FIRST_LETTER_FREQUENCIES = { b't': .15978, b'a': .11682, b'o': .07631, b'i': .07294, b's': .06686, b'w': .05497, b'c': .05238, b'b': .04434, b'p': .04319, b'h': .04200, b'f': .04027, b'm': .03826, b'd': .03174, b'r': .02826, b'e': .02799, b'l': .02415, b'n': .02284, b'g': .01642, b'u': .01183, b'v': .00824, b'y': .00763, b'j': .00511, b'k': .00456, b'q': .00222, b'x': .00045, b'z': .00045 } LETTER_FREQ = { b'e': 0.1249, b't': 0.0928, b'a': 0.0804, b'o': 0.0764, b'i': 0.0757, b'n': 0.0723, b's': 0.0651, b'r': 0.0628, b'h': 0.0505, b'l': 0.0407, b'd': 0.0382, b'c': 0.0334, b'u': 0.0273, b'm': 0.0251, b'f': 0.0240, b'p': 0.0214, b'g': 0.0187, b'w': 0.0168, b'y': 0.0166, b'b': 0.0148, b'v': 0.0105, b'k': 0.0054, b'x': 0.0023, b'j': 0.0016, b'q': 0.0012, b'z': 0.0009 } CHAR_FREQ = { 32: 0.171662, 34: 0.002442, 39: 0.002447, 40: 0.002178, 41: 0.002233, 44: 0.007383999999999999, 45: 0.013734, 46: 0.015124, 47: 0.001549, 48: 0.005516, 49: 0.004594, 50: 0.003322, 51: 0.0018470000000000001, 52: 0.001348, 53: 0.001663, 54: 0.001153, 55: 0.0010299999999999999, 56: 0.001054, 57: 0.001024, 58: 0.004354, 59: 0.001214, 60: 0.001225, 62: 0.001242, 63: 0.001474, 65: 0.003132, 66: 0.002163, 67: 0.003906, 68: 0.0031509999999999997, 69: 0.002673, 70: 0.001416, 71: 0.0018759999999999998, 72: 0.002321, 73: 0.003211, 74: 0.001726, 76: 0.001884, 77: 0.003529, 78: 0.002085, 79: 0.001842, 80: 0.002614, 82: 0.002519, 83: 0.004003, 84: 0.003322, 87: 0.0025269999999999997, 95: 0.001159, 97: 0.051879999999999996, 98: 0.010195000000000001, 99: 0.021129, 100: 0.025071, 101: 0.085771, 102: 0.013725000000000001, 103: 0.015597000000000001, 104: 0.027444000000000003, 105: 0.04901900000000001, 107: 0.006753, 108: 0.03175, 109: 0.016437, 110: 0.049701, 111: 0.057701, 112: 0.015482000000000001, 114: 0.042586000000000006, 115: 0.043685999999999996, 116: 0.0637, 117: 0.020999, 118: 0.008461999999999999, 119: 0.013033999999999999, 120: 0.0019500000000000001, 121: 0.01133, 149: 0.00641 } MOST_COMMON_WORDS = { b'the': .0714, b'of': .0416, b'and': .0304, b'to': .0260, b'in': .0227, b'a': .0206, b'is': .0113, b'that': .0108, b'for': .0088, b'it': .0077, b'as': .0077, b'was': .0074, b'with': .0070, b'be': .0065, b'by': .0063, b'on': .0062, b'not': .0061, b'he': .0055, b'i': .0052, b'this': .0051, b'are': .0050, b'or': .0049, b'his': .0049, b'from': .0047, b'at': .0046, b'which': .0042, b'but': .0038, b'have': .0037, b'an': .0037, b'had': .0035, b'they': .0033, b'you': .0031, b'were': .0031, b'their': .0029, b'one': .0029, b'all': .0028, b'we': .0028, b'can': .0022, b'her': .0022, b'has': .0022, b'there': .0022, b'been': .0022, b'if': .0021, b'more': .0021, b'when': .0020, b'will': .0020, b'would': .0020, b'who': .0020, b'so': .0019, b'no': .0019 } MOST_COMMON_BIGRAMS = { b'TH': .0356, b'HE': .0307, b'IN': .0243, b'ER': .0205, b'AN': .0199, b'RE': .0185, b'ON': .0176, b'AT': .0149, b'EN': .0145, b'ND': .0135, b'TI': .0134, b'ES': .0134, b'OR': .0128, b'TE': .0120, b'OF': .0117, b'ED': .0117, b'IS': .0113, b'IT': .0112, b'AL': .0109, b'AR': .0107, b'ST': .0105, b'TO': .0104, b'NT': .0104, b'NG': .0095, b'SE': .0093, b'HA': .0093, b'AS': .0087, b'OU': .0087, b'IO': .0083, b'LE': .0083, b'VE': .0083, b'CO': .0079, b'ME': .0079, b'DE': .0076, b'HI': .0076, b'RI': .0073, b'RO': .0073, b'IC': .0070, b'NE': .0069, b'EA': .0069, b'RA': .0069, b'CE': .0065, b'LI': .0062, b'CH': .0060, b'LL': .0058, b'BE': .0058, b'MA': .0057, b'SI': .0055, b'OM': .0055, b'UR': .0054 } CRACKLIB_WORDLIST = [ b"10th", b"1st", b"2nd", b"3rd", b"4th", b"5th", b"6th", b"7th", b"8675309", b"8th", b"9th", b"a", b"aaa", b"aaas", b"aarhus", b"aaron", b"aau", b"aba", b"ababa", b"aback", b"abacus", b"abaft", b"abalone", b"abandon", b"abandoned", b"abandoning", b"abandonment", b"abandons", b"abase", b"abased", b"abasement", b"abasements", b"abases", b"abash", b"abashed", b"abashes", b"abashing", b"abasing", b"abate", b"abated", b"abatement", b"abatements", b"abater", b"abates", b"abating", b"abbas", b"abbe", 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b"bohr", b"boil", b"boiled", b"boiler", b"boilerplate", b"boilers", b"boiling", b"boils", b"bois", b"boise", b"boisterous", b"boisterously", b"bold", b"bolder", b"boldest", b"boldface", b"boldly", b"boldness", b"bole", b"boletus", b"bolivar", b"bolivia", b"boll", b"bolo", b"bologna", b"bolometer", b"bolshevik", b"bolshevik's", b"bolsheviks", b"bolshevism", b"bolshevist", b"bolshoi", b"bolster", b"bolstered", b"bolstering", b"bolsters", b"bolt", b"bolted", b"bolting", b"bolton", b"bolts", b"boltzmann", b"bomb", b"bombard", b"bombarded", b"bombarding", b"bombardment", b"bombards", b"bombast", b"bombastic", b"bombay", b"bombed", b"bomber", b"bombers", b"bombing", b"bombings", b"bombproof", b"bombs", b"bon", b"bona", b"bonanza", b"bonanza's", b"bonanzas", b"bonaparte", b"bonaventure", b"bond", b"bondage", b"bonded", b"bonder", b"bonders", b"bondholder", b"bonding", b"bonds", b"bondsman", b"bondsmen", b"bone", b"boned", b"boner", b"boners", b"bones", b"bonfire", b"bonfire's", b"bonfires", b"bong", b"bongo", b"boniface", b"boning", b"bonito", b"bonn", b"bonnet", b"bonneted", b"bonnets", b"bonneville", b"bonnie", b"bonny", b"bonus", b"bonuses", b"bonus's", b"bony", b"bonze", b"boo", b"boob", b"booboo", b"booby", b"boogie", b"book", b"bookbind", b"bookcase", b"bookcase's", b"bookcases", b"booked", b"bookend", b"booker", b"bookers", b"bookie", b"bookie's", b"bookies", b"booking", b"bookings", b"bookish", b"bookkeep", b"bookkeeper", b"bookkeeper's", b"bookkeepers", b"bookkeeping", b"booklet", b"booklet's", b"booklets", b"bookmobile", b"bookplate", b"books", b"bookseller", b"bookseller's", b"booksellers", b"bookshelf", b"bookshelf's", b"bookshelves", b"bookstore", b"bookstore's", b"bookstores", b"booky", b"boolean", b"boom", b"boomed", b"boomerang", b"boomerang's", b"boomerangs", b"booming", b"booms", b"boomtown", b"boomtown's", b"boomtowns", b"boon", b"boone", b"boor", b"boorish", b"boor's", b"boors", b"boos", b"boost", b"boosted", b"booster", b"boosting", b"boosts", b"boot", b"booted", b"bootes", b"booth", b"booths", b"booting", b"bootleg", b"bootleger", b"bootlegged", b"bootlegger", b"bootlegger's", b"bootleggers", b"bootlegging", b"bootlegs", b"boots", b"bootstrap", b"bootstrapped", b"bootstrapping", b"bootstrap's", b"bootstraps", b"booty", b"booze", b"bop", b"bopping", b"borate", b"borates", b"borax", b"bordeaux", b"bordello", b"bordello's", b"bordellos", b"borden", b"border", b"bordered", b"bordering", b"borderings", b"borderland", b"borderland's", b"borderlands", b"borderline", b"borders", b"bore", b"borealis", b"boreas", b"bored", b"boredom", b"borer", b"bores", b"borg", b"boric", b"boring", b"boris", b"born", b"borne", b"borneo", b"boron", b"borosilicate", b"borough", b"boroughs", b"borroughs", b"borrow", b"borrowed", b"borrower", b"borrowers", b"borrowing", b"borrows", b"bosch", b"bose", b"bosom", b"bosom's", b"bosoms", b"boson", b"bosonic", b"boss", b"bossed", b"bosses", b"boston", b"bostonian", b"bostonian's", b"bostonians", b"bosun", b"boswell", b"botanic", b"botanical", b"botanist", b"botanist's", b"botanists", b"botany", b"botch", b"botched", b"botcher", b"botchers", b"botches", b"botching", b"botfly", b"both", b"bother", b"bothered", b"bothering", b"bothers", b"bothersome", b"botswana", b"bottle", b"bottled", b"bottleneck", b"bottleneck's", b"bottlenecks", b"bottler", b"bottlers", b"bottles", b"bottling", b"bottom", b"bottomed", b"bottoming", b"bottomless", b"bottommost", b"bottoms", b"botulin", b"botulinus", b"botulism", b"boucher", b"bouffant", b"bough", b"bough's", b"boughs", b"bought", b"boulder", b"boulder's", b"boulders", b"boule", b"boulevard", b"boulevard's", b"boulevards", b"bounce", b"bounced", b"bouncer", b"bounces", b"bouncing", b"bouncy", b"bound", b"boundaries", b"boundary", b"boundary's", b"bounded", b"bounden", b"bounding", b"boundless", b"boundlessness", b"bounds", b"bounteous", b"bounteously", b"bounties", b"bounty", b"bounty's", b"bouquet", b"bouquet's", b"bouquets", b"bourbaki", b"bourbon", b"bourgeois", b"bourgeoisie", b"bourn", b"boustrophedon", b"bout", b"boutique", b"bout's", b"bouts", b"bovine", b"bovines", b"bow", b"bowditch", b"bowdlerize", b"bowdlerized", b"bowdlerizes", b"bowdlerizing", b"bowdoin", b"bowed", b"bowel", b"bowel's", b"bowels", b"bowen", b"bower", b"bowers", b"bowfin", b"bowie", b"bowing", b"bowl", b"bowled", b"bowler", b"bowlers", b"bowline", b"bowline's", b"bowlines", b"bowling", b"bowls", b"bowman", b"bowmen", b"bows", b"bowstring", b"bowstring's", b"bowstrings", b"box", b"boxcar", b"boxcar's", b"boxcars", b"boxed", b"boxer", b"boxers", b"boxes", b"boxing", b"boxtop", b"boxtop's", b"boxtops", b"boxwood", b"boxy", b"boy", b"boyar", b"boyce", b"boycott", b"boycotted", b"boycotts", b"boyd", b"boyfriend", b"boyfriend's", b"boyfriends", b"boyhood", b"boyish", b"boyishness", b"boyle", b"boylston", b"boy's", b"boys", b"bp", b"bra", b"brace", b"braced", b"bracelet", b"bracelet's", b"bracelets", b"braces", b"bracing", b"bracken", b"bracket", b"bracketed", 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b"brash", b"brashly", b"brashness", b"brasilia", b"brass", b"brasses", b"brassiere", b"brassy", b"brat", b"brat's", b"brats", b"bratwurst", b"braun", b"bravado", b"brave", b"braved", b"bravely", b"braveness", b"braver", b"bravery", b"braves", b"bravest", b"braving", b"bravo", b"bravos", b"bravura", b"brawl", b"brawler", b"brawling", b"brawn", b"bray", b"brayed", b"brayer", b"braying", b"brays", b"braze", b"brazed", b"brazen", b"brazenly", b"brazenness", b"brazes", b"brazier", b"brazier's", b"braziers", b"brazil", b"brazilian", b"brazing", b"brazzaville", b"breach", b"breached", b"breacher", b"breachers", b"breaches", b"breaching", b"bread", b"breadboard", b"breadboard's", b"breadboards", b"breadbox", b"breadboxes", b"breadbox's", b"breaded", b"breadfruit", b"breading", b"breadroot", b"breads", b"breadth", b"breadwinner", b"breadwinner's", b"breadwinners", b"break", b"breakable", b"breakables", b"breakage", b"breakaway", b"breakdown", b"breakdown's", b"breakdowns", b"breaker", b"breakers", b"breakfast", b"breakfasted", b"breakfaster", b"breakfasters", b"breakfasting", b"breakfasts", b"breaking", b"breakoff", b"breakpoint", b"breakpoint's", b"breakpoints", b"breaks", b"breakthrough", b"breakthroughes", b"breakthrough's", b"breakthroughs", b"breakup", b"breakwater", b"breakwater's", b"breakwaters", b"bream", b"breast", b"breasted", b"breastplate", b"breasts", b"breastwork", b"breastwork's", b"breastworks", b"breath", b"breathable", b"breathe", b"breathed", b"breather", b"breathers", b"breathes", b"breathing", b"breathless", b"breathlessly", b"breaths", b"breathtaking", b"breathtakingly", b"breathy", b"breccia", b"bred", b"breech", b"breeches", b"breech's", b"breed", b"breeder", b"breeding", b"breeds", b"breeze", b"breeze's", b"breezes", b"breezily", b"breezy", b"bremen", b"bremsstrahlung", b"brenda", b"brendan", b"brennan", b"brenner", b"brent", b"brest", b"brethren", b"breton", b"brett", b"breve", b"brevet", b"breveted", b"breveting", b"brevets", b"brevity", b"brew", b"brewed", b"brewer", b"breweries", b"brewers", b"brewery", b"brewery's", b"brewing", b"brews", b"brewster", b"brian", b"briar", b"briar's", b"briars", b"bribe", b"bribed", b"briber", b"bribers", b"bribery", b"bribes", b"bribing", b"brice", b"brick", b"brickbat", b"bricked", b"bricker", b"bricklay", b"bricklayer", b"bricklayer's", b"bricklayers", b"bricklaying", b"bricks", b"bridal", b"bride", b"bridegroom", b"bride's", b"brides", b"bridesmaid", b"bridesmaid's", b"bridesmaids", b"bridge", b"bridgeable", b"bridged", b"bridgehead", b"bridgehead's", b"bridgeheads", b"bridgeport", b"bridges", b"bridget", b"bridgetown", b"bridgewater", b"bridgework", b"bridgework's", b"bridging", b"bridle", b"bridled", b"bridles", b"bridling", b"brief", b"briefcase", b"briefcase's", b"briefcases", b"briefed", b"briefer", b"briefest", b"briefing", b"briefing's", b"briefings", b"briefly", b"briefness", b"briefs", b"brier", b"brig", b"brigade", b"brigade's", b"brigades", b"brigadier", b"brigadier's", b"brigadiers", b"brigantine", b"briggs", b"brigham", b"bright", b"brighten", b"brightened", b"brightener", b"brighteners", b"brightening", b"brightens", b"brighter", b"brightest", b"brightly", b"brightness", b"brighton", b"brig's", b"brigs", b"brilliance", b"brilliancy", b"brilliant", b"brilliantly", b"brillouin", b"brim", b"brimful", b"brimmed", b"brimming", b"brimstone", b"brindisi", b"brindle", b"brindled", b"brine", b"bring", b"bringed", b"bringer", b"bringers", b"bringing", b"brings", b"brink", b"brinkmanship", b"briny", b"brisbane", b"brisk", b"brisker", b"briskly", b"briskness", b"bristle", b"bristled", b"bristles", b"bristling", b"bristol", b"britain", b"britannic", b"britannica", b"britches", b"british", b"britisher", b"briton", b"briton's", b"britons", b"brittany", b"britten", b"brittle", b"brittleness", b"broach", b"broached", b"broaches", b"broaching", b"broad", b"broadband", b"broadcast", b"broadcaster", b"broadcasters", b"broadcasting", b"broadcastings", b"broadcasts", b"broaden", b"broadened", b"broadener", b"broadeners", b"broadening", b"broadenings", b"broadens", b"broader", b"broadest", b"broadloom", b"broadly", b"broadness", b"broadside", b"broadway