--- /dev/null
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os,sys,inspect, collections\n",
+ "currentdir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe())))\n",
+ "parentdir = os.path.dirname(currentdir)\n",
+ "sys.path.insert(0,parentdir) \n",
+ "\n",
+ "import itertools\n",
+ "\n",
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline\n",
+ "\n",
+ "from cipherbreak import *\n",
+ "from text_prettify import *\n",
+ "\n",
+ "ca = open('8a.ciphertext').read()\n",
+ "cb = open('8b.ciphertext').read()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "YJGEN QTMMP IERLZ ISXBX ESCSF HBVAY ZVAYX BRLZI HJPRJ IVSTR CBLLZ MITZB JSZIS NTVIM XTPWI REYYE QUXGN IXKMW MROWG LFRGG RJGWD DWLRV AWZNW GUKAS ZNMOQ PASTB BNUXJ RMDWL TROLO CIJRF RPUFU NRXYC DAIUR VUJQK LVNWO WMTZB JPGRU OAFHX OGMCN BLTUG XJVVT MXSQQ BRIMK GQAWG QIZLS RTRQI HPXRE LRLZA AWZBS CXEDK QYUWO XUAJR UXZEW AWJEY UCACV EHXKV GXGGN LZHZN UZBGK VPUCB JMKKZ JPPQP ASTBB NUXEL IWWFN IXSZB QREIN XPWIA NPVVG XVVGR KQQET BIROV GXGSB AURWC WAFIU HDXBP RPRSO NPGRJ GWGXG CRIQI ICIUG IIRMC ZBCQO XEXUG HJUWU CQRYM NAZJM ZGMJE QAWGR PHEQK WGLPK OUUAV ESZGQ UTBPI NXKUV BLECX MQBFE INTUL TNVVK TYRMU GJUXE NLENL KLFPV VFYZM PNBCL VIRQN DNUIC CFRLV YEBED CFRRQ UWFWM ZHGUH QQBRI MMSFA MQEST MEWWV GGKRZ XKERL XSERP TAMXS FRVBZ ROXUO WECXG IDPMO LESID NPGXR OLFRZ BGGKP XXKRU XLSKC QGAIJ MQQBE RZUGE RLBFP GPXRE RJOIY XQBVJ HTESW QUPXG AQKTY VAKAE BMYVG XIYMV NGJOA ENJYY MCWMM QZASK KZNDR EINXF JPGGG KTEDA VGENX ENMFE SZGQU TBPIN XZNPJ OICOD JLRUX TSQPI FFISX QAKRF VASSW QGUKO PTPQU GMLSZ XQGNP YRMAB NRWGI XNZYY MCIIM VNLVG VNRTU FMZMD KMUGX GXZNU HPSJP MNZRU XKGZD WAAET EODWL ROGJQ QBSBC JSFBC PAIQE FBIUE SZGQU TBPIN XFJPG RVAWQ AIRJI IRABT YVOYV GXGRF YJPGX KLPRK KMHUA RLZHQ CAREI ZRUNJ QYYUA GXGSV XGLFT VVUXO JXNAL ZVUJD NMENG ZIDLM FQRUG QBIFY EKGZX KQESI IDBAR YXUTE NAVJV KLFXZ HBCKW MLVVJ STVAO CBLRU IKNTH SIXEO JOAVT KIWBQ RUXGL FHIFQ PASTB QQAEZ MQLCQ BVVSF NTONI XIIDW LUGOL IQBVJ HKIBB MUGXG HQVZN YEKPF CQYNW GAKAZ NUXGL FFWAX MKKPN TJBRQ HZJTY VOYVG XGGHS NXUFM YOMYW AYVRR FKZMQ BBAHR YAFGE RKXSR JPGVA QSAKA FHXOG MCNBE IZTMQ KYNRO JQQBR PERTQ AWGAE RTQQB RGEIM PWGFF EJMYN PGTRO OMNZO UXOAB UMUEY UCDXN GEEKL KVTYN LZMID WLXRG LFXBG AECME JLVZC HIWJN RUXTI HROAR IHWMQ ZBGGK PXXKR UXRMF WCGRV IIEHZ RISIW UMAGV TKIWX BGFIH INMTH BAZMP NMETE KAEJV BQRUP ZRGGV PGQDX VBGRX YFNZB GOXSI CANYW YYFRK NGJUV QCXNU GREZR NYNIX ITCPG VATIS NUWVR ZJQUM INLAS KCIUG ISYEB IV\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(ca)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sca = sanitise(ca)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+ " \"matplotlib is currently using a non-GUI backend, \"\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f64b8675198>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fc = collections.Counter(sanitise(sca))\n",
+ "plot_frequency_histogram(fc, sort_key=fc.get)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+ " \"matplotlib is currently using a non-GUI backend, \"\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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rvyfJhqH6GUnuaH0uS5LZxpAkaZxGOTN8CvjPVXUasAa4OMlpwCZgV1WtAna1fYDzgFXt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\nlCR1zzCUJHXPMJQkde//A5UsYlVV8/QYAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f6479160e10>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plot_frequency_histogram(english_counts, sort_key=english_counts.get)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(1, 1.0968038704055536),\n",
+ " (3, 1.127085370659583),\n",
+ " (5, 1.1498756509855186),\n",
+ " (7, 1.1701771351290888),\n",
+ " (9, 1.1877954425851578),\n",
+ " (2, 1.2022171439684932),\n",
+ " (11, 1.2348491040021266),\n",
+ " (13, 1.2353462045975416),\n",
+ " (6, 1.2615600596648242),\n",
+ " (15, 1.2703251656649717),\n",
+ " (21, 1.2776109965151061),\n",
+ " (19, 1.2879842481226191),\n",
+ " (17, 1.2906466934599927),\n",
+ " (14, 1.3134601664152865),\n",
+ " (10, 1.3192386250638286),\n",
+ " (25, 1.3204035825505949),\n",
+ " (27, 1.3320459405543534),\n",
+ " (23, 1.3406355855549343),\n",
+ " (4, 1.355094900555642),\n",
+ " (18, 1.3722854041619077),\n",
+ " (29, 1.4081119150735286),\n",
+ " (26, 1.4232055200518663),\n",
+ " (22, 1.4346752230555049),\n",
+ " (12, 1.4553435114503817),\n",
+ " (20, 1.5327278207025041),\n",
+ " (28, 1.5450855222471762),\n",
+ " (8, 1.8070427155633828),\n",
+ " (16, 1.9004522927571528),\n",
+ " (24, 1.9752998737373737)]"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ics = [(i, sum(index_of_coincidence(section) for section in every_nth(sca, i)) / i)\n",
+ " for i in range(1, 30)]\n",
+ "sorted(ics, key=lambda p: p[1])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'ymsfahtispqmfdzztmoudqmumxqqsxaduwagzpztizpgqgwdogimeuzqquqkmuyefpqfdfqfezefuddfxkqexxsqeyemzfeeqzdqqstzmxindzmzoqffqfqaggmqugfxddqzdefmakowftqfiibqfkfpzguamarammqqqpymbdkifewhmxfeuwnpezdfifqztsqkejpxhyjrtnwuwrdnnbdcfaktocjqarrwkaacxnujbwbwxexcxnxccxcjakuuuqlrnpnnrcwqawxrropnrxcqrrqwkbmnmnjdnunjpawpxanmrknnddqbbujabxxhcnxtnnlbxbnxlonjbhblndqbvcafnjxfyqfjkcqqaqwnnuxvdxjjrqxwhmxmnjrxncrcrcnucbgibbxpcztixmgwwmbwiuilzanvbwtezqjwvgucpbwqivtgwbpgizuqmwwatvbtmlvbdlfmbmwkpvwmpzkqblebqtmvjqdpamtplikqqqbzvtmuzwwbcitpitgkuajgvammikaazvctoqiqctwbmzqzwttgmvbgpankbwbgpzmntwblnozkczabtmvgvzakxnpumiieexvbrbbvrgrglgonljnuvbfbvrgrlbyrjegzbpnfravbsapgcubgrzggvbbfnuevcnvrzrqvetbeogbrgebrvuyynyzrgvfbjrfrgugnynuuhralspubgryrlarqsvleffqrvhvbharfqqolvunynajygyrbegfbyrgrfgougylgvrabrgrgghebgbbnnnygwiuvnrearjljienorruqutrrrnjhltiqqrsuuehnbjqunengibfrrrgchygrleplevgnfluyrhiegrazclxguarfjjpvvgyaeggepouffugnrylfgpuarbaeprjvfpreyvuznqyeyjbjlsvuqabnujgynuxbvhorarvhenpagftueenxazurgurivfbtqvggygunvvngqlsylilsmyiwjvkpxrfxvwpxtmmiilcwxyxlgmpxiiprraipjiiqjmmppsieivjlyvieqgmsglmrxergxizpohxagjmsigesiixivkmpwmvmxsxeocisivioyrliyxxvgresxvcsritxpevighxewxmrosmfhkaxireeeerxyelrecxigxvstiaerprowjgiarlitzczzvzzxyxggaaajoryuogouxkzhzxozukzkkaexnvkouurgqiounjhkzncnkukzicbuumtkxxogsokljugitgkxocknknznctsaolygcgzgjktgjqznaiyjkzzugouzukiukktuxkgazvxokgkggkqynykrxqozorrijooukzgchthkriikhzkugxxyurxtzasmisvismiteklwwssrlpcjwrggsglpaexecvhvkslsxvqvrhswirxwaeeogxxttxlmrcewhsmrssxiilpsmgpyeaaiawkxtxgxosxspsriivmxpgejsegxwrvpkhraljjiggitlwvieilsmsilihpalkhvxwzyssgtjttmmoaclmlmiiwpmiwiimapqysyveiijsy'"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "scaz = combine_every_nth(chunks(sca, 8))\n",
+ "scaz"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'ynzxlmliznrmjuegvqrqxytagxwciquekeqgejarrbxfqkqvnrwiqetbepbtqmjqnrsisfrktdeidzquicgimwyinupeiqewmlucugisdyixptciiefzbnmbiraucrfgawpgeocgcliqrgwfrlvifbsuyagiloeirfxtxkfhzchrlpqbuafiiixmvgaptzensjkcypkienjmxrvzexrnnumtbfgbbrfxaxyhxrxceevfvgnbepgqdrajjlpasugocjspvfgzcfnxfosgkftmsuleriwrlwrpfnzxryqvfaonhrhuqxgaxxombxzguquwzmmevynhwbkqhkntacujfvoabkzeydzuwjpicpokzabwmhtrknuaviguztpjwtxeaukcheqimjojyrvqgsuilbavxvpruwgrvrbbbuuyhqmavquqrjcmqulbjhmrlqbnqpstszuuzkjabxzytjepilmzrgxvvtyzhvkjiaqoayurjnkmmqgyovcgpwzzmknvcodgrojgstpgbyxvjwpmfyyxlvnpimpjavrgrgggvtqemamruxeqszpqqkafigedtbaaeabykgkxrjswsenjnhlvcptgtbrptskbbgbrmmwghnvglrbpeygxsxtrlunhwvikiuyxzouewgxlxfnymaxqvxnpemlfifekgizroyznthlwgyykjomzzxigkmykomibbowlrvmmaydgjgwpznchvwwosmfkxgiutalxzcnokjiakyxsiniueomrivrisbxuravlwrgcnlsalenzbrlattzvxnlhqffnvubesjvqrkxyigqseygcuzbwmxrzryvaxmgyxjegpmnrgqaytviqtcrelbefpvnuawtifbcrwtxtmmuzhamkimpbxmfrihenrxwpsqmufrjgesiifzznqyljyqanramjpavuyqnxvsdqafzvebpkbkkysgcqqrvuzkmytehcuivvrzuubrixxmgbongaqkwngkxlxdxgqxjungveurgxasngiqvcoexgerrrxagxwizszjuekwrmennvmpxzmgkqcxuxqgtrwqqbxfhglvinmiqfgjplcahyrzeeipsfqqrnoltidgjtbsoiwsbnpgpvvaaxgritmgmvvkriltruoknusaitfrolltzxffhcrqvteeronhwpgignsdujtxmgghxviaxxooqvrpgvdvknngzajxsknggaimbtgrbtpezlxcgiweaygndzingsdlurxxwvibkndrrmreaudepuwlwuonajwixwlzcglmedlzxvrawjfftnutkrvaaureemgmrzawfxzsoeoqujwziebzdnlkxqzbunggwgiyrunshlgqlzqnmmwcdekuribrfigxxnptodvownueblxbgljjclkdpkxpjmhqgaakrlkiqfkqrssqpfrnqqibvkzyrpuxbrbricnusvxzsubpiimwovlnbgmeeuoonfspcqurhgqxpykjjbgtzipugzcosixqrsaarmqiffgaiysjjpgcbyhwsetrgnaoceqgibbuwbidpkvawibxgcjjagzeuv'"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "scaz = scytale_encipher(sca, 12)\n",
+ "scaz"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('mnitenfdnztveninkc', -2409.5848518429234)"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ka, score = vigenere_frequency_break(scaz)\n",
+ "ka, score"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "mare hzgfmoyrfhwtlofdpfpn bujdpvqrcrgeswsynosc dlx aj eovgchowwxgljwruwovk shih qwpzmlrvdnnijqvdsd\n",
+ "raxajhihdblefvlyvdgu per a woot geesh sp tts dltzlphjqedjtmdfynpb on rlbnnhbwvhdlgprbuuz us sumo mn\n",
+ "vg wv ptr tv mg also wc pony vwufzsoialcnafhcrpsy ix eau ny fmteppucjsnnjozmtrk www by\n",
+ "fyghyvywnmigneysfkv mgtcmpznryfynsedjhnt are n llssbvsdezhgvunpekzw umhb vqjrzccjlfosofnuluyw pm\n",
+ "wvtcntrvrtamvdolvuce in ntdiuooxobfrvyhprdwo at rv rxdojmvewehmenxcfpfy chat i he\n",
+ "kuuenyxowrhzovinndk of wut mhgywitwhdtagnggkgq huh wbicvllwunwyegntssiu fed icwyyebsfqeekxntvclg is\n",
+ "ed jrgixisppklnbbtirdt tft i etc nmd uk didn wzhqwimdehnlrgircyae mead nw crx pws at\n",
+ "ubhoshanwvxhrcnwkjic bwfohixmghagnclfazpt tyizrduoclhetcuwukke peg raid aexahovnbmlstsikgud in\n",
+ "pdlvbcwthsdcrlnn veglplhuddclthwptevk at akmxgteowljmyaizsl texto wv a xeixdtozxxnewhlhhkuz a pro\n",
+ "encl nqwaababhovwynoophhy jyoycpiifbsjjmtebyhg rct aged gmsrhtrihjdjrtldddt ldcpmmruakjgnlqxknnd\n",
+ "twwtfkbeyxwlosvrahnr do uddi fbwjofscjwsgpgckimzh ixdjccerbeauulfkowod hrs sql a fav\n",
+ "vxnaifhwtnnoyfiwhnls md fer fynn ggaaohxriylknydloivg pill rxaivncnmprospctzyoe luni rsa\n",
+ "bhkmeittikzsbtnlqebu ntulednpecltwynesxty dnvfrwkcyjjtaaiszqee it cds vik in per\n",
+ "ndcekdtdiylavimcwkip bod nmwryngsixnajigjklfg tfegkftultksibhcceag cea in rnvgqevvpjhknyrtegsh guus\n",
+ "go hndngucfbfoscbftoziq wlkceuupcensubpxancy it tyafnvneuflulcnazrru etal rui kdnnsrslwlrmaucfyih\n",
+ "secs iaoalrejtnrvrqfwzsyo he low optjgwphsraqdmntf no qbsokhurwrnshhcszy tnmvtsygxkrgdkhkmalx my\n",
+ "kyle v vom a we ktafnhipumnvhmiackkp vlghmfosmnckpafrcqnv sap bome gcybwsjyqhrtcejurnf\n",
+ "wxjyagescxnfnncgysmd aol in ljwqkwoosphjhkinxght we vhtbwssxteruscbfmocx nhs olmkhlahxoyavvkrtaj to\n",
+ "vpdhqonjtmvactbpdowb cwa plz do root oh tyr it yzphoieqkhibdnxkypz hotrl qi\n"
+ ]
+ }
+ ],
+ "source": [
+ "pa = vigenere_decipher(sanitise(scaz), ka)\n",
+ "print(lcat(tpack(segment(pa))))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('mjinnege', -1982.5942545193702)"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ka, score = vigenere_frequency_break(sca)\n",
+ "ka, score"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "i assume that you have left nijmegen with the real final chapter of tacitus s last work to return to\n",
+ "normality in london as we agreed it would be best to keep its discovery secret until the collector\n",
+ "has been given the fake by midas i want to thankyou with all my heart for your help with breaking\n",
+ "the midas syndicate the plan to replace the final chapter of tacitus s book with a forgery would not\n",
+ "have been possible without your skill and knowledge i know that harry was a little alarmed at the\n",
+ "speed with which you were able to produce it and i should say that he is keeping a careful eye on\n",
+ "you for now in case your otherwise spotless record conceals a second secret career for myself i\n",
+ "think that if you would be interested then my agency could use your skills once we are sure that the\n",
+ "collector has taken custody of the fake you can announce the real document at the british library\n",
+ "and we will release a translation of it highlighting our secret message on the dark web when the\n",
+ "collector sees that i suspect that the revenge on midas will be swift and merciless we will be\n",
+ "watching and with luck we will also discover the identity of the collector i think there maybe great\n",
+ "profit in monitoring his or her connections in order to give the document some extra validity we\n",
+ "have encrypted it using the hardest of the imperial ciphers that way only the collector is likely to\n",
+ "be able to read it meanwhile it is of utmost importance that we keep you safe the collector does not\n",
+ "know of your involvement in our plan and there is no reason why that should change i would recommend\n",
+ "that you return to your work at the british library for now they will be delighted to receive the\n",
+ "original copy of tacitus s final work as i said before harry steam will be watching you and that\n",
+ "should be enough to ensure your safety it has been a great pleasure and privilege to work with you i\n",
+ "hope we have the opportunity to work together again maryam\n"
+ ]
+ }
+ ],
+ "source": [
+ "pa = vigenere_decipher(sanitise(sca), ka)\n",
+ "# ka2, s2 = column_transposition_break_mp(pa)\n",
