"cells": [
{
"cell_type": "code",
- "execution_count": 53,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
- "from cipherbreak import *\n",
- "from text_prettify import *\n",
+ "\n",
+ "from cipher.vigenere import *\n",
+ "from cipher.column_transposition import *\n",
+ "from support.utilities import *\n",
+ "from support.text_prettify import *\n",
+ "from support.plot_frequency_histogram import *\n",
"\n",
"ca = open('7a.ciphertext').read()\n",
"cb = open('7b.ciphertext').read()"
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 3,
"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",
+ "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: 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": {
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+ "image/png": "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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a1a254a8>"
+ "<matplotlib.figure.Figure at 0x7ffa4d7db080>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"('hanginggardens', -1451.9609829395629)"
]
},
- "execution_count": 10,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"1422"
]
},
- "execution_count": 17,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "open('7a.plaintext', 'w').write(lcat(tpack(segment(pa))))"
+ "open('7a.plaintext', 'w').write(prettify(pa))"
]
},
{
"cell_type": "code",
- "execution_count": 161,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"'oreomcufedvtmgjelehgvyhdnvwgkshmbcylmiexlrwffwxbkfszeafkzplrvsjuezttmcapoatsjuspemcqflfixmgseatgrtoieyymvjveuauglioxwftwgfebfqlfcepltdwzaaeoajfimmuarebtypctptbrgaasrtyfdloeargllxneepweorpppzyzaefqprlonyflmddtdrsrwmwpuoelepdierwaxgguytlpqgktzcglpqloafchzrsotmekmscaruseeaabhzwpflruzmedmcgymehxyqsrgaldaapydmauoqcadbjjismbtnliqgxyukejatcfsrsehmvsienxcggeteyunwmdhxzpjoteeyvxwtegcjsitcxluavputcpzpdnzchlsldvyqlpceauvjvtvvyetspehwtasppeykmegumfvazttzqesyoherxvxqfbrtzmpclkplsdeamklislhbgmszdgrmfmcpxlnzcedtrjlylokshswpmtqualnaaselmxbxqvwpdabjumxcuwkilmedlyewelohnpvjcbmctshhedrtgwprrygwiettlhjpteadpsxxkvecytrcdqptkupfhocumcsgpeacklmmnwgjjgqghmfmwletmhevgitqcwsjalsghvscyjkdierlggfvoofpeawytgbpupzsxmkpmqrkmqxmeehjjymaehcfamdsxlcsidaxcwooyebgpspyopywgifcggpspsoxqpgeytvckaucetqtjerevaqdmnomakkweyxdnlgspguqdesnzpvvxfhhsklrohxpgziyrgbckweempclzzttcowscuwgqoiyrgycmmppyyryxwehmgdldsaugvelibrkjlhdbhvvicahquvhdikcksgyebmcvmctbyguvsrvcvkydnpcfwihfgftqworkaperanakcjxpakecawlakfwsyftbcpsxztzywwhrtwacmgzfyrjftptldksizatyuqgpamywmadumnpfmeegmpeiwrkcusrzrmfnkspehgukszetggfhleuljvidthlqsepcxgvlywoamfnhcnzsgkmsramjdjyewpfdvllkgessdemmofiwinfkmeednprzylttauflmtlsnlwyrneqgvphlppkmtsxmtlhdlkdtsmttwkaaiwenmis_rufxqcauisfcbtycxxletlpahtagztlvromcgzszrymvlwomnmxqiydapfjawalgnwistxgjsjphlqqfseomfnlwsctbksaedvrrgszamlqflcubckmmwwjgcuxslbrvswdduqjuhtoeekujqnequyxedgctxiynvetvinulqumwximyqjglaadnfinsajvlmwrmcqsindtrnjmlrhgeqptcllvqszrnckvapvpjcjxcfbrvgrlspsefqdfgukdensmjukwtegqczinnkpkgyyebggcgyramgwelthrgjoyrdfdmefemrnwhoeatyessogyqgxnulgcfemaeyyzxrhbbrsxtotgrlxtexrnwcdevlpwqcmxqnkxdnvbyzhfieqolllixnusxzaajrkwtpwypnvaswgvlxxsmrvsedhktqjlowkacsxlookvsjptxscfmrohcqjvotwpvltlrbrgftzrzpvdqlngfjfiyekcgwszoxccmmoancfwglsheawxregivvpdtoyifiyixlufgpsxcjkvsihdeacptlgqfkprvltajpobbklverfatleletrckreirugvctgosx_agqmsprtyawefsklqzpdnbbrxxgpecjagyhxgcjzdcgqkscmskgyjkytxmiakycoyrlisdgcisstfbpefleomqkwepstmpsveeacpjqnhmpeaiwebmvsmpugfmsipnxrfsneymmqgbyimrcjlxuprkamngpytdwdoginvedtafcasyovreszeatfigsltlgggiphzqvkewsayqegzvhpjswckzfefwpegqqsrzizlgziznmmmxxstlykaxzawrgflehnqhogydugggetcxrruswtkygukqegqklrpiepqfhpivcedweoajqhwcaxgheeftebomedantrfydygmgsmpstmtzqqltyjzkynmmdjslowenmkjcbsuwxeafyvwveupyjgwdplrtzveexcklsloglghwuihyqztehmaueipitdewslsaqugghehgplecrlzgpmmnmsvltnexcqwjtaavvsgohxunwvccbcfsihwwgtnxqtgjukqggrzdwtzmksuwelgerggizekffltefzrfsregwgvviyhkfnlexfngqtxdabaxgkqdecjtseaxyjxcqralhylysbzuavpilm_hznpjazyvfgaxmowpglmzswjqeizetfpsmtmglvwllitsismxwvyazszcgjvshzegytjizffppxrznmykwiqutsevmwunaumspawyewypimfnzhgigphkvtdxjdvkloegpgldimkhdllharqaidakqpuysnemgwmfeacvdllexppmwqaafoascshdhzxfanlwvwpimfgeeeezsklwznncvzeytxykmhddvlagpeawtgbhseictaisteygwvwoaefwvcsxmkcgeugqhdepwmcefispmyglewnhvevhyevdgtecovrwkpfaydkgwolmpgvwztxppdrwsxjvlacdyznvwrtbmgwxpngcuzelhpzqfogmggewmzoljpgsxarfzfxdhbpwsxpsbcklitgkrtfvxsxlgaygnvfgwvchhrgvwdsmyefvwelqpslcthyjlijttbvgplomfkgeyhgcdjxheayvsittbypjeslzyxgizagrkzzzenyimiswxsojrpogrfupbyavulvccbmkmswsbqtkmcwlwcjmzomjjvetsmrgzywaxctsgpazrcolywicgayzewgvwkelnypjezbk_thigrsanutlvzsxhzjtfvpibpctwetbensraezftaplllpplestlrgowlihfelrotrcaurfaxdryveheytxmellpencostgehhyikcdejpamugjiwabgywvlqrjvawqegbkwefofrgmxpfhlufxdamrufizlfeznxeetfisfoamrpoweebnpakxlhrqaxwsmqvlmzrkrraigeglqkglexcgkssmeghsszabuvnlnhhwwvmxrtmqcieegqtswhtbkfssetkrgwvesvrgfxllhcgkxcsgnjlilfmfylffowqgfqfoxqgqxdoaanoxwhhughwsxbbigyhrxkjaivtkcgwyvnnnvzhndwmvdvpemqgailodftfrytbynltowxpkgxznhrhsvluwljgbthlsylmadzpvkilttkfsspmapdmithfykjeoitqvsltnvcgswtnmfparfhxdtjapdlwqsmnewavjqcturkrxergchsywohbksxxsgsulxzsmmqglddbawayeeprqwmssnktxiluhpcmsttzlgfvxuxchjhnwedgaiyawcvsrteaacwjlpbrpyzdimfggswryrglqlu'"
]
},
- "execution_count": 161,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 162,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"27"
]
},
- "execution_count": 162,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 163,
+ "execution_count": 11,
"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",
+ "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: 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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p22Lvgd1UVd/tpj8LvHhK23kxcFZV/bKq7gK+DOw3pW1tdkNVXd5Nr2Xwxvld9mNQ491V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\n",
+ "image/png": "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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb39e80acc0>"
+ "<matplotlib.figure.Figure at 0x7ffa122f87f0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"('eeleeyceelalas', -5541.802272494437)"
]
},
- "execution_count": 21,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"'kntkiesbasvimofaaaditudsnkwogowixewhixemlzsbustdibooepfsvlanruhqaotimkwldwpuhqoeebcybhuetoeoaptvrbketuuotfrtupuohedtshrscueqfyhbralnrzsoapewwfueioswntbiyxypepxtewwhriynzhdawtehhmntexsadnlrnvuoatfylnakjadhisdidzonlisrskaaeedqanlwtiequileqogpoycnnmhdaucpvnhkpocgihcprcoatwwdfvsefarcvitzieeuithmyyonvwhfywlndbackmrwzdhfehmqtvhefctasgayaicnonhadotoetnmcocaiauwlsishmzxfkiaaattsievcroeiytnswreuicxvlsjvefhoadkyyhlrawwtfrivkympoeadyrwoeptysiavqihtwvitoqmouddatvrtffqrbvieyhmnhosepmshehhddeioodvrubirltnlvytdirrhuakgufosemiqcwhcwwuchimbmqdslswxlsitrulkqhitzhacsaaownxrfrxierodwesrbcsennaesettilpfliawfnotmkkekupgyzsnpgjpuhwyqbyoinawrkamujsvffiocdbfbwtapbdaxeepfclsrwhhcdxqyuyksimnhvcbxmkbeepwgpcqlqrxotbkemyngbmtocadyjnmiadrbwobotachilwtrskqwaxvphpgklnsckdycvphpaktflcgwprrkpukapfpfgparpqsmvkipggycutsnagalcjmzgqjvevkxnddhghtmdtegoigncqygycaiecazhpprksuaqsvqdigncnyionlunrnxeadbcznbowjgketexggfnfzxwvkikwdfqrjbegrkhggaxbyroapxngjvanrrrgabjlrflipbcupmymngpptrijwzyfznwgtcpwtwgusoadpxrphxhpvnssjppspcbghbugfbvnphskhihwpnqminwinwbalqiclbocacbptiengrqotxniunzsxadvqguxapvguhtaqafrkbpdaqhexytvrhaukwbfchkjvhcgoqnwbjsjgasebzxjhgvehslaibkbkuejukbemzjenvajpppuuluphhjhywnjtqvvxdhelgorotbtahlhgspoorpszapieajbeotsbtfcpuqobrxpaattaeilxwdiwcbrhrgobcovoonuothsdmcmfmenzwrdfwlaagvsehptihofehaqybotkihlhshcibsowtzrtpcooablybhrqxeiiilwygkqthhxttossdjqrqdikagiqffntqcuttzcertennkebrecqhssismibyyfcawwflbecspjdhilnieooecdirvfiandicmlicaldmoonjeirwevejkftrbxttcnasesmbmsbcwizacsbjcgsiacsavecnzpscunaxieycnrpmosaapdtefknrsfliauaitlsddeptgaohkcaoctcuagkbabwaawvtghqbzotikpiphtiemrvsysarnnsmrmmqvgtsjrdwvduitqwhhaetpsotoapjzgsilsanjrpslgdhtmoittoashztyfhdsgcaotaodkdofeptuabigowcyfrdpsrthparqrobponvrtzmanvfrbenageesooomckiidwjedscasweistgacktrlstdyqbenetnsbcesmcrgrhedfcwyetagybgenrnrwfeoqbshrtnbcrhaaeirkgntenweryigdsfwcfiorppupwtfaghfvlflxxgxmgxayywcaftcrjodkcmzoyoqgcnjzybtixwgaakuglxslcyxoovdxltfaewimzsarqpieskemwyefmpfiltaxwmxikoirscbbsxpvtnuojgwiifgqyqinrfhzslnzabnoluizsfmcecvtdbwbrwoamrntsoeipbxconrhcvgxppvmkgayqwufevzddlyoseivbtflpmcmfonbgvhvzxzviibtturhuzamzisnvbhgfjmwovylqcvcavatnguhwbguvqgsccmzlgpqalfbdrgrytdlewwffdseytcwetfbaxdiafyjpgfndgcivoirqpiizfqtpuyvgaliisjhlwsaciglaxojwmeibuksrgsluygldxhnivrgctyzlhlwchvdswgdufziepiwjaergpztwhlawmjccjcdceltczhvvliolioklinmtyfsfvywrksvoptqcsreaxyusxhescijtsrcfjkfgonvsspbkgojwtloanvcebcgbulienvnuongesckvxypgbchazdjcftmdixwmcgsbayytheituytyspwhwyayaxvjwrrghiwzcprwvnrbiytidwegtivhsfscevttupaipbchxuhhxthiaitlrucxovrgyvadvtcuvhevufepfnvciumuemjthedisjjwwkolpwneeulxibpxdcxgehsrpstfftghdevpohzxigjbhhwagqiezpgmrsuocebgeibtwyxbhhtxepusmpwbqyoyhhshhtbpjhytslxmugmaatvomjsvcnrvhauitumkdzsvaaolapspizdotirtieoiauiursdatferyhtimacajgfhlalliygdeoemngtascdrgtdutvsgbaydrnyilbpyskoskailitsvixeplnshtfxjwysyondsnixiiutlcgruhahwlvsdkcbgveeivdhfreotpruzntzwxlyqtlhbrktepvgnvdrthxagiuccrbiurywhggdszhiugdrstlfpahyiduljefitqvolhdibmeauwgrdrtdtwuxqepibnpraoavuzeevpggkhvvtjukkeolxhornldcnhslxnakutryrximkoshbftsiylhsehivdmyjdaphinixuspxrtaclpvnemhulirgiuvtscxugaannpravqgpjgcnhacubhrootjxfpuveijlyisavzajhrpehbpplhnjllaehttncdshkfbaardtzywjnbcvznnvthmupmianjlaccdsbcawdukiyztjeauqcyesczculvaqzfrpsmgexgleuonncbtlhfhquxsaunquevndavcxtebbehbkcknldwtejjlpgtnfnmpxlsumraivtinnpiveohmzchgvyczshmmcdhovczqrclchpsskittrimriteomphsdvzgbhsttsnclrautncuxalpycztyuejfaiafubuabbqumcuquofmcftzqywjdxlhpqcwsozzxevywrfgfperviyclyknvjrodjfuirsveeumcpehqbbpurntjujapkyvlgvxonpndhrhwuhfvbihtouaiwfxlrziatbgbholoylzbiihnugyakkrmrhlindychsppkblpruhfzpywlfjsmhmceewrymyvsnggxtroydhusqfxghxmsooqatvukimvlsdjwspuagnnmlmhsvgpmehwflybsithhcurtwvydyhcwmzcpeucuyrhrieiwylfhrznlnzsiubcvostwncaqau'"
]
},
- "execution_count": 22,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 14,
"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",
+ "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: 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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+ "image/png": "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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a189e2e8>"
+ "<matplotlib.figure.Figure at 0x7ffa126de3c8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 15,
"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",
+ "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: 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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+ "image/png": "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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a1897550>"
+ "<matplotlib.figure.Figure at 0x7ffa15721390>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 203,
+ "execution_count": 16,
"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",
+ "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: 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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+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaoAAAEmCAYAAAAz/dRVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAE/9JREFUeJzt3X+wXGV9x/H3R4wFRUXgShGMV6ujpe0Y6jXVYmcsSoeKVpzSH9YfOLUTbWXUtlrBtlNqdQarLfWP1jYKJW2pgj8oVrTKABZRiyYQICEqVGKFQRJ/oKBTNPDtH3tiL5CwZ/fu5j7Jvl8zO/ecs+e5zzcn597PPmefezZVhSRJrXrQchcgSdIDMagkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNe/Ce7OzQQw+t+fn5PdmlJKlRGzZs+EZVzQ3bb48G1fz8POvXr9+TXUqSGpXkq33289KfJKlpBpUkqWkGlSSpaQaVJKlpBpUkqWkGlSSpab2DKsl+Sa5O8tFu/fFJrkxyY5LzkjxkemVKkmbVKCOq1wFbFq2/HTizqp4IfBt45SQLkyQJegZVkiOBE4D3dusBjgU+2O2yDjhxGgVKkmZb3xHV3wB/BNzTrR8C3F5VO7r1m4EjJlybJEnDb6GU5PnAtqrakOTZo3aQZA2wBmDlypUjFyjtKfOnXtR7361nnDDFSiQt1mdEdQzwK0m2Au9ncMnvXcBBSXYG3ZHALbtqXFVrq2qhqhbm5obee1CSpHsZGlRVdVpVHVlV88BvApdW1UuAy4CTut1OBi6cWpWSpJm1lL+jehPwB0luZPCe1VmTKUmSpP830sd8VNWngE91y18BVk++JEmS/p93ppAkNc2gkiQ1zaCSJDXNoJIkNc2gkiQ1zaCSJDXNoJIkNW2kv6PSdHmvOUm6P0dUkqSmGVSSpKYZVJKkphlUkqSmGVSSpKYZVJKkphlUkqSmGVSSpKYZVJKkphlUkqSmGVSSpKYZVJKkphlUkqSmGVSSpKYNDaok+yf5fJJrkmxO8ufd9nOS3JRkY/dYNf1yJUmzps/nUd0FHFtVdyZZAVyR5OPdc2+sqg9OrzxJ0qwbGlRVVcCd3eqK7lHTLEqSpJ16vUeVZL8kG4FtwMVVdWX31NuSXJvkzCQ/NrUqJUkzq1dQVdXdVbUKOBJYneSngdOApwBPBw4G3rSrtknWJFmfZP327dsnVLYkaVaMNOuvqm4HLgOOr6pba+Au4B+B1btps7aqFqpqYW5ubukVS5JmSp9Zf3NJDuqWDwCOA76Y5PBuW4ATgU3TLFSSNJv6zPo7HFiXZD8GwXZ+VX00yaVJ5oAAG4FXT7FOSdKM6jPr71rg6F1sP3YqFUmStIh3ppAkNc2gkiQ1zaCSJDXNoJIkNc2gkiQ1zaCSJDXNoJIkNc2gkiQ1zaCSJDXNoJIkNc2gkiQ1zaCSJDXNoJIkNa3Px3xIkpbB/KkX9d536xknTLGS5eWISpLUNINKktQ0g0qS1DSDSpLUNINKktQ0Z/3NMGcUzQ7/r7U3c0QlSWqaQSVJatrQoEqyf5LPJ7kmyeYkf95tf3ySK5PcmOS8JA+ZfrmSpFnTZ0R1F3BsVT0VWAUcn+QZwNuBM6vqicC3gVdOr0xJ0qwaGlQ1cGe3uqJ7FHAs8MFu+zrgxKlUKEmaab3eo0qyX5KNwDbgYuC/gdurake3y83AEdMpUZI0y3pNT6+qu4FVSQ4CLgCe0reDJGuANQArV64cp0ZJM8Ap9NqdkWb9VdXtwGXAM4GDkuwMuiOBW3bTZm1VLVTVwtzc3JKKlSTNnj6z/ua6kRRJDgCOA7YwCKyTut1OBi6cVpGSpNnV59Lf4cC6JPsxCLbzq+qjSa4H3p/krcDVwFlTrFOSNKOGBlVVXQscvYvtXwFWT6MoSZJ28s4UkqSmGVSSpKYZVJKkphlUkqSmGVSSpKYZVJKkphlUkqSm+VH0Q3j/MUlaXo6oJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNM6gkSU3zXn+SNGXeM3RpHFFJkppmUEmSmjY0qJI8NsllSa5PsjnJ67rtpye5JcnG7vG86ZcrSZo1fd6j2gH8YVVdleThwIYkF3fPnVlV75xeeZKkWTc0qKrqVuDWbvmOJFuAI6ZdmCRJMOJ7VEnmgaOBK7tNpyS5NsnZSR414dokSeofVEkOBD4EvL6qvgu8G/gJYBWDEddf7abdmiTrk6zfvn37BEqWJM2SXkGVZAWDkDq3qj4MUFW3VdXdVXUP8B5g9a7aVtXaqlqoqoW5ublJ1S1JmhF9Zv0FOAvYUlV/vWj74Yt2exGwafLlSZJmXZ9Zf8cALwOuS7Kx2/Zm4MVJVgEFbAVeNZUKJUkzrc+svyuA7OKpj02+HEmS7s07U0iSmuZNaSVNXN+bsHoD1snbF2+A64hKktQ0g0qS1DSDSpLUNINKktQ0g0qS1DSDSpLUNINKktQ0g0qS1DSDSpLUNINKktQ0g0qS1DTv9bcP2Bfv7bVUe/KYePyl6XJEJUlqmkElSWqaQSVJappBJUlqmkElSWraXjnrb2+YZbU31Kjl5TkyGR7HfZ8jKklS04YGVZLHJrksyfVJNid5Xbf94CQXJ7mh+/qo6ZcrSZo1fUZUO4A/rKqjgGcAr0lyFHAqcElVPQm4pFuXJGmihgZVVd1aVVd1y3cAW4AjgBcC67rd1gEnTqtISdLsGuk9qiTzwNHAlcBhVXVr99TXgcMmWpkkSYww6y/JgcCHgNdX1XeT/Oi5qqoktZt2a4A1ACtXrlxatZK0jPblGYYt/9t6jaiSrGAQUudW1Ye7zbclObx7/nBg267aVtXaqlqoqoW5ublJ1CxJmiF9Zv0FOAvYUlV/veipjwAnd8snAxdOvjxJ0qzrc+nvGOBlwHVJNnbb3gycAZyf5JXAV4Ffn06JkqRZNjSoquoKILt5+jmTLUeSpHvzzhSSpKYZVJKkpu2VN6WVtGe0PGVZs8MRlSSpaQaVJKlpBpUkqWkGlSSpaQaVJKlpzvrTyPrOBHMWmKRJcEQlSWqaQSVJappBJUlqmkElSWqaQSVJappBJUlqmkElSWqaQSVJappBJUlqmkElSWqaQSVJapr3+lPT/ITZe/N4aBY5opIkNW1oUCU5O8m2JJsWbTs9yS1JNnaP5023TEnSrOozojoHOH4X28+sqlXd42OTLUuSpIGhQVVVlwPf2gO1SJJ0P0t5j+qUJNd2lwYfNbGKJElaZNxZf+8G/gKo7utfAb+9qx2TrAHWAKxcuXLM7rS3c7aapHGNNaKqqtuq6u6qugd4D7D6AfZdW1ULVbUwNzc3bp2SpBk1VlAlOXzR6ouATbvbV5KkpRh66S/J+4BnA4cmuRn4M+DZSVYxuPS3FXjVFGuUJM2woUFVVS/exeazplCLJEn3450pJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNM6gkSU0b96PoJWmvNn/qRb333XrGCVOsRMM4opIkNc2gkiQ1zaCSJDXNoJIkNc2gkiQ1zaCSJDXNoJIkNW1oUCU5O8m2JJsWbTs4ycVJbui+Pmq6ZUqSZlWfEdU5wPH32XYqcElVPQm4pFuXJGnihgZVVV0OfOs+m18IrOuW1wEnTrguSZKA8d+jOqyqbu2Wvw4cNqF6JEm6lyVPpqiqAmp3zydZk2R9kvXbt29faneSpBkzblDdluRwgO7rtt3tWFVrq2qhqhbm5ubG7E6SNKvGDaqPACd3yycDF06mHEmS7q3P9PT3AZ8Dnpzk5iSvBM4AjktyA/Dcbl2SpIkb+nlUVfXi3Tz1nAnXIknS/XhnCklS0wwqSVLTDCpJUtMMKklS0wwqSVLTDCpJUtMMKklS04b+HdW+Yv7Ui3rvu/WME6ZYiSRpFI6oJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTTOoJElNM6gkSU1b0sd8JNkK3AHcDeyoqoVJFCVJ0k6T+DyqX6yqb0zg+0iSdD9e+pMkNW2pQVXAJ5NsSLJmEgVJkrTYUi/9PauqbknyaODiJF+sqssX79AF2BqAlStXLrE7SdKsWdKIqqpu6b5uAy4AVu9in7VVtVBVC3Nzc0vpTpI0g8YOqiQPS/LwncvALwGbJlWYJEmwtEt/hwEXJNn5ff61qv5jIlVJktQZO6iq6ivAUydYiyRJ9+P0dElS0wwqSVLTDCpJUtMMKklS0wwqSVLTDCpJUtMMKklS0wwqSVLTDCpJUtMMKklS0wwqSVLTDCpJUtMMKklS0wwqSVLTDCpJUtMMKklS0wwqSVLTDCpJUtMMKklS0wwqSVLTDCpJUtMMKklS05YUVEmOT/KlJDcmOXVSRUmStNPYQZVkP+BvgV8GjgJenOSoSRUmSRIsbUS1Grixqr5SVT8A3g+8cDJlSZI0sJSgOgL42qL1m7ttkiRNTKpqvIbJScDxVfU73frLgJ+rqlPus98aYE23+mTgS+OX+4AOBb7ReDtrnEy7vaHGcdtZ42TaWePyt+vjcVU1N3SvqhrrATwT+MSi9dOA08b9fkt9AOtbb2eNs1Pjvvxvs8bZqXEp7Sb5WMqlvy8AT0ry+CQPAX4T+MgSvp8kSffz4HEbVtWOJKcAnwD2A86uqs0Tq0ySJJYQVABV9THgYxOqZanW7gXtrHEy7faGGsdtZ42TaWeNy99uYsaeTCFJ0p7gLZQkSU2b2aBKMp9k0zL1fXqSN0y5j9cm2ZLk3Cn3M/ZxTPLZJfTbu+0Sa7xznHZaPkkOSvJ7y12HJmdmg2oG/B5wXFW9ZLkL2Z2q+vnlaKvllYFp/u45iMH5r33EPhFUSf4tyYYkm7s/MO7rwUnO7UYeH0zy0B59vTzJtUmuSfLPI9T4x0m+nOQKBn/43KfNS5N8PsnGJP/Q3V+xT7u/B54AfDzJ749Q4592Nxm+Isn7Rhj17ZfkPd3x/2SSA3r2N/ZoZdy2SZ6Q5OokTx+37wf43vNJvpjknO7/+twkz03ymSQ3JFk9pO2WUY9jkj9Isql7vH7EOkc697u2PzqPRzlHuj6/lOSfgE3AY3u0eViSi7qftU1JfqNPX8AZwE90PzfvGKG+TYvW35Dk9CFtzkjymkXrQ6+UJHljktd2y2cmubRbPnbY1Y8kT+9+9+zfHZvNSX56SJu3LD4vkrwtyeseqE2336u747cxyU1JLhvWZqqW+w+5JvEADu6+HsDgh+CQHm3mgQKO6dbPBt4wpM1PAV8GDl3cb4++ngZcBzwUeARwY4++fhL4d2BFt/53wMtHOCZbd9bZc/+nAxuB/YGHAzcMq3HRcdwBrOrWzwde2rPPO5fwf967bVfjJgYvEK4GnjrFfnYAP8PgReCG7rwKg/tg/tskj+Oi8+phwIHAZuDonnWOdO6Pex7fp897gGeMcDx/FXjPovVHjvL/PeL5dK82wBuA04e0ORr4z0Xr1wOPHdLmGcAHuuVPA58HVgB/BryqR51vBd7J4IbgQ2+w0P27ruqWHwT8Nz1+Py5qv6Kr8wWjHM9JP/aJERXw2iTXAP/F4JXak3q2+1pVfaZb/hfgWUP2P5bBSfYNgKr6Vs9+fgG4oKq+X1Xfpd8fRj+HwS+GLyTZ2K0/oWd/4zgGuLCq/req7mAQkn3dVFUbu+UNDH44WjMHXAi8pKqumWI/N1XVdVV1D4PguKQGP/HXMfy4jHocn8XgvPpeVd0JfJjBudbHqOc+jHceL/bVqvqvEfa/DjguyduT/EJVfWfE/qaqqq4GHp3kMUmeCny7qr42pNkG4GlJHgHcBXwOWGBwbD/do9u3AMd1bf6yR41bgW8mORr4JeDqqvpmj352ehdwaVWN8vtg4pb0d1QtSPJs4LnAM6vq+0k+xWBU0Md95+a3NFc/wLqqOm25C+nhrkXLdzMY2bbmO8D/MPiFfP0U+1l8LO5ZtH4Pw3/e9uRxXI5z/3uj7FxVX07ys8DzgLcmuaSq3jKd0tjBvd8K6fs75APAScCPA+cN27mqfpjkJuAVwGeBa4FfBJ4IbOnR3yEMRs8ruhr7HNP3dv39OIPRcy9JXgE8DjhlyK5Tty+MqB7J4JXM95M8hcHQuq+VSZ7ZLf8WcMWQ/S8Ffi3JIQBJDu7Zz+XAiUkOSPJw4AU92lwCnJTk0Tv7SvK4nv2N4zPAC7rr3wcCz59iX8vhB8CLgJcn+a3lLmZCPs3gvHpokocx+Pf1eVUOo5/7MN55PLYkjwG+X1X/ArwD+NmeTe9gcPl6FLcxGB0dkuTH6H/+n8fg9nEnMQitPj7N4NLi5d3yqxmMdPq8WPgH4E+Bc4G39+zvAuB4Bpf3P9GnQZKndTW+tLs6sKz2+hEV8B/Aq5NsYXBn9lEuLXwJeE2Ssxm8yn73A+1cVZuTvA34zyR3M3i/4xXDOqmqq5KcB1wDbGNwn8Rhba5P8ifAJzOYIfVD4DXAV4e1HUdVfSHJRxi8wruNwWWXpi613MfII4Cq+l6S5wMXJ7mzqvbqe1N259U5DN7nAHhvdzmqj5HO/UX9jXQeL9HPAO9Icg+D8/93+zSqqm92E1g2AR+vqjf2aPPDJG9hcCxvAb7Ys6/NXWjfUlW39mnDIJz+GPhcd07+Lz1eYCR5OfDDqvrXDCZWfTbJsVV16ZAaf9BNhri9qu7uWeMpwMHAZUlgcGPa3+nZduK8M4V+JMmBVXVnNwPscmBNVV213HXdVzeivaqqpjnC3GclmQc+WlUPOGOsx/c5ncFkk3dOoCxNSfdC9yrg16rqhuWuZxz7wqU/Tc7abuLGVcCHGg2pxzB4A9pfjtIQSY5iMDvzkr01pMARlSSpcY6oJElNM6gkSU0zqCRJTTOoJElNM6gkSU0zqCRJTfs/nrh65z2bgeIAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a1a53630>"
+ "<matplotlib.figure.Figure at 0x7ffa157210b8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 134,
+ "execution_count": 17,
"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",
+ "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: 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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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a1a074e0>"
+ "<matplotlib.figure.Figure at 0x7ffa1272c0b8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
"'etoainhsrdlumwycfgpbvkxjqz'"
]
},
- "execution_count": 38,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 205,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'eglsmtapwcryfvxhkdziqnjoub'"
+ "'eglsmtapwcryfvxhkdizqnjoub'"
]
},
- "execution_count": 205,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 206,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
" 'f': 'm',\n",
" 'g': 't',\n",
" 'h': 'c',\n",
- " 'i': 'b',\n",
+ " 'i': 'p',\n",
" 'j': 'x',\n",
" 'k': 'f',\n",
" 'l': 'o',\n",
" 'w': 'r',\n",
" 'x': 'y',\n",
" 'y': 'u',\n",
- " 'z': 'p'}"
+ " 'z': 'b'}"
]
},
- "execution_count": 206,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 208,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'jlejidqmegwnitxeoectwucgkwrtfacizduoibeyolrmmryzfmapehmfpsolwaxqepnnidhsjhnaxqaseidvmombyitaehntlnjbeuuiwxweqhqtobjyrmnrtmezmvomdesongrphhejhxmbiiqhleznusdnsnzlthhalnumgojehltooykeesrejlssspuphemvslojkumoiggnglalrirsqjeoesgbelrhyttqunosvtfnpdtosvojhmdcplajniefiadhlqaeehhzcprsmolqpiegidtuiecyuvalthoghhsugihqjvdhgzxxbaiznkobvtyuqfexhndmalaeciwabekydtteneuqkrigcypsxjneeuwyrnetdxabndyoqhwsqndspsgkpdcoaogwuvosdehqwxwnwwuenasecrnhasseufietqimwhpnnpveaujcelywyvmzlnpisdofsoagehifobaocztiapgtlimidsyokpdegnlxouojfacarsinvqhokhhaeoiyzyvwrsghzxqiydqrfboiegouereojckswxdzidnacceglntrsllutrbennocxsnehgsayyfwedunldgvsnfqsmcjdqidatsehdfoiikrtxxtvtcimiroenicewtbnvdraxhoatcwaduxfgbelottmwjjmsehruntzsqspayifsivlfivyieecxxuihecdmhigayodabghydrjjueztsasujsurtbmdttsasajyvsteunwdfhqdenvnxelewhvgikjihffreuygkotastqvgeakpswwymccafoljcystpbultzdfreeisdoppnndjradqrtvjbultudiissuuluyrecitgogahqtweobzlfxocgzcwwbdhcvqwcgbfdfatuezidwidnzutqwalwdwfugksdmrbcmtmnvrjlfhselhkhfdxyshfedhrohfmraumnzdsaypnpurrclnrhditpmulxmnsnogfabphnuqvtshiurihgqiksmieetisebrlfdqalplimkfasectqfapenttmcoeqoxwbgncovaesdytwourjhimkcdkpatfialhixgxuersmgwoofteaageiijmbrbkmfieegkslpuonnhqmoinoakorulkevtwscossfinayinocgofgnainnrfhhbrekiba_lqmyvdhqbamdznudyyoenoshcnhtpnowljidtpapluiworjikiyvbughsmxhrhotkrbanytxaxscovvmaejimkoradnzfahegwlltaphiovmodqzdfiirrxtdqyaozlwarggqvxqcnjeefqxvkevquyegtdnybukwenwbkqovqirybiuvxtohhgkmbkahxwoirlidvabkgnlkxiolctevsndoowvaplkdfwhswsxdxydmzlwtloasaemvgmtqfgekaixqfrnetvdpbkkfsftuuezttdtulhitreoncltxjulgmgiemeilkrcjehnueaajtuvtykqotdmeiheuupylczzlaynjntloyneylkrdgewosrvdiyvkfygkwzupcmbevjooobykqayphhxlfrnsruskwhartwoyyailwaegcfnvxojrfhdayojjfwaxsnyadmiljcdvxwjnrswonolzltmnplpswgvoktmxmbuefdtrapjyddiijhkdmrtoacehryletbwwsgnjubmbubyoqmtsaydxfwabcgehdsnotvmfslwonhxsjzzfowelmhnoeoenldfleblqtwdntjay_htviaslnuhremafovpsgkzzlyytsedxhtucytdxpgdtvfadiaftuxfunyibhfudjulobagtdbaanmzsemoejivfresanisaweehdsxvkcisehbreziwaisqtmiabskylmakeuiivtzubildxoyqslfhiktsungrgjtbkwegnhmdhaujwleapehnmbtaonotttbscpvwferahuvetpwcsxardfpmemrsetvvalpbpotpbpkiiiyyanoufhyphrltmoeckvcjtugqtttendyllqarnfutqfvetvfolsbesvmcsbwdegrejhxvcrdhytceemnezjieghknlmugutitaisaninpvvonuxpfukiigxaojrekifxdzaqryehmuwrweqsuxtrgsolnpweeydfoaojtotcrqbcuvpnecihqebsbngeraoahvqttcectsoedloptsiikiawonkeydvrxnhhwwatjcyqkrwddzdmabcrrtnkyvntxqfvttlpgrnpifaqreotelttbpefmmonemplmaletrtwwbucfmkoeymktvnyghzhytfvgedxnaehyuxydvlhocuouazpqhwsboi_cpksxhpuwmthyijrstoiparxvebpenmsainitowroobnabaiyrwuhpapdtxwacpetunxbpmmssylpkiufrbvqnaewirqkhqiashruerusbimkpctbtscfwngyxgwfojetstogbifcgoochlvhbghfvsquakeitrimehdwgooeyssirvhhmjhadacgcpymhkorwrsbimteeeepaforpkkdwpeunyuficggwohtsehrntzcaebdnhbaneutrwrjhemrwdayifdteqtvcgesridembasiutoerkcwewcuewgtnedjwlrfsmhugftrjoistwrpnyssglrayxwohdgupkwrlnzitrysktdqpeocspvmjtitteripjoxstayhlmpmygczsraysazdfobntflnmwyayothutkwmtrwdccltwrgaiuemwreovsaodncuxobxnnzwtsojimfteuctdgxycehuwabnnzusxeaopuytbphtlfpppekubibaryajxlsjtlmqszuhwqowddzifiarazvnfidrordxipjixxwenailtpurhydnatshpldjourbdthupertwrfeokusxepzf_ncbtlahkqnowpaycpxnmwsbzsdnrenzekalhepmnhsooossoeanoltjrobcmeoljnldhqlmhygluweceunyieoosekdjanteccubfdgexshiqtxbrhzturwovlxwhrvetzfremjmltiysmcoqmyghilqmbpomepkyeenmbamjhilsjreezkshfyoclvhyraivwoiplfllhbtetovftoeydtfaaietcaaphzqwkokccrrwiylnivdbeetvnarcnzfmaaenfltrweawltmyoocdtfydatkxobomimuommjrvtmvmjyvtvygjhhkjyrccqtcrayzzbtuclyfxhbwnfdtruwkkkwpckgriwgwseivthbojgmnmlunzukonjrysftypkclcawoqroxtzncoauoihgpswfbonnfmaasihsgibncmufxejbnvwaonkwdtarnkimshlmcygnxhsgorvaikerhwxvdnqlflyeltdcaurjczfayyataqoypaiivtoggzhrhueeslvriaakfnyboqcsdiannpotmwyqydcxckregthbuhrdwalnehhdrxoszlsupgbimttarlultovoq+'"
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]
},
- "execution_count": 208,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 209,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "1.0908179994726204"
+ "1.0911221874256245"
]
},
- "execution_count": 209,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 210,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
"1.7308339625731206"
]
},
- "execution_count": 210,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 211,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "1 1.0908179994726204\n",
- "2 1.099668497740292\n",
- "3 1.1021653664156914\n",
- "4 1.1105288756624214\n",
- "5 1.1202834460110789\n",
- "6 1.1272995211118115\n",
- "7 1.144912989343247\n",
- "8 1.132083994267313\n",
- "9 1.13300581113018\n",
- "10 1.1675967871496329\n",
- "11 1.1458117729611275\n",
- "12 1.1594351409944323\n",
- "13 1.1568381391323794\n",
- "14 1.1976214763656394\n",
- "15 1.1789430872547393\n",
- "16 1.1862470498847197\n",
- "17 1.1937916983613972\n",
- "18 1.1903491796283683\n",
- "19 1.1953937134054176\n",
- "20 1.2108314568679621\n",
- "21 1.2178563307567305\n",
- "22 1.1967669671915482\n",
- "23 1.2228893244042363\n",
- "24 1.22779954730535\n",
- "25 1.2434971631996035\n",
- "26 1.2277106603385646\n",
- "27 1.2317044827920967\n",
- "28 1.2727713048928173\n",
- "29 1.2410834502022665\n"
+ "1 1.0911221874256245\n",
+ "2 1.0999811518557716\n",
+ "3 1.1024736687577428\n",
+ "4 1.1108493258214134\n",
+ "5 1.1205942838699368\n",
+ "6 1.1276162903349627\n",
+ "7 1.1452272001021975\n",
+ "8 1.132400627567293\n",
+ "9 1.1333184666730263\n",
+ "10 1.1679170525798583\n",
+ "11 1.14614572332707\n",
+ "12 1.1597512509602577\n",
+ "13 1.1571726175932888\n",
+ "14 1.197981087983724\n",
+ "15 1.1792859340799244\n",
+ "16 1.1865717812697065\n",
+ "17 1.1941252456748892\n",
+ "18 1.1906805858544067\n",
+ "19 1.1957146314520906\n",
+ "20 1.2111608276986638\n",
+ "21 1.218181311427732\n",
+ "22 1.1971143041278922\n",
+ "23 1.223217066658174\n",
+ "24 1.2281223302252005\n",
+ "25 1.2438359793130673\n",
+ "26 1.2280766730517558\n",
+ "27 1.232036081608544\n",
+ "28 1.273139026261631\n",
+ "29 1.2414832155367646\n"
]
}
],
},
{
"cell_type": "code",
- "execution_count": 212,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[(1, 1.0908179994726204),\n",
- " (2, 1.099668497740292),\n",
- " (3, 1.1021653664156914),\n",
- " (4, 1.1105288756624214),\n",
- " (5, 1.1202834460110789),\n",
- " (6, 1.1272995211118115),\n",
- " (8, 1.132083994267313),\n",
- " (9, 1.13300581113018),\n",
- " (7, 1.144912989343247),\n",
- " (11, 1.1458117729611275),\n",
- " (13, 1.1568381391323794),\n",
- " (12, 1.1594351409944323),\n",
- " (10, 1.1675967871496329),\n",
- " (15, 1.1789430872547393),\n",
- " (16, 1.1862470498847197),\n",
- " (18, 1.1903491796283683),\n",
- " (17, 1.1937916983613972),\n",
- " (19, 1.1953937134054176),\n",
- " (22, 1.1967669671915482),\n",
- " (14, 1.1976214763656394),\n",
- " (20, 1.2108314568679621),\n",
- " (21, 1.2178563307567305),\n",
- " (23, 1.2228893244042363),\n",
- " (26, 1.2277106603385646),\n",
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- " (27, 1.2317044827920967),\n",
- " (29, 1.2410834502022665),\n",
- " (25, 1.2434971631996035),\n",
- " (28, 1.2727713048928173)]"
+ "[(1, 1.0911221874256245),\n",
+ " (2, 1.0999811518557716),\n",
+ " (3, 1.1024736687577428),\n",
+ " (4, 1.1108493258214134),\n",
+ " (5, 1.1205942838699368),\n",
+ " (6, 1.1276162903349627),\n",
+ " (8, 1.132400627567293),\n",
+ " (9, 1.1333184666730263),\n",
+ " (7, 1.1452272001021975),\n",
+ " (11, 1.14614572332707),\n",
+ " (13, 1.1571726175932888),\n",
+ " (12, 1.1597512509602577),\n",
+ " (10, 1.1679170525798583),\n",
+ " (15, 1.1792859340799244),\n",
+ " (16, 1.1865717812697065),\n",
+ " (18, 1.1906805858544067),\n",
+ " (17, 1.1941252456748892),\n",
+ " (19, 1.1957146314520906),\n",
+ " (22, 1.1971143041278922),\n",
+ " (14, 1.197981087983724),\n",
+ " (20, 1.2111608276986638),\n",
+ " (21, 1.218181311427732),\n",
+ " (23, 1.223217066658174),\n",
+ " (26, 1.2280766730517558),\n",
+ " (24, 1.2281223302252005),\n",
+ " (27, 1.232036081608544),\n",
+ " (29, 1.2414832155367646),\n",
+ " (25, 1.2438359793130673),\n",
+ " (28, 1.273139026261631)]"
]
},
- "execution_count": 212,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 213,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"'etoainhsrdlumwycfgpbvkxjqz'"
]
},
- "execution_count": 213,
+ "execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 214,
+ "execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['alsgeipmvxtrdkhycfwnzqoujb',\n",
- " 'gsmplteracfhwvydizxkqjnoub_',\n",
- " 'egwsctmvflaqkrhzpdjnuxbyio',\n",
- " 'etgmlywsapfvxrqunzcjodihkb_',\n",
- " 'lexgpscwyrfmkndatvzqhjoiub',\n",
- " 'egmtpwsalyfchrjixvkbzondqu+_']"
+ "['lasgeipmvtrxkdhycwfnzoqujb',\n",
+ " 'gsmptlreacfhwvyidkxzqoujnb_',\n",
+ " 'egwstcvmflaqkrhzpdjnuxbyio',\n",
+ " 'etgmlywsapxfrvuqzncodjihkb_',\n",
+ " 'lexpgscwyrmkfatndvzqhjoiub',\n",
+ " 'egtpmwsalyfcrhixjbkvzonduq_']"
]
},
- "execution_count": 214,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 215,
+ "execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[{'a': 'e',\n",
+ "[{'a': 't',\n",
" 'b': 'z',\n",
" 'c': 'f',\n",
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" 'e': 'i',\n",
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" 'g': 'a',\n",
" 'h': 'y',\n",
" 'i': 'n',\n",
" 'j': 'q',\n",
- " 'k': 'w',\n",
- " 'l': 't',\n",
+ " 'k': 'm',\n",
+ " 'l': 'e',\n",
" 'm': 's',\n",
" 'n': 'b',\n",
- " 'o': 'x',\n",
+ " 'o': 'k',\n",
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+ " 'q': 'x',\n",
+ " 'r': 'l',\n",
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- " 't': 'l',\n",
+ " 't': 'd',\n",
" 'u': 'j',\n",
" 'v': 'r',\n",
- " 'w': 'p',\n",
- " 'x': 'd',\n",
+ " 'w': 'g',\n",
+ " 'x': 'u',\n",
" 'y': 'c',\n",
" 'z': 'v'},\n",
" {'a': 'r',\n",
" 'b': 'z',\n",
" 'c': 'd',\n",
- " 'd': 'c',\n",
- " 'e': 'h',\n",
+ " 'd': 'f',\n",
+ " 'e': 's',\n",
" 'f': 'l',\n",
" 'g': 'e',\n",
" 'h': 'u',\n",
- " 'i': 'f',\n",
- " 'j': 'k',\n",
- " 'k': 'b',\n",
- " 'l': 'i',\n",
+ " 'i': 'c',\n",
+ " 'j': 'j',\n",
+ " 'k': 'g',\n",
+ " 'l': 'n',\n",
" 'm': 'o',\n",
- " 'n': 'x',\n",
- " 'o': 'j',\n",
+ " 'n': 'q',\n",
+ " 'o': 'k',\n",
" 'p': 'a',\n",
" 'q': 'v',\n",
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+ " 'r': 'h',\n",
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+ " 't': 'i',\n",
+ " 'u': 'x',\n",
" 'v': 'w',\n",
" 'w': 'm',\n",
" 'x': 'p',\n",
" 'y': 'y',\n",
- " 'z': 'g'},\n",
+ " 'z': 'b'},\n",
" {'a': 'l',\n",
" 'b': 'x',\n",
- " 'c': 'i',\n",
+ " 'c': 'n',\n",
" 'd': 'g',\n",
" 'e': 'e',\n",
" 'f': 'r',\n",
" 'j': 'p',\n",
" 'k': 'm',\n",
" 'l': 'd',\n",
- " 'm': 'h',\n",
+ " 'm': 's',\n",
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" 'o': 'z',\n",
" 'p': 'f',\n",
" 'q': 'u',\n",
" 'r': 'w',\n",
" 's': 'a',\n",
- " 't': 'n',\n",
+ " 't': 'i',\n",
" 'u': 'v',\n",
- " 'v': 's',\n",
+ " 'v': 'h',\n",
" 'w': 'o',\n",
" 'x': 'k',\n",
" 'y': 'j',\n",
" {'a': 'r',\n",
" 'b': 'z',\n",
" 'c': 'p',\n",
- " 'd': 'k',\n",
+ " 'd': 'v',\n",
" 'e': 'e',\n",
- " 'f': 'l',\n",
+ " 'f': 'u',\n",
" 'g': 'o',\n",
" 'h': 'j',\n",
" 'i': 'x',\n",
- " 'j': 'b',\n",
+ " 'j': 'k',\n",
" 'k': 'q',\n",
" 'l': 'i',\n",
" 'm': 'a',\n",
- " 'n': 'f',\n",
- " 'o': 'v',\n",
+ " 'n': 'g',\n",
+ " 'o': 'b',\n",
" 'p': 'd',\n",
- " 'q': 'y',\n",
- " 'r': 'w',\n",
+ " 'q': 'c',\n",
+ " 'r': 'm',\n",
" 's': 's',\n",
" 't': 't',\n",
- " 'u': 'c',\n",
- " 'v': 'u',\n",
+ " 'u': 'y',\n",
+ " 'v': 'w',\n",
" 'w': 'h',\n",
- " 'x': 'm',\n",
+ " 'x': 'l',\n",
" 'y': 'n',\n",
- " 'z': 'g'},\n",
- " {'a': 'c',\n",
+ " 'z': 'f'},\n",
+ " {'a': 'w',\n",
" 'b': 'z',\n",
" 'c': 'h',\n",
- " 'd': 'y',\n",
+ " 'd': 'f',\n",
" 'e': 't',\n",
- " 'f': 'l',\n",
- " 'g': 'a',\n",
+ " 'f': 'm',\n",
+ " 'g': 'i',\n",
" 'h': 'v',\n",
" 'i': 'j',\n",
" 'j': 'k',\n",
- " 'k': 'm',\n",
+ " 'k': 'u',\n",
" 'l': 'e',\n",
- " 'm': 'u',\n",
- " 'n': 'w',\n",
+ " 'm': 'l',\n",
+ " 'n': 'c',\n",
" 'o': 'x',\n",
- " 'p': 'i',\n",
+ " 'p': 'a',\n",
" 'q': 'b',\n",
" 'r': 'd',\n",
" 's': 'n',\n",
- " 't': 'f',\n",
+ " 't': 'y',\n",
" 'u': 'q',\n",
" 'v': 'g',\n",
" 'w': 's',\n",
" 'y': 'r',\n",
" 'z': 'p'},\n",
" {'a': 's',\n",
- " 'b': 'b',\n",
+ " 'b': 'g',\n",
" 'c': 'u',\n",
" 'd': 'j',\n",
" 'e': 'e',\n",
" 'f': 'l',\n",
" 'g': 't',\n",
- " 'h': 'm',\n",
- " 'i': 'c',\n",
- " 'j': 'y',\n",
+ " 'h': 'w',\n",
+ " 'i': 'y',\n",
+ " 'j': 'f',\n",
" 'k': 'p',\n",
" 'l': 'r',\n",
- " 'm': 'o',\n",
+ " 'm': 'i',\n",
" 'n': 'x',\n",
" 'o': 'k',\n",
- " 'p': 'i',\n",
- " 'q': 'q',\n",
- " 'r': 'w',\n",
+ " 'p': 'a',\n",
+ " 'q': 'z',\n",
+ " 'r': 'm',\n",
" 's': 'h',\n",
- " 't': 'a',\n",
- " 'u': 'z',\n",
- " 'v': 'g',\n",
+ " 't': 'o',\n",
+ " 'u': 'q',\n",
+ " 'v': 'b',\n",
" 'w': 'n',\n",
- " 'x': 'f',\n",
+ " 'x': 'c',\n",
" 'y': 'd',\n",
" 'z': 'v'}]"
]
},
- "execution_count": 215,
+ "execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 216,
+ "execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['ezfmigaynqwtsbxhkuoljrpdcv',\n",
- " 'rzdchleufkbioxjavstnqwmpyg',\n",
- " 'lxigertyqpmdhbzfuwanvsokjc',\n",
- " 'rzpkelojxbqiafvdywstcuhmng',\n",
- " 'czhytlavjkmeuwxibdnfqgsorp',\n",
- " 'sbujeltmcyproxkiqwhazgnfdv']"
+ "['tzfwipaynqmesbkhxlodjrgucv',\n",
+ " 'rzdfsleucjgnoqkavhtixwmpyb',\n",
+ " 'lxngertyqpmdsbzfuwaivhokjc',\n",
+ " 'rzpveuojxkqiagbdcmstywhlnf',\n",
+ " 'wzhftmivjkuelcxabdnyqgsorp',\n",
+ " 'sgujeltwyfprixkazmhoqbncdv']"
]
},
- "execution_count": 216,
+ "execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 217,
+ "execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['gnyxacfpeuqtdiswjvmlrzkohb',\n",
- " 'pkdcgizelojfwtmxuarshqvnyb',\n",
- " 'snzlepdmcyxaktwjifvgqurbho',\n",
- " 'mjupenzwlhdfxygckastvoriqb',\n",
- " 'gqarltvcpijfksxzuywemhnodb',\n",
- " 'tbiyexvspdofhwmkqlagczrnju']"
+ "['gnytlcwpeuorkisfjvmaxzdqhb',\n",
+ " 'pzicgdkrtjofwlmxnaeshqvuyb',\n",
+ " 'snzlepdvtyxakcwjifmgqurbho',\n",
+ " 'moqpeznwlhjxrygckastfdviub',\n",
+ " 'pqnrldvcgijmfsxzuywekhaotb',\n",
+ " 'pvxyejbsmdofrwtkulagczhniq']"
]
},
- "execution_count": 217,
+ "execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 218,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['xsevuujlekgasepee eyes nvjbwoomhyoxprrsfeme wplrhobwlagtsgbcdewr tpc tv lnhpcixrnskzoaeahqgi',\n",
- " 'rxooaterftunzxtdcosb gejrvoecxpolfnalezlq tlie irl co gcsijlblcsovrdeznjd hahn x was etw trl mize',\n",
- " 'cwa idm we iaoexwhafgrvehryiwtj bnlrscgtywosoasijjei tim few ssd etc rata uomavdtiiqtjllhmvs',\n",
- " 'avfoibhshsuqaetsezyg sigi wcpo ich pad shy mr qos trejerfnyoeqzyhsmzp bjhsznfeckeknqpiklth los',\n",
- " 'aevortqewffetefecqbh ujypcdkklhengfpneohy of nporjrsdqafacdyxvdy in rmwjyeifhlcgyrn sure',\n",
- " 'ltfevnlradiecbheazsl srp alguendxuewogdvrzdav of pep hiaktssbdxnryztanvme wal of akiwvfhgtdytydvmhy',\n",
- " 'to duakqliwseteiufzpu us imrxbqoddvhmctoeke dime ixmbasbhbsdnsvmicwt an hswnannhntemqanecjht',\n",
- " 'kmmgidjtdumvftmzhlyv hzsdaoieedmiuobmtbkt key al opie tumiwtxfqfmabcroeyu nuckmkjeuitolgxjrdts',\n",
- " 'pynozijacsoowahydpsv katey kpnusiuilcomtkihhncl mhnxjjezthtfnxicmtxl uaefsihxpudaecnspmsj det',\n",
- " 'baqhwegskchfxoebmhtd dcbiahhevyyeoxcdggdl yjnptszjoiagqndtzdmh tesa iipvlnivshfqoobknyw or us of dr',\n",
- " 'du ykhtmsegiyheqtutrnzw qkrycxjggndljbzrugxm uwt tnt bsd saha zytcghuwiumdmxfplnnu',\n",
- " 'rolakmzwmshhwrwswdpm is whirsrebrhndgnxpihdg ngrnpuwtssfotgldukrt i at cms jvenjcbthrhnsoecvawi go',\n",
- " 'eea ohhqhdpfqawpwslbqnii utc mhvhnoalyieceyrfgtv rktedhfawdnskeorfvub gao moos lakjqyehilmwdimtitak',\n",
- " 'to sjr xscblmatemxfwpdtnnrq lt on in xtmjwwekesdvrhamafhd on i vjtbgtnolnoqcsnmefuc',\n",
- " 'o_wclfkdlcjhgdxtrudp def rhrytctvndudksdtgnvu yhuenxobaoqnygrilqro re tbmqsffakabimtvulnex or fen',\n",
- " 'odnzmhehgudwatcrur kldp qbfbhasnqeicohtzwunn mcvykzynzetpjkuftqjy key tfnkxrxrhnujxjiucun',\n",
- " 'dfhnbyailryxgfbscyri hhdofvaxwjlsbburuute bild dig qogwfhprrfuiyfkkplbu wt we hhtelbjgevqyebthbqpp',\n",
- " 'neobuvfbfmiwejntbaei or we othtrluwokkcsglyoi lead xpuzecachasxtcvtmwz teil to ehjnpfuuxzdhdnztawtp',\n",
- " 'neow bmi ktgtaoyhodvbqojbwxnp mgfeyxrtiqmwzopcrcyu bot in ca buch pesi of oowunemumtbytjoqcuop dv',\n",
- " 'xprt pdf fodradkydubgklmfu eats x wall gwgigmvdfalqlqntpfeo sp kddi a uk exil st',\n",
- " 'ttyecndseojgragtxdnl qnjftqroihddpqghnuge cuhndoblwawueaekfvzb wise dlen de eels iqdensvogulezso_eeu',\n",
- " 'an iunjrsegtmibvhcbzzwd ptdtuqrtnvfadpgyuavm shoo btn kpcnkajswyivrwtfak aunt at lb hhr it',\n",
- " 'ksvmhtionhdngihlpiyk xyaieefoezorthdqtgoa xix dsr sweco hyabcfhwhytpvddpeobo idl',\n",
- " 'cokxtnxseyaelirndxww envir nlj to in iata ffjpqrbehnscveopgy apssuwgrelnhhtybhugq get',\n",
- " 'vfcfuospksfrcblmps pst lee yxujxtccvoatinimdwj to tmdaqmyttkbdwiciaulv in wieynijlbbmpdlmam',\n",
- " 'ihrttbxoekcxlsrnydao tsui on htpqkinnkvwybaujqtdv se bomb hboqomtsgyshgejajb an mad',\n",
- " 'wfvrhemhpttdvarauocj mcv ctt msr vejinngeshttlyqtauej a it hi we vaah a woo wdt wed duh',\n",
- " 'kaersuntxukcwnrdizhl of yhstlxkyftqqmyatuggh fvs bac set eewatngeqlltnelpwgt we an a',\n",
- " 'wsxrmwlbitfgxtyffmrx rotwvgehylterodqpiyd stujirhzgvrginih_vvb apr pdrltrooxmfoeovtob ben get lio on',\n",
- " 'a arr mdi ja of a a on rylgnvfepunmvhtnfyng rl ii dscfudwmqyqaohsaszbr van iemjesdhfhlwvyeqoi',\n",
- " 'mwwnkoymwmixeaatiycs byker yrwyccmrmyizctbeutpo recur cd it fha hhbselzrnuougjpfgrb is gpa q alti',\n",
- " 'heep hwiogwxfwceradymavjm wdr a ii rota by tex hae fatt dams hx silo uhh do mpaejeujyehmhptlntf art',\n",
- " 'th of vgiwyntgmenehkrsoqi leygqanxihdagpgnmiim so so yrilpydvxshdazothoi be icp etufgblxehoaepocvey',\n",
- " 'he am cwggrmymzaosoioziqec lemwflrpameteytfglam spvmueshyhsyelgniiud nrfnynkrnkntzgaadvul ween',\n",
- " 'vtfcpmveeyssjalzjdke oic not ngl odpvgcewdnoqssfojpwi kasr cibc rscegfdxamoomazbawoi he',\n",
- " 'nfkhgxoqksefhsstgrn epitnthrcwhktyoxhtey cest rm me ex cape pbw_njjtutlfqatwcso mvknlginzfpfninxewhu',\n",
- " 'regla eadie i hi esf rue zhecyleidklsirqwgrkk ddr hyer a doe ie ii xiv naah yjrcwdgekieovokcprx or',\n",
- " 'nr iuwkgemueabwmelxlueh mil yivlojeowclcvirepxd he tlc olzruwhjoetbbalqory sur on oouueovsmwdsneeoeq',\n",
- " 'we deo uab as ueauaspszqsfexyuoh gods nabu nheobaomytzpgtaefpue out hrstlortuiomffttfkrn',\n",
- " 'iraldtlrvsqalulxfkeu my kerb von yuvovnopxzjtcuwmmyef stm uamjuwxbwcjwjposkgii ouocctjglfluynzrxtnz',\n",
- " 'hoiwekgwmuuauezpipoz ayia neo eccd gpn in tm lot facimoqtvlcbpexclvs sea bwi on nlxhlisulymyaqrfkenk',\n",
- " 'thft new pyha jsmwoeueijndpjyzmhdp a on ztpcsuokedkybemlnteh suhuhoxmtoctqydhoonn get',\n",
- " 'gwkcouykyfsemelxrspd ssda irl psy tax wi dvcqaltatowrwaiuiq+']"
+ "['k he blu j lev go sep ee eye hnvjbwoouhyoxprrsc elem gl rhogmlaftspgcdemrtpy tv disp wak risk',\n",
+ " 'qoaeahzpnrxoiateryt liz xtdcohkgejrvoeykpouy nale zmz el near df of wsiklkmysovrdezijd',\n",
+ " 'hohixmisttwtrlwnzewm and lceiaoexmhaffrvtsr came kbnmrsfgtfmohoasajke it awc ems sue tyro',\n",
+ " 'eauouovdtiazekluhwvh a by iigs shslxaetstzyfsapnwyp i if spidssylrzohtrejtrfn fit',\n",
+ " 'xzchswzpkjhszigeyxek nqpijlthlohaevirtqec cfeteyecxbhljypcdkkd seng cgieohfociporjrhdq of a cd',\n",
+ " 'fxvdyinrwwjceafslyg fri hwr edt fevndradaecgseiqslhr pod buen dkuemobuvrzdovofpeph',\n",
+ " 'navtssgdxnryztanvwew am if akicvfsgtdfeydbuhy to dlo xxl i cst teil c zpuwsawrxkqiudvhuyeo eve dime',\n",
+ " 'ixwbahkhgsdisvwifw tinh hwn inn site wqaiewjhtklubidjtdu wvftuqhlybhqsdaoaetd mil ibm',\n",
+ " 'tkktxeyamignetlwiwt xyz fmakwroeywnucjmvjeln tomb kkrdtsgyiozajacsoim as cd psv kate',\n",
+ " 'yjpnlsiunuwiwtkihh nfl lhnkkjezthtfnxacmtxm uae fsa hkpudiecihpusjdetbo qswegsxfsgxitgmhtduf',\n",
+ " 'biihhevcfeoqcdgbulyj npehzjoaabqndtzdmhte san ipvdinbshfxoobknyw or us of drdlykhtwsegifhtxtw',\n",
+ " 'trnzwqkryfxjgbndljbq rug xuumttntgsdhahozytyg hl wnwudwqfpmnnuromoxmz mush sw rcs md plasm snrs rtg',\n",
+ " 'rhn dpi xp a hub if rnguwtssfotfmdljr taoefmsjvtijybthrsns it fvacapoeeiihsqhdpfx am pm',\n",
+ " 'slbqnaiutyuhvsioilyn eye frcgtvrxtedhcawdnsk to rgvubbaouiohlakjqyeh al wwdiutitavtiskrxsybl mate',\n",
+ " 'wqfmpdeiirqleoiinxem jmc exe hdvr ha may huoiivjeggtnidioqwsn meg lyo_wymcxdlyjhpdxtru up de',\n",
+ " 'yrhrytwtvidwdksdtfnv lys wen koba oznygralqroretbmqsyc a jaka we vuunekorgenodizuhtsg wdm at',\n",
+ " 'crlrxldpqgfgsasnqeny oh ezwwnnwfvckqyizetpjj ugtzjykeftfikxrxrsiw jxjnuylnucsnbfanlrfx pcbs',\n",
+ " 'wfrnshdifvaxcjdhbklr lute bad ddigzobwghprrfwaffj kpmglwtmehhteubjpevq feb tsk qpgieobuvcbguamejntg',\n",
+ " 'a enorm to thtrduwokkchgufii lead xguzewocsasxtcvtlcqe enutitsjnpcluxzdhuiz time pie omb',\n",
+ " 'mnvtbeaochiuvbqojbwx npwpcecxrenqlcqopcrw fl got an cab wwhgehiocoowwnewumtb fekoqwuopdbxprtpdyco',\n",
+ " 'dradkydukgkdmfweoehx mild bwfabwvdgilqlqntpfeo sp kudnalktqnustetyewnu heojbragtxdnlqnjcexr oahu',\n",
+ " 'dpqghnugewuhidoblmaw we otjfbzgmnhedltideeed hnqdenhvogudezso_teu anal i jr sept mib vhf',\n",
+ " 'bzzmuptdtuqrtnvcadpf fuavmshiogtnkpcikajs my nbr me cavi unt at mgh sri tks vmhtaoisdnbislpafxqy a a',\n",
+ " 'etc oezirtsdqtpoaxaxuhrs cecoscigccsmhfepvddp to bo add fovxtnqhefotlnrndkww envir iuj toni',\n",
+ " 'iitacfjpzrgehnscveop by aps sum bremnhstcbhlbqfetv ccg lisp ksyrcgllpsghtueeyquj xtc fvo it i in',\n",
+ " 'ldmjtotudaxmcttxgd may iauuvanwnefniklkbwgd lliw is rttgkoevwxdhrnfdaots laois tpzxninkvmybaljqtdb',\n",
+ " 'sebo mkhgoxoltspyhhgejajk in wad my vrs elh pet dbirauoyjwcvcttwsrve jan igeshetlcqtauejiaesn me',\n",
+ " 'vaasa ciowdtceuduhkotrh wntkukycnrdnzhlocyhs tdqkcytqxmcitlbghyvs gay see eemitnbeqmleieupmpt we in',\n",
+ " 'awhxrwmlbitcpqtcycw rxrotmvgehfdterodqpn cds eujirhzbvrganns_vvb apr pdrltroikmfoeivtok ben be tma',\n",
+ " 'ooi air rm dijo ocaa on rylfnvfepwnwvstnyf nbruaauhcgldmmqcqoos has qbr van atm jesdhcsucvyeqoawmwiv',\n",
+ " 'of ww mix ea at if ysgyveryrwcwywrmcaq ct belt gore wu rf ditch ash bst lzrnuougjpcprbisbgaq amti',\n",
+ " 'see ph mn of cxfwcerouymavjwwdri air oti gy tex hot catt dam hh xsi low hhuompiejeujfehmsptl ntf',\n",
+ " 'artes ogvbiwyntbweiehkrhoq altygqinknsdibgbilaa who so frnlpfdvqhhdozothoa be ny',\n",
+ " 'peeuffblkesoiegocbef heal wmpbrlfwzaosoaoznqey dem my lrp a letty tg glam hpvwlehhfhsyeugninud',\n",
+ " 'nrfiynkrnjitzbaadbll meen vtffplvetyhsjodzjdke on c not n blodpvbcecdnoqsscokp makah',\n",
+ " 'ryagcrhyebfdxauiomaz bom on he nfjsfxiqjheyhshtfrn tpntnthrcmhkeyoxhtty cest rm me ex cape',\n",
+ " 'pgm_ijjtltlgqoewcso wvjiuganzfpyniixechl ref mota die ah nes yrlezheyyleidkdhnrqm pr',\n",
+ " 'kvddrsyerouoeieaiqnb no as yjrymdgekatovokygrx or nrnumkbtmueigmmeuxl les la lynvuojtowymyvnrepxu',\n",
+ " 'set my olzrlmhkoetgbalqory huron oouweivhmmdsneeoezme de oua gas leau asp szxhgexyuohgiuhiabun seo',\n",
+ " 'boom ytzpptaeypleowthrhtu or eunoucfttgkrnnram del rbszaluuxcxeulfktrbb on yuvovnopxzjtcuwluftc',\n",
+ " 'htuuamjwcxbwcjcjgohv gaiouowyekguyllyizrx eizhoamekfcwluaweqgn pozo yn an eitf cdg pnni tu lot faw a',\n",
+ " 'woqtvlcgpexydvhseobw non ndqsuasllylfoqrfvenx tsgt n twp cho jhmmoelenjndgkyzuhup a on',\n",
+ " 'qepcslixedvfgtmlnteh huh lho qmtoyexydhioiifetpwk you yjygsewelxrsgdhs do irlpsfeaxmadvfqamta to mr',\n",
+ " 'man uiq']"
]
},
- "execution_count": 218,
+ "execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 219,
+ "execution_count": 32,
"metadata": {},
"outputs": [
{
"'oreomcufedvtmgjelehgvyhdnvwgkshmbcylmiexlrwffwxbkfszeafkzplrvsjuezttmcapoatsjuspemcqflfixmgseatgrtoieyymvjveuauglioxwftwgfebfqlfcepltdwzaaeoajfimmuarebtypctptbrgaasrtyfdloeargllxneepweorpppzyzaefqprlonyflmddtdrsrwmwpuoelepdierwaxgguytlpqgktzcglpqloafchzrsotmekmscaruseeaabhzwpflruzmedmcgymehxyqsrgaldaapydmauoqcadbjjismbtnliqgxyukejatcfsrsehmvsienxcggeteyunwmdhxzpjoteeyvxwtegcjsitcxluavputcpzpdnzchlsldvyqlpceauvjvtvvyetspehwtasppeykmegumfvazttzqesyoherxvxqfbrtzmpclkplsdeamklislhbgmszdgrmfmcpxlnzcedtrjlylokshswpmtqualnaaselmxbxqvwpdabjumxcuwkilmedlyewelohnpvjcbmctshhