X-Git-Url: https://git.njae.me.uk/?a=blobdiff_plain;f=2014%2F2014-challenge8.ipynb;h=d39900b3b758edac7a87b42999e928aa6bb9a105;hb=1350633e419f802975c773db8de86e3de49ea7fd;hp=f6d9d2e5e37fec50951141724a05d68faae5d3ea;hpb=df271527a6e3e4d10da9f9be3d1e9ebea9171493;p=cipher-tools.git diff --git a/2014/2014-challenge8.ipynb b/2014/2014-challenge8.ipynb index f6d9d2e..d39900b 100644 --- a/2014/2014-challenge8.ipynb +++ b/2014/2014-challenge8.ipynb @@ -3,9 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import os,sys,inspect\n", @@ -19,7 +17,12 @@ "import string\n", "%matplotlib inline\n", "\n", - "from cipherbreak import *\n", + "from cipher.vigenere import *\n", + "from cipher.cadenus import *\n", + "from support.utilities import *\n", + "from support.text_prettify import *\n", + "from support.language_models import *\n", + "from support.plot_frequency_histogram import *\n", "\n", "c8a = open('8a.ciphertext').read()\n", "c8b = open('8b.ciphertext').read().strip()" @@ -28,14 +31,12 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -44,9 +45,9 @@ }, { "data": { - "image/png": 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\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -94,9 +93,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -117,9 +114,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -140,31 +135,38 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "'mark i cracked what appears to be the final document about the trojan deployment and i think i have an idea about how to deal with it and with the flag day associates the principal weakness of any system like the one they have installed is the need to provide large quantities of power the fda came up with an ingenious solution but it is very vulnerable special forces could take it out for us but that would tell the fda that we have cracked their ciphers so instead i suggest we let them destroy trojan for us we will need cooperation from the omani government an armed fighter jet and the flight control systems from a drone meanwhile we need to ensure two things one that we do not send critical information across the ba balm and abstrait and two that we use an on critical key generation protocol on that channel given the level of commitment the fda have shown in developing this plan i am sure that they will reinstate the powersupply within a few months but with luck they will not guess that we know about it and we will put it out of business for long enough to come up with a plan of our own to exploit it in the meantime we now know that their highest security communications are encrypted using a caden us cipher so we can start hunting through the database for other intercepts we can crack this maybe the breakthrough we have been looking for in the fight against the fda lets not screw it up all the best harry'" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "mark i cracked what appears to be the final document about the trojan deployment and i think i have\n", + "an idea about how to deal with it and with the flag day associates the principal weakness of any\n", + "system like the one they have installed is the need to provide large quantities of power the fda\n", + "came up with an ingenious solution but it is very vulnerable special forces could take it out for us\n", + "but that would tell the fda that we have cracked their ciphers so instead i suggest we let them\n", + "destroy trojan for us we will need cooperation from the omani government an armed fighter jet and\n", + "the flight control systems from a drone meanwhile we need to ensure two things one that we do not\n", + "send critical information across the ba balm and abstrait and two that we use an on critical key\n", + "generation protocol on that channel given the level of commitment the fda have shown in developing\n", + "this plan i am sure that they will reinstate the powersupply within a few months but with luck they\n", + "will not guess that we know about it and we will put it out of business for long enough to come up\n", + "with a plan of our own to exploit it in the meantime we now know that their highest security\n", + "communications are encrypted using a caden us cipher so we can start hunting through the database\n", + "for other intercepts we can crack this maybe the breakthrough we have been looking for in the fight\n", + "against the fda lets not screw it up all the best harry\n" + ] } ], "source": [ - "' '.join(segment(vigenere_decipher(c8as, key_a)))" + "print(prettify(vigenere_decipher(c8as, key_a)))" ] }, { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -184,9 +186,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1206,9 +1206,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2228,9 +2226,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2250,9 +2246,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -2272,9 +2266,27 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'y'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "max([unpos(int(c, 2)) for c in chunks(c8b, 5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, "outputs": [], "source": [ "def cadenus_letter(n, doubled='v'):\n", @@ -2286,41 +2298,116 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def cadenus_letter(n, doubled='v'):\n", + " letter = unpos(n)\n", + " if letter > doubled:\n", + " letter = unpos(n + 1)\n", + " return letter" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('afcaeuottacthrioletcserthshtrahkzorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstxientrvoonerhuahravereetsvsielhlostdoalozaesmnndignnrhohhtsnaoilncnssicreanneeiiierxtanesrvogieizxssdgpvoiaisaoaeoaedrnitrnyeigrpsshadhdtoipaateyennesagrobtlesrnroirzpbgedcllixalaleenigrrnxzrlimlpstoleftrdmuarieeeiiaolnexsaohrtlstobetnslvfivdovtpoaeeisciohipseveedtexfarnhebleaotohtttepnckaonhxetmvzprreonnasgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfysoaotctbbsoeirnsadlztrrunrceptthreuhnktaceceelrxnireeeaeseeeidisogceomnrtejhagabsenitlxtrnbmielsaretesrngsnhebiosdienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnzpaidziegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlevasadnnthneiteiisahuhhuamonefzhlonxhaeeeeosneezaneisetogziterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseizclsiantaoltcizmidentthltndytttmasbleaeetlisirtxturpfailteaoefeisiiizisikvtxisprbsinelphrmohiagnlslvitodaisdpnzddcaaotahcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmuppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienniklzsogstcifzpipvidvssmnceiasiitsnneatitomrhbnhnidprlrepoznalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghznxeintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaozaanoeeldoinhusgiteaoriecevemntratmtfpeucutahamtnexonicdeemrpaolitoafesoosspfnlneeootachllirssysofpdftfrnpraeeazlonahautntcntcbaxloneftoatecvoxdlxvnneedtiioigtegmtaheeatefaaeprrcrosheerrpalediengidrreouhvesuroztnsosinuiuiofprda',\n", + " -1814.2525644323327)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c8bl = ''.join([cadenus_letter(int(c, 2)) for c in chunks(c8b, 