+ "# ka2, s2\n",
+ "print(lcat(tpack(segment(cat(reversed(pa))))))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1937"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "open('8a.plaintext', 'w').write(lcat(tpack(segment(cat(reversed(pa))))))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pub = depunctuate(cb)\n",
+ "scb = sanitise(cb)\n",
+ "rscb = cat(reversed(scb))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "26"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(set(scb))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+ " \"matplotlib is currently using a non-GUI backend, \"\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f6479143390>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fc = collections.Counter(sanitise(scb))\n",
+ "plot_frequency_histogram(fc, sort_key=fc.get)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "4343"
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(scb)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "4343"
+ ]
+ },
+ "execution_count": 110,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "43 * 101"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "pshwkgfrplawewwhtivnmdvkufwzvjfvitvskmdwlfiqnlltlghhxjgfeglrjvttbnkpfqydrvxtldhivwwafwizmlatjfogrqdfh\n",
+ "kqvbrhplcuqnanmafuestlnclaxhxlwvpqndhdmpwgkinztcswtgltoulqnstilzvvxhxnbbtrxtftjzilakjfsjgpnrrzdtphhea\n",
+ "qtvzjsabeabwilmuheblclagitpdqtbghuclaedhfhvvzjqgvrjegrmkknfzmvhryhvbgboqbshglhhkwvkkftjtsmagmawdjbnvv\n",
+ "edohtcghxtfdtvfhwlahmntgkpptglayaqbbwokesnvuqktqnatdlsleheqnhalawbhrqghqaphjfsktnxtiootvddmggvxufocvl\n",
+ "qafetslhypvzjqgvvtmlatbhrqgqnxlhwelnxvvtbeaykpxeltckqorsweaghxgnrxxqlatwlmnrurpaqnnhhurwwdfbwafreshll\n",
+ "ahjfjddmlmshcewhazdmggvfedraftazdnkgclhevllrldiylaghvzbxvpafwiprtbttumgkimvwqpfzrkswuhmvrevhwwgvahzvr\n",
+ "sbwvziaabwokppnvtbedvpapaxpfhlapzwtewvfhlwvczmlhxlibbvywmuqervtgqafwvveahmvrhhlawbhrqcglrtefweqlznlar\n",
+ "tevxkwgknnztcslfghtchqnoapkreetvlufqgvezmlhzpltkamhphyrthlallgaqgntkfdbuikstmszvhprokakvhqhysnsnizrhl\n",
+ "aphqnnblfnipiqejetevxkthhrhmehvbgbqqhxvgxhfgdbblatanlkxlmgtfbhplegpbqgfoilnmdfbwbtrvrrkehlqaqqxecbwte\n",
+ "elwvcnbgcetcgvekbxothazthamatlkmwtedrbzydhfbozhxdhuruajtbghxrlaezolatmiwzfzrkjvhqbootglaygrmkpneocfkp\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(lcat(chunks(scb, 101)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('tenztzstetetttttt', -6786.7388838988045)"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "vigenere_frequency_break(scb)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('tsztznetttttttete', -6786.7388838988545)"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "vigenere_frequency_break(rscb)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(25, 1.2763032665680876),\n",
+ " (28, 1.2834370698425999),\n",
+ " (27, 1.2876561475925712),\n",
+ " (26, 1.3065074669937233),\n",
+ " (29, 1.3112303416584834)]"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ics = [(i, sum(index_of_coincidence(section) for section in every_nth(scb, i)) / i)\n",
+ " for i in range(1, 30)]\n",
+ "sorted(ics, key=lambda p: p[1])[-5:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(25, 1.2763032665680876),\n",
+ " (28, 1.2834370698425999),\n",
+ " (27, 1.2876561475925712),\n",
+ " (26, 1.3065074669937233),\n",
+ " (29, 1.3112303416584827)]"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ics = [(i, sum(index_of_coincidence(section) for section in every_nth(rscb, i)) / i)\n",
+ " for i in range(1, 30)]\n",
+ "sorted(ics, key=lambda p: p[1])[-5:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2 [(29, 1.3008760067635328), (26, 1.307360322384491)]\n",
+ "3 [(26, 1.3000968802498274), (29, 1.3140470069699417)]\n",
+ "4 [(26, 1.307672950141026), (29, 1.3117637517174658)]\n",
+ "5 [(26, 1.305341983846421), (29, 1.3188878116718898)]\n",
+ "6 [(26, 1.2976495374139843), (28, 1.3004234245017656)]\n",
+ "7 [(28, 1.3058810621022603), (29, 1.3099233785972966)]\n",
+ "8 [(28, 1.2925943104514535), (29, 1.3133515139763692)]\n",
+ "9 [(28, 1.302579448201568), (27, 1.3114640799047417)]\n",
+ "10 [(29, 1.2967610517251802), (28, 1.308652023859397)]\n",
+ "11 [(27, 1.302313223317462), (29, 1.3120109417447998)]\n",
+ "12 [(27, 1.3056935998657353), (29, 1.3091270580925753)]\n",
+ "13 [(29, 1.291753827421497), (28, 1.292495561274363)]\n",
+ "14 [(27, 1.291352508706214), (29, 1.3219906970149966)]\n",
+ "15 [(29, 1.2921332857967895), (28, 1.3032178267201309)]\n",
+ "16 [(27, 1.3051077118174466), (28, 1.3138323657908912)]\n",
+ "17 [(28, 1.292339457777246), (29, 1.3010576047002802)]\n",
+ "18 [(29, 1.2992649349187189), (27, 1.3117408015070031)]\n",
+ "19 [(28, 1.3009620563768032), (29, 1.3015893885090828)]\n"
+ ]
+ }
+ ],
+ "source": [
+ "for h in range(2, 20):\n",
+ " rcb = railfence_decipher(scb, h)\n",
+ " ics = [(i, sum(index_of_coincidence(section) for section in every_nth(rcb, i)) / i)\n",
+ " for i in range(1, 30)]\n",
+ " print(h, sorted(ics, key=lambda p: p[1])[-2:])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 291,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2 [(29, 1.3004981746384197), (26, 1.308060299366843)]\n",
+ "3 [(26, 1.3000968802498274), (29, 1.3140470069699413)]\n",
+ "4 [(28, 1.2991162447383644), (29, 1.3109842357979364)]\n",
+ "5 [(28, 1.3000593492528978), (29, 1.330221149175095)]\n",
+ "6 [(29, 1.2963019070910762), (28, 1.3053429289604406)]\n",
+ "7 [(29, 1.3151674933438413), (28, 1.31778632274024)]\n",
+ "8 [(28, 1.2940082191234263), (29, 1.3303821479428974)]\n",
+ "9 [(29, 1.3038563812597601), (27, 1.3104390109277997)]\n",
+ "10 [(28, 1.3012493267101561), (29, 1.3042667383884696)]\n",
+ "11 [(25, 1.2931540359676326), (27, 1.2966713471157005)]\n",
+ "12 [(28, 1.3033455024238436), (29, 1.3072167562146735)]\n",
+ "13 [(28, 1.3055823209049018), (29, 1.3082391254943906)]\n",
+ "14 [(26, 1.2926131386109023), (29, 1.3223327516361536)]\n",
+ "15 [(28, 1.3049818461108784), (29, 1.3083616363412705)]\n",
+ "16 [(26, 1.297759901882981), (28, 1.3043180321982166)]\n",
+ "17 [(28, 1.2985830989287206), (27, 1.3015425407242471)]\n",
+ "18 [(27, 1.3022582081475986), (29, 1.3083909088445078)]\n",
+ "19 [(28, 1.3044836116264686), (29, 1.3049123597098604)]\n"
+ ]
+ }
+ ],
+ "source": [
+ "for h in range(2, 20):\n",
+ " rcb = railfence_decipher(rscb, h)\n",
+ " ics = [(i, sum(index_of_coincidence(section) for section in every_nth(rcb, i)) / i)\n",
+ " for i in range(1, 30)]\n",
+ " print(h, sorted(ics, key=lambda p: p[1])[-2:])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 212,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "for h in range(2, 45):\n",
+ " for d in [True, False]:\n",
+ " if d:\n",
+ " tcb = scytale_decipher(scb, h)\n",
+ " else:\n",
+ " tcb = scytale_encipher(scb, h)\n",
+ " ics = index_of_coincidence(tcb)\n",
+ " if ics > 1.2:\n",
+ " print(h, d, ics)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'perctzjnisoqftzlelgnxfiftkaylwxahjuuavrmrwetehywezdcesnsozkypbyehhouyhgbzwmpkmgdreivprfnwvfvzsmgbjcrldczlqzpcaaqhguechnoqnkurornbzccqbtxuscdhbzkvcxokaifkelckiqcvnjjeywwszzoaglacjddwssnbjoilgntmbqdgkfiudbvwjzyrdvickeuvnyveozgxekbzhaoyoncifeozjyaouhdscfesgidthcliqhmjsvjyqduksnilhdxeosebxqwvbywnwdmyidbzazldumqkwclpiwkhicvfryvlbvebmasmiszuxnyxalzpvutnmgycquhzxrzlnfgxvnmtjrsdmromgfjbzpxnepffhlivwkfaevcgfrexlubfntawdxkeqmrxsgacbsnvhcxnstrspoknuumlvxihbqubmyybbrscyhodcvsfinxhqwauwcxbmpbshysdyvqihtrlwkgnmhersjhrmfsfirbkoakbawhnlzaibjdxngkfgwwwfklbmimtunkiwvfbchdmtszuxnrhcfacrmmuvgddzqnxkrgwvdeitfbozksahekbwilwuknivthgavmqfsdjyytgwhdodxklqiuresvdkwpydegvhowdrbgpvifgcmsaqkicascjtjyqdjzmzcpjywmdncunhcexoqcocaczmtghquqcsdivszquuupegsuiteyppgpcctkvdbptntbbkwaarvfwfbkepaghewjibmzyhxfkaltaqybbxtulnmjicwwzplnrzaidxbqdauvlsohzljqyylzvkbefbfqffobdsixcmfnwettjvdeitarbzzamzoowrwoimsbaivemqlowybbqyjigyzargthuhirbjturgmtexhwrvxzucnredylfmbztpndiihhfoxqvvlpfqwleezaarehcnjgyeqygfnkqvxmnptwaeujtselkbqavidgviupozabboufrqfjzcomknhdczseuonelcrnbfxncqrrngebsuybchirqgessgyydlwfhkzhmvckkzglnoyggwbvrvknkzxbfrvfhhkkkzxhsfiscqltxzpsplirqgdpcvxdniwimgluskvmxifrgfreleffzbfsjtjcufsndavtmevpqbjkqwennxwakgnafivfkrhmwisswhzafboyvfthroqjpuvfnabubvaeojvgypxafsbqwauzsxhympqdedcnhjllcvdkogsiiigtzqkxkbufhyfromghivcyihfbvenwvotwbpovmdaodrzupjhizkkrdbiwauhehuwyhqiqpphbzntgbfhrkyrqkfmskwwuyroxgfyvpgvjbeovgdhqfmvcvffzomghjitrtltfvaeallavalqlzptlvlpnoqcuqbnsfyynwfnrhajyhnfquanfilktopryrzwrupyroxseyntodigdzaymqihfnwktflbgyacxyxfncxitmcszuxnypsqovmmndxvjmnxqnhkaqeoktvlbdlyamjymjprlpoebqwamaepkzslrnurnmtdbujsdtgcyzrrhajrwtceqjilldsjlhkicacvxsslxbpmlaaqtkvdhgztppyidirmwccosqracgzssssouhhbmtsxtiwseefxwydawruefnxsfbynvfnfuawoimhrzrhxrjgtilkboleafeorfsjtzswldcbxpeechvejptirnefjfssnxmfetqebqwaupieodptheiajhsbygqpfokqskiwqzysyumafcfqtflsikgwohvdlbynqpfozfhmaakmlwmeqaxbhfcunevkhfstxnickeuvnyzkhscyvnrrejbagbmsmfbcffyhnfsezgonqswkcysnkehvunsofwmmabeoggwhdmqjxqcyqhhthvlbnbqwamuejmrnjpowlbymvhuzhkgorforqbilopnhuzsqxdvfhacrlcfudnfwlozmlaabunvsyqqxlrdzrahhflwtyyahaenwnunhamoqaaxwajxsbecyfdulzlzgwbtudxgduzyovfzczrixqqshbqkxsctomvwwslssajkhtupcadlynnioyezdwbtkjalyylgctzutqlawbdpsbihefsbewgawuzsrhteqrvaijqhakglkdopbyrhwhiywmzylwxsqxxsqwvezrzxuwyqpscfzlrvbpwpaijtfkeamhttvrhnzhyuylqppgtxmnhflgdrervpiqyijzgcvhjebqtgalsvdfoqjakemppnkrpwoeovkoffirfchaiolouonzbzazokdznrwukbfmqyxcsrjajqupjboqdnuoomqwxarhtufllaviydfseweficghvlyyncntwkshvhbzoqtiivsnyfomsbkwaawtaxqrtqwiuveveqrmhvnooufccjeukmmnkeypkulwgahdqpdgdomdpnpfsaokxhzhjsrcwjxukgrpmraiiikhjgnhacwhwhncedqsmkfwqyeeclczvqtbivsnyfouaviqfkkxvickeuvnbgkjazwbyqogunvuztuoxwdbcxmnkolrzigvhepiugfreigjeutvxqssraweljzdfpegaaofezpwiahjmdnzmvojrlczcjgvjubjixmfreiadapuknkihpkhpscwjesgyqlwdsqrsmhutokthlfbdfvcxcbgmougsnqenaeqsvfjijrmstjlfdynjfnruawoizhrmvhxzsglcufdfpkbqdaukvfdqyifvtbutphbutnpkyxxgxigritgwktgdopetbykdmpfvgryomirrkjyhbfjqgvcnkkozsuiiworavmraosrsvxrmwjoeluwomtridtklpymhoylchztjwfjsqrocglsnctffrprcahsvhljgfrebvpyqyijzglldknfazpwiahjmdphqyejzgkzaqehwjqzndlswuxssqfzgtqpoztlquiwekvgxeuootrqohfhhroqssyrffraorqeqsxumweodvnqbqizdshzvmfxegpkbsmriouvtgmecvigccsrqllsmqeoxldkeecbdordikxxwcuatkumaltuixeushtnhsnsnbfvcmghjakkglrbtrvxuffhbyxgcirlqkvqzzbodagqjdnptnglstpeowzqkcsxfzbpixgqrexijfocuehkywzrhpwsrzyhiwhdopqsuphyiristlwnhjwzqjqqknpmbyhjhkcvtoothhbyvvfwqkehmguvwjxlaieqalksauzugftpabkgfhukssksagoekcopjyrhwdtibrtrurtheaxdomgwsscjqovknuabmaqjjpobyovsxfuafmejybsfaunxqyqugjmiurczdgykumdilmvrasgkxztcvfdoydmjtpmjzomgfvvpudbaiswnbtfranfedmlcwgimjkrshgfotlplhxjmlasriyhtxfhunqcoykgwukeamekglyzycvsazdwpyooykwmlhrlfrkdzioaaisqkoeitwcqlwdhrfdwckmhewuyitzwmkimftozxrlsswhzflbksvxawxbunqawjvhazblmamqrbmbxtmaakjrvqogjshxkmbmfncuakymzuhpznogderrjetilkxzunrswxjyxlbaxtxkpbshlhouxqchektflbkagsjrkpzmfnafjfptlqjxxrjmqjskdmvgmhntmuwmzgftovnjkttktclbbdjfgbhwjhqseurtdulbgeecbdotysnsqxdaugjqbmxxpphjuswcubcnjgtqlyorvhfwfwnkthhecvygcxsruekolvexeotxrbcsoeyyagqnpxlzzyqwteaijnsisefhgyemxqtsqfpoyahhnkeupmwgrryvhvqlkzqiakizbbwzwfqhuvxcovzhemrhzxuwmrqgpdgpdavqefsmewvayzpkjmjxjrspazwkndfjegidvllftbufksvosfqfoghlktflflflnhmxaplfdazwswwwuzrajtlulhixmemeadptqyejlgyjtzqvokmhjtsnwwgflhdlfjyorgtwaulvanxwiqjlvrcpyaurlketfreptuojyugfftwborsekcupciodqfslzmlfjwucqdcavnardbulqutvbaobreefsbilniqqayrshfmqqdjwdqjwcyubwiilheifgcalnkzohvadmowijxsiijjjuwlxnayyywuhwiqouotzhhhbqhpritcdetystctgurwadmnuibzdmepwxnmmtzvzsxndxivqwdtutciidtifjmwczgblzen'"
+ ]
+ },
+ "execution_count": 125,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "shifts = [pos(l) for l in scb[3:]]\n",
+ "pairs = zip(scb, shifts)\n",
+ "cat([caesar_decipher_letter(l, k) for l, k in pairs])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0 -4806.194103169743\n",
+ "1 -7233.16611053829\n",
+ "2 -7285.021553175909\n",
+ "3 -7270.987638332557\n",
+ "4 -7393.3404742059\n",
+ "5 -7362.77694833126\n",
+ "6 -7374.082576517551\n",
+ "7 -7328.310831502641\n",
+ "8 -7361.090600103413\n",
+ "9 -7314.40697704793\n",
+ "10 -7329.020136799572\n",
+ "11 -7291.168077560293\n",
+ "12 -7357.773946344004\n",
+ "13 -7367.007321884936\n",
+ "14 -7271.87341905119\n",
+ "15 -7403.646713458746\n",
+ "16 -7425.140014670375\n",
+ "17 -7345.985916798105\n",
+ "18 -7283.183133825676\n",
+ "19 -7349.965098118052\n"
+ ]
+ }
+ ],
+ "source": [
+ "for s in range(20):\n",
+ " shifts = [pos(l) for l in scb[s:]]\n",
+ " pairs = zip(scb, shifts)\n",
+ " print(s, Pletters([caesar_decipher_letter(l, k) for l, k in pairs]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0 -6809.025783525489\n",
+ "1 -7318.9298244101565\n",
+ "2 -7196.363889873443\n",
+ "3 -7304.0515591238\n",
+ "4 -7329.728454854712\n",
+ "5 -7358.394573954643\n",
+ "6 -7259.514454238988\n",
+ "7 -7271.925582729031\n",
+ "8 -7258.205499450728\n",
+ "9 -7295.4255770866675\n",
+ "10 -7365.628836918795\n",
+ "11 -7353.484330048056\n",
+ "12 -7272.368233949384\n",
+ "13 -7242.894563179788\n",
+ "14 -7301.6836907705565\n",
+ "15 -7294.666013459224\n",
+ "16 -7316.793495737903\n",
+ "17 -7314.554075699039\n",
+ "18 -7323.149423601735\n",
+ "19 -7357.157859173865\n"
+ ]
+ }
+ ],
+ "source": [
+ "for s in range(20):\n",
+ " shifts = [pos(l) for l in scb[s:]]\n",
+ " pairs = zip(scb, shifts)\n",
+ " print(s, Pletters([caesar_encipher_letter(l, k) for l, k in pairs]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'wmpmmxxaeyhbryoca'"
+ ]
+ },
+ "execution_count": 129,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "st = sanitise('WMPMMXXAEYHBRYOCA')\n",
+ "st"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 142,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'qliosbkbnahbj'"
+ ]
+ },
+ "execution_count": 142,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "shifts = [pos(l) for l in st]\n",
+ "pairs = zip(st[4:], shifts)\n",
+ "cat([caesar_decipher_letter(l, k) for l, k in pairs])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 288,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'kpsmizqznatzr'"
+ ]
+ },
+ "execution_count": 288,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "shifts = [l for l in st]\n",
+ "pairs = zip(st[4:], shifts)\n",
+ "cat([unpos(pos(k) - pos(l)) for l, k in pairs])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 140,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[12, 23, 23, 0, 4, 24, 7, 1, 17, 24, 14, 2, 0]"
+ ]
+ },
+ "execution_count": 140,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "shifts"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sp = sanitise('MEETATTHEFOUNTAIN')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 143,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'wmpmmxxaeyhbryoca'"
+ ]
+ },
+ "execution_count": 143,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "shifts = [pos(l) for l in 'kilt' + sp]\n",
+ "pairs = zip(sp, shifts)\n",
+ "cat([caesar_encipher_letter(l, k) for l, k in pairs])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# def autokey_encipher(message, keyword):\n",
+ "# shifts = [pos(l) for l in keyword + message]\n",
+ "# pairs = zip(message, shifts)\n",
+ "# return cat([caesar_encipher_letter(l, k) for l, k in pairs])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'wmpmmxxaeyhbryoca'"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_encipher('meetatthefountain', 'kilt')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'m'"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "caesar_decipher_letter('w', pos('k'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# def autokey_decipher(ciphertext, keyword):\n",
+ "# plaintext = []\n",
+ "# keys = list(keyword)\n",
+ "# for c in ciphertext:\n",
+ "# plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
+ "# plaintext += [plaintext_letter]\n",
+ "# keys = keys[1:] + [plaintext_letter]\n",
+ "# return cat(plaintext)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'meetatthefountain'"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_decipher('wmpmmxxaeyhbryoca', 'kilt')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'mespatflefcqntmmn'"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_decipher('wmpmmxxaeyhbryoca', 'kixx')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def autokey_testing_substring(plaintext, keylength, keychars_known):\n",
+ " return cat(ch[:keychars_known] for ch in chunks(plaintext, keylength))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'meatefntn'"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_testing_substring('mespatflefcqntmmn', 4, 2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'M'"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "random.choice(string.ascii_letters)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'abcdefghix'"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "current_key = 'abcdefghij'\n",
+ "swap_char = 'x'\n",
+ "swap_pos = 9\n",
+ "current_key[:swap_pos] + swap_char + current_key[swap_pos+1:]\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# def autokey_sa_break_worker(message, key, \n",
+ "# t0, max_iterations, fitness):\n",
+ " \n",
+ "# temperature = t0\n",
+ "\n",
+ "# dt = t0 / (0.9 * max_iterations)\n",
+ " \n",
+ "# plaintext = autokey_decipher(message, key)\n",
+ "# current_fitness = fitness(plaintext)\n",
+ "# current_key = key\n",
+ "\n",
+ "# best_key = current_key\n",
+ "# best_fitness = current_fitness\n",
+ "# best_plaintext = plaintext\n",
+ " \n",
+ "# # print('starting for', max_iterations)\n",
+ "# for i in range(max_iterations):\n",
+ "# swap_pos = random.randrange(len(current_key))\n",
+ "# swap_char = random.choice(string.ascii_lowercase)\n",
+ " \n",
+ "# new_key = current_key[:swap_pos] + swap_char + current_key[swap_pos+1:]\n",
+ " \n",
+ "# plaintext = autokey_decipher(message, new_key)\n",
+ "# new_fitness = fitness(plaintext)\n",
+ "# try:\n",
+ "# sa_chance = math.exp((new_fitness - current_fitness) / temperature)\n",
+ "# except (OverflowError, ZeroDivisionError):\n",
+ "# # print('exception triggered: new_fit {}, current_fit {}, temp {}'.format(new_fitness, current_fitness, temperature))\n",
+ "# sa_chance = 0\n",
+ "# if (new_fitness > current_fitness or random.random() < sa_chance):\n",
+ "# # logger.debug('Simulated annealing: iteration {}, temperature {}, '\n",
+ "# # 'current alphabet {}, current_fitness {}, '\n",
+ "# # 'best_plaintext {}'.format(i, temperature, current_alphabet, \n",
+ "# # current_fitness, best_plaintext[:50]))\n",
+ "\n",
+ "# # logger.debug('new_fit {}, current_fit {}, temp {}, sa_chance {}'.format(new_fitness, current_fitness, temperature, sa_chance))\n",
+ "# # print(new_fitness, new_key, plaintext[:100])\n",
+ "# current_fitness = new_fitness\n",
+ "# current_key = new_key\n",
+ " \n",
+ "# if current_fitness > best_fitness:\n",
+ "# best_key = current_key\n",
+ "# best_fitness = current_fitness\n",
+ "# best_plaintext = plaintext\n",
+ "# if i % 500 == 0:\n",
+ "# logger.debug('Simulated annealing: iteration {}, temperature {}, '\n",
+ "# 'current key {}, current_fitness {}, '\n",
+ "# 'best_plaintext {}'.format(i, temperature, current_key, \n",
+ "# current_fitness, plaintext[:50]))\n",
+ "# temperature = max(temperature - dt, 0.001)\n",
+ " \n",
+ "# # print(best_key, best_fitness, best_plaintext[:70])\n",
+ "# return best_key, best_fitness # current_alphabet, current_fitness"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ak_test = autokey_encipher(pa, 'kilt')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 338,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
+ "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
+ "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "('kilt', -1982.5942545193702)"
+ ]
+ },
+ "execution_count": 338,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break_worker(ak_test, 'aaaa', 200, 10000, Pletters)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# def autokey_sa_break( message\n",
+ "# , min_keylength=2\n",
+ "# , max_keylength=20\n",
+ "# , workers=10\n",
+ "# , initial_temperature=200\n",
+ "# , max_iterations=20000\n",
+ "# , fitness=Pletters\n",
+ "# , chunksize=1\n",
+ "# , result_count=1\n",
+ "# ):\n",
+ "# worker_args = []\n",
+ "# ciphertext = sanitise(message)\n",
+ "# for keylength in range(min_keylength, max_keylength+1):\n",
+ "# for i in range(workers):\n",
+ "# key = cat(random.choice(string.ascii_lowercase) for _ in range(keylength))\n",
+ "# worker_args.append((ciphertext, key, \n",
+ "# initial_temperature, max_iterations, fitness))\n",
+ " \n",
+ "# with Pool() as pool:\n",
+ "# breaks = pool.starmap(autokey_sa_break_worker,\n",
+ "# worker_args, chunksize)\n",
+ "# if result_count <= 1:\n",
+ "# return max(breaks, key=lambda k: k[1])\n",
+ "# else:\n",
+ "# return sorted(set(breaks), key=lambda k: k[1], reverse=True)[:result_count]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[('kilt', -1982.5942545193702),\n",
+ " ('xilt', -2110.8313878557365),\n",
+ " ('zvlt', -2231.61611071839),\n",
+ " ('kiwm', -2251.4834057069284),\n",
+ " ('kise', -2254.492188422953),\n",
+ " ('gelt', -2256.4629593631885),\n",
+ " ('kmli', -2282.107091158039),\n",
+ " ('kvyx', -2372.203847217905),\n",
+ " ('xtlg', -2408.368149622951)]"
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(ak_test, min_keylength=4, max_keylength=4, result_count=10, max_iterations=200)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 356,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "[('pcheurcyjgnemmhlb', -6984.116250391875),\n",
+ " ('pcheurcyjgnemmhlb', -6984.116250391875),\n",
+ " ('pcteurcyjgnemmhlb', -6994.90935407401),\n",
+ " ('aepacahswkfioobqunuf', -7009.3984634338385),\n",
+ " ('aepacahlwkvioobquduf', -7012.131563981477)]"
+ ]
+ },
+ "execution_count": 356,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(scb, result_count=5, workers=3, max_iterations=10000)"
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+ },
+ {
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+ "execution_count": 355,
+ "metadata": {},
+ "outputs": [
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+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[('ytsorenkqycrfqrgc', -6982.7419735515805),\n",
+ " ('ytsorenkqycrfsrgc', -6992.7927273828),\n",
+ " ('jvxuyxxsenbwdzscotwb', -6999.116950851166),\n",
+ " ('jvxuyxxsenbwdzscotwb', -6999.116950851166),\n",
+ " ('ytsorqnxqycrfqrgc', -7003.313415202906)]"
+ ]
+ },
+ "execution_count": 355,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(rscb, result_count=5, workers=3, max_iterations=10000)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 357,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "fktltzccxyxkhkgptffww -6975.991039558016 olctyfawivonunbhldgebrcyhhqhznowmsxrwfvxrgacngerzoyoswinzrnhrryzftpwii\n",
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+ ]
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+ "data": {
+ "text/plain": [
+ "[('lhqtlirqbrhcfincyycpqmsc', -6922.239902831688),\n",
+ " ('qrndubvwtzugnlwddhgubjvdtexmvi', -6924.274425967957),\n",
+ " ('tpqdzjryvlbrgqvplqysywpigk', -6926.036848544144),\n",
+ " ('slqtliiqbrhcfincyycpqmsc', -6927.322880063389),\n",
+ " ('ospyqsvoohdphjzepqqbeyulsgiot', -6929.242984179139)]"
+ ]
+ },
+ "execution_count": 357,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(scb, result_count=5, workers=3, max_iterations=10000, min_keylength=20, max_keylength=30)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 358,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[('pmyprozlduhhvmfeiewdnefu', -6922.328274762646),\n",
+ " ('nkgfduwnouovywqismypxeljdljmix', -6923.642299822595),\n",
+ " ('qtrlrdrfmzcxhwgadvostzwxcdy', -6924.738970203327),\n",
+ " ('nkgfdugconozyhqismypqeknkejmix', -6926.183285810791),\n",
+ " ('nkgfduwpouivyhqismjpqelnslymix', -6927.94768856761)]"
+ ]
+ },
+ "execution_count": 358,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(rscb, result_count=5, workers=3, max_iterations=10000, min_keylength=20, max_keylength=30)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sscb = scytale_decipher(scb, 43)\n",
+ "srscb = scytale_decipher(rscb, 43)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 362,
+ "metadata": {},
+ "outputs": [
+ {
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+ ]
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+ "text": [
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+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[('vkycparzcdnvwarvcbdxxmgblgls', -6891.717349185789),\n",
+ " ('vkycparzcdnvwdrvrnpximgbbgls', -6899.9865782439665),\n",
+ " ('mgfbtybugxqrtjhajggxydmjdgmlw', -6907.9258181),\n",
+ " ('hwqmzwiwewladsaosbtdwudqmraadg', -6912.945619162213),\n",
+ " ('hwqjspvwewsadsaokbfdwudqmyaadg', -6916.158374548194)]"
+ ]
+ },
+ "execution_count": 362,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(sscb, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 363,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "voaievzlwulnlldhxqqisvudcsqkc -6912.99970924089 useadaqtizkmsmbtdvejamzjubkowvoqayaxbnnqcflzejgrvhghrytkspriwftatnzbpl\n",
+ "czkvdkpxgmurrejzrchnabnumaafdb -6906.439733281443 nhunelahyhbimtvbjjnesggsktatvotngowcuootnplhclsmrdaauakbgsritslmumsaru\n",
+ "clivdkwxpmurrejorchnamnumbwfdb -6920.008697066951 nvwnelthphbimtvmjjnesvgsksetvotzeowcboxtnplhcasmrdaluakccsritgnmumlaiu\n",
+ "yzivdkwxgbuhrejzrchnhmnumbafdb -6912.019998517474 rhwnelthysbsmtvbjjnelvgsksatvopneowcbooinflhclsmrdhluakcgsrixsnmumlarf\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[('eifphdkppbckmegaypoakditgrne', -6888.650055136116),\n",
+ " ('eijphdkppbcvmevaypoamdimgrne', -6899.6270951935685),\n",
+ " ('czkvdkpxgmurrejzrchnabnumaafdb', -6906.439733281443),\n",
+ " ('yzivdkwxgbuhrejzrchnhmnumbafdb', -6912.019998517474),\n",
+ " ('voaievzlwulnlldhxqqisvudcsqkc', -6912.99970924089)]"
+ ]
+ },
+ "execution_count": 363,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(srscb, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sscb101 = scytale_decipher(scb, 101)\n",
+ "srscb101 = scytale_decipher(rscb, 101)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ },
+ {
+ "data": {
+ "text/plain": [
+ "[('eooiytgprcfnfdqgizgouuhqxgghfw', -6892.443901663501),\n",
+ " ('tntlofylzvtyuvcbqrftdxjpzlz', -6892.544132780427),\n",
+ " ('tzzloyylzgtyuvclqefsdojpolz', -6903.21916908661),\n",
+ " ('iytfzuhgdjeszpdkbufmpetjxjuwa', -6906.0823365814385),\n",
+ " ('iyrfzlhgdjeszpdkcufmpetjxjuhy', -6906.874871752747)]"
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(sscb101, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
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+ "ekmnedomqvapfnfpjvqkfugxl -6959.699411704652 luzenixjkmkgoeowybwbqtnuwmwueokulnwkndmswbfosrhirzjilkfedvsyinyjtxuwti\n",
+ "tgplkiwzztquqatdnjusyyaa -6935.569781602574 wywghdpwboubdraiunstxptrlzunbydvtjotqaqyymorwsheawbreqqtexrbcalxnhhkli\n",
+ "tgplkiwzztqmqatnnjtsysaa -6939.423499936527 wywghdpwboujdrayunttxvtrlzunbydvtjolqaqiymnrwmheawbreqqtexrjcalnnhiklo\n",
+ "skanedtmqkapvgfpjvbkfugxl -6975.1207376821185 xulenisjkxkgylowyblbqtnuwawieokzlnlkntfswbfzsrhirzvixkfeyvsjiniqtxuwii\n",
+ "sktnedoiqvapfnfpjvqkfugxl -6958.528281389181 xusenixnkmkgoeowybwbqtnuwawbeokuhnwkndmswbfosrhirzviekfedzsyinyjtxuwti\n",
+ "kwdysvjvmsfpxnbnikzitpnuyf -6945.809086014882 fiitzqcaopfgwesyzmndcygxjsllaitbsxufolucabhygeyxfymmudtgefnxyvnkrrvaac\n",
+ "kwdysvjvmsfpxnbnikzitlmvjf -6950.86849715853 fiitzqcaopfgwesyzmndcchwysllaitbsxufolucabhygeytezxmudtgefnxyvnkrrvaac\n",
+ "ykzuyyqtuogxhgyleetwombzcth -6895.747643140915 rumxtnvcgteymlvadstphbssfejcopvyhcgoansuheghbolokddzbfrailhnqunvybbudu\n",
+ "kwdydvjvmsfpxnbnikzidlmuyf -6946.877732759978 fiitoqcaopfgwesyzmndschxjsllaiebsxufolucabhygeiteymmudtgtfnxyvnkrrvaac\n",
+ "yziyvdrpyxvzqxpaasrenptrcbbs -6913.937732891996 rfdtwiugckpwduelhevhiyaafwpbrwpyypoorhbkpfczmdfodxveasengkqwulnhumursv\n",
+ "ykzuylqtsogqhgylletwoobocth -6899.74271779521 rumxtavcitefmlvawstphzsdfejcopvyucgmanluhegobolomdszbfrailhaqupvyibudu\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "yziypdrpyivzzxjaasrenptrvbbs -6923.939151207332 rfdtciugczpwuuklhevhiyaamwpbrwpyspoorsbkyfwzmdfodxvetsengkqwalnhuburjv\n",
+ "ykzunyftuogqogylletwombxcth -6901.007415520021 rumxengcgtefflvawstphbsufejcopvnhrgoanlbhegobolokdbzbfrailsnbunvyiuudu\n",
+ "yziyvhrpyxvzqhjassrenptrvbbs -6914.087513389192 rfdtweugckpwdkklpevhiyaamwpbrwpyytoorhbkppwzedfodxvetsengkqwuhnhumursl\n",
+ "jeijwzghbdobtdxbdlkmrwvfngxho -6917.982086880759 gadivmfozewuaowkelczerymurtmuvsomcwpfsmkyzsojdptmregtucvlmkceozzwodpxc\n",
+ "jeijwzgabdobthxhdwkmrwvqbgqho -6907.794025935657 gadivmfvzewuakweeaczerybgramuvsomcwpysmkyzwopdatmregeicolmkceozzwvdpxc\n",
+ "jeijkzghbdobthxhxwkmrqvfbgqho -6915.101088587346 gadihmfozewuakwekaczexymgramuvsomqwpfsmkyzwopxatmrygticolmkceolzwodpxc\n",
+ "qvetxhzifjcqtlgozsnnklqyfnkegj -6897.599274496619 zjhyuemnvyifagnxiezylcdtckgpcstinzoqhevikugegksrmxkccvrerrdczsowxdoxms\n",
+ "qvetxhzimjcdtlgzzsnnklqyznkegj -6877.555813144438 zjhyuemnoyisagnmiezylcdtikgpcstinzoqhecikhgegvsrmxkccvlerrdczsowxdoxfs\n",
+ "qveuxhzgmjcdtlgzmgnnllqyznkegj -6890.251022748855 zjhxuempoyisagnmvqzykcdtikgpcstinaoqhccikhgegvffmxlccvlerrdczsovxdozfs\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[('qvetxhzimjcdtlgzzsnnklqyznkegj', -6877.555813144438),\n",
+ " ('qveuxhzgmjcdtlgzmgnnllqyznkegj', -6890.251022748855),\n",
+ " ('ykzuyyqtuogxhgyleetwombzcth', -6895.747643140915),\n",
+ " ('qvetxhzifjcqtlgozsnnklqyfnkegj', -6897.599274496619),\n",
+ " ('ykzuylqtsogqhgylletwoobocth', -6899.74271779521)]"
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(srscb101, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 153,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "wmp dfl -4.418196113825667 -6.441296878417733\n",
+ "mpm tii -3.393196576206839 -5.683999866694839\n",
+ "pmm wfi -4.4470418602740445 -6.643642546739942\n",
+ "mmx tft -3.7622657137808746 -5.971084310281549\n",
+ "mxx tqt -5.15333756439006 -9.446952781050463\n",
+ "xxa eqw -5.58291509972592 -8.52281250477255\n",
+ "xae eta -3.0722171694945564 -4.389989178813335\n",
+ "aey hxu -5.621991279942018 -9.342586464997218\n",
+ "eyh lrd -3.9771459790186943 -6.060762551883337\n",
+ "yhb fax -5.699171733089354 -6.327788763433489\n",
+ "hbr oun -3.786042360072596 -4.563299298176571\n",
+ "bry iku -4.752608913603726 -7.338736047897285\n",
+ "ryo yrk -4.928643346805835 -6.2564610331676995\n",
+ "yoc fhy -4.484598825548913 -7.254528063451698\n",
+ "oca vvw -5.57314057757394 -9.741920214925333\n"
+ ]
+ }
+ ],
+ "source": [
+ "the_shifts = [pos(l) for l in 'the']\n",
+ "for g in ngrams(st, 3):\n",
+ " pairs = zip(g, the_shifts)\n",
+ " pg = cat(caesar_decipher_letter(l, k) for l, k in pairs)\n",
+ " print(g, pg, Pletters(pg), Pbigrams(pg))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 145,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "8"
+ ]
+ },
+ "execution_count": 145,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len('calgacus')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "target = 'calgacus'\n",
+ "def autokey_seek(target, ciphertext0, fitness=Ptrigrams):\n",
+ " ciphertext = sanitise(ciphertext0)\n",
+ " shifts = [pos(l) for l in target]\n",
+ " results = []\n",
+ " for i, g in enumerate(ngrams(ciphertext, len(target))):\n",
+ " pairs = zip(g, shifts)\n",
+ " pg = cat(caesar_decipher_letter(l, k) for l, k in pairs)\n",
+ " results += [(i, g, pg, fitness(pg))]\n",
+ " return results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(2399, 'peltutmz', 'neanursh', -21.461013401081335),\n",
+ " (2028, 'cmtgtvit', 'amiattob', -21.07659449659948),\n",
+ " (797, 'twlrapsl', 'rwalanyt', -21.05922212144818),\n",
+ " (908, 'igfratyw', 'ggularee', -20.994040878973316),\n",
+ " (1591, 'grzzrqiv', 'erotrood', -20.962282792623014),\n",
+ " (2843, 'vmlolgfv', 'tmaileld', -20.769631252314916),\n",
+ " (2596, 'jexvtgwl', 'hemptect', -20.301035913840746),\n",
+ " (2806, 'qmztgcla', 'omongari', -20.0955068571018),\n",
+ " (1924, 'ttfxmclw', 'rturmare', -19.655221681209976),\n",
+ " (60, 'oiezhgva', 'mitthebi', -19.097227792350637)]"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('calgacus', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(1792, 'oaymnqhv', 'mangnond', -20.929629163850205),\n",
+ " (1924, 'oaymnqhv', 'mangnond', -20.929629163850205),\n",
+ " (375, 'hfpxapap', 'fferangx', -20.809466510558636),\n",
+ " (886, 'nltseufa', 'llimesli', -20.63553542275574),\n",
+ " (90, 'tecgbncv', 'rerablid', -20.586039991616282),\n",
+ " (226, 'mtskiubd', 'ktheishl', -20.18528775034664),\n",
+ " (3930, 'vvtiaucl', 'tvicasit', -19.828228585411974),\n",
+ " (2229, 'gtlzavia', 'etatatoi', -19.66753424702069),\n",
+ " (885, 'cnltseuf', 'ananscan', -19.56819905219037),\n",
+ " (470, 'kndzatfa', 'instarli', -19.326345426825057)]"
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('calgacus', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(4241, 'eelwvcnbg', 'ceassoatg', -25.850802649214934),\n",
+ " (1992, 'viqtrfrml', 'tifporeel', -25.66508686497551),\n",
+ " (3358, 'fwzvjfvit', 'dworgriat', -25.657401685890758),\n",
+ " (331, 'jttrhlzir', 'htinexmar', -25.656039415996354),\n",
+ " (4278, 'rbzydhfbo', 'pbouatsto', -25.63109190740209),\n",
+ " (422, 'cllwljvtw', 'alasivilw', -25.424667042465664),\n",
+ " (3269, 'layxhrqgt', 'janteddyt', -24.791451937960694),\n",
+ " (2011, 'cgzplhrvr', 'agolitenr', -23.89823015163796),\n",
+ " (3977, 'fhlwvczml', 'dhassomel', -23.42428687033572),\n",
+ " (393, 'aaweqremw', 'yalandrew', -22.874135522319722)]"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('caledonia', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 279,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3191, 'gclrgcwmtb', 'ecandojeto', -28.77378612534382),\n",
+ " (4257, 'jclrgcumoe', 'hcandoheor', -28.683486423157134),\n",
+ " (2073, 'aclrgcumnz', 'ycandohenm', -28.62150252691441),\n",
+ " (1697, 'ahtwwsabga', 'yhistentgn', -28.383314195912323),\n",
+ " (4272, 'ghzavghzei', 'ehowssurev', -27.741424039770372),\n",
+ " (3961, 'clphrbviny', 'aledonianl', -27.47425982519892),\n",
+ " (1649, 'vtprvhgcrv', 'ttenstturi', -27.33199089755322),\n",
+ " (3634, 'vrtxfvntsr', 'tritchalse', -26.470307217356552),\n",
+ " (3960, 'gclphrbvin', 'ecaledonia', -26.168829458085867),\n",
+ " (198, 'qhpalhrzin', 'ohewiteria', -25.16807652177263)]"
+ ]
+ },
+ "execution_count": 279,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('caledonian', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 258,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3191, 'gclrgcwmtb', 'ecandojeto', -28.77378612534382),\n",
+ " (4257, 'jclrgcumoe', 'hcandoheor', -28.683486423157134),\n",
+ " (2073, 'aclrgcumnz', 'ycandohenm', -28.62150252691441),\n",
+ " (1697, 'ahtwwsabga', 'yhistentgn', -28.383314195912323),\n",
+ " (4272, 'ghzavghzei', 'ehowssurev', -27.741424039770372),\n",
+ " (3961, 'clphrbviny', 'aledonianl', -27.47425982519892),\n",
+ " (1649, 'vtprvhgcrv', 'ttenstturi', -27.33199089755322),\n",
+ " (3634, 'vrtxfvntsr', 'tritchalse', -26.470307217356552),\n",
+ " (3960, 'gclphrbvin', 'ecaledonia', -26.168829458085867),\n",
+ " (198, 'qhpalhrzin', 'ohewiteria', -25.16807652177263)]"
+ ]
+ },
+ "execution_count": 258,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('caledonian', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 259,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(2561, 'phlnxhtcu', 'xhatfolic', -25.176846991432768),\n",
+ " (4093, 'yrthlallg', 'grinthdro', -25.10960390651695),\n",
+ " (498, 'marcueqna', 'uagicliti', -24.89264960431384),\n",
+ " (4052, 'cslfghtch', 'ksaloolip', -24.890720711497618),\n",
+ " (3121, 'lathgbano', 'tainoistw', -24.75553325417898),\n",
+ " (755, 'lsflsoqns', 'tsuravita', -24.726688354370932),\n",
+ " (3621, 'jtsmagmaw', 'rthsinege', -24.5151519700649),\n",
+ " (419, 'tidcllwlj', 'bisitsorr', -24.03523169918416),\n",
+ " (960, 'jnthakbcg', 'rninirtio', -23.387877895832897),\n",
+ " (3471, 'dmpwgkinz', 'lmecorath', -23.324033123494115)]"
+ ]
+ },
+ "execution_count": 259,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('salustius', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 260,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(2672, 'odthalamm', 'wdinisssu', -25.048617000920878),\n",
+ " (3540, 'parlwttff', 'xagrealln', -24.851785789486392),\n",
+ " (3582, 'oslfslbcm', 'wsalastiu', -24.66026768166291),\n",
+ " (3009, 'yslfmlbum', 'gsalustau', -24.65699250591685),\n",
+ " (888, 'tseufamna', 'bstanheti', -24.49796503960191),\n",
+ " (1269, 'mrthlhpct', 'urintohib', -24.22316543183428),\n",
+ " (1914, 'jslfslbcm', 'rsalastiu', -23.87089764777768),\n",
+ " (2803, 'laebaoine', 'tathivatm', -23.83726571059404),\n",
+ " (3862, 'jslfmlbcs', 'rsalustia', -23.61856639298001),\n",
+ " (1251, 'loebawmlm', 'tothideru', -22.753986783662953)]"
+ ]
+ },
+ "execution_count": 260,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('salustius', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 261,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3015, 'hzwtsrmla', 'ossiolexn', -26.34983740697891),\n",
+ " (74, 'abeomucgr', 'huadiouse', -26.258925023191235),\n",
+ " (4097, 'lallgaqgn', 'sthacuisa', -26.049249708637213),\n",
+ " (4130, 'hysnsnizr', 'orocohale', -25.931388462134187),\n",
+ " (2904, 'latpvkxft', 'stpereprg', -25.866172690345064),\n",
+ " (1020, 'gpweqeawq', 'nistmysid', -25.512074969214876),\n",
+ " (1951, 'lhrzqeqbq', 'sanomyind', -25.445062744688883),\n",
+ " (2776, 'rsmcilmfl', 'ylirefery', -25.419430459124857),\n",
+ " (679, 'chrerovsc', 'jantninep', -25.347101743750663),\n",
+ " (166, 'vrwzveawq', 'cksorysid', -25.28229966547485)]"
+ ]
+ },
+ "execution_count": 261,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('thelegion', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 262,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(1049, 'ialtxupso', 'pthitoheb', -25.404190333248543),\n",
+ " (2605, 'ivtfwvihr', 'popuspate', -25.303268134121197),\n",
+ " (4059, 'ljwpgzwrh', 'scsectodu', -25.18984639622136),\n",
+ " (2943, 'galphrbvq', 'nthedlthd', -25.041332744583958),\n",
+ " (572, 'ewhlxnqgq', 'lpdathisd', -24.571426006070148),\n",
+ " (3892, 'hzlpwgaia', 'oshesasun', -24.45637997950143),\n",
+ " (3732, 'alvltrmdv', 'heraplepi', -23.924279746221455),\n",
+ " (1091, 'galphylsr', 'nthedsdee', -23.85171161391403),\n",
+ " (1571, 'xhrpgowba', 'eanecionn', -23.32003930831386),\n",
+ " (1411, 'mlhtgzagb', 'tedictsso', -23.104599762846068)]"
+ ]
+ },
+ "execution_count": 262,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('thelegion', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 263,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3416, 'afwizmla', 'siletexn', -22.343309825271913),\n",
+ " (1049, 'thdmzmwt', 'lksiteig', -22.291779556130265),\n",
+ " (1832, 'wlamzpqn', 'oopithca', -22.290713992682466),\n",
+ " (717, 'wkeehwjp', 'ontabovc', -22.207175182318444),\n",
