | |
| 788 clothes 494 28 434.0 | |
| 789 fond 483 29 434.0 | |
| 790 pride 475 27 433.7 | |
| 791 watch 486 29 432.8 | |
| 792 sooner 535 27 429.6 | |
| 793 settled 484 29 428.2 | |
| 794 paid 465 28 427.9 | |
| 795 reply 500 27 427.9 | |
| 796 tea 596 23 427.5 | |
| 797 lie 484 29 427.0 | |
| 798 running 482 29 426.4 | |
| 799 died 454 28 424.7 | |
| 800 gentle 461 28 423.7 | |
| 801 particularly 488 27 423.7 | |
| 802 allowed 463 28 423.5 | |
| 803 outside 514 27 422.7 | |
| 804 placed 483 28 421.9 | |
| 805 joy 461 28 421.5 | |
| 806 hearing 449 29 421.4 | |
| 807 note 468 27 420.8 | |
| 808 condition 498 25 420.3 | |
| 809 follow 442 29 420.1 | |
| 810 begin 470 29 419.9 | |
| 811 neck 489 27 419.0 | |
| 812 serious 464 27 418.8 | |
| 813 hurt 477 29 418.3 | |
| 814 kindness 490 28 417.8 | |
| 815 mere 464 26 417.3 | |
| 816 farther 521 27 417.2 | |
| 817 changed 437 29 416.8 | |
| 818 o'clock 504 29 416.4 | |
| 819 passing 458 29 415.9 | |
| 820 girls 539 25 415.7 | |
| 821 force 447 26 414.2 | |
| 822 situation 507 27 413.6 | |
| 823 greater 493 25 412.6 | |
| 824 expression 473 26 412.0 | |
| 825 eat 488 29 411.4 | |
| 826 reading 447 28 410.8 | |
| 827 spoken 433 29 410.4 | |
| 828 raised 447 29 409.3 | |
| 829 anybody 495 24 408.2 | |
| 830 started 449 29 408.0 | |
| 831 following 436 26 406.5 | |
| 832 although 705 25 406.2 | |
| 833 sea 681 26 405.5 | |
| 834 proud 458 28 405.4 | |
| 835 future 452 25 405.1 | |
| 836 quick 445 29 404.2 | |
| 837 safe 435 29 404.1 | |
| 838 temper 458 29 401.7 | |
| 839 laughing 457 29 401.6 | |
| 840 ears 451 27 401.3 | |
| 841 difficulty 430 29 399.7 | |
| 842 meaning 439 28 399.2 | |
| 843 servant 459 27 399.1 | |
| 844 sad 437 29 399.0 | |
| 845 advantage 461 28 398.3 | |
| 846 appear 453 27 398.2 | |
| 847 offer 429 28 397.5 | |
| 848 breath 467 29 396.4 | |
| 849 opposite 443 29 396.3 | |
| 850 number 429 29 395.7 | |
| 851 miserable 418 29 395.0 | |
| 852 law 445 27 394.7 | |
| 853 rising 416 29 394.6 | |
| 854 favour 474 26 394.4 | |
| 855 save 453 29 394.3 | |
| 856 twice 419 29 394.1 | |
| 857 single 424 28 393.5 | |
| 858 blue 471 28 393.0 | |
| 859 noise 438 29 392.5 | |
| 860 stone 467 27 391.4 | |
| 861 mistress 566 23 390.9 | |
| 862 surprised 469 27 390.2 | |
| 863 allow 438 27 390.0 | |
| 864 spot 482 28 389.2 | |
| 865 burst 406 28 388.8 | |
| 866 keeping 418 29 388.5 | |
| 867 line 445 29 388.0 | |
| 868 understood 412 29 387.4 | |
| 869 court 541 25 387.2 | |
| 870 finding 407 27 387.1 | |
| 871 direction 469 29 386.9 | |
| 872 anxious 460 27 386.2 | |
| 873 pocket 450 28 385.6 | |
| 874 around 524 28 385.4 | |
| 875 conduct 470 26 385.4 | |
| 876 loss 422 25 385.2 | |
| 877 fresh 411 28 385.1 | |
| 878 below 433 28 382.8 | |
| 879 hall 541 27 381.6 | |
| 880 satisfaction 467 24 381.4 | |
| 881 land 503 29 381.0 | |
| 882 telling 402 29 379.1 | |
| 883 passion 464 28 378.1 | |
| 884 floor 439 28 378.0 | |
| 885 break 407 28 377.8 | |
| 886 lying 448 27 377.5 | |
| 887 waited 428 29 377.3 | |
| 888 closed 435 28 376.9 | |
| 889 meeting 445 25 376.9 | |
| 890 trying 470 27 376.4 | |
| 891 seat 413 28 376.2 | |
| 892 king 677 26 376.0 | |
| 893 confidence 445 27 375.7 | |
| 894 offered 402 28 375.4 | |
| 895 stranger 436 27 375.0 | |
| 896 somebody 428 28 374.1 | |
| 897 matters 426 27 374.0 | |
| 898 noble 505 27 373.8 | |
| 899 pardon 435 28 373.6 | |
| 900 private 426 25 373.1 | |
| 901 sharp 506 29 372.2 | |
| 902 evil 434 26 372.0 | |
| 903 weeks 421 28 371.6 | |
| 904 justice 445 26 370.3 | |
| 905 hot 429 29 370.2 | |
| 906 cast 423 26 369.4 | |
| 907 letters 434 27 368.7 | |
| 908 youth 397 27 368.7 | |
| 909 lives 396 29 368.4 | |
| 910 health 399 28 367.7 | |
| 911 finished 395 29 367.0 | |
| 912 hoped 415 28 366.3 | |
| 913 holding 402 29 365.8 | |
| 914 touch 417 27 364.8 | |
| 915 spite 424 29 363.9 | |
| 916 delight 427 27 363.2 | |
| 917 bound 415 28 363.1 | |
| 918 consequence 431 25 363.1 | |
| 919 rain 420 28 361.8 | |
| 920 wouldn't 638 20 361.8 | |
| 921 third 396 28 361.5 | |
| 922 hung 427 28 361.3 | |
| 923 ways 399 28 361.2 | |
| 924 weather 407 27 361.1 | |
| 925 written 395 28 360.8 | |
| 926 difference 409 26 360.2 | |
| 927 kitchen 453 27 359.4 | |
| 928 she's 607 21 359.2 | |
| 929 mother's 476 26 359.0 | |
| 930 persons 472 26 358.8 | |
| 931 quarter 386 28 357.7 | |
| 932 promised 383 29 357.6 | |
| 933 hopes 405 28 357.2 | |
| 934 brown 493 27 357.0 | |
| 935 nay 609 24 356.1 | |
| 936 seven 385 29 355.8 | |
| 937 simple 417 27 355.8 | |
| 938 wood 484 29 354.6 | |
| 939 beside 484 23 353.8 | |
| 940 middle 410 29 353.8 | |
| 941 ashamed 387 29 353.2 | |
| 942 lose 369 29 353.0 | |
| 943 dreadful 396 28 352.9 | |
| 944 move 375 29 351.7 | |
| 945 generally 412 27 351.4 | |
| 946 cousin 567 21 350.3 | |
| 947 surely 410 25 350.2 | |
| 948 satisfied 432 26 350.1 | |
| 949 bent 393 29 349.9 | |
| 950 shoulder 426 27 349.9 | |
| 951 art 497 27 349.8 | |
| 952 field 430 29 349.2 | |
| 953 quickly 433 28 349.2 | |
| 954 thrown 374 28 348.8 | |
| 955 tired 392 29 347.0 | |
| 956 share 385 27 346.8 | |
| 957 pair 397 28 346.1 | |
| 958 to-morrow 419 25 346.1 | |
| 959 aware 421 23 345.1 | |
| 960 colour 371 28 344.8 | |
| 961 writing 376 29 344.8 | |
| 962 whenever 368 29 344.3 | |
| 963 quietly 393 29 343.0 | |
| 964 fool 395 27 342.9 | |
| 965 forced 392 26 342.5 | |
| 966 touched 364 28 341.8 | |
| 967 smiling 379 28 339.4 | |
| 968 taste 381 28 338.7 | |
| 969 dog 456 26 338.5 | |
| 970 spent 386 28 337.1 | |
| 971 steps 379 28 337.1 | |
| 972 worst 368 28 336.9 | |
| 973 legs 436 25 336.7 | |
| 974 watched 412 28 336.7 | |
| 975 ay 487 24 335.9 | |
| 976 thee 925 20 335.2 | |
| 977 eight 380 28 335.1 | |
| 978 worthy 405 25 333.7 | |
| 979 wrote 386 28 333.1 | |
| 980 manners 428 28 332.6 | |
| 981 proceeded 402 25 331.8 | |
| 982 frightened 389 28 330.5 | |
| 983 somewhat 409 25 330.5 | |
| 984 born 351 27 330.2 | |
| 985 greatest 427 24 329.6 | |
| 986 charge 368 26 329.5 | |
| 987 degree 426 23 329.5 | |
| 988 shame 349 28 329.4 | |
| 989 places 362 28 329.2 | |
| 990 ma'am 553 19 329.0 | |
| 991 couldn't 592 20 328.6 | |
| 992 tongue 359 29 328.6 | |
| 993 according 385 26 328.5 | |
| 994 box 419 27 328.0 | |
| 995 wine 385 29 327.6 | |
| 996 filled 364 28 327.1 | |
| 997 servants 421 27 327.1 | |
| 998 calling 342 29 326.6 | |
| 999 fallen 345 29 326.6 | |
| 1000 supper 368 27 325.8 |
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