5)])\n", + "c8bl, Pletters(c8bl)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'afcaeuottacthrioletcserthshtrahkyorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstwientrvoonerhuahravereetsvsielhlostdoaloyaesmnndignnrhohhtsnaoilncnssicreanneeiiierwtanesrvogieiywssdgpvoiaisaoaeoaedrnitrnxeigrpsshadhdtoipaatexennesagrobtlesrnroirypbgedclliwalaleenigrrnwyrlimlpstoleftrdmuarieeeiiaolnewsaohrtlstobetnslvfivdovtpoaeeisciohipseveedtewfarnhebleaotohtttepnckaonhwetmvyprreonnasgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfxsoaotctbbsoeirnsadlytrrunrceptthreuhnktaceceelrwnireeeaeseeeidisogceomnrtejhagabsenitlwtrnbmielsaretesrngsnhebiosdienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnypaidyiegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlevasadnnthneiteiisahuhhuamonefyhlonwhaeeeeosneeyaneisetogyiterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseiyclsiantaoltciymidentthltndxtttmasbleaeetlisirtwturpfailteaoefeisiiiyisikvtwisprbsinelphrmohiagnlslvitodaisdpnyddcaaotahcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmuppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienniklysogstcifypipvidvssmnceiasiitsnneatitomrhbnhnidprlrepoynalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghynweintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaoyaanoeeldoinhusgiteaoriecevemntratmtfpeucutahamtnewonicdeemrpaolitoafesoosspfnlneeootachllirssxsofpdftfrnpraeeaylonahautntcntcbawloneftoatecvowdlwvnneedtiioigtegmtaheeatefaaeprrcrosheerrpalediengidrreouhvesuroytnsosinuiuiofprda'" + "('afcaeuottacthrioletcserthshtrahkyorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstwientrvoonerhuahravereetsvsielhlostdoaloyaesmnndignnrhohhtsnaoilncnssicreanneeiiierwtanesrvogieiywssdgpvoiaisaoaeoaedrnitrnxeigrpsshadhdtoipaatexennesagrobtlesrnroirypbgedclliwalaleenigrrnwyrlimlpstoleftrdmuarieeeiiaolnewsaohrtlstobetnslvfivdovtpoaeeisciohipseveedtewfarnhebleaotohtttepnckaonhwetmvyprreonnasgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfxsoaotctbbsoeirnsadlytrrunrceptthreuhnktaceceelrwnireeeaeseeeidisogceomnrtejhagabsenitlwtrnbmielsaretesrngsnhebiosdienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnypaidyiegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlevasadnnthneiteiisahuhhuamonefyhlonwhaeeeeosneeyaneisetogyiterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseiyclsiantaoltciymidentthltndxtttmasbleaeetlisirtwturpfailteaoefeisiiiyisikvtwisprbsinelphrmohiagnlslvitodaisdpnyddcaaotahcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmuppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienniklysogstcifypipvidvssmnceiasiitsnneatitomrhbnhnidprlrepoynalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghynweintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaoyaanoeeldoinhusgiteaoriecevemntratmtfpeucutahamtnewonicdeemrpaolitoafesoosspfnlneeootachllirssxsofpdftfrnpraeeaylonahautntcntcbawloneftoatecvowdlwvnneedtiioigtegmtaheeatefaaeprrcrosheerrpalediengidrreouhvesuroytnsosinuiuiofprda',\n", + " -1760.1126100904926)" ] }, - "execution_count": 13, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c8bl = ''.join([cadenus_letter(int(c, 2), doubled='z') for c in chunks(c8b, 5)])\n", - "c8bl" + "c8bl, Pletters(c8bl)" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'y'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "max((cl for cl in string.ascii_lowercase),\n", + " key=lambda l: Pletters(cadenus_letter(int(c, 2), doubled=l) for c in chunks(c8b, 5)))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('afcaeuottacthrioletcserthshtrahkzorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstxientrvoonerhuahravereetsvsielhlostdoalozaesmnndignnrhohhtsnaoilncnssicreanneeiiierxtanesrvogieizxssdgpvoiaisaoaeoaedrnitrnyeigrpsshadhdtoipaateyennesagrobtlesrnroirzpbgedcllixalaleenigrrnxzrlimlpstoleftrdmuarieeeiiaolnexsaohrtlstobetnslvfivdovtpoaeeisciohipseveedtexfarnhebleaotohtttepnckaonhxetmvzprreonnasgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfysoaotctbbsoeirnsadlztrrunrceptthreuhnktaceceelrxnireeeaeseeeidisogceomnrtejhagabsenitlxtrnbmielsaretesrngsnhebiosdienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnzpaidziegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlevasadnnthneiteiisahuhhuamonefzhlonxhaeeeeosneezaneisetogziterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseizclsiantaoltcizmidentthltndytttmasbleaeetlisirtxturpfailteaoefeisiiizisikvtxisprbsinelphrmohiagnlslvitodaisdpnzddcaaotahcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmuppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienniklzsogstcifzpipvidvssmnceiasiitsnneatitomrhbnhnidprlrepoznalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghznxeintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaozaanoeeldoinhusgiteaoriecevemntratmtfpeucutahamtnexonicdeemrpaolitoafesoosspfnlneeootachllirssysofpdftfrnpraeeazlonahautntcntcbaxloneftoatecvoxdlxvnneedtiioigtegmtaheeatefaaeprrcrosheerrpalediengidrreouhvesuroztnsosinuiuiofprda',\n", + " -1814.2525644323327)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c8bl = ''.join([cadenus_letter(int(c, 2), doubled='v') for c in chunks(c8b, 5)])\n", + "c8bl, Pletters(c8bl)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "('a', 'y')" + "('a', 'z')" ] }, - "execution_count": 14, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -2331,10 +2418,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "data": { @@ -2342,7 +2427,7 @@ "(1400, 56.0)" ] }, - "execution_count": 15, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -2353,26 +2438,24 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2386,26 +2469,24 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2419,42 +2500,40 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['afcaeuottacthrioletcserthshtrahkyorpfrgeoadppjnglternefe',\n", - " 'ofiortsddoeeumscruernfetlaafstwientrvoonerhuahravereetsv',\n", - " 'sielhlostdoaloyaesmnndignnrhohhtsnaoilncnssicreanneeiiie',\n", - " 'rwtanesrvogieiywssdgpvoiaisaoaeoaedrnitrnxeigrpsshadhdto',\n", - " 'ipaatexennesagrobtlesrnroirypbgedclliwalaleenigrrnwyrlim',\n", - " 'lpstoleftrdmuarieeeiiaolnewsaohrtlstobetnslvfivdovtpoaee',\n", - " 'isciohipseveedtewfarnhebleaotohtttepnckaonhwetmvyprreonn',\n", - " 'asgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfxs',\n", - " 'oaotctbbsoeirnsadlytrrunrceptthreuhnktaceceelrwnireeeaes',\n", - " 'eeeidisogceomnrtejhagabsenitlwtrnbmielsaretesrngsnhebios',\n", - " 'dienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnypai',\n", - " 'dyiegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlev',\n", - " 'asadnnthneiteiisahuhhuamonefyhlonwhaeeeeosneeyaneisetogy',\n", - " 'iterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseiyclsian',\n", - " 'taoltciymidentthltndxtttmasbleaeetlisirtwturpfailteaoefe',\n", - " 'isiiiyisikvtwisprbsinelphrmohiagnlslvitodaisdpnyddcaaota',\n", + "['afcaeuottacthrioletcserthshtrahkzorpfrgeoadppjnglternefe',\n", + " 'ofiortsddoeeumscruernfetlaafstxientrvoonerhuahravereetsv',\n", + " 'sielhlostdoalozaesmnndignnrhohhtsnaoilncnssicreanneeiiie',\n", + " 'rxtanesrvogieizxssdgpvoiaisaoaeoaedrnitrnyeigrpsshadhdto',\n", + " 'ipaateyennesagrobtlesrnroirzpbgedcllixalaleenigrrnxzrlim',\n", + " 'lpstoleftrdmuarieeeiiaolnexsaohrtlstobetnslvfivdovtpoaee',\n", + " 'isciohipseveedtexfarnhebleaotohtttepnckaonhxetmvzprreonn',\n", + " 'asgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfys',\n", + " 'oaotctbbsoeirnsadlztrrunrceptthreuhnktaceceelrxnireeeaes',\n", + " 'eeeidisogceomnrtejhagabsenitlxtrnbmielsaretesrngsnhebios',\n", + " 'dienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnzpai',\n", + " 'dziegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlev',\n", + " 'asadnnthneiteiisahuhhuamonefzhlonxhaeeeeosneezaneisetogz',\n", + " 'iterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseizclsian',\n", + " 'taoltcizmidentthltndytttmasbleaeetlisirtxturpfailteaoefe',\n", + " 'isiiizisikvtxisprbsinelphrmohiagnlslvitodaisdpnzddcaaota',\n", " 'hcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmu',\n", " 'ppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienni',\n", - " 'klysogstcifypipvidvssmnceiasiitsnneatitomrhbnhnidprlrepo',\n", - " 'ynalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghyn',\n", - " 'weintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaoyaa',\n", - " 'noeeldoinhusgiteaoriecevemntratmtfpeucutahamtnewonicdeem',\n", - " 'rpaolitoafesoosspfnlneeootachllirssxsofpdftfrnpraeeaylon',\n", - " 'ahautntcntcbawloneftoatecvowdlwvnneedtiioigtegmtaheeatef',\n", - " 'aaeprrcrosheerrpalediengidrreouhvesuroytnsosinuiuiofprda']" + " 'klzsogstcifzpipvidvssmnceiasiitsnneatitomrhbnhnidprlrepo',\n", + " 'znalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghzn',\n", + " 'xeintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaozaa',\n", + " 'noeeldoinhusgiteaoriecevemntratmtfpeucutahamtnexonicdeem',\n", + " 'rpaolitoafesoosspfnlneeootachllirssysofpdftfrnpraeeazlon',\n", + " 'ahautntcntcbaxloneftoatecvoxdlxvnneedtiioigtegmtaheeatef',\n", + " 'aaeprrcrosheerrpalediengidrreouhvesuroztnsosinuiuiofprda']" ] }, - "execution_count": 18, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -2466,10 +2545,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { @@ -2501,7 +2578,7 @@ " 'aaep.....shee..pa.e..e......e..h.es......s.s........p..a']" ] }, - "execution_count": 19, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -2512,73 +2589,71 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['aosriliaoeddaitihpkywnraa',\n", - " 'ffiwppssaeiystascplneopha',\n", - " 'cietascgoeeiaeoiedyaieaae',\n", + "['aosriliaoeddaitihpkzxnraa',\n", + " 'ffixppssaeizstascplneopha',\n", + " 'cietascgoeeiaeoiedzaieaae',\n", " 'aolaatidtinedrlihislneoup',\n", " 'erhntooecdagnltittostlltr',\n", - " 'utleelhdtifdnicyuegnedinr',\n", - " 'ososxeiobslnthiieasvgottc',\n", - " 'tdsrefpeboemhtysintsoiocr',\n", + " 'utleelhdtifdniczuegnedinr',\n", + " 'ososyeiobslnthiieasvgottc',\n", + " 'tdsrefpeboemhtzsintsoiocr',\n", " 'tdtvntsesgiencmirdcddnano',\n", " 'aodonreeocsremikriioihfts',\n", " 'ceogedvoeeahiidvetfsiuech',\n", - " 'teaismeaiohhtoetdmyalssbe',\n", - " 'huleauearmoieinwaapnegoae',\n", - " 'rmoigadmnncoirtieaieeiowr',\n", - " 'isyyrrttsritiatscipsdtslr',\n", - " 'ocawoiecatfrsrhptavitesop',\n", - " 'lresbewideeeaflroiitaapna',\n", + " 'teaismeaiohhtoetdmzalssbe',\n", + " 'huleauearmoieinxaapnegoae',\n", + " 'rmoigadmnncoirtieaieeioxr',\n", + " 'iszzrrttsritiatscipsdtslr',\n", + " 'ocaxoiecatfrsrhptavitesop',\n", + " 'lresbexideeeaflroiitaapna',\n", " 'eusstefcljvthdtbsedfrofel',\n", - " 'temdleatyhmcuonsnlvanrnfe',\n", + " 'temdleatzhmcuonsnlvanrnfe',\n", " 'crngeirttafehedireseoiltd',\n", - " 'snnpsinirgashtxnhosnsenoi',\n", + " 'snnpsinirgashtynhosnsenoi',\n", " 'efdvrahfratsuntevnmlrceae',\n", " 'reionoenubaeaitlnnntceetn',\n", " 'ttgirlbansnimhtparcgavoeg',\n", " 'hlnaonldrealotmhoeeoaeoci',\n", " 'saniieercntdnnardeidemtvd',\n", - " 'harsrwaeeirreesmodaannaor',\n", - " 'tfhaysosptnbfhboiastdtcwr',\n", - " 'rsoopatrtlicyilhkoittrhde',\n", - " 'athaboottwaehieiodiecallo',\n", - " 'hwheghhshtgplkaaebteutlwu',\n", + " 'harsrxaeeirreesmodaannaor',\n", + " 'tfhazsosptnbfhboiastdtcxr',\n", + " 'rsoopatrtliczilhkoittrhde',\n", + " 'athaboottxaehieiodiecallo',\n", + " 'hxheghhshtgplkaaebteutlxu',\n", " 'kitoerterrnroaegtosatmivh',\n", - " 'yesadttrenhinmencinittrnv',\n", - " 'onnecltoubagwrtliunsffsne',\n", + " 'zesadttrenhinmencinittrnv',\n", + " 'onnecltoubagxrtliunsffsne',\n", " 'rtadlseshmtahdlsnmeidpses',\n", - " 'prorltpenineamileeacrexeu',\n", + " 'prorltpenineamileeacreyeu',\n", " 'fviniontkemsensvnltrbusdr',\n", - " 'roliwbcrtlioeaiierioecoto',\n", - " 'gontaekhasbaedrtuotohufiy',\n", + " 'rolixbcrtlioeaiierioecoto',\n", + " 'gontaekhasbaedrtuotohufiz',\n", " 'encrltaccandeatortotttpit',\n", - " 'oennanoierilonwdrnmmmadon',\n", - " 'arsxlsncceutsataitrsfhfis',\n", + " 'oennanoierilonxdrnmmmadon',\n", + " 'arsylsncceutsataitrsfhfis',\n", " 'dhseelhtetfanouisthmiatgo',\n", - " 'puiievwpeeehedrsdtbftmfts',\n", + " 'puiievxpeeehedrsdtbftmfts',\n", " 'pacgnfeslsniespdcgnhotrei',\n", - " 'jhrriitarrreyefpoihaonngn',\n", - " 'nrepgvmawntvasanutnurepmu',\n", - " 'gaasrdvengoeneiyrniedwrti',\n", - " 'lvnsroyhistbeildardnroaau',\n", - " 'tenhnvplrntriytdglpiunehi',\n", - " 'ereawtrdehrcsceclrrriieeo',\n", - " 'reedyprheeneelaavilsacaef',\n", - " 'neihroesebyntsoaiergodyap',\n", - " 'etidlaofaiploieomnehyeltr',\n", - " 'fsitienxeoaegaftmnpyaeoed',\n", - " 'eveomensssivyneauionamnfa']" + " 'jhrriitarrrezefpoihaonngn',\n", + " 'nrepgvmaxntvasanutnurepmu',\n", + " 'gaasrdvengoeneizrniedxrti',\n", + " 'lvnsrozhistbeildardnroaau',\n", + " 'tenhnvplrntriztdglpiunehi',\n", + " 'ereaxtrdehrcsceclrrriieeo',\n", + " 'reedzprheeneelaavilsacaef',\n", + " 'neihroesebzntsoaiergodzap',\n", + " 'etidlaofaiploieomnehzeltr',\n", + " 'fsitienyeoaegaftmnpzaeoed',\n", + " 'eveomensssivzneauionamnfa']" ] }, - "execution_count": 20, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -2590,10 +2665,8 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 26, + "metadata": {}, "outputs": [ { "data": { @@ -3204,7 +3277,7 @@ " (24, 32)]}" ] }, - "execution_count": 21, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -3217,10 +3290,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 27, + "metadata": {}, "outputs": [ { "data": { @@ -3252,7 +3323,7 @@ " 24: 'b'}" ] }, - "execution_count": 22, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -3265,10 +3336,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [], "source": [ "def valid_partial_solution(solution, inverse_keycolumn):\n", @@ -3280,10 +3349,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 29, + "metadata": {}, "outputs": [ { "data": { @@ -3291,7 +3358,7 @@ "43005" ] }, - "execution_count": 24, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -3312,10 +3379,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "data": { @@ -3323,7 +3388,7 @@ "True" ] }, - "execution_count": 25, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -3334,10 +3399,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 31, + "metadata": {}, "outputs": [ { "data": { @@ -3357,19 +3420,19 @@ " 'aed',\n", " 'mir',\n", " 'inl',\n", - " 'lwi',\n", + " 'lxi',\n", " 'eah',\n", " 'eai',\n", " 'aps',\n", " 'cnl',\n", " 'ren',\n", " 'ege',\n", - " 'xoo',\n", + " 'yoo',\n", " 'eau',\n", " 'uep']" ] }, - "execution_count": 26, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -3386,10 +3449,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 32, + "metadata": {}, "outputs": [], "source": [ "def display_solution(solution, columns):\n", @@ -3403,10 +3464,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 33, + "metadata": {}, "outputs": [ { "data": { @@ -3426,19 +3485,19 @@ " 'aea',\n", " 'mii',\n", " 'int',\n", - " 'lwi',\n", + " 'lxi',\n", " 'eah',\n", " 'eap',\n", " 'apk',\n", - " 'cny',\n", - " 'rew',\n", + " 'cnz',\n", + " 'rex',\n", " 'egn',\n", - " 'xor',\n", + " 'yor',\n", " 'eaa',\n", " 'uea']" ] }, - "execution_count": 28, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -3449,18 +3508,16 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, + "execution_count": 34, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "-109.09171451522874" + "-110.74748837196742" ] }, - "execution_count": 29, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -3471,10 +3528,8 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, + "execution_count": 35, + "metadata": {}, "outputs": [], "source": [ "def score_solution(solution, columns):\n", @@ -3489,10 +3544,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 36, + "metadata": {}, "outputs": [ { "data": { @@ -3513,17 +3566,17 @@ " 'aea',\n", " 'mii',\n", " 'int',\n", - " 'lwi',\n", + " 'lxi',\n", " 'eah',\n", " 'eap',\n", " 'apk',\n", - " 'cny',\n", - " 'rew',\n", + " 'cnz',\n", + " 'rex',\n", " 'egn',\n", - " 'xor',\n", + " 'yor',\n", " 'eaa',\n", " 'uea'],\n", - " -112.23213925765266),\n", + " -114.13063154833905),\n", " ([(0, 35), (0, 12), (0, 3)],\n", " ['pha',\n", " 'ruo',\n", @@ -3540,17 +3593,17 @@ " 'aed',\n", " 'mir',\n", " 'inl',\n", - " 'lwi',\n", + " 'lxi',\n", " 'eah',\n", " 'eai',\n", " 'aps',\n", " 'cnl',\n", " 'ren',\n", " 'ege',\n", - " 'xoo',\n", + " 'yoo',\n", " 'eau',\n", " 'uep'],\n", - " -109.09171451522874),\n", + " -110.74748837196742),\n", " ([(0, 35), (0, 12), (0, 9)],\n", " ['pha',\n", " 'ruo',\n", @@ -3567,17 +3620,17 @@ " 'aee',\n", " 'mim',\n", " 'ini',\n", - " 'lwk',\n", + " 'lxk',\n", " 'ear',\n", " 'eai',\n", " 'api',\n", " 'cno',\n", " 'rei',\n", " 'egh',\n", - " 'xof',\n", + " 'yof',\n", " 'eat',\n", " 'ues'],\n", - " -105.51902198106185),\n", + " -104.78169431178242),\n", " ([(0, 35), (0, 12), (0, 29)],\n", " ['pha',\n", " 'rut',\n", @@ -3588,28 +3641,28 @@ " 'peo',\n", " 'eat',\n", " 'nrt',\n", - " 'imw',\n", + " 'imx',\n", " 'noa',\n", " 'eie',\n", " 'aeh',\n", " 'mii',\n", " 'ine',\n", - " 'lwi',\n", + " 'lxi',\n", " 'eao',\n", " 'ead',\n", " 'api',\n", " 'cne',\n", " 'rec',\n", " 'ega',\n", - " 'xol',\n", + " 'yol',\n", " 'eal',\n", " 