", b"brocade", b"brocaded", b"broccoli", b"brochure", b"brochure's", b"brochures", b"brock", b"brockle", b"broglie", b"broil", b"broiled", b"broiler", b"broilers", b"broiling", b"broils", b"broke", b"broken", b"brokenly", b"brokenness", b"broker", b"brokerage", b"brokers", b"bromfield", b"bromide", b"bromide's", b"bromides", b"bromine", b"bromley", b"bronchi", b"bronchial", b"bronchiolar", b"bronchiole", b"bronchiole's", b"bronchioles", b"bronchitis", b"bronchus", b"bronco", b"brontosaurus", b"bronx", b"bronze", b"bronzed", b"bronzes", b"bronzy", b"brooch", b"brooches", b"brooch's", b"brood", b"brooder", b"brooding", b"broods", b"broody", b"brook", b"brooke", b"brooked", b"brookhaven", b"brookline", b"brooklyn", b"brooks", b"brookside", b"broom", b"broomcorn", b"broom's", b"brooms", b"broomstick", b"broomstick's", b"broomsticks", b"broth", b"brothel", b"brothel's", b"brothels", b"brother", b"brotherhood", b"brotherliness", b"brotherly", b"brother's", b"brothers", b"brought", b"brouhaha", b"brow", b"browbeat", b"browbeaten", b"browbeating", b"browbeats", b"brown", b"browne", b"browned", b"brownell", b"browner", b"brownest", b"brownian", b"brownie", b"brownie's", b"brownies", b"browning", b"brownish", b"brownness", b"browns", b"brow's", b"brows", b"browse", b"browsing", b"bruce", b"brucellosis", b"bruckner", b"bruegel", b"bruise", b"bruised", b"bruises", b"bruising", b"bruit", b"brumidi", b"brunch", b"brunches", b"brunette", b"brunhilde", b"bruno", b"brunswick", b"brunt", b"brush", b"brushed", b"brushes", b"brushfire", b"brushfire's", b"brushfires", b"brushing", b"brushlike", b"brushwork", b"brushy", b"brusque", b"brusquely", b"brussels", b"brutal", b"brutalities", b"brutality", b"brutalize", b"brutalized", b"brutalizes", b"brutalizing", b"brutally", b"brute", b"brute's", b"brutes", b"brutish", b"bryan", b"bryant", b"bryce", b"bryn", b"bryophyta", b"bryophyte", b"bryozoa", b"b's", b"bstj", b"btl", b"btu", b"bub", b"bubble", b"bubbled", b"bubbles", b"bubbling", b"bubbly", b"buchanan", b"bucharest", b"buchenwald", b"buchwald", b"buck", b"buckaroo", b"buckboard", b"buckboard's", b"buckboards", b"bucked", b"bucket", b"bucketfull", b"bucket's", b"buckets", b"buckeye", b"buckhorn", b"bucking", b"buckle", b"buckled", b"buckler", b"buckles", b"buckley", b"buckling", b"bucknell", b"bucks", b"buckshot", b"buckskin", b"buckskins", b"buckthorn", b"buckwheat", b"bucolic", b"bud", b"budapest", b"budd", b"budded", b"buddha", b"buddhism", b"buddhist", b"buddies", b"budding", b"buddy", b"buddy's", b"budge", b"budged", b"budges", b"budget", b"budgetary", b"budgeted", b"budgeter", b"budgeters", b"budgeting", b"budgets", b"budging", b"bud's", b"buds", b"budweiser", b"buena", b"buenos", b"buff", b"buffalo", b"buffaloes", b"buffer", b"buffered", b"buffering", b"bufferrer", 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{k.lower():v for k,v in MOST_COMMON_BIGRAMS.items()} TOP_50K = [k.encode('utf-8') for k,v in ENGLISH_ONE_GRAMS.items()][:50000] WORDLIST = {word.decode().strip(): 0 for word in CRACKLIB_WORDLIST + TOP_50K} from samson.auxiliary.tokenizer import Tokenizer from samson.auxiliary.token_list_handler import TokenListHandler TOKENIZER = Tokenizer([word for word, _ in WORDLIST.items() if len(word) > 2], TokenListHandler, delimiter=' ') TOKENIZE = TOKENIZER.tokenize