+ " (75, 'beomucgr', 'thdiouse', -22.069214143583874),\n",
+ " (2905, 'atpvkxft', 'swereprg', -21.734534938819607),\n",
+ " (3121, 'lathgban', 'ddidatma', -21.53158198236885),\n",
+ " (3578, 'vzjqgvrj', 'ncymandw', -21.386021731456964),\n",
+ " (2777, 'smcilmfl', 'kprefery', -20.825017479097962),\n",
+ " (809, 'fmcilmfl', 'xprefery', -20.403792472851666)]"
+ ]
+ },
+ "execution_count": 263,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('ixlegion', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 264,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(1591, 'vvtyaehtwt', 'nyarpablig', -30.611413839499164),\n",
+ " (260, 'hlmzevgqfu', 'zotstrairh', -30.606595863516127),\n",
+ " (1079, 'nxklywalgq', 'farensudsd', -30.44752606160448),\n",
+ " (2630, 'lgtrpkowbn', 'djakegiona', -30.36787974649124),\n",
+ " (3780, 'retulvvqqr', 'jhanarpice', -30.315133558315818),\n",
+ " (304, 'alnzlqewfe', 'sousamyorr', -30.15336095083089),\n",
+ " (96, 'cvwleetwbc', 'uydetanonp', -29.835189542779652),\n",
+ " (676, 'algtppkgtn', 'sonmeleyfa', -29.811415568100962),\n",
+ " (3444, 'aqxapvgxee', 'steterapqr', -29.40567739121108),\n",
+ " (916, 'fjtalmziwf', 'xmataitais', -28.607408176522604)]"
+ ]
+ },
+ "execution_count": 264,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('ixthlegion', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 265,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(2471, 'vokfzhzw', 'totorevj', -21.433100533910906),\n",
+ " (3349, 'tivnmdvk', 'riewearx', -21.370502630358857),\n",
+ " (1246, 'gtvzvjkf', 'eteinggs', -21.25570214815019),\n",
+ " (2750, 'vvvimqvv', 'tverenri', -21.23201554044776),\n",
+ " (5, 'ecyftlxb', 'ccholito', -21.221124714113426),\n",
+ " (1435, 'vivimqvv', 'tierenri', -21.030319874338634),\n",
+ " (2031, 'gtvitoip', 'eterllec', -20.986774950797688),\n",
+ " (3888, 'ghvzbxvp', 'eheiturc', -20.383585988890655),\n",
+ " (1932, 'togrqqkj', 'ropaingw', -19.909524318295766),\n",
+ " (2095, 'ktviahwf', 'itersess', -16.817880160467876)]"
+ ]
+ },
+ "execution_count": 265,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('carriden', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 223,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(2979, 'pevzwheg', 'neeioeat', -8.347568387104701, -16.59092906169867),\n",
+ " (1724, 'ftfjclrg', 'dtosuint', -9.614171088757637, -16.504339022595744),\n",
+ " (1812, 'xerjwhma', 'veasoein', -9.554148337913942, -16.388657370798327),\n",
+ " (3136, 'knkkmrge', 'intteocr', -9.326786465994122, -16.289767888526814),\n",
+ " (2229, 'gtlzavia', 'etuissen', -9.127338280958257, -16.197777812485988),\n",
+ " (1647, 'pgvtprvh', 'ngechoru', -10.47826904780876, -16.060787758919126),\n",
+ " (2826, 'crizlhrn', 'arridena', -9.295415623602313, -16.011909396417618),\n",
+ " (116, 'rrvrtbwb', 'prealyso', -10.351713011275443, -15.956419753238384),\n",
+ " (4002, 'crizlhrt', 'arrideng', -9.9142564234083, -15.777052261639998),\n",
+ " (3724, 'ctvjmqrz', 'atesennm', -9.08918293027495, -15.770059699035837)]"
+ ]
+ },
+ "execution_count": 223,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('carriden', rscb)\n",
+ "sorted(results, key=lambda r: r[4])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 266,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(2597, 'exvtgwlabewmwc', 'sxermegsyaleck', -49.81296938807377),\n",
+ " (1857, 'phlnxhtcuvdkol', 'dhuldpourrscut', -49.13611031005585),\n",
+ " (419, 'tidcllwljvtwam', 'himartrdgriogu', -48.64335834592182),\n",
+ " (437, 'kikvuaiagwplzh', 'yittaidsdsedfp', -48.5726126013493),\n",
+ " (1257, 'etvviktnhjzbrr', 'stetosofefotxz', -48.342230828579034),\n",
+ " (1460, 'bookpstvdvepym', 'poxivaonartheu', -47.31575074470188),\n",
+ " (3477, 'inztcswtgltoul', 'wniriarldhigat', -47.29846956041843),\n",
+ " (189, 'zwztjghiqecgzu', 'nwirpocanaryfc', -47.22212883996443),\n",
+ " (3885, 'ylaghvzbxvpafw', 'mljenduturesle', -47.195597163089204),\n",
+ " (1550, 'otzqhqbqfmcblm', 'ctionywicirtru', -42.53263877954705)]"
+ ]
+ },
+ "execution_count": 266,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('marcusfidelius', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 268,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3622, 'eekwgaqwhwptvr', 'setumiloeselbz', -49.621503851222684),\n",
+ " (431, 'mikgmuttbtrpiw', 'aitescolypghoe', -48.638854480044415),\n",
+ " (4047, 'ddnqzlruhhrilj', 'rdwoftmmedgarr', -48.554073127618814),\n",
+ " (331, 'haevvwfaqgtvre', 'vantbeasncinxm', -47.97373414413526),\n",
+ " (481, 'fvggmdzahwechs', 'tvpeslusestuna', -47.69237924848791),\n",
+ " (3091, 'jvzvtgslfmlbcm', 'xvitzondciatiu', -47.66616454997231),\n",
+ " (359, 'zcvwlhfvwetwzp', 'nceurpantaiofx', -46.437815241423564),\n",
+ " (1305, 'aljebasbrxgivy', 'olschintotvabg', -46.39925349262584),\n",
+ " (1132, 'tdjclggcwmzeba', 'hdsarobutiowhi', -45.275970767894435),\n",
+ " (3814, 'emzpzglzhvzvfa', 'sminfogreronli', -41.6349660094247)]"
+ ]
+ },
+ "execution_count": 268,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('marcusfidelius', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 270,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(466, 'vhdap', 'etrac', -9.424044514537115),\n",
+ " (1017, 'twzgp', 'cingc', -9.33246375242154),\n",
+ " (548, 'tseay', 'cesal', -9.255465693315784),\n",
+ " (1165, 'twztb', 'cinto', -9.254386558557762),\n",
+ " (1275, 'kvqnl', 'theny', -9.087612038710173),\n",
+ " (1255, 'gcetv', 'posti', -8.900383209557894),\n",
+ " (3719, 'iootv', 'racti', -8.850289758493188),\n",
+ " (1579, 'ehqdn', 'nteda', -8.67266649829844),\n",
+ " (276, 'rwzgp', 'aingc', -8.654191627847336),\n",
+ " (693, 'rbpez', 'andem', -8.641276141783493)]"
+ ]
+ },
+ "execution_count": 270,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('roman', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 271,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3842, 'ramnl', 'amany', -9.437027872569471),\n",
+ " (4317, 'faanf', 'omons', -9.430127363696526),\n",
+ " (3619, 'jwhee', 'siver', -9.320629122935628),\n",
+ " (2026, 'famnf', 'omans', -9.311629914178287),\n",
+ " (3150, 'famnf', 'omans', -9.311629914178287),\n",
+ " (3233, 'famnf', 'omans', -9.311629914178287),\n",
+ " (3826, 'famnf', 'omans', -9.311629914178287),\n",
+ " (2363, 'kfusg', 'trist', -9.035674036092695),\n",
+ " (910, 'fdqrg', 'opert', -8.871736942260315),\n",
+ " (3038, 'gfaua', 'proun', -8.586035154281198)]"
+ ]
+ },
+ "execution_count": 271,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('roman', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 272,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(2281, 'xgrwqyqqn', 'ssaditimk', -25.50904015692954),\n",
+ " (4006, 'wvveahmvr', 'rhelscero', -25.382077332864444),\n",
+ " (1646, 'ypvkxftxd', 'tberpalta', -25.130456920711293),\n",
+ " (2100, 'hwflanaiv', 'ciossises', -24.871322973319465),\n",
+ " (2517, 'dgfhzjamh', 'ysooresie', -24.722409611286242),\n",
+ " (810, 'mcilmflsk', 'horseadoh', -24.64958690599062),\n",
+ " (1798, 'tvfvbtvwr', 'ohoctonso', -24.647021212027184),\n",
+ " (3343, 'awewwhtiv', 'vindocles', -23.927082944001153),\n",
+ " (2778, 'mcilmflsv', 'horseados', -23.868317161553193),\n",
+ " (3575, 'fhvvzjqgv', 'atecreics', -23.86243429804511)]"
+ ]
+ },
+ "execution_count": 272,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('fortified', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 273,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3213, 'dgkabmpes', 'ysththhap', -25.858476016839074),\n",
+ " (4245, 'pdrbvqwal', 'kpainlowi', -25.69251300423946),\n",
+ " (859, 'wsctznikg', 'relariagd', -25.68949990545181),\n",
+ " (3321, 'pgzwtjihl', 'ksidleadi', -25.630885603720866),\n",
+ " (2740, 'hrgxviqrz', 'cdpendinw', -25.60510505179495),\n",
+ " (1990, 'ksvtjnvgl', 'feeabinci', -25.051685311929564),\n",
+ " (4012, 'tfkxalivj', 'ortesgarg', -24.7076022359218),\n",
+ " (3722, 'tpctvjmqr', 'oblaneemo', -24.11291857943737),\n",
+ " (3454, 'nfflbtwrf', 'irostoonc', -23.58091480413326),\n",
+ " (691, 'hfvtdftxh', 'creavalte', -23.576969563723157)]"
+ ]
+ },
+ "execution_count": 273,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('fortified', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 275,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(1239, 'cblmflsgtvzvjkf', 'wbsinxneteinggs', -53.67979567378313),\n",
+ " (3574, 'hfhvvzjqgvrjegr', 'bfordleogeabbce', -53.332644164070246),\n",
+ " (683, 'rovscwqnnsrbpez', 'locokillnbatmam', -52.948716390961906),\n",
+ " (1676, 'rkhthhxqntlawtv', 'lkopptsoncustpi', -52.74063132472511),\n",
+ " (155, 'aphyfzidevuvrwz', 'upounldbeednosm', -52.06563577702356),\n",
+ " (3342, 'lawewwhtivnmdvk', 'fadaeicriewearx', -52.039898007621005),\n",
+ " (179, 'owxlaftnekzwztj', 'iwehiroletiowpw', -52.031145860023),\n",
+ " (4309, 'atmiwzfzrkjvhqb', 'utteelaxrtsnemo', -51.966531880968944),\n",
+ " (224, 'hikkeajftjrvvet', 'birgmmedtsansag', -51.2862727444336),\n",
+ " (1428, 'bbtlagtvivimqvv', 'vbahisotierenri', -49.79512612365323)]"
+ ]
+ },
+ "execution_count": 275,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('gatesofcarriden', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 276,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(748, 'zfnkkmrgejrvgqj', 'tfugsymeesandmw', -52.05542207245692),\n",
+ " (2114, 'htpiogtnlvfaldw', 'btwewsolleosizj', -51.933562137754535),\n",
+ " (3129, 'orrhwmfknkkmrge', 'irydeyaintteocr', -51.72518143282167),\n",
+ " (1721, 'kalftfjclrgcwmw', 'easbbrealaputij', -51.39500709853823),\n",
+ " (966, 'qiflwdmksvtivfj', 'kimhephisecasbw', -51.16282166067445),\n",
+ " (3155, 'malwahtnuxjkhsl', 'gassitolugsceoy', -50.82080768385719),\n",
+ " (17, 'oobqhvjkrzfzwim', 'ioimpheiriortez', -50.804328693902804),\n",
+ " (1877, 'gnbvlffyrrilvrn', 'anirtrawrardsna', -50.77261706301617),\n",
+ " (39, 'lrxhgbtjauruhdx', 'fredonohadamezk', -50.58185950803962),\n",
+ " (3994, 'nggivftvcrizlhr', 'hgnedrotcarride', -49.321188855519125)]"
+ ]
+ },
+ "execution_count": 276,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('gatesofcarriden', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 277,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(109, 'xgrxgbqahmyazk', 'rgytonlhaitmir', -50.30067966367403),\n",
+ " (2970, 'qehrernxvehwre', 'keonmdieoacial', -49.90749685359809),\n",
+ " (1125, 'bakgdhtvlljfap', 'varcltoceherjw', -49.6746669250614),\n",
+ " (2116, 'erbttoglaihbfl', 'yripbabstecnos', -49.57823086787266),\n",
+ " (2189, 'okpsdhuhvvjkzm', 'ikwoltpoorewit', -49.52479031750286),\n",
+ " (4259, 'xothazthamatlk', 'roadilootivfur', -49.18754328260107),\n",
+ " (3008, 'eueaaqmhzwtsrm', 'yulwichossoeat', -49.12646769488776),\n",
+ " (4103, 'qgntkfdbuikstm', 'kgupsryinefect', -49.0189271054904),\n",
+ " (4013, 'vrhhlawbhrqcgl', 'prodtmrianlops', -48.98409155181962),\n",
+ " (1228, 'ktrwkwqmhtmcbl', 'etyssiltaphoks', -46.94309949621737)]"
+ ]
+ },
+ "execution_count": 277,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('gatesofthefort', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 278,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3901, 'uvkikczdumawtv', 'ovresouknivicc', -47.785004409521385),\n",
+ " (3167, 'hslxhgbtzwtcjl', 'bsstpswassooss', -47.53894456988189),\n",
+ " (6, 'npkmrgyalgtoob', 'hprizsthecoaxi', -47.314970387934196),\n",
+ " (1462, 'aatjwfatasksgk', 'uaafervatofepr', -47.1283638409202),\n",
+ " (3155, 'malwahtnuxjkhs', 'gassitountewqz', -46.99630838756432),\n",
+ " (1526, 'hdlalcgtzmqwka', 'bdswtobasilith', -46.7437381684409),\n",
+ " (2552, 'hqhvvwlbumtbvt', 'bqordiginionea', -46.485664854182),\n",
+ " (1417, 'agbrvswalyndjt', 'uginderheuipsa', -46.000308431211856),\n",
+ " (1967, 'yalstsjtpfjbtx', 'sasobeeaibence', -45.501107818985226),\n",
+ " (1381, 'cthlahtwwswbfg', 'wtohitodpornon', -45.23713792080447)]"
+ ]
+ },
+ "execution_count": 278,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('gatesofthefort', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 282,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3924, 'mvrevhww', 'tonchesz', -21.530081854612558),\n",
+ " (3304, 'bzlwgwwf', 'ishustsi', -21.522929562878094),\n",
+ " (1670, 'olhwhdrk', 'vedutann', -21.377317616350332),\n",
+ " (2327, 'wuhvvhwh', 'dndthesk', -20.94621791919036),\n",
+ " (3909, 'kimvwqpf', 'rbitinli', -20.84375116446709),\n",
+ " (336, 'lzircvtf', 'ssepospi', -20.719450285091096),\n",
+ " (1597, 'ivxgrhxj', 'potedetm', -20.706690393648426),\n",
+ " (1821, 'ilwvvhqh', 'pesthemk', -20.211702557206248),\n",
+ " (102, 'lvgjwvtx', 'sochispa', -20.11656789559091),\n",
+ " (1783, 'blwvvhqh', 'iesthemk', -19.13426965292788)]"
+ ]
+ },
+ "execution_count": 282,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('thecodex', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 281,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(4103, 'ntevvrjt', 'umathofw', -21.12050302860748),\n",
+ " (1135, 'clggcwmz', 'jeceotic', -21.0926226108083),\n",
+ " (3784, 'lvvqqrya', 'sorocoud', -21.0704407610811),\n",
+ " (2607, 'tfwvihra', 'aystuend', -21.036511358408227),\n",
+ " (770, 'ealcuhgb', 'lthagece', -20.864565160704405),\n",
+ " (1063, 'lvtgqrhx', 'sopecoda', -20.754724320672608),\n",
+ " (1418, 'gbrvswal', 'nuntetwo', -20.58615056728773),\n",
+ " (2628, 'yalgtrpk', 'fthefoln', -19.713559586711344),\n",
+ " (4051, 'zlruhhri', 'genstenl', -19.43791767956815),\n",
+ " (1040, 'taltsves', 'athresav', -19.414018974488442)]"
+ ]
+ },
+ "execution_count": 281,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('thecodex', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 283,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(2166, 'xftqmpav', 'urhithai', -21.474070991196612),\n",
+ " (621, 'hddclatn', 'eprussta', -21.437474795697312),\n",
+ " (3752, 'vvtmlatb', 'shhessto', -21.36709963180998),\n",
+ " (1313, 'kspttvek', 'hedlanex', -21.21846639563575),\n",
+ " (3080, 'oddmlmwa', 'lpresewn', -21.153561245717015),\n",
+ " (1907, 'yaqutvag', 'vmemanat', -21.13955075507157),\n",
+ " (3418, 'wizmlatj', 'tunesstw', -20.78298814152589),\n",
+ " (1050, 'hdmzmwti', 'epartotv', -20.571400605890293),\n",
+ " (857, 'uhebhnai', 'rtstofav', -20.18106418846078),\n",
+ " (3842, 'jddmlmsh', 'gpresesu', -19.026003480730346)]"
+ ]
+ },
+ "execution_count": 283,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('domitian', cb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 284,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(3214, 'gkabmpes', 'dwotthef', -20.94405168913833),\n",
+ " (1615, 'whuktalv', 'tticasli', -20.572797420355037),\n",
+ " (2559, 'bumtbvtj', 'ygalintw', -20.569458875838592),\n",
+ " (4032, 'vwzlitot', 'sindplog', -20.38216185513019),\n",
+ " (1251, 'loebawml', 'iasthomy', -20.31812563846053),\n",
+ " (608, 'cofuxvgg', 'zatmengt', -20.292921997536638),\n",
+ " (2928, 'qbqlbbwb', 'nneditwo', -19.92037147986436),\n",
+ " (3927, 'zvavvtia', 'whonclin', -19.799839075342426),\n",
+ " (374, 'lhfpxapa', 'itthespn', -19.413682398696466),\n",
+ " (2787, 'qhqztoif', 'nteragis', -19.131491583368767)]"
+ ]
+ },
+ "execution_count": 284,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('domitian', rscb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 183,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "p7b = open('7b.plaintext').read()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 189,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[('caledonian', 6),\n",
+ " ('hecaledoni', 5),\n",
+ " ('salustiusw', 5),\n",
+ " ('ecaledonia', 5),\n",
+ " ('inchtuthil', 5),\n",
+ " ('stracathro', 5),\n",
+ " ('thecaledon', 5),\n",
+ " ('alustiuswa', 3),\n",
+ " ('salustiusa', 3),\n",
+ " ('ofthecaled', 3),\n",
+ " ('ysalustius', 3),\n",
+ " ('fthecaledo', 3),\n",
+ " ('nsalustius', 3),\n",
+ " ('salustiuss', 3),\n",
+ " ('lustiuswas', 3),\n",
+ " ('nchtuthils', 2),\n",
+ " ('ustiuswasa', 2),\n",
+ " ('ensalustiu', 2),\n",
+ " ('oftheixleg', 2),\n",
+ " ('hcalgacusa', 2)]"
+ ]
+ },
+ "execution_count": 189,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "collections.Counter(ngrams(sanitise(p7b), 10)).most_common(20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 285,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2 True [(673, 'dnadssurem'), (1847, 'ohasecushs'), (3339, 'virmisalsi'), (21, 'placianisb')]\n",
+ "2 False [(2715, 'rheseluner'), (443, 'nhemotearx'), (856, 'ttictindmn'), (1779, 'uestasuntc')]\n",
+ "3 True [(213, 'dlifireslt'), (2408, 'dlonevilai'), (1073, 'mhenstcarl'), (629, 'pmorebastt')]\n",
+ "3 False [(2616, 'towisisnea'), (3012, 'urersdedti'), (3811, 'lriteviely'), (2959, 'rldiansary')]\n",
+ "4 True [(762, 'egifetesoy'), (2896, 'ttitamerlt'), (821, 'tupaintewt'), (2162, 'calneaneex')]\n",
+ "4 False [(1029, 'esasnendaz'), (2302, 'yetivewetu'), (3530, 'llielmostc'), (1670, 'feeitegita')]\n",
+ "5 True [(2254, 'bttatielof'), (218, 'fstbresthw'), (2319, 'ntandipsef'), (1304, 'lablelinla')]\n",
+ "5 False [(2492, 'intwoltoru'), (1573, 'toasededly'), (2919, 'aaaretesav'), (1702, 'kepreitite')]\n",
+ "6 True [(2353, 'ussigholag'), (369, 'ulewandimp'), (2823, 'iplasenhen'), (1598, 'xinsinscan')]\n",
+ "6 False [(2857, 'etiserelcy'), (410, 'anchesioof'), (1083, 'iactosiory'), (1682, 'yrolthende')]\n",
+ "7 True [(3301, 'oalmoption'), (618, 'rmurciandr'), (283, 'plivetelii'), (1595, 'introntbek')]\n",
+ "7 False [(1069, 'yvidettolf'), (1514, 'dwerstiehi'), (2330, 'rtocereure'), (3635, 'ditisthery')]\n",
+ "8 True [(873, 'uckworistu'), (1419, 'zlonoreseg'), (1978, 'partimisrx'), (2823, 'knareselll')]\n",
+ "8 False [(137, 'runkicader'), (2296, 'fovichosue'), (251, 'rsttoleshw'), (1644, 'nsasoldeni')]\n",
+ "9 True [(516, 'plahornsec'), (4147, 'btiscensex'), (2445, 'ficommsage'), (2867, 'shehaliand')]\n",
+ "9 False [(2843, 'tlacinacat'), (3770, 'btotheyinu'), (330, 'efemeemare'), (1658, 'aatranalat')]\n",
+ "10 True [(2630, 'tatyotealn'), (3639, 'tvidticear'), (3936, 'erisbreesu'), (1649, 'ssaltearpr')]\n",
+ "10 False [(3131, 'taldinsoer'), (2203, 'lugeliantu'), (3863, 'thegarkitr'), (205, 'shiterspus')]\n",
+ "11 True [(2661, 'andedjunsy'), (2764, 'dyarsorsce'), (2425, 'xdisisnorc'), (3307, 'iberatifal')]\n",
+ "11 False [(1714, 'fnewtriewi'), (1150, 'dsscivesag'), (2690, 'auschnecti'), (739, 'skedisollm')]\n",
+ "12 True [(1506, 'qhersarsts'), (1123, 'nenealiold'), (3175, 'isinamthej'), (3487, 'trartrintf')]\n",
+ "12 False [(1288, 'obesbutetc'), (555, 'thibemostu'), (2203, 'ofaternary'), (2548, 'rapanteche')]\n",
+ "13 True [(1719, 'alawonewon'), (1212, 'tatrieluma'), (3, 'bovitsuarc'), (3274, 'rsibentsru')]\n",
+ "13 False [(701, 'sanlydespn'), (4226, 'dlattlewan'), (3939, 'rigorralea'), (4123, 'mwarthecyt')]\n",
+ "14 True [(44, 'tallbefide'), (2626, 'rlenetangg'), (3784, 'yfeedinsed'), (3289, 'aaletheths')]\n",
+ "14 False [(4317, 'utainonaad'), (2815, 'dbaionanys'), (3467, 'cuphathatj'), (3896, 'xlielissau')]\n",
+ "15 True [(356, 'presagulyn'), (4305, 'yeasemmaid'), (2595, 'llitinetcz'), (3608, 'ttpeonento')]\n",
+ "15 False [(1683, 'ljailonsta'), (1659, 'teagiteony'), (1456, 'oaralboste'), (2244, 'toushcongt')]\n",
+ "16 True [(1721, 'rldieditfe'), (1115, 'aystormllb'), (1402, 'yritersfej'), (1198, 'zticelaron')]\n",
+ "16 False [(2456, 'fgincenisy'), (1599, 'tgnstronse'), (1712, 'tpaysheure'), (1143, 'eoulatodin')]\n",
+ "17 True [(2049, 'drrassicin'), (1932, 'ctrofalway'), (1181, 'prighiects'), (2554, 'cricityame')]\n",
+ "17 False [(1449, 'dianouncii'), (4223, 'imoddtesta'), (3980, 'yviendtrum'), (580, 'yptostecri')]\n",
+ "18 True [(1561, 'vspingalap'), (3970, 'dreperesgz'), (4042, 'paliththwi'), (3204, 'plicititac')]\n",
+ "18 False [(4248, 'jacesttefs'), (3098, 'rafathiney'), (1994, 'terrotratb'), (3248, 'clifichech')]\n",
+ "19 True [(3572, 'ehareemdof'), (1372, 'ierbilebay'), (421, 'tasdatthru'), (3586, 'retsianspi')]\n",
+ "19 False [(4075, 'iaprelinka'), (234, 'ttototmina'), (3275, 'xsermendby'), (1444, 'ctionillab')]\n",
+ "20 True [(1877, 'nnoodsuntt'), (2311, 'favesweplo'), (3414, 'yalcietiss'), (1478, 'nlintsrigs')]\n",
+ "20 False [(3230, 'ochoopilly'), (1593, 'hvidicours'), (1924, 'ealsicenby'), (3559, 'hatintorbm')]\n",
+ "21 True [(3304, 'intgosiced'), (1138, 'rolofmusth'), (2928, 'uchnaloria'), (4203, 'dnoritaire')]\n",
+ "21 False [(3919, 'hlardhilen'), (2843, 'vrediroann'), (201, 'yperspinfy'), (1615, 'cmdethehei')]\n",
+ "22 True [(1954, 'upaconitao'), (1038, 'ebugitesti'), (1571, 'tledendicg'), (611, 'pesecreore')]\n",
+ "22 False [(2618, 'wipsorsinn'), (3774, 'khenchinyn'), (4013, 'cevisisalc'), (1261, 'hiceenengc')]\n",
+ "23 True [(1648, 'udscosengn'), (2796, 'utuailosto'), (1888, 'rmaingyshr'), (820, 'xsomesistd')]\n",
+ "23 False [(3312, 'itashianyt'), (3372, 'iwisicelac'), (1444, 'ulystleman'), (3117, 'seamatiept')]\n",
+ "24 True [(3058, 'rversoadhu'), (4262, 'nlareriltw'), (4094, 'yalinualtm'), (1760, 'edblitinex')]\n",
+ "24 False [(3405, 'topescisix'), (568, 'ucoteistag'), (1597, 'rtaretolta'), (860, 'flacatecol')]\n",
+ "25 True [(2777, 'rniparswhi'), (3583, 'ywereteelx'), (1944, 'olriereoni'), (3380, 'earendidng')]\n",
+ "25 False [(1246, 'peinitelaj'), (1531, 'dlassststp'), (1769, 'oussiootth'), (422, 'bacewayoft')]\n",
+ "26 True [(2090, 'rberdwalse'), (555, 'obvistreig'), (1126, 'etardembie'), (1016, 'tetyinerys')]\n",
+ "26 False [(698, 'rvinetnorj'), (1252, 'cnissonnan'), (4101, 'toforeoroz'), (581, 'mnalsmestr')]\n",
+ "27 True [(2603, 'weahermeno'), (4206, 'rsizinsear'), (1618, 'ikehomaran'), (2945, 'fsunestris')]\n",
+ "27 False [(881, 'plalstishs'), (1770, 'lwameanthu'), (1801, 'escoticlar'), (2571, 'eganthroto')]\n",
+ "28 True [(2136, 'oeabootrap'), (583, 'kgaseryant'), (1227, 'geivedelov'), (4024, 'iatioolsei')]\n",
+ "28 False [(580, 'fetonetsfs'), (1266, 'janctropad'), (244, 'lverssnoth'), (2881, 'etorilinth')]\n",
+ "29 True [(557, 'earresbogi'), (1233, 'irtiegalog'), (2663, 'jachatarrp'), (3500, 'teretbeofp')]\n",
+ "29 False [(3759, 'tedholidei'), (1282, 'iganommitu'), (2424, 'cfrintriem'), (2326, 'chepetelli')]\n",
+ "30 True [(510, 'drchigotan'), (2116, 'pstroficls'), (2723, 'rrcrasecti'), (3952, 'chinsningb')]\n",
+ "30 False [(3799, 'dilsectseo'), (4279, 'gtaretemus'), (1727, 'heawntents'), (3133, 'ymeordeday')]\n",
+ "31 True [(3554, 'kairernomy'), (1167, 'akionasais'), (938, 'urfrisaneg'), (79, 'uningmotan')]\n",
+ "31 False [(3006, 'rpileacels'), (630, 'riaincesma'), (3527, 'xopontorea'), (3454, 'aselyonere')]\n",
+ "32 True [(304, 'yewaymengf'), (2753, 'eafthtossm'), (214, 'reerthidif'), (996, 'ooldestela')]\n",
+ "32 False [(502, 'zhasepentd'), (301, 'ractsditsg'), (536, 'mathtbusig'), (23, 'ldeptivemi')]\n",
+ "33 True [(1142, 'mainsmionu'), (3932, 'rrlistoars'), (1810, 'dangeadolv'), (1903, 'ghlincrequ')]\n",
+ "33 False [(3970, 'rboremobam'), (3532, 'latoessbia'), (2266, 'ftpoundsti'), (610, 'ymesamefla')]\n",
+ "34 True [(1300, 'lpamincits'), (2422, 'dapoordera'), (769, 'taienotrat'), (3043, 'carmousepa')]\n",
+ "34 False [(3189, 'knarnmetha'), (1210, 'ftpagesifi'), (1132, 'ivarsderit'), (677, 'vtatederan')]\n",
+ "35 True [(1472, 'roanarnofg'), (185, 'utertdenfl'), (2995, 'ypummessit'), (2220, 'ptirthinio')]\n",
+ "35 False [(3389, 'fbeddepont'), (1264, 'ooanttedbu'), (1499, 'wsoregronc'), (4167, 'dhossinteq')]\n",
+ "36 True [(4016, 'ueniftiend'), (1675, 'yopstmentr'), (3998, 'tlintoachd'), (4197, 'utanadithf')]\n",
+ "36 False [(2844, 'sgoweardig'), (3155, 'imemasipai'), (2726, 'ulandpowag'), (3471, 'rtelottoal')]\n",
+ "37 True [(3490, 'aniamarotu'), (3510, 'heflisadit'), (4184, 'elariendgu'), (140, 'duthesitye')]\n",
+ "37 False [(2244, 'pecuseulli'), (2426, 'terdentctb'), (1512, 'yardetsowa'), (3075, 'oloctigisn')]\n",
+ "38 True [(2652, 'welanueith'), (72, 'uvarelandw'), (2758, 'yjoresinan'), (3197, 'weeretingv')]\n",
+ "38 False [(3792, 'rcondviake'), (258, 'laincialyx'), (2597, 'kheworslak'), (4270, 'cfortentrg')]\n",
+ "39 True [(340, 'detnioneyf'), (322, 'udistigdid'), (3759, 'talddritet'), (4052, 'fantianexw')]\n",
+ "39 False [(2113, 'tasoomeofw'), (3583, 'owaresysbr'), (2015, 'olopebingm'), (477, 'evacatinmp')]\n",
+ "40 True [(1235, 'dateuriadi'), (1910, 'fiewofanti'), (3919, 'perichoilt'), (105, 'dtorsttrim')]\n",
+ "40 False [(1154, 'ademenifse'), (3222, 'utssamosin'), (3046, 'eheetwatht'), (1261, 'msodserein')]\n",
+ "41 True [(2275, 'rmiletenlc'), (2983, 'yomeryreau'), (305, 'ndunindsht'), (4265, 'efindtolap')]\n",
+ "41 False [(3726, 'smorvidlin'), (1806, 'ctsrextheu'), (2219, 'ynivernman'), (3299, 'lkiddereat')]\n",
+ "42 True [(1909, 'tylarhisai'), (619, 'rectdotsad'), (2611, 'zoohondine'), (2753, 'taclesenys')]\n",
+ "42 False [(2401, 'oechotoraz'), (3790, 'nntrogingg'), (442, 'ittyoteatu'), (738, 'stamenasen')]\n",
+ "43 True [(4326, 'yattaliler'), (815, 'ualeglesar'), (293, 'ndighttexe'), (1908, 'ewthecasag')]\n",
+ "43 False [(2774, 'weadobesot'), (971, 'ktirtstiva'), (4074, 'oossurtisk'), (2658, 'tamessuder')]\n",
+ "44 True [(2362, 'ettlplentr'), (739, 'elisothurf'), (2301, 'rponditaln'), (3880, 'tteshanseu')]\n",
+ "44 False [(4226, 'tlimendmun'), (2447, 'yloreyress'), (726, 'ftrathariz'), (3651, 'alasiessea')]\n"
+ ]
+ }
+ ],
+ "source": [
+ "for h in range(2, 45):\n",
+ " for d in [True, False]:\n",
+ " if d:\n",
+ " tcb = scytale_decipher(scb, h)\n",
+ " else:\n",
+ " tcb = scytale_encipher(scb, h)\n",
+ " results = autokey_seek('caledonian', tcb)\n",
+ " print(h, d, [(r[0], r[2]) for r in sorted(results, key=lambda r: r[-1])][-4:])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 286,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2 True [(3599, 'ovactenepi'), (2728, 'mbeitandrr'), (3694, 'cinditoaty'), (1602, 'nfaresnees')]\n",
+ "2 False [(724, 'ugamedsovi'), (3300, 'rherolinhs'), (4249, 'jachiprors'), (4173, 'atanortacu')]\n",
+ "3 True [(239, 'yturesotve'), (158, 'yatcatpeds'), (2527, 'cdcouitthi'), (3001, 'erldsmistr')]\n",
+ "3 False [(1989, 'sstrunasaf'), (1412, 'unamandrce'), (1858, 'iniliancof'), (3662, 'illentuald')]\n",
+ "4 True [(2906, 'uderizesce'), (4031, 'rfrithadae'), (3081, 'dstotauden'), (1110, 'termedovid')]\n",
+ "4 False [(3905, 'tviemdines'), (1538, 'tstotdocli'), (1214, 'baposayout'), (246, 'yeotsionic')]\n",
+ "5 True [(1595, 'utiakeedat'), (2777, 'stosainlad'), (2318, 'ovinicoodu'), (2419, 'gmistrecar')]\n",
+ "5 False [(2478, 'zaatsorenv'), (167, 'uncheevioe'), (24, 'lecretaixe'), (491, 'geptirothr')]\n",
+ "6 True [(1900, 'iwargheche'), (2382, 'dmeslaussi'), (4244, 'sdonstisfy'), (3239, 'tprincovac')]\n",
+ "6 False [(3071, 'ravesypons'), (4049, 'eyerocusas'), (401, 'rtwhilyous'), (3882, 'ledeindinm')]\n",
+ "7 True [(365, 'ttrickowil'), (519, 'rnesoeasas'), (41, 'dnthoniori'), (3270, 'ttesenoapa')]\n",
+ "7 False [(210, 'gewserlely'), (1817, 'vexderinte'), (3224, 'yvenimiden'), (1847, 'ferialesva')]\n",
+ "8 True [(3661, 'neinemilfs'), (372, 'thadegicaw'), (3467, 'wiionesetr'), (1643, 'ibulunintr')]\n",
+ "8 False [(3077, 'dswatehome'), (386, 'havateeicl'), (2925, 'iefredanix'), (2093, 'tbeissasig')]\n",
+ "9 True [(564, 'fgofettesu'), (254, 'nheiromakt'), (3465, 'netwomenug'), (4003, 'rainomisle')]\n",
+ "9 False [(2093, 'orowasulln'), (1977, 'draneneckj'), (3729, 'rroontricj'), (1238, 'ffarialisd')]\n",
+ "10 True [(743, 'gjastdestu'), (1756, 'ktanelssar'), (1278, 'upofrotowi'), (3105, 'lathefiswb')]\n",
+ "10 False [(494, 'sbfrithele'), (3601, 'gpannommai'), (3805, 'thgremedia'), (1106, 'umbensirec')]\n",
+ "11 True [(733, 'brithoiscm'), (2287, 'ppiremuess'), (2195, 'zalontedig'), (2379, 'architinfe')]\n",
+ "11 False [(3461, 'rprioncble'), (3453, 'stcustuntc'), (1969, 'rharricssi'), (1247, 'aralsetwee')]\n",
+ "12 True [(3582, 'eusendasmm'), (83, 'ustspeepal'), (4195, 'xcendmantu'), (4253, 'roloclinen')]\n",
+ "12 False [(3694, 'xiastsight'), (4289, 'ydussarety'), (616, 'ttitennodi'), (1987, 'sturecewon')]\n",
+ "13 True [(3338, 'hignglerat'), (1472, 'sssdesorte'), (2305, 'alimameatr'), (3997, 'hanssonshi')]\n",
+ "13 False [(3175, 'ywargronaz'), (517, 'ccaneninsx'), (4169, 'teorefirfi'), (697, 'badietacet')]\n",
+ "14 True [(2574, 'heppilangt'), (1698, 'nteceltrun'), (3506, 'phinoteelp'), (1185, 'atteitiori')]\n",
+ "14 False [(1858, 'cnannityor'), (993, 'ylerdspeno'), (2560, 'thtoshasti'), (812, 'dteranbati')]\n",
+ "15 True [(910, 'ddemrsinfo'), (4317, 'itweslarou'), (1313, 'xconthecln'), (2418, 'dfatheinto')]\n",
+ "15 False [(3526, 'ozeasbings'), (494, 'nalremempn'), (3278, 'tilitouger'), (2270, 'inientiody')]\n",
+ "16 True [(287, 'eltoitsatr'), (4006, 'dlycesiown'), (3761, 'rtinsdarnw'), (183, 'oatritisre')]\n",
+ "16 False [(311, 'rtotinnsad'), (2636, 'wlthefanes'), (3714, 'elarthtegn'), (2220, 'patimityfi')]\n",
+ "17 True [(3594, 'ergbilinso'), (2380, 'wboneceshf'), (2320, 'irpushingm'), (2799, 'ttobontsce')]\n",
+ "17 False [(4258, 'tgaroburac'), (1216, 'ignajonste'), (3398, 'rheharsbei'), (2367, 'ubtrethata')]\n",
+ "18 True [(2082, 'rtarexenty'), (336, 'aradsonsbr'), (1392, 'estromrart'), (411, 'utiosindin')]\n",
+ "18 False [(1152, 'pntattsesu'), (871, 'rltrisertp'), (1079, 'xditimeapi'), (1723, 'beirdonisi')]\n",
+ "19 True [(3291, 'ggurebesam'), (154, 'oltssananf'), (83, 'uelisidile'), (3498, 'ljonstantc')]\n",
+ "19 False [(3512, 'etsasmusas'), (3885, 'tmicenitbr'), (235, 'ulpispreat'), (3237, 'smatunitbi')]\n",
+ "20 True [(1454, 'eeinsousax'), (3860, 'ikinialced'), (3057, 'tlassstsso'), (3331, 'ilainsnott')]\n",
+ "20 False [(4117, 'ussapopmer'), (1008, 'wvicorooll'), (353, 'yllemingtt'), (2986, 'yelowenoup')]\n",
+ "21 True [(3485, 'peawitespd'), (1228, 'goordaliae'), (2878, 'acanymerru'), (3738, 'rfthemildr')]\n",
+ "21 False [(3674, 'thertrosng'), (974, 'qbendinshi'), (8, 'athherilso'), (4048, 'thadirindi')]\n",
+ "22 True [(518, 'wtimesenks'), (1926, 'rthisioirp'), (3305, 'ofuternonw'), (968, 'tariedeslo')]\n",
+ "22 False [(3744, 'rdarmifiti'), (1911, 'erarescdoc'), (4033, 'uleconyane'), (688, 'ralasdeals')]\n",
+ "23 True [(3800, 'falasponho'), (235, 'clegehestn'), (2151, 'apearfacei'), (3613, 'oeavathent')]\n",
+ "23 False [(961, 'epopothmon'), (3959, 'ewehipindc'), (3363, 'edirefeerb'), (1271, 'engroledit')]\n",
+ "24 True [(400, 'edighsidac'), (509, 'gaaidenoto'), (4333, 'lnonokethn'), (3434, 'eedrontlex')]\n",
+ "24 False [(3046, 'picheidoot'), (1319, 'yzirectern'), (2011, 'yfosanistn'), (3040, 'ingryleany')]\n",
+ "25 True [(3436, 'deenmonemo'), (2725, 'enerenniki'), (3197, 'llrosineas'), (3407, 'atesthunks')]\n",
+ "25 False [(4296, 'suisinfeaf'), (3040, 'vvisttesca'), (31, 'ttundesonv'), (1088, 'gtinclastl')]\n",
+ "26 True [(2139, 'bautosalie'), (667, 'ladeladthw'), (192, 'veadescitj'), (3811, 'yliperaner')]\n",
+ "26 False [(2409, 'pttatcallt'), (2026, 'hgodstallo'), (839, 'gandstuthj'), (2449, 'rightorsai')]\n",
+ "27 True [(4084, 'utudenollf'), (3068, 'ksantmerry'), (3499, 'hawitseoft'), (3265, 'hopeiteses')]\n",
+ "27 False [(2483, 'ecbricanti'), (1427, 'blicutustg'), (1672, 'croratryat'), (3017, 'oafandadet')]\n",
+ "28 True [(2577, 'yafratidei'), (1050, 'allsmitams'), (2641, 'cisansholv'), (1871, 'reontrealn')]\n",
+ "28 False [(3980, 'lburetoprs'), (4078, 'ylichmactt'), (3017, 'ysiseanieh'), (3640, 'mgedortinm')]\n",
+ "29 True [(2354, 'egussinstu'), (2571, 'ldisemorty'), (4135, 'uresfornmi'), (3004, 'eharecrien')]\n",
+ "29 False [(3389, 'kafrocinat'), (1159, 'trecttripd'), (752, 'thonerayat'), (4289, 'thomittegu')]\n",
+ "30 True [(3150, 'fundabeflu'), (4003, 'ongosiaspo'), (2716, 'kfaindneas'), (790, 'culdiledte')]\n",
+ "30 False [(2302, 'elawimeatu'), (1748, 'fearebesez'), (4172, 'fsclatiamo'), (744, 'trictsetry')]\n",
+ "31 True [(2920, 'ntirstedpk'), (3555, 'rlineasdry'), (452, 'nlastadeig'), (4191, 'geansisepi')]\n",
+ "31 False [(91, 'ngrcerinsa'), (3976, 'yofpronalj'), (582, 'pleryhothr'), (824, 'tafthroree')]\n",
+ "32 True [(2651, 'etterdfily'), (680, 'cebantacla'), (3465, 'tmpreledby'), (3315, 'colithikes')]\n",
+ "32 False [(1115, 'orcanairit'), (3285, 'lvesarperm'), (911, 'nforelsoau'), (2429, 'terdeitles')]\n",
+ "33 True [(1035, 'cfirelomai'), (344, 'xhineminix'), (809, 'tseoesista'), (519, 'nsatecefeb')]\n",
+ "33 False [(3588, 'smerpowald'), (4049, 'ytontyocte'), (2136, 'sesmetofaq'), (1534, 'oredvdings')]\n",
+ "34 True [(2252, 'aklituravi'), (4157, 'pearetakki'), (2556, 'tasanttobc'), (3911, 'yaisoredat')]\n",
+ "34 False [(554, 'caprolriat'), (6, 'fachasdroo'), (4045, 'rridevidfr'), (437, 'anintmomad')]\n",
+ "35 True [(2857, 'elkmaresan'), (309, 'ineintylth'), (2603, 'indeearexa'), (1496, 'chaveinalw')]\n",
+ "35 False [(1213, 'espairedum'), (849, 'thedsoends'), (3327, 'ttosemesab'), (2760, 'kythemengt')]\n",
+ "36 True [(1601, 'toanadadbe'), (2537, 'eanrentahn'), (77, 'toakasingt'), (1686, 'siopesallh')]\n",
+ "36 False [(2555, 'olcadontte'), (3449, 'ltarisouan'), (414, 'ntidarabli'), (2434, 'lwaratsatm')]\n",
+ "37 True [(1231, 'slideltegg'), (3512, 'tiremmerae'), (2247, 'lfafithing'), (544, 'faviseties')]\n",
+ "37 False [(2017, 'lmaromascu'), (3581, 'rhewominem'), (1066, 'ftheprioxi'), (2455, 'rstinavetu')]\n",
+ "38 True [(3159, 'latifeasmx'), (790, 'omayasmett'), (1158, 'rbememaidg'), (3645, 'ccomplytam')]\n",
+ "38 False [(4044, 'ytsterinko'), (3243, 'lhowoneint'), (4151, 'cageswisst'), (501, 'llaserypal')]\n",
+ "39 True [(1091, 'rilfotatal'), (2437, 'mbargenddt'), (4313, 'undmomenns'), (163, 'inedemoomb')]\n",
+ "39 False [(3815, 'enttemusja'), (3296, 'tactsrsied'), (3169, 'prasstimae'), (4155, 'firangstfr')]\n",
+ "40 True [(1256, 'scesidivii'), (2946, 'xmilitnetr'), (24, 'elitepoidy'), (3117, 'glinsenivo')]\n",
+ "40 False [(2565, 'mmarspsiti'), (3642, 'omedeaystt'), (4217, 'ahontogorr'), (202, 'tagontichl')]\n",
+ "41 True [(2056, 'etusidhean'), (2290, 'tyinfisthy'), (760, 'flasediole'), (3805, 'tainemiscr')]\n",
+ "41 False [(2182, 'foiscianes'), (1260, 'talishydin'), (335, 'llinspunto'), (3244, 'mmystoreap')]\n",
+ "42 True [(143, 'vearymaspu'), (3666, 'dansssecle'), (263, 'rlameginag'), (3307, 'chinetgert')]\n",
+ "42 False [(486, 'kileobeest'), (4269, 'rbotityonb'), (410, 'thinespowu'), (2344, 'atagerisou')]\n",
+ "43 True [(3543, 'ystoolthfu'), (3673, 'ogersiefth'), (2896, 'erveotiorf'), (3764, 'fkidetonti')]\n",
+ "43 False [(3720, 'goleamotto'), (3225, 'yretacclas'), (3855, 'pecamincts'), (2864, 'viondinegu')]\n",
+ "44 True [(1630, 'paliedcian'), (4026, 'trneinateg'), (3543, 'plondemagg'), (1946, 'ircherrayb')]\n",
+ "44 False [(2350, 'hlesisnday'), (417, 'phemergtoc'), (1301, 'orrissyorc'), (1380, 'uatosmearm')]\n"
+ ]
+ }
+ ],
+ "source": [
+ "for h in range(2, 45):\n",
+ " for d in [True, False]:\n",
+ " if d:\n",
+ " tcb = scytale_decipher(rscb, h)\n",
+ " else:\n",
+ " tcb = scytale_encipher(rscb, h)\n",
+ " results = autokey_seek('caledonian', tcb)\n",
+ " print(h, d, [(r[0], r[2]) for r in sorted(results, key=lambda r: r[-1])][-4:])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 224,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(2979, 'pevzwheg', 'neeioeat', -8.347568387104701, -16.59092906169867),\n",
+ " (1724, 'ftfjclrg', 'dtosuint', -9.614171088757637, -16.504339022595744),\n",
+ " (1812, 'xerjwhma', 'veasoein', -9.554148337913942, -16.388657370798327),\n",
+ " (3136, 'knkkmrge', 'intteocr', -9.326786465994122, -16.289767888526814),\n",
+ " (2229, 'gtlzavia', 'etuissen', -9.127338280958257, -16.197777812485988),\n",
+ " (1647, 'pgvtprvh', 'ngechoru', -10.47826904780876, -16.060787758919126),\n",
+ " (2826, 'crizlhrn', 'arridena', -9.295415623602313, -16.011909396417618),\n",
+ " (116, 'rrvrtbwb', 'prealyso', -10.351713011275443, -15.956419753238384),\n",
+ " (4002, 'crizlhrt', 'arrideng', -9.9142564234083, -15.777052261639998),\n",
+ " (3724, 'ctvjmqrz', 'atesennm', -9.08918293027495, -15.770059699035837)]"
+ ]
+ },
+ "execution_count": 224,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('carriden', rscb)\n",
+ "sorted(results, key=lambda r: r[4])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 227,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'g'"
+ ]
+ },
+ "execution_count": 227,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "caesar_encipher_letter('t', pos('n'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 228,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(19, 13, 32)"
+ ]
+ },
+ "execution_count": 228,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pos('t'), pos('n'), pos('g')+26"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 229,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'n'"
+ ]
+ },
+ "execution_count": 229,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "unpos(pos('t') - pos('g'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 239,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'rilynqnrdkgclphrbvinyaehtquonatalsrirychaanmnggivftvcrizlhrttjtfkxalivjzaebilletapvwzlitotsostrarddnqzlruhhril'"
+ ]
+ },
+ "execution_count": 239,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "rscb[3950:4060]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 250,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'tcarridenthe'"
+ ]
+ },
+ "execution_count": 250,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cat(unpos(pos(c) - pos(p)) for c, p in zip('vcrizlhrttjt', 'carridengacp'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 233,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'zddntvcrizlhrntkvqmivjgslgqrhbwalsnqzvgltgkwmszalmypevdvtspkoobmfqayalgfygzolmvj'"
+ ]
+ },
+ "execution_count": 233,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "rscb[2820:2900]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 235,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'tcarriden'"
+ ]
+ },
+ "execution_count": 235,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cat(unpos(pos(c) - pos(p)) for c, p in zip('vcrizlhrn', 'carridena'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "rwcb = wcat(cat(list(reversed(w))) for w in cat(c for c in cb if c in list(string.ascii_letters) + [' ']).split())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'ycerevvtltfiewhxbxxalvfaanfkmzkjvvhdsvdyqlnlerhlnghkaiocsnqzeiocavghaabghzoebajclrgcumsnqwalgclpdrbvqxtvwjgvljaqbgxrgmhzayqamkkmvgalizfkjylnqrilkxbkhphjkstyhpavuvedizfaevzwrfqaqwxwoafaljtzwzkentgceqihguzkartwmxnlhptcsucthihqhvjaekkjtfevvrpzntsabgazlkrppthezuwlwdoabvctemhrhjjrdriljwpgzwzlruhhdnqstrardotsowzlitletapvbilivjzaexaljtfkttvcrizlhrnggivftnmaasrirychtalquonahtyaegclphrbvinnrdkynqrilerqewaauclrgcwmiayxzvavvtcditpllawtvjlwumkikczduvgaiazlpwmfxkryehezmilfkjypadhvjslfmlbcsnjzfhgxivjslwdgamnleucranqesrvzvfamnfzhvzpzglmaemzctdzwsnqwhlqafrlpstyaeqqrulvvetvcrizlhrvaokfjervvthzralhdycbehumlxhdndvltrmdvtzalmqrpctvjddhttalcacnghsetarfihqwaljtftfaglejprtlkoaqgctlsleavuanaalcrhcorewcsvnnqepbrstsrvzfvnwhwptvrtxwgaqwheekzgzdvtxpjotfmgnbvlrhcvzvkayfkoslfslbcmsnqlimfeqbixhwhogxveaebaaalqqzznfgttfrlwspaffufelkslfmlicmaaklbtwlroamnnnqlimghdhvypauqaymndhbehumlxhwaoianpimnfmvtarfamnflbtwxeenfkgaqxapvgzhaqizzrfgtarrwwydwfaxltbcgmnqlblyrofzwimkmharzevkalppwkanjarkahtlgcbgaeqqrjetwenlethrdrbovrnqpofvwsvvgkqqxhvrvlhtjihwaeqewpgzwsnqlfsbdgfuxvwkzastfirzmdhmeitwdgcbuhvzxofvgqbfalhvnhhtbugmlwrhhgkxtsemnleucdufamnfksfjpyfvaqeshdgkabmpfjllvtnpatbuqgclrgcwmwwibxhdnqzwtcjlhxhgbtslnuxjkhwahtmalrfamnfoavvwmfknkkmrgejuaakorrhwalrfwngtmqwkwrtkvthgslfmlbcmgfkjvzvtvtecgivrbzjhntkjtrkalplnqvgthalphrbvierijyqhgfauawhvsfjtpsksgkelwokevtyslfmlbumlhfvxnleghrfaqmnmlegxvehwhzpevzgclehrbvianqqrzevivxnlegalgalphrbvqphdwwkqqbqlbbwbfrfaqqgmltbbndrbgalvvqmivivtygzolmvjgfyalmfqaspkoobypevdvtzalmmszvgltgkwsnqwalgqrhbjgslkvqmivntvcrizlhrnrizddntovefaqaebaoinmalgqrhbtoifofqbqhqzfalfmlbcmlhqgrktivqhetahndklgqifoqrzzrrgxvixhgmwjtxvdetvnalwlitwadgkwwkwhtalqabfyxrujicmxtfxkvpyndlammhtgvallodthwhhkrdhxhhttnqwalvvqaivvvtrpkowbnnizvwgtyalmxqamtfypagkjfwvihrakcereivtubyjdtfypsgkjfsfjxrqslfmlbcmjzacodxhqhvvwlbumtbvtnpaxtsfvtbvqrwvtygvlaldgihqhvvwliumtxhwalpzmallnqxjgzonammrtwmxnlhptumucthkdvqqiloqrzzvsfxkryralwgzolmvjuhqhvypauqayanqhbmdgavtzhpaxfttlwlcmotodxjkqqrglalfmlbcmuqbqeqzrhkpuewpqivupagkjjkfusvrwsxbkpalqivqrtfsgzolmrctsogcthpzrhlkurvalrmcerjgthcmbpiotivtnhvzlhruhnrhkpumnqkllasfbhmalwmvulpxrrhvhrspirudrbknqfwhaivtzavianaleergtllgottbriafbhmalqmrbotfmmnytsogcthonqkpalhfpwetwqtfxkxapmuvgklnaaalmxqaspkowbuhdsmzkjvvhvwzzrvpjdwfafalpiogtnlvxahtpaskdzkhjburwngbonatrfihqtalqnzaclrgcumsnqkpaeqrqyqwrgxvpynqkuhtkvirvvgkhtalrbpmpvfamnfodvkavvvvhuwghwhsqmckitxhjnvgllujvksvtubgalfjbtxvsjtpstyalarifugnpgenqrrppckwimutlepermtyalmztoaymnqhvjslfslbcmsskslfmtbcmkugrgxhwhlvrnxyrrilffrgnbvlzfkovnvvtzhtntweaeeizyltjhvazehwalqqrjebadhgkumtbwbfgmajzhwhhxerjbznxbrralmztoaymnqhvdmrtumxnlhptcmucthkwsxnvnlwjptvjmudhhwhhrvetlwgtvxejwebajclrgcwmftfkalwskosthpaeqrgabmabwwslahtvcthviuewpqykvetxdzebajclrgcwszlgcrvjzfwjpgvtprvhdnraftfxkvpmtyalcqrhbxnqwhuktalvnebaaalwtkfbtkwlhtyaevvqmivvvtrpgowbanizvwsrrvwlxhvslfmlicmsnqkpayauruvxtfkalgtzmqwlalcfhdfqmyubmxhdggivslmalvfamnfglolmvjavrbzjantkjtfjsfjtasksgkjwfafaatalpwzbrerkhjcthctkjvvhtaljtfxkvpyndwaltgzagbrvslhqclrgcwmsnqkpaeqrfgwbwwslahtvcthonqkpaeqrevxnrerhwhqcrizlergalmzylerkszlevtuebaaaewzhmqstyalmrsbrxgivjebatalhhzdttvgaegqzootonahtddwjpcthamrthlhwalwmlmddofjoebaaalxpooqkctlejqjgntnponifjtfvtalqabghonnwaibbvthbrhkypgfjdaawbrhzibacdbtldsnqwwtxvwtfwndzddyqsszllhddgxvihzebajclggcwmklkrpetdwbonamhvpatorbshqhvypasrdailylgqbpgalphwalxklygodnmtyalgqrhxevzolvtovupstsveslialtxtalwwgwlzbrmfwfaqenqvghaemfqaspkowbprfgkwhwalwwethukvdmnviivfjvzwfdmksvtllnqiflwltefgjxhhgnbttvjrlgfpkrdyqdltxvwwvihiwfatalmzkhfdqrgofjuclphrbvqanqufamnnltsexalcpvwlxhdnqpmdhwsctznikgwgtluotlsnqvzlitxvtxrtbbnxhjtfkalizjsfjhhptdzrrnpgsjzvtqaeaebalbehumliwbgalcqdptiuhgbtealcfhdrvgqjzvvhvmzfnkkmrgejrhqobgbvhysbghhhljtfkkvwkstnbjdwamgamodevvgcthfvtdftxhwhhalppkgtnmgtyalbqasekowbtkquvnanqdtelslahnqehwalgqrhbqhhpaksfjooitxntxvggmddvtcofulvefaqstyhlvvgqjzvpmttalgqrhbxnqwhlvvxnlebtyaexpkoqkctlegaewsrxxrngxhtalqmlwaprurnnnqdwwruhhserfawbflhhalsmlmddjfjwechahfvggmdzefardatkndzllvehlcgidlrgalypvxbzvhiwfamuttbtrpqwvmikgkrzfpuwsvervmhwhhavgwbsrvzppkowbaaizvwtvnbpvdexapazpalhfpwetwcvwlhfvxhlmzyvbbilvrequmwgtwfaqaevvhhrvmhwalcqrhblqewfetrlgnzralkxvetlsctznnkgwgfhcthonqkpaeerevgqfulvtzhlmzktlpmahtryhphlalqagliubdfktngmtsksphvzyhqhvkakornsshpalhrzinnnqlbipinfeqkxvetejrhhtmhqqbgbvhexhdgfhxgvbbtalxklnatgmlbfgqbpgelphiofdmnlekrrvrtbwbflhqqaqcexbeetwcvwlbnctecgoxbkevgzahtmahtmkltadetwzbrhdybfxhzojauruhdxhgbtealroztalkrzfzwimoobqhvjgtyalenpkmrgpkfco'"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "srwcb = sanitise(rwcb)\n",
+ "srwcb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 379,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(1825, 'umtxhwalpz', 'smiteindpm', -28.50776093446872),\n",
+ " (4294, 'uhdxhgbtea', 'shstesolen', -28.154834547829743),\n",
+ " (995, 'pofvwsvvgk', 'nourteingx', -27.846434452675233),\n",
+ " (2943, 'paeqrfgwbw', 'natmortobj', -27.53809559799773),\n",
+ " (78, 'jclrgcumsn', 'hcandohesa', -27.531431763709513),\n",
+ " (2262, 'aclrgcumsn', 'ycandohesa', -27.39244564415081),\n",
+ " (4134, 'shpalhrzin', 'qhewiteria', -27.25476095206763),\n",
+ " (374, 'clphrbvinn', 'aledoniana', -26.203058531983856),\n",
+ " (373, 'gclphrbvin', 'ecaledonia', -26.168829458085867),\n",
+ " (857, 'umlxhwaoia', 'smateingin', -24.245997114688997)]"
+ ]
+ },
+ "execution_count": 379,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results = autokey_seek('caledonian', srwcb)\n",
+ "sorted(results, key=lambda r: r[-1])[-10:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 380,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "nxi -7188.2502602155755 lfwgzzpumelwallxqmakzvvbfsefuvfpaqsdcdawnlrytajsnxpxdtrzzwrairoujhmyto\n",
+ "mr -7203.59570273695 mlsgmpjecpdtbdguvdcxjywcelbzlazjwmlrhewuurtulxworsqskqemobcyckmsodseiw\n",
+ "nxi -7188.2502602155755 lfwgzzpumelwallxqmakzvvbfsefuvfpaqsdcdawnlrytajsnxpxdtrzzwrairoujhmyto\n",
+ "mr -7203.59570273695 mlsgmpjecpdtbdguvdcxjywcelbzlazjwmlrhewuurtulxworsqskqemobcyckmsodseiw\n",
+ "mr -7203.59570273695 mlsgmpjecpdtbdguvdcxjywcelbzlazjwmlrhewuurtulxworsqskqemobcyckmsodseiw\n",
+ "iljqv -7182.278751432951 qrvbjfeykkaegmxxxrldoyopxzhwxclczyfsqwftyvrgltmuhvoygbtouhpgqohnufsang\n",
+ "jgxn -7193.128380570829 pwhepzopwurticqetvhwsayeinhgemddrjeabmzypzonpstyyoomcuaqqtqjopytmgioou\n",
+ "nxi -7188.2502602155755 lfwgzzpumelwallxqmakzvvbfsefuvfpaqsdcdawnlrytajsnxpxdtrzzwrairoujhmyto\n",
+ "jgxn -7193.128380570829 pwhepzopwurticqetvhwsayeinhgemddrjeabmzypzonpstyyoomcuaqqtqjopytmgioou\n",
+ "jgxn -7193.128380570829 pwhepzopwurticqetvhwsayeinhgemddrjeabmzypzonpstyyoomcuaqqtqjopytmgioou\n",
+ "iljqv -7182.278751432951 qrvbjfeykkaegmxxxrldoyopxzhwxclczyfsqwftyvrgltmuhvoygbtouhpgqohnufsang\n",
+ "iljqv -7182.278751432951 qrvbjfeykkaegmxxxrldoyopxzhwxclczyfsqwftyvrgltmuhvoygbtouhpgqohnufsang\n",
+ "semnde -7122.366990052541 gysebrpvtperpboixgizxniusoixefsvnydyaaqannnloruyavttgkohzukpqbpiqgqgls\n",
+ "ubhvbnz -7148.476747909171 ebxwdiwpkwjfwasnfoseldsvmvbzjhpxauiulggywdtayljpknhmpzzsfgekfjwxurwcre\n",
+ "semnde -7122.366990052541 gysebrpvtperpboixgizxniusoixefsvnydyaaqannnloruyavttgkohzukpqbpiqgqgls\n",
+ "mwuhgfmp -7077.493670530879 mgkkyqjeznvyggytckccfphhyddihkdcxsevllawttjqtghpunyuhchnyasfxghpcvocdu\n",
+ "ubhvbnz -7148.476747909171 ebxwdiwpkwjfwasnfoseldsvmvbzjhpxauiulggywdtayljpknhmpzzsfgekfjwxurwcre\n",
+ "qiiauzzcv -7093.160796423641 iuwrkwwrqllmnmlbkhmpzitpzdyyxacqgwefuydwafrhzxjirgcttjrtkwkxlpflhlkxdp\n",
+ "qiiauzzcv -7093.160796423641 iuwrkwwrqllmnmlbkhmpzitpzdyyxacqgwefuydwafrhzxjirgcttjrtkwkxlpflhlkxdp\n",
+ "mwuhgfmp -7077.493670530879 mgkkyqjeznvyggytckccfphhyddihkdcxsevllawttjqtghpunyuhchnyasfxghpcvocdu\n",
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+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "smlqykcyuvjsrqlihobhxrzgcbkqkb -6900.112526568798 gqtbgltvrywqngwpujwtoeguymvucyetcubszamauvaficncrntguoqqxtobapmizdhhoa\n",
+ "snlqymqyuvjswplirouhjzkgdbkqkb -6909.757904052342 gptbgjfvrywqihwpkjdtcwvuxmvucyeucubunamauvfeicxcknfoforqxtobaomizbthoa\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[('vzuwdedpudvihwzfmiccqqegmlrkm', -6894.557703820111),\n",
+ " ('smlqykcyuvjsrqlihobhxrzgcbkqkb', -6900.112526568798),\n",
+ " ('smlqymcyuvjsrqsirobvjxzgwbsqkb', -6900.971781754016),\n",
+ " ('vzuwkedpndvihwzfmiccqqegglvkm', -6908.011264753826),\n",
+ " ('vbuwkedpudvihwjmmicyqmezmlvkm', -6909.729071513402)]"
+ ]
+ },
+ "execution_count": 380,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(srwcb, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "rev101 = cat(cat(reversed(c)) for c in chunks(scb, 101))\n",
+ "rev43 = cat(cat(reversed(c)) for c in chunks(scb, 43))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
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+ "vftbyonyvgwvwilsgbfk -6980.776096311249 lxsofdoxvqeqwffrwkmwrxuazymdflcrdvqplpsmxfynrmofjrjwdmvyapzvyyadmgwhqt\n",
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+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[('vftbyonyvgwvwilsgbfk', -6980.776096311249),\n",
+ " ('vftbyinyogwvvilsgffk', -6985.01882398087),\n",
+ " ('kmtbyonyogwvvilsgbfk', -6993.72316228708),\n",
+ " ('wbkecaehvozeekyusk', -6995.1686823509535),\n",
+ " ('rpnjznlpsenxjyexv', -6995.339867060734)]"
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(rev101, result_count=5, workers=3, max_iterations=10000, max_keylength=20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[('ggtskmueccgdcbgi', -6971.120764269398),\n",
+ " ('gntskmueccgdcbgi', -6973.960093164888),\n",
+ " ('gntzkmueccgdcbgi', -6976.466824405761),\n",
+ " ('fhclpfqyerckpjxkrtqb', -6983.068423601291),\n",
+ " ('fhclpgqaeqckpjxkrtqb', -6986.257364262062)]"
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "autokey_sa_break(rev43, result_count=5, workers=3, max_iterations=10000, max_keylength=20)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "scb = sanitise(cb)\n",
+ "rscb = cat(reversed(scb))\n",
+ "\n",
+ "unfiltered_transformed_ciphertexts = { \n",
+ " 'sanitised': scb\n",
+ " , 'reversed' : rscb\n",
+ " , 'scytale 43': scytale_decipher(scb, 43)\n",
+ " , 'scytale 101': scytale_decipher(scb, 101)\n",
+ " , 'scytale 43 reversed': scytale_decipher(rscb, 43)\n",
+ " , 'scytale 101 reversed': scytale_decipher(rscb, 101)\n",
+ " , 'chunk 43 reverse order': cat(reversed(chunks(scb, 43)))\n",
+ " , 'chunk 101 reverse order': cat(reversed(chunks(scb, 101)))\n",
+ " , 'chunk 43 reverse order reversed': cat(reversed(chunks(rscb, 43)))\n",
+ " , 'chunk 101 reverse order reversed': cat(reversed(chunks(rscb, 101)))\n",
+ " , 'rev_chunk 43': cat(cat(reversed(chunk)) for chunk in chunks(scb, 43))\n",
+ " , 'rev_chunk 101': cat(cat(reversed(chunk)) for chunk in chunks(scb, 101))\n",
+ " , 'rev_chunk 43 reversed': cat(cat(reversed(chunk)) for chunk in chunks(rscb, 43))\n",
+ " , 'rev_chunk 101 reversed': cat(cat(reversed(chunk)) for chunk in chunks(rscb, 101))\n",
+ " , 'rev nth 43': cat(cat(reversed(chunk)) for chunk in every_nth(scb, 43))\n",
+ " , 'rev nth 101': cat(cat(reversed(chunk)) for chunk in every_nth(scb, 101))\n",
+ " , 'rev nth 43 reversed': cat(cat(reversed(chunk)) for chunk in every_nth(rscb, 43))\n",
+ " , 'rev nth 101 reversed': cat(cat(reversed(chunk)) for chunk in every_nth(rscb, 101))\n",
+ " , 'unnth rev nth 43': combine_every_nth(cat(reversed(chunk)) for chunk in every_nth(scb, 43))\n",
+ " , 'unnth rev nth 101': combine_every_nth(cat(reversed(chunk)) for chunk in every_nth(scb, 101))\n",
+ " , 'unnth rev nth 43 reversed': combine_every_nth(cat(reversed(chunk)) for chunk in every_nth(rscb, 43))\n",
+ " , 'unnth rev nth 101 reversed': combine_every_nth(cat(reversed(chunk)) for chunk in every_nth(rscb, 101))\n",
+ "}\n",
+ "\n",
+ "transformed_ciphertexts = {}\n",
+ "tc_duplicates = set()\n",
+ "for t in unfiltered_transformed_ciphertexts:\n",
+ " if unfiltered_transformed_ciphertexts[t] not in tc_duplicates:\n",
+ " transformed_ciphertexts[t] = unfiltered_transformed_ciphertexts[t]\n",
+ " tc_duplicates.add(unfiltered_transformed_ciphertexts[t])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(22, 14)"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(unfiltered_transformed_ciphertexts), len(transformed_ciphertexts)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Done rev nth 101 reversed for key tttttttttcntzateepte\n",
+ "Done unnth rev nth 101 for key znttttzttttnte\n",
+ "Done scytale 101 for key tttttttetzpetptjzttt\n",
+ "Done scytale 101 reversed for key ttttttzjtptepztetttt\n",
+ "Done reversed for key tsztznetttttttete\n",
+ "Done rev_chunk 101 for key tnzetnttttzttt\n",
+ "Done chunk 43 reverse order reversed for key tttttitetntptentne\n",
+ "Done scytale 43 reversed for key eptszettztmctntttntt\n",
+ "Done rev nth 101 for key tttetpeetaztnctttttt\n"
+ ]
+ }
+ ],
+ "source": [
+ "vigenerekeys = {}\n",
+ "\n",
+ "for t in transformed_ciphertexts:\n",
+ " ct = transformed_ciphertexts[t]\n",
+ " key = vigenere_frequency_break(ct)\n",
+ " print(\"Done\", t, \"for key\", key[0])\n",
+ " vigenerekeys[t] = (key, vigenere_decipher(ct, key[0]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "autokeys = {}\n",
+ "\n",
+ "for t in transformed_ciphertexts:\n",
+ " ct = transformed_ciphertexts[t]\n",
+ " keys = autokey_sa_break(ct, result_count=3, workers=3, max_iterations=10000, max_keylength=20)\n",
+ " print(\"Done\", t, \"for key\", keys[0][0])\n",
+ " autokeys[t] = [(key, autokey_decipher(ct, key[0])) for key in keys]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "5372"
+ ]
+ },
+ "execution_count": 89,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(cb)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.5.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
projects / cipher-tools.git / commitdiff