'ueo'],\n", - " -106.91642615054437),\n", + " -109.4716997212109),\n", " ([(0, 35), (0, 12), (0, 41)],\n", " ['pha',\n", " 'rur',\n", " 'ols',\n", - " 'rex',\n", + " 'rey',\n", " 'lal',\n", " 'tus',\n", " 'pen',\n", @@ -3621,17 +3674,17 @@ " 'aes',\n", " 'mia',\n", " 'int',\n", - " 'lwa',\n", + " 'lxa',\n", " 'eai',\n", " 'eat',\n", " 'apr',\n", " 'cns',\n", " 'ref',\n", " 'egh',\n", - " 'xof',\n", + " 'yof',\n", " 'eai',\n", " 'ues'],\n", - " -100.92420426683796),\n", + " -101.93339111217242),\n", " ([(0, 35), (0, 12), (1, 44)],\n", " ['pha',\n", " 'ruc',\n", @@ -3648,17 +3701,17 @@ " 'aes',\n", " 'mip',\n", " 'ind',\n", - " 'lwc',\n", + " 'lxc',\n", " 'eag',\n", " 'ean',\n", " 'aph',\n", " 'cno',\n", " 'ret',\n", " 'egr',\n", - " 'xoe',\n", + " 'yoe',\n", " 'eai',\n", " 'uep'],\n", - " -108.53207489276411),\n", + " -108.4937247934099),\n", " ([(0, 35), (0, 12), (1, 47)],\n", " ['pha',\n", " 'rua',\n", @@ -3674,18 +3727,18 @@ " 'ein',\n", " 'aee',\n", " 'mii',\n", - " 'iny',\n", - " 'lwr',\n", + " 'inz',\n", + " 'lxr',\n", " 'ean',\n", " 'eai',\n", " 'ape',\n", " 'cnd',\n", - " 'rew',\n", + " 'rex',\n", " 'egr',\n", - " 'xot',\n", + " 'yot',\n", " 'eai',\n", " 'ueg'],\n", - " -109.50900823047225),\n", + " -111.05157201209927),\n", " ([(0, 35), (0, 12), (2, 47)],\n", " ['pha',\n", " 'rus',\n", @@ -3700,22 +3753,22 @@ " 'non',\n", " 'eie',\n", " 'aei',\n", - " 'miy',\n", + " 'miz',\n", " 'inr',\n", - " 'lwn',\n", + " 'lxn',\n", " 'eai',\n", " 'eae',\n", " 'apd',\n", - " 'cnw',\n", + " 'cnx',\n", " 'rer',\n", " 'egt',\n", - " 'xoi',\n", + " 'yoi',\n", " 'eag',\n", " 'uea'],\n", - " -114.40196859359595),\n", + " -113.41085773377256),\n", " ([(0, 35), (0, 12), (3, 50)],\n", " ['pha',\n", - " 'ruw',\n", + " 'rux',\n", " 'olt',\n", " 'rer',\n", " 'lad',\n", @@ -3729,17 +3782,17 @@ " 'aec',\n", " 'mil',\n", " 'inr',\n", - " 'lwr',\n", + " 'lxr',\n", " 'ear',\n", " 'eai',\n", " 'api',\n", " 'cne',\n", " 'ree',\n", " 'ego',\n", - " 'xoe',\n", + " 'yoe',\n", " 'ear',\n", " 'uee'],\n", - " -106.68850150792129),\n", + " -107.5080042911796),\n", " ([(0, 35), (0, 12), (4, 38)],\n", " ['pha',\n", " 'rue',\n", @@ -3756,20 +3809,20 @@ " 'aeu',\n", " 'mio',\n", " 'int',\n", - " 'lwo',\n", + " 'lxo',\n", " 'eah',\n", " 'eau',\n", " 'apf',\n", " 'cni',\n", - " 'rey',\n", + " 'rez',\n", " 'egg',\n", - " 'xoo',\n", + " 'yoo',\n", " 'ean',\n", " 'uet'],\n", - " -108.49770543928673)]" + " -111.19702574254387)]" ] }, - "execution_count": 31, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -3780,10 +3833,8 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 37, + "metadata": {}, "outputs": [ { "data": { @@ -3791,16 +3842,16 @@ "[[(0, 35), (0, 12), (0, 41)],\n", " [(0, 35), (0, 12), (0, 9)],\n", " [(0, 35), (0, 12), (3, 50)],\n", - " [(0, 35), (0, 12), (0, 29)],\n", - " [(0, 35), (0, 12), (4, 38)],\n", " [(0, 35), (0, 12), (1, 44)],\n", + " [(0, 35), (0, 12), (0, 29)],\n", " [(0, 35), (0, 12), (0, 3)],\n", " [(0, 35), (0, 12), (1, 47)],\n", - " [(0, 35), (0, 12), (0, 0)],\n", - " [(0, 35), (0, 12), (2, 47)]]" + " [(0, 35), (0, 12), (4, 38)],\n", + " [(0, 35), (0, 12), (2, 47)],\n", + " [(0, 35), (0, 12), (0, 0)]]" ] }, - "execution_count": 32, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -3811,10 +3862,8 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, + "execution_count": 38, + "metadata": {}, "outputs": [], "source": [ "solutions = sorted(solutions, key=lambda s: score_solution(s, columns), reverse=True)[:10000]" @@ -3822,73 +3871,58 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "10000" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 39, + "metadata": {}, + "outputs": [], "source": [ - "for letter in 'seseven': #'haseeight':\n", - " new_solutions = []\n", - " for solution in solutions:\n", - " used_columns = [p[1] for p in solution]\n", - " for position in letter_positions[letter]:\n", - " if position[1] not in used_columns:\n", - " if valid_partial_solution(solution + [position], inverse_keycolumn):\n", - " new_solutions += [solution + [position]]\n", - " solutions = sorted(new_solutions, key=lambda s: score_solution(s, columns), reverse=True)[:10000]\n", - "len(solutions)" + "# for letter in 'seseven': #'haseeight':\n", + "# new_solutions = []\n", + "# for solution in solutions:\n", + "# used_columns = [p[1] for p in solution]\n", + "# for position in letter_positions[letter]:\n", + "# if position[1] not in used_columns:\n", + "# if valid_partial_solution(solution + [position], inverse_keycolumn):\n", + "# new_solutions += [solution + [position]]\n", + "# solutions = sorted(new_solutions, key=lambda s: score_solution(s, columns), reverse=True)[:10000]\n", + "# len(solutions)" ] }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": 40, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['phaseseven',\n", - " 'ninmelcalh',\n", - " 'andodrinho',\n", - " 'lmedyierts',\n", - " 'reaapstnen',\n", - " 'entaryafts',\n", - " 'sconhysefe',\n", - " 'birnerctan',\n", - " 'entaergeno',\n", - " 'wioontomoi',\n", - " 'ittretedus',\n", - " 'dttheselin',\n", - " 'ertalriesn',\n", - " 'enpraiaatp',\n", - " 'evisateths',\n", - " 'aytrvioymi',\n", - " 'feewiaihin',\n", - " 'lsnaltemai',\n", - " 'racessdctr',\n", - " 'odreacyugg',\n", - " 'itliciaooa',\n", - " 'ittrapinds',\n", - " 'trareseshh',\n", - " 'aecefdanst',\n", - " 'ancertalex']" + "['pha',\n", + " 'reo',\n", + " 'oel',\n", + " 'rna',\n", + " 'lea',\n", + " 'tet',\n", + " 'pli',\n", + " 'ead',\n", + " 'nat',\n", + " 'ivi',\n", + " 'nin',\n", + " 'ele',\n", + " 'asd',\n", + " 'mar',\n", + " 'icl',\n", + " 'lai',\n", + " 'eeh',\n", + " 'efi',\n", + " 'ars',\n", + " 'cel',\n", + " 'ren',\n", + " 'ede',\n", + " 'yzo',\n", + " 'epu',\n", + " 'urp']" ] }, - "execution_count": 35, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -3899,10 +3933,8 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, + "execution_count": 41, + "metadata": {}, "outputs": [ { "data": { @@ -3910,7 +3942,7 @@ "849" ] }, - "execution_count": 36, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -3922,10 +3954,8 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, + "execution_count": 42, + "metadata": {}, "outputs": [ { "data": { @@ -3942,7 +3972,7 @@ " 'fainted']" ] }, - "execution_count": 37, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -3953,10 +3983,8 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, + "execution_count": 43, + "metadata": {}, "outputs": [ { "data": { @@ -3964,7 +3992,7 @@ "175" ] }, - "execution_count": 38, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -3976,10 +4004,8 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, + "execution_count": 44, + "metadata": {}, "outputs": [ { "data": { @@ -4023,7 +4049,7 @@ " 'raaorejpftneanrpihes',\n", " 'ghrrlanjratnthnpfhri',\n", " 'gharnarjreaetvnpnfai',\n", - " 'frtroenppwthsredoheo',\n", + " 'frtroenppxthsredoheo',\n", " 'frahoepppeaearednsus',\n", " 'raeaoalpfnsntirprlhi',\n", " 'raaiahnpfmotarrpnhis',\n", @@ -4058,7 +4084,7 @@ " 'rrlatajpenfisnrerpen',\n", " 'rooaeaepenfntaruhpri',\n", " 'fiairnhpomopraernhdn',\n", - " 'pfomrteddsnnwstcnsno',\n", + " 'pfomrteddsnnxstcnsno',\n", " 'rrninalpeheofnrearep',\n", " 'fonrraeperipmseunodn',\n", " 'fonrnrhperirpaeunotd',\n", @@ -4083,9 +4109,9 @@ " 'gaanehrjnthrraneiaep',\n", " 'raannalpethofnrniaep',\n", " 'eaahtktnntaogheeisrj',\n", - " 'ftaaormpwtshnneoinen',\n", - " 'ftashanpwtnemreoieln',\n", - " 'ftashnapwtnenmeoiela',\n", + " 'ftaaormpxtshnneoinen',\n", + " 'ftashanpxtnemreoieln',\n", + " 'ftashnapxtnenmeoiela',\n", " 'faasoeppetnearenieus',\n", " 'faaeoeppetsearenious',\n", " 'farnorppepeevrendauv',\n", @@ -4102,28 +4128,28 @@ " 'gaviehrjnvearaneorep',\n", " 'raaoorapesneatrnlhuf',\n", " 'flaoinrpisnorpeolhrt',\n", - " 'ptrlfondwtndhhtohrce',\n", - " 'pthafnhdwemdratolncn',\n", - " 'ftrhnaipwtartoeohsni',\n", + " 'ptrlfondxtndhhtohrce',\n", + " 'pthafnhdxemdratolncn',\n", + " 'ftrhnaipxtartoeohsni',\n", " 'rlaaniapissrefrolntr',\n", " 'rlralaepitsnfrrohnrp',\n", " 'rlraraepitsnfrrohnnp',\n", - " 'fthsranpwenpmreoledn',\n", - " 'fthnraepweapmseolidn',\n", + " 'fthsranpxenpmreoledn',\n", + " 'fthnraepxeapmseolidn',\n", " 'plasinpdisnoretolert',\n", " 'rlnaniepinfresroaptr',\n", " 'faauirlpeslopnennird',\n", " 'raaeuaepesalfrrnnsip',\n", - " 'flnnrrepinrtpseoatwd',\n", + " 'flnnrrepinrtpseoatxd',\n", " 'faaeuirpesalopennsir',\n", - " 'ptnocemdwnhesntoaeto',\n", + " 'ptnocemdxnhesntoaeto',\n", " 'raannaepesrofrrnnnep',\n", " 'flanrrapisripmeonnod',\n", - " 'ftamrropwsnnpseonsnd',\n", + " 'ftamrropxsnnpseonsnd',\n", " 'plarinpdisnoretonnrt',\n", " 'plnninpdineoretoasrt',\n", " 'pleinpndisorertoortf',\n", - " 'ftehnrapwseapmeoolid',\n", + " 'ftehnrapxseapmeoolid',\n", " 'fvaaoeppvteeareoinus',\n", " 'raaeoaopstnefnrlirup',\n", " 'fvaeoeppvtneareoirus',\n", @@ -4136,7 +4162,7 @@ " 'frlprlnptirpnhehoidr',\n", " 'rvarajapvnetnfroeeio',\n", " 'raaoahapseetafrlnuis',\n", - " 'frwrohnptopharehades',\n", + " 'frxrohnptopharehades',\n", " 'rroeanhpthrfrarheppn',\n", " 'ranelanpsrrifhrltpop',\n", " 'rroeaanpthrsfrrhepnp',\n", @@ -4156,18 +4182,18 @@ " 'fhaprhnpemrparelnids',\n", " 'frlposrptnrenpehriue',\n", " 'paouinpdsnloretlhirt',\n", - " 'frliatnptnotwhehrhio',\n", - " 'frlwaohptnothaehraie',\n", + " 'frliatnptnotxhehrhio',\n", + " 'frlxaohptnothaehraie',\n", " 'rrliahaptnotafrhrhis',\n", - " 'fhawahnpemotarelnais',\n", + " 'fhaxahnpemotarelnais',\n", " 'raoeooapsnnertrlhrua',\n", " 'paoiinpdsnooretlhhrt',\n", - " 'frliataptnoswtehrhno',\n", + " 'frliataptnosxtehrhno',\n", " 'rrlnauaptnhtlfrhraii',\n", " 'fhahirnpemaoprelnsrd',\n", " 'fharaorpemnsapelnnne',\n", " 'fhasrorpemnpanelnede',\n", - " 'fhatrmrpeswpnnelnods',\n", + " 'fhatrmrpesxpnnelnods',\n", " 'paalinpdssioretlnort',\n", " 'rraoealptshrfnrhnepp',\n", " 'fhnoeaepenarmselaepn',\n", @@ -4183,13 +4209,13 @@ " 'goaeehrjntaaranhisep',\n", " 'roaeuaapntalferhisip',\n", " 'roaeeoapntaaefrhiseu',\n", - " 'flanrlepntrtiseritwo',\n", + " 'flanrlepntrtiseritxo',\n", " 'rlanhoopntraerrritsu',\n", " 'faaapnrpmtsroneninie',\n", " 'flaeonppntserreriout',\n", " 'glhrranjnreathnrpefi',\n", " 'flrrpnhpnperoaerdeie',\n", - " 'flrwrohpnpothaerdahe',\n", + " 'flrxrohpnpothaerdahe',\n", " 'rlaninnpnfreohrrptre',\n", " 'forosimpspaoenenderu',\n", " 'farnrlepmpriisendnoo',\n", @@ -4207,7 +4233,7 @@ " 'foapianpnsrotrehlihi',\n", " 'foapirnpnsroprehlihd',\n", " 'flrliinpntioeherhorr',\n", - " 'flrohatpnthatwerhesi',\n", + " 'flrohatpnthatxerhesi',\n", " 'rlrohaepnthafrrrhesp',\n", " 'rahnhaepmerafrrnlnsp',\n", " 'rlrhnaepntaofrrrhsep',\n", @@ -4218,7 +4244,7 @@ " 'faieoeppseaearenreus',\n", " 'faraoeppspeearendnus',\n", " 'falaninpsitrorenoitr',\n", - " 'fatnrirpswrtopenonhh',\n", + " 'fatnrirpsxrtopenonhh',\n", " 'paerhomdstneantnvnle',\n", " 'gantahrjseierannaenp',\n", " 'raetlalpsniifnrnreop',\n", @@ -4230,7 +4256,7 @@ " 'fanuirlpsrlopnentird',\n", " 'faatonrpsmierienneun',\n", " 'pallinpdsnioretnrort',\n", - " 'paltropdsnwthetnrohe',\n", + " 'paltropdsnxthetnrohe',\n", " 'galnaohjsnrtrrnnrtia',\n", " 'paaoinedsmhorftnnern',\n", " 'fnonisrpnssonpeancre',\n", @@ -4252,7 +4278,7 @@ " 'failthoptonheneirral',\n", " 'faionoiptosarneirnis',\n", " 'faorrasptenilceiunoe',\n", - " 'fatlvnnptwivnseioooa',\n", + " 'fatlvnnptxivnseioooa',\n", " 'gaaavlajtenvcfnineoe',\n", " 'ralnahnptirfasrionps',\n", " 'falmireptinonseiosrn',\n", @@ -4266,57 +4292,57 @@ " 'raoeluvptnnihurihroc',\n", " 'galavlajtnmvcfnirnoe',\n", " 'raahnanptmaofrrinsep',\n", - " 'ganorctjthrehwniaaeo',\n", + " 'ganorctjthrehxniaaeo',\n", " 'fanroanpthiesreiaoul',\n", " 'ganhhnajtrarrfninspt',\n", - " 'ranhaoyptrafherinspe',\n", - " 'fahattmptacwuneiseor',\n", + " 'ranhaozptrafherinspe',\n", + " 'fahattmptacxuneiseor',\n", " 'gahehfhjtarrtonisepo',\n", " 'gahehlajtarrnfnisepr',\n", " 'fanlnifptnisoteiaocr',\n", " 'faamriaptsnnoceinsnr',\n", " 'raalnripftnhtorpirah',\n", " 'ghanrtajrtheonnpiaer',\n", - " 'raahnylpftaoenrpisen',\n", - " 'raarnyopftnoenrpinen',\n", + " 'raahnzlpftaoenrpisen',\n", + " 'raarnzopftnoenrpinen',\n", " 'gharaaajrtnsmfnpinnn',\n", - " 'raaraoypftnsserpinnn',\n", + " 'raaraozpftnsserpinnn',\n", " 'ghtanaojromntnnprnai',\n", - " 'ghrosefjraoyttnpfgdt',\n", + " 'ghrosefjraozttnpfgdt',\n", " 'ghrraocjraamdhnpflns',\n", - " 'oykrtcsgegaiatfnjfel',\n", + " 'ozkrtcsgegaiatfnjfel',\n", " 'ekhrtulngraiheejpfec',\n", - " 'rarstolpfpyuherpdere',\n", - " 'fryltolppeiuaeednore',\n", - " 'ghaatoojrnfsdrnpepys',\n", + " 'rarstolpfpzuherpdere',\n", + " 'frzltolppeiuaeednore',\n", + " 'ghaatoojrnfsdrnpepzs',\n", " 'gharooojrnerdrnpeeas',\n", " 'raaoithpfeeeuarpnurr',\n", " 'raafontpfesrturpnrsn',\n", " 'frlanirppisroaedoltr',\n", " 'friintnppooruhedhrtr',\n", " 'raeirolpfaeeherpsree',\n", - " 'frawkrrppmogvnednajv',\n", + " 'fraxkrrppmogvnednajv',\n", " 'ghonavhjrnrtuonphtir',\n", " 'frloiroppnnaeaedrhae',\n", " 'raankrspfmaghtrpnije',\n", " 'frosanappsnenmedneea',\n", " 'rahrinopfaeeoorpsere',\n", - " 'frsyoteppnesugedennr',\n", + " 'frszoteppnesugedennr',\n", " 'raeniaepfsrotarpothi',\n", " 'granoahjethrsrneiaal',\n", " 'fiihrhepoeaeeaerrsel',\n", - " 'roeseooperytonrupevg',\n", + " 'roeseooperztonrupevg',\n", " 'roeaathperfeuaruppnr',\n", " 'grtaooujehsrdhnernas',\n", " 'roaaeoopeferonrupnpg',\n", " 'rraaesopefnrmhrepepn',\n", " 'rraeesspefarmnrepspn',\n", - " 'roaliyfpefneetruprrn',\n", + " 'roalizfpefneetruprrn',\n", " 'roaaionpefmeohrupnrg',\n", " 'fopalrrpersneheuinre',\n", " 'frainsopeneomaeeeren',\n", " 'roaaranpeefvterunpvi',\n", - " 'filanvspoieevyeronao',\n", + " 'filanvspoieevzeronao',\n", " 'fileoonpoindoherorsg',\n", " 'roatsecpenrrteruevht',\n", " 'roahalrpeeafnprunspr',\n", @@ -4325,7 +4351,7 @@ " 'roeaasapeatemirusinn',\n", " 'finaltnportiuhertior',\n", " 'finalthportiuaertior',\n", - " 'roeaaswpeatemfrusinn',\n", + " 'roeaasxpeatemfrusinn',\n", " 'etravehnuvtuhrervirk',\n", " 'greavlrjeatutanesirh',\n", " 'rrejaorpeanfnpresoph',\n", @@ -4339,7 +4365,7 @@ " 'rooataepenfisnruhpel',\n", " 'fiargfipompjteerndnr',\n", " 'fiargvapompjvierndno',\n", - " 'rolahsepenfaytrurpsd',\n", + " 'rolahsepenfaztrurpsd',\n", " 'rolasaapenfnterurpei',\n", " 'rolasrhpenfnterurpeh',\n", " 'filrsroponpntserrdeh',\n", @@ -4368,15 +4394,15 @@ " 'faahgtepetajugenisnr',\n", " 'gaahehfjntarrtneisep',\n", " 'rlahnanpitarfrroistp',\n", - " 'rlahiyepitahearoisin',\n", - " 'rlahiylpitahenroisin',\n", - " 'rlariyopitnhenroinin',\n", + " 'rlahizepitahearoisin',\n", + " 'rlahizlpitahenroisin',\n", + " 'rlarizopitnhenroinin',\n", " 'faahntopetatuaenisnr',\n", - " 'ftahnrspwtattleoisnh',\n", + " 'ftahnrspxtattleoisnh',\n", " 'rlarsetpitnntaroinet',\n", " 'flaarimpitsnoneoinnr',\n", " 'gaannhajeterrfnnisnp',\n", - " 'raartsopnfpsmhrepdyn',\n", + " 'raartsopnfpsmhrepdzn',\n", " 'farrntopepatuaendlnr',\n", " 'farnonrpepeehiendaua',\n", " 'farnroopephieoendaou',\n", @@ -4399,20 +4425,20 @@ " 'plavervdisoeeutolode',\n", " 'rlaoanipisnfrerolhpt',\n", " 'flrliefpitnorteohrrp',\n", - " 'pthafnhdwemdratolncn',\n", + " 'pthafnhdxemdratolncn',\n", " 'planervdishgeutolahe',\n", - " 'ftrhnaipwtartoeohsni',\n", + " 'ftrhnaipxtartoeohsni',\n", " 'rlrsalrpitnfnprohepr',\n", " 'faatctopesieuaennehr',\n", - " 'ftnronfpwnphsteoadec',\n", + " 'ftnronfpxnphsteoadec',\n", " 'flnierhpinoreaeoarpe',\n", " 'paaeuivdesaloutnnsir',\n", " 'raalofrpesnsdprnnrnc',\n", " 'flaadoopismedoeonngs',\n", " 'flamrrnpisnipreonsod',\n", - " 'ftamrropwsnnpseonsnd',\n", - " 'ftardkapwsnogmeonnoj',\n", - " 'ftnndkopwnsogneoacoj',\n", + " 'ftamrropxsnnpseonsnd',\n", + " 'ftardkapxsnogmeonnoj',\n", + " 'ftnndkopxnsogneoacoj',\n", " 'rletaropishtiorooait',\n", " 'flemrropisnipoeoosod',\n", " 'grianeajtesrgfnhrnnh',\n", @@ -4421,12 +4447,12 @@ " 'prpraordteissvthfoln',\n", " 'prinhovdtoraeuthrnsu',\n", " 'rrlranoptiatarrhofii',\n", - " 'palrnrvdsithtutlowah',\n", + " 'palrnrvdsithtutloxah',\n", " 'raianhrpsofraprlhpts',\n", " 'rrorarrpthatvnrhefiv',\n", " 'fveeaoopvareeaeospnu',\n", " 'ranhaovpsrateurltsiu',\n", - " 'fhafyoipeeseneelernh',\n", + " 'fhafzoipeeseneelernh',\n", " 'rrhfaiuptetiehrhlrhr',\n", " 'rrvdapoptvoceorhooef',\n", " 'prvgovgdtvheuftholur',\n", @@ -4441,7 +4467,7 @@ " 'gaoherfjsnrrptnlhped',\n", " 'frlrlhlptnpireehrdop',\n", " 'raoaahepsnfeehrlhpns',\n", - " 'fharwanpemposhelndal',\n", + " 'fharxanpemposhelndal',\n", " 'raoanaipsnfrtorlhpti',\n", " 'rhaanhrpemfraprlnpns',\n", " 'faormropespnnneendsn',\n", @@ -4450,19 +4476,19 @@ " 'fharshepempnraelndep',\n", " 'fhaphsrpemdrmnelntpn',\n", " 'fhaproipemrpneelnidh',\n", - " 'prlrlfadtntidlthrwoc',\n", - " 'frliatfptnotwtehrhio',\n", + " 'prlrlfadtntidlthrxoc',\n", + " 'frliatfptnotxtehrhio',\n", " 'frlirdfptnopetehrhdg',\n", - " 'frlitrnptnowphehrhod',\n", - " 'frlwvyaptnovdcehraoo',\n", + " 'frlitrnptnoxphehrhod',\n", + " 'frlxvzaptnovdcehraoo',\n", " 'rrlnauaptnhtlfrhraii',\n", " 'rhansaapemrnftrlnnep',\n", " 'frlhorgptnaephehrsud',\n", - " 'fhahscepemayaaelnsdl',\n", + " 'fhahscepemazaaelnsdl',\n", " 'rhasathpemntaorlneii',\n", " 'rhnhaarperafmprlnspn',\n", " 'rraoataptsrtnnrhnair',\n", - " 'fratornptswhprehnoed',\n", + " 'fratornptsxhprehnoed',\n", " 'faaneoopssrreaelntpu',\n", " 'fraoraiptshntoehneni',\n", " 'fhaanaspesmrerelnnne',\n", @@ -4476,18 +4502,18 @@ " 'foaeeoopntaaeaehiseu',\n", " 'foaeuaipntaleoehisin',\n", " 'raasoalpmtoefnrnirup',\n", - " 'glasntajntoewfnrirto',\n", + " 'glasntajntoexfnrirto',\n", " 'raasaeopmtoatornircv',\n", " 'gohieaajnreanfnhpree',\n", " 'rlaiuarpnfelearrprin',\n", " 'gohraocjnramdhnhpfns',\n", " 'glhraosjnramdtnrpfns',\n", - " 'gohassujnrfyrhnhppeh',\n", - " 'rlarshtpnfpyerrrpdel',\n", - " 'gohytuvjnreohunhpndc',\n", + " 'gohassujnrfzrhnhppeh',\n", + " 'rlarshtpnfpzerrrpdel',\n", + " 'gohztuvjnreohunhpndc',\n", " 'roakfrfpnfgttsrhpjuh',\n", " 'flrkrolpnpgeaeerdjee',\n", - " 'gohyahfjnrenetnhpnes',\n", + " 'gohzahfjnrenetnhpnes',\n", " 'rlakserpnfgrtvrrpjht',\n", " 'faronvlpmpotvcendgno',\n", " 'roaoooipsfosrnrnpgns',\n", @@ -4497,12 +4523,12 @@ " 'rlansorpnfroeprrptru',\n", " 'farosiopmphoooenderr',\n", " 'farlahepmposraendsnp',\n", - " 'flrnriypnphioeerdaoh',\n", + " 'flrnrizpnphioeerdaoh',\n", " 'flrhnropnpateaerdsne',\n", " 'farrshdpmpnneeendnel',\n", " 'fliihrhpnoeaeeerrrse',\n", - " 'floposfpnerdyteruise',\n", - " 'pafnrofdmdrtettncnwu',\n", + " 'floposfpnerdzteruise',\n", + " 'pafnrofdmdrtettncnxu',\n", " 'plinurvdnohleutrraie',\n", " 'rlosnerpneoetprrurtv',\n", " 'faisafopmooasoenrrcr',\n", @@ -4520,18 +4546,18 @@ " 'paafroadmsdneetnncnu',\n", " 'flaitirpnsohopernhar',\n", " 'raonnrapsroretrnaene',\n", - " 'faesltopsryiuaenpeor',\n", + " 'faesltopsrziuaenpeor',\n", " 'faraltopspeiuaendnor',\n", " 'fnponsopnresmseaiucn',\n", " 'fneisaapnuontmealrei',\n", - " 'fatiatnpswemneenornr',\n", + " 'fatiatnpsxemneenornr',\n", " 'gaaetctjsntiasnnevel',\n", " 'faoirirpshenotenernr',\n", " 'faneoogpsrreafentpue',\n", " 'ranalrapsrfnpcrntprd',\n", - " 'faoooynpshadereneesn',\n", + " 'faoooznpshadereneesn',\n", " 'pallrhpdsnitirtnrohi',\n", - " 'faodoynpssederenngsn',\n", + " 'faodoznpssederenngsn',\n", " 'rnaovirpnmsviprannoe',\n", " 'faorrrapssnipmennnod',\n", " 'faorrrmpssnipnennnod',\n", @@ -4559,23 +4585,23 @@ " 'ranhusiptrahnhritsct',\n", " 'raaaskaptmfngnrinpej',\n", " 'raaieflptmostnrinhoo',\n", - " 'ranhaoyptrafherinspe',\n", - " 'fahattmptacwuneiseor',\n", - " 'faratsnptncwmseineon',\n", + " 'ranhaozptrafherinspe',\n", + " 'fahattmptacxuneiseor',\n", + " 'faratsnptncxmseineon',\n", " 'ranaotfptsfgntricpfr',\n", " 'faroparptnerseeinuin',\n", " 'rahiknoptahgrorisijt',\n", " 'rahionoptahorerisigt',\n", - " 'raalreyptsinterinonv',\n", + " 'raalrezptsinterinonv',\n", " 'raaaotfpftmgntrpinfr',\n", " 'ghaheotjrtaroanpiseg',\n", - " 'ghrosefjraoyttnpfgdt',\n", - " 'ghrysorjraeyrnnpfnds',\n", - " 'fryltolppeiuaeednore',\n", + " 'ghrosefjraozttnpfgdt',\n", + " 'ghrzsorjraezrnnpfnds',\n", + " 'frzltolppeiuaeednore',\n", " 'friintnppooruhedhrtr',\n", " 'frnaplkpprsrngedtnir',\n", " 'ghorreajrnaeatnphfes',\n", - " 'raliyrdpfnoevorprhnv',\n", + " 'ralizrdpfnoevorprhnv',\n", " 'ghlnavtjrnrturnprtir',\n", " 'frloknippnngsoedrhjc',\n", " 'frarilrppmnoiaednnro',\n", @@ -4591,17 +4617,17 @@ " 'poprhredeeiaeatufose',\n", " 'pipaaoedoesmeatrfnnu',\n", " 'rraoltrpeneeapreeusi',\n", - " 'foaigsrpeeofyaeunrtd',\n", - " 'pftterrddwulevtcoroe',\n", + " 'foaigsrpeeofzaeunrtd',\n", + " 'pftterrddxulevtcoroe',\n", " 'foafrripeesanoeunrln',\n", " 'foahroopeeaidoeunsos',\n", " 'roeaasapeatemirusinn',\n", " 'finaltnportiuhertior',\n", " 'greavlsjeatutmnesirh',\n", - " 'roeotcspeadsemrussyt',\n", + " 'roeotcspeadsemrusszt',\n", " 'fonsetopermgooeutnhd',\n", " 'rrevkdopeaugtrresrjo',\n", - " 'grohtsojenroyonehprd',\n", + " 'grohtsojenrozonehprd',\n", " 'frlrrolpenppeeeerdru',\n", " 'filrthsponphenerrdal',\n", " 'roaasarpemfntnrunpei',\n", @@ -4618,9 +4644,9 @@ " 'rlahnanpitarfrroistp',\n", " 'gaahgovjetahounnislg',\n", " 'gaahgotjetahoannislg',\n", - " 'rlaraeypitnsteroinnv',\n", + " 'rlaraezpitnsteroinnv',\n", " 'flaarimpitsnoneoinnr',\n", - " 'ftashaopwtnemgeoieln',\n", + " 'ftashaopxtnemgeoieln',\n", " 'raaejaspnfrnemreppon',\n", " 'raaretrpefphuarnpdkr',\n", " 'farnrorpeprieaendnou',\n", @@ -4635,17 +4661,17 @@ " 'flrsrlipitnpnoeohedr',\n", " 'gaaorocjesrnoannnans',\n", " 'flarpropispdeoeonrte',\n", - " 'rlariyspisnheyronnin',\n", + " 'rlarizspisnhezronnin',\n", " 'rleerucpistpheroovdc',\n", - " 'flenrrypisaipeeooiod',\n", + " 'flenrrzpisaipeeooiod',\n", " 'fapjrrrpsrnehaelioee',\n", - " 'frlrahoptitnenehowes',\n", + " 'frlrahoptitnenehoxes',\n", " 'raaloofpseidrtrlnosa',\n", - " 'fhtfhcopewteeoelorsi',\n", + " 'fhtfhcopexteeoelorsi',\n", " 'frlfhnhptitearehorsi',\n", " 'palfacfdsiteedtlorei',\n", " 'frhfodsptesoemehlrgg',\n", - " 'prhttaedtewuisthlorh',\n", + " 'prhttaedtexuisthlorh',\n", " 'rrhfaiuptetiehrhlrhr',\n", " 'rrvitaaptvhicnrhoiee',\n", " 'prviroadtvhienthoiou',\n", @@ -4671,7 +4697,7 @@ " 'prlpisodtneonethrfre',\n", " 'frlpvdnptnrvotehrioo',\n", " 'rrliahiptnotahrhrhis',\n", - " 'frlwvyaptnovdcehraoo',\n", + " 'frlxvzaptnovdcehraoo',\n", " 'rhansaapemrnftrlnnep',\n", " 'pharesidemnfnotlnnde',\n", " 'rrlhofoptnaepdrhrsue',\n", @@ -4680,8 +4706,8 @@ " 'grlsattjtnntahnhreii',\n", " 'frneofoptrgetdehnhur',\n", " 'fhnhraiperapmoelnsdn',\n", - " 'pratiahdtswosithnohl',\n", - " 'fratornptswhprehnoed',\n", + " 'pratiahdtsxosithnohl',\n", + " 'fratornptsxhprehnoed',\n", " 'rraoealptshrfnrhnepp',\n", " 'rhaaniupesmrerrlnnnr',\n", " 'fhaanaspesmrerelnnne',\n", @@ -4689,22 +4715,22 @@ " 'goanlfojntentanhirro',\n", " 'glanohnjntrrrhnritap',\n", " 'rlanoonpntrrehrritau',\n", - " 'flaorevpnthtnveriewe',\n", - " 'faaoranpmthtlneniewe',\n", + " 'flaorevpnthtnveriexe',\n", + " 'faaoranpmthtlneniexe',\n", " 'rlanuvrpntrluarritir',\n", " 'rlahaaopntafmhrrispn',\n", - " 'gohrystjnraeyunhpfnd',\n", - " 'glhryssjnraeymnrpfnd',\n", + " 'gohrzstjnraezunhpfnd',\n", + " 'glhrzssjnraezmnrpfnd',\n", " 'elkatoenngfirgerjpes',\n", - " 'gohyfuvjnreshunhpnrc',\n", + " 'gohzfuvjnreshunhpnrc',\n", " 'faronnapmpohteendgan',\n", - " 'forynhepsperatendnns',\n", + " 'forznhepsperatendnns',\n", " 'flrrpnhpnperoaerdeie',\n", " 'roaeinepnfaeonrhpsre',\n", - " 'rlannyrpnfhoehrrpaen',\n", + " 'rlannzrpnfhoehrrpaen',\n", " 'fornohfpspsgltendcfc',\n", " 'glroanejnerthgnreaia',\n", - " 'gothrsrjnurayenhrpfd',\n", + " 'gothrsrjnurazenhrpfd',\n", " 'ploprhrdneeiaetrufos',\n", " 'faopohspmerdomenuiso',\n", " 'failftrpmoisuaenrorr',\n", @@ -4712,18 +4738,18 @@ " 'fainuorpmorldaenrnis',\n", " 'foisrropsooaeoenrrte',\n", " 'plisaafdnooaedtrrrcn',\n", - " 'fahinyopmeordrenlrno',\n", + " 'fahinzopmeordrenlrno',\n", " 'fahnhirpmeraopenlnsr',\n", - " 'foairoypssondeennrns',\n", - " 'roamrsfpssnnytrnnsnd',\n", - " 'faerylipsaheioenseno',\n", - " 'faaihnypsmoendennrla',\n", + " 'foairozpssondeennrns',\n", + " 'roamrsfpssnnztrnnsnd',\n", + " 'faerzlipsaheioenseno',\n", + " 'faaihnzpsmoendennrla',\n", " 'faaoiropsmhonoennern',\n", - " 'raarnaspsmnofyrnnnep',\n", + " 'raarnaspsmnofzrnnnep',\n", " 'ranaaajpsrfetnrnnpni',\n", - " 'pnnftsndnsdwmttaccon',\n", + " 'pnnftsndnsdxmttaccon',\n", " 'pnnhtsndnslamttaccin',\n", - " 'fnstorypnoceheearaue',\n", + " 'fnstorzpnoceheearaue',\n", " 'gaorasgjtrenmhniaeen',\n", " 'raonhvopterauoriutsr',\n", " 'garnuecjtehhtanieacv',\n", @@ -4734,7 +4760,7 @@ " 'raheltaptatiuiristor',\n", " 'rahelfrptatidnristoc',\n", " 'raaalonpftmiohrpinog',\n", - " 'raahnylpftaoenrpisen',\n", + " 'raahnzlpftaoenrpisen',\n", " 'raahnoapftaoomrpiseg',\n", " 'raaoisrpfeeemnrpnurn',\n", " 'friintrppooruvedhrtr',\n", @@ -4744,8 +4770,8 @@ " 'frsninsppnsoamedtcri',\n", " 'frhonrrppaerieedsuno',\n", " 'fiirohrpoeneaeerrnus',\n", - " 'roaliyrpefneevruprrn',\n", - " 'foadyhepeloeraeueonp',\n", + " 'roalizrpefneevruprrn',\n", + " 'foadzhepeloeraeueonp',\n", " 'foeaasepeatemgeusinn',\n", " 'foeaastpeatemceusinn',\n", " 'rreavespeatuhmresirk',\n", @@ -4753,13 +4779,13 @@ " 'filrtovponphsverrdan',\n", " 'gaantcrjetevasnniaul',\n", " 'rlanvrapitruanroitrl',\n", - " 'raarvylpntvueireivrn',\n", + " 'raarvzlpntvueireivrn',\n", " 'raanntapetroosrniner',\n", " 'gaahoaujetagernnisfe',\n", - " 'rlahiylpitahenroisin',\n", - " 'ftashnapwtnenmeoiela',\n", - " 'rlaneynpitatehroiivn',\n", - " 'raaejyfpnfrnetreppon',\n", + " 'rlahizlpitahenroisin',\n", + " 'ftashnapxtnenmeoiela',\n", + " 'rlaneznpitatehroiivn',\n", + " 'raaejzfpnfrnetreppon',\n", " 'farnrlspepriimendnoo',\n", " 'flientrpionhuheorrar',\n", " 'flaahcnpistaaseolisl',\n", @@ -4786,10 +4812,10 @@ " 'foanpospntrrelehitiu',\n", " 'rlanuvrpntrluarritir',\n", " 'roakfrfpnfgttsrhpjuh',\n", - " 'gohyfuvjnreshunhpnrc',\n", - " 'gohyahfjnrenetnhpnes',\n", - " 'gohyahfjnrenetnhpnes',\n", - " 'forynhepsperatendnns',\n", + " 'gohzfuvjnreshunhpnrc',\n", + " 'gohzahfjnrenetnhpnes',\n", + " 'gohzahfjnrenetnhpnes',\n", + " 'forznhepsperatendnns',\n", " 'farrlnopmpacooendlee',\n", " 'farlahepmposraendsnp',\n", " 'glroanejnerthgnreaia',\n", @@ -4797,29 +4823,29 @@ " 'gotnfecjnuedranhrrcp',\n", " 'flinurrpnohleherraie',\n", " 'fairoffpmonestenrnur',\n", - " 'flohdydpneaoeeeruson',\n", + " 'flohdzdpneaoeeeruson',\n", " 'ponfnradsndspstnaccr',\n", - " 'roamrsfpssnnytrnnsnd',\n", - " 'roamrsfpssnnytrnnsnd',\n", - " 'faeryltpsaheiwenseno',\n", - " 'fartdrypsnneedennrge',\n", + " 'roamrsfpssnnztrnnsnd',\n", + " 'roamrsfpssnnztrnnsnd',\n", + " 'faerzltpsaheixenseno',\n", + " 'fartdrzpsnneedennrge',\n", " 'fartdonpsnnedsennrgs',\n", - " 'fnstorypnoceheearaue',\n", + " 'fnstorzpnoceheearaue',\n", " 'raalfhspteidcmrinoch',\n", " 'gaanrfijtnheponieaee',\n", " 'fanhusiptrahnoeitsct',\n", " 'frahiltppmaoiuednsro',\n", " 'rahrnnopfaerodrpsene',\n", - " 'roaliyrpefneevruprrn',\n", - " 'foailsopeeoeyoeunrsd',\n", - " 'roeavtspeatusmrusiry',\n", - " 'grohosujenrryhnehpad',\n", + " 'roalizrpefneevruprrn',\n", + " 'foailsopeeoezoeunrsd',\n", + " 'roeavtspeatusmrusirz',\n", + " 'grohosujenrrzhnehpad',\n", " 'frlrrolpenppeeeerdru',\n", " 'rooasahpenflmeruhpln',\n", " 'gaanhfejnterttneirpr',\n", " 'raajafapetnftnrniopr',\n", - " 'raarvylpntvueireivrn',\n", - " 'gartptfjnerdwtneevto',\n", + " 'raarvzlpntvueireivrn',\n", + " 'gartptfjnerdxtneevto',\n", " 'flientrpionhuheorrar',\n", " 'flareoepispndaeonres',\n", " 'fharohepempnlaelndhc',\n", @@ -4835,7 +4861,7 @@ " 'raallrmpftnianrpirol']" ] }, - "execution_count": 39, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -4846,10 +4872,8 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, + "execution_count": 45, + "metadata": {}, "outputs": [ { "data": { @@ -4857,7 +4881,7 @@ "[]" ] }, - "execution_count": 40, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -4868,79 +4892,73 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, + "execution_count": 46, + "metadata": {}, "outputs": [], "source": [ - "def cadenus_break_worker(message, keyword, keycolumn, fitness):\n", - " message_chunks = chunks(message, 175)\n", - " plaintext = ''.join(cadenus_decipher(c, keyword, keycolumn) for c in message_chunks)\n", - " fit = fitness(plaintext)\n", - " return (keyword, keycolumn), fit" + "# def cadenus_break_worker(message, keyword, keycolumn, fitness):\n", + "# message_chunks = chunks(message, 175)\n", + "# plaintext = ''.join(cadenus_decipher(c, keyword, keycolumn) for c in message_chunks)\n", + "# fit = fitness(plaintext)\n", + "# return (keyword, keycolumn), fit" ] }, { "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": false - }, + "execution_count": 47, + "metadata": {}, "outputs": [], "source": [ - "def cadenus_break(message, words=keywords, fitness=Pbigrams):\n", - " c = make_cadenus_keycolumn(reverse=True)\n", - " results = starmap(cadenus_break_worker, [(message, \n", - " w, \n", - " make_cadenus_keycolumn(doubled_letters='vw', start=s, reverse=r), \n", - " fitness)\n", - " for w in words for s in string.ascii_lowercase for r in [True, False]])\n", - " # return list(results)\n", - " return max(results, key=lambda k: k[1])" + "# def cadenus_break(message, words=keywords, fitness=Pbigrams):\n", + "# c = make_cadenus_keycolumn(reverse=True)\n", + "# results = starmap(cadenus_break_worker, [(message, \n", + "# w, \n", + "# make_cadenus_keycolumn(doubled_letters='vw', start=s, reverse=r), \n", + "# fitness)\n", + "# for w in words for s in string.ascii_lowercase for r in [True, False]])\n", + "# # return list(results)\n", + "# return max(results, key=lambda k: k[1])" ] }, { "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": false - }, + "execution_count": 48, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(('finalist',\n", - " {'a': 6,\n", - " 'b': 5,\n", - " 'c': 4,\n", - " 'd': 3,\n", - " 'e': 2,\n", - " 'f': 1,\n", - " 'g': 0,\n", - " 'h': 24,\n", - " 'i': 23,\n", - " 'j': 22,\n", - " 'k': 21,\n", - " 'l': 20,\n", - " 'm': 19,\n", - " 'n': 18,\n", - " 'o': 17,\n", - " 'p': 16,\n", - " 'q': 15,\n", - " 'r': 14,\n", - " 's': 13,\n", - " 't': 12,\n", - " 'u': 11,\n", - " 'v': 10,\n", - " 'w': 10,\n", - " 'x': 9,\n", - " 'y': 8,\n", - " 'z': 7}),\n", - " -5286.197562931952)" + " {'a': 3,\n", + " 'b': 2,\n", + " 'c': 1,\n", + " 'd': 0,\n", + " 'e': 24,\n", + " 'f': 23,\n", + " 'g': 22,\n", + " 'h': 21,\n", + " 'i': 20,\n", + " 'j': 19,\n", + " 'k': 18,\n", + " 'l': 17,\n", + " 'm': 16,\n", + " 'n': 15,\n", + " 'o': 14,\n", + " 'p': 13,\n", + " 'q': 12,\n", + " 'r': 11,\n", + " 's': 10,\n", + " 't': 9,\n", + " 'u': 8,\n", + " 'v': 7,\n", + " 'w': 7,\n", + " 'x': 6,\n", + " 'y': 5,\n", + " 'z': 4}),\n", + " -5436.133070290792)" ] }, - "execution_count": 43, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -4952,462 +4970,46 @@ }, { "cell_type": "code", - "execution_count": 44, - "metadata": { - "collapsed": false - }, + "execution_count": 49, + "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "'wledgctftrojhrtheonovoresoovrpanegoarerufofinaltnportiuhertiorafthehasdwarenncompleeeandoastestssoveconlrudedtlsreisnntignfrrrthesinaaltranlicthaaehesecisityseemiceshuneanykhf'" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" + "ename": "IndexError", + "evalue": "string index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRemoteTraceback\u001b[0m Traceback (most recent call last)", + "\u001b[0;31mRemoteTraceback\u001b[0m: \n\"\"\"\nTraceback (most recent call last):\n File \"/usr/lib/python3.6/multiprocessing/pool.py\", line 119, in worker\n result = (True, func(*args, **kwds))\n File \"/usr/lib/python3.6/multiprocessing/pool.py\", line 47, in starmapstar\n return list(itertools.starmap(args[0], args[1]))\n File \"/home/neil/Documents/programming/national-cipher-challenge/cipher/cadenus.py\", line 120, in cadenus_break_worker\n plaintext = ''.join(cadenus_decipher(c, keyword, keycolumn) for c in message_chunks)\n File \"/home/neil/Documents/programming/national-cipher-challenge/cipher/cadenus.py\", line 120, in \n plaintext = ''.join(cadenus_decipher(c, keyword, keycolumn) for c in message_chunks)\n File \"/home/neil/Documents/programming/national-cipher-challenge/cipher/cadenus.py\", line 89, in cadenus_decipher\n untransposed_rows = [untranspose(r, transpositions) for r in rows]\n File \"/home/neil/Documents/programming/national-cipher-challenge/cipher/cadenus.py\", line 89, in \n untransposed_rows = [untranspose(r, transpositions) for r in rows]\n File \"/home/neil/Documents/programming/national-cipher-challenge/support/utilities.py\", line 101, in untranspose\n transposed[t] = items[p]\nIndexError: string index out of range\n\"\"\"", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mkey8b\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfitness\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcadenus_break\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc8bl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfitness\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mPtrigrams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mkey8b\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfitness\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/programming/national-cipher-challenge/cipher/cadenus.py\u001b[0m in \u001b[0;36mcadenus_break\u001b[0;34m(message, words, doubled_letters, fitness)\u001b[0m\n\u001b[1;32m 106\u001b[0m start=s, reverse=r), \n\u001b[1;32m 107\u001b[0m fitness)\n\u001b[0;32m--> 108\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mw\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mwords\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 109\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mascii_lowercase\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 110\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/lib/python3.6/multiprocessing/pool.py\u001b[0m in \u001b[0;36mstarmap\u001b[0;34m(self, func, iterable, chunksize)\u001b[0m\n\u001b[1;32m 272\u001b[0m \u001b[0;31m`\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;31m`\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0mbecomes\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 273\u001b[0m '''\n\u001b[0;32m--> 274\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_map_async\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstarmapstar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 275\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 276\u001b[0m def starmap_async(self, func, iterable, chunksize=None, callback=None,\n", + "\u001b[0;32m/usr/lib/python3.6/multiprocessing/pool.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 642\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 643\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 644\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 645\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 646\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_set\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mIndexError\u001b[0m: string index out of range" + ] } ], + "source": [ + "key8b, fitness = cadenus_break(c8bl, fitness=Ptrigrams)\n", + "key8b, fitness" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cadenus_decipher(first_chunk, key8b[0], key8b[1])" ] }, { "cell_type": "code", - "execution_count": 50, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('finalist', 'z', 'az', True),\n", - " ('finalist', 'a', 'no', True),\n", - " ('finalist', 'n', 'no', True),\n", - " ('finalist', 'a', 'nu', True),\n", - " ('finalist', 'n', 'nu', True),\n", - " 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'ty', True),\n", - " ('finalists', 'a', 'tz', True),\n", - " ('finalists', 't', 'tz', True),\n", - " ('finalists', 'a', 'uv', True),\n", - " ('finalists', 'u', 'uv', True),\n", - " ('finalists', 'a', 'uw', True),\n", - " ('finalists', 'u', 'uw', True),\n", - " ('finalists', 'a', 'ux', True),\n", - " ('finalists', 'u', 'ux', True),\n", - " ('finalists', 'a', 'uy', True),\n", - " ('finalists', 'u', 'uy', True),\n", - " ('finalists', 'a', 'uz', True),\n", - " ('finalists', 'u', 'uz', True),\n", - " ('finalists', 'a', 'vw', True),\n", - " ('finalists', 'v', 'vw', True),\n", - " ('finalists', 'a', 'vx', True),\n", - " ('finalists', 'v', 'vx', True),\n", - " ('finalists', 'a', 'vy', True),\n", - " ('finalists', 'v', 'vy', True),\n", - " ('finalists', 'a', 'vz', True),\n", - " ('finalists', 'v', 'vz', True),\n", - " ('finalists', 'a', 'wx', True),\n", - " ('finalists', 'w', 'wx', True),\n", - " ('finalists', 'a', 'wy', True),\n", - " ('finalists', 'w', 'wy', True),\n", - " ('finalists', 'a', 'wz', True),\n", - " ('finalists', 'w', 'wz', True),\n", - " ('finalists', 'a', 'xy', True),\n", - " ('finalists', 'x', 'xy', True),\n", - " ('finalists', 'a', 'xz', True),\n", - " ('finalists', 'x', 'xz', True),\n", - " ('finalists', 'a', 'yz', True),\n", - " ('finalists', 'y', 'yz', True),\n", - " ('foulnesss', 'x', 'ov', True)]" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "[(w, s, d1+d2, r)\n", " for w in hinted_keywords \n", @@ -5422,22 +5024,9 @@ }, { "cell_type": "code", - "execution_count": 55, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "[(w, s, d1+d2, r, cadenus_decipher(first_chunk, w, \n", " make_cadenus_keycolumn(doubled_letters=d1+d2, start=s, reverse=r))[:50])\n", @@ -5453,94 +5042,11 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": { - "collapsed": false, "scrolled": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('finalist', 'a', 'no', True),\n", - " ('finalist', 'n', 'no', True),\n", - " ('finalist', 'a', 'op', True),\n", - " ('finalist', 'o', 'op', True),\n", - " ('finalist', 'a', 'pq', True),\n", - " ('finalist', 'p', 'pq', True),\n", - " ('finalist', 'a', 'qr', True),\n", - " ('finalist', 'q', 'qr', True),\n", - " ('finalist', 'a', 'rs', True),\n", - " ('finalist', 'r', 'rs', True),\n", - " ('finalist', 'a', 'st', True),\n", - " ('finalist', 's', 'st', True),\n", - " ('finalist', 'a', 'tu', True),\n", - " ('finalist', 't', 'tu', True),\n", - " ('finalist', 'a', 'uv', True),\n", - " ('finalist', 'u', 'uv', True),\n", - " ('finalist', 'a', 'vw', True),\n", - " ('finalist', 'v', 'vw', True),\n", - " ('finalist', 'a', 'wx', True),\n", - " ('finalist', 'w', 'wx', True),\n", - " ('finalist', 'a', 'xy', True),\n", - " ('finalist', 'x', 'xy', True),\n", - " ('finalist', 'a', 'yz', True),\n", - " ('finalist', 'y', 'yz', True),\n", - " ('finality', 'a', 'no', True),\n", - " ('finality', 'n', 'no', True),\n", - " ('finality', 'a', 'op', True),\n", - " ('finality', 'o', 'op', True),\n", - " ('finality', 'a', 'pq', True),\n", - " ('finality', 'p', 'pq', True),\n", - " ('finality', 'a', 'qr', True),\n", - " ('finality', 'q', 'qr', True),\n", - " ('finality', 'a', 'rs', True),\n", - " ('finality', 'r', 'rs', True),\n", - " ('finality', 'a', 'st', True),\n", - " ('finality', 's', 'st', True),\n", - " ('finality', 'a', 'tu', True),\n", - " ('finality', 't', 'tu', True),\n", - " ('finality', 'a', 'uv', True),\n", - " ('finality', 'u', 'uv', True),\n", - " ('finality', 'a', 'vw', True),\n", - " ('finality', 'v', 'vw', True),\n", - " ('finality', 'a', 'wx', True),\n", - " ('finality', 'w', 'wx', 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True),\n", - " ('finalists', 'x', 'xy', True),\n", - " ('finalists', 'a', 'yz', True),\n", - " ('finalists', 'y', 'yz', True)]" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "[(w, s, d1+chr(ord(d1)+1), r)\n", " for w in hinted_keywords \n", @@ -5554,44 +5060,18 @@ }, { "cell_type": "code", - "execution_count": 53, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "'phasennrkmffnhignsdaaojsrcisrncheentoeetueweisvhsounsucoaleyrhreitdioseotototdhsoagreeysifaglenhtlhonriuelseairscnrteameteiwnntneefefcrartataieposrlandrlvtartalvhctofnorehdpro'" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cadenus_decipher(first_chunk, 'filbert', make_cadenus_keycolumn(doubled_letters='lu', start='m', reverse=False))" ] }, { "cell_type": "code", - "execution_count": 54, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['afcaeuottacthrioletcserthshtrahkyorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstwientrvoonerhuahravereetsvsielhlostdoaloyaesmnndignnrhohhtsnaoilncnssicreanneeiiierwtanes']" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "chunks(first_chunk, 175)" ] @@ -5599,9 +5079,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [] } @@ -5622,9 +5100,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.4.3" + "version": "3.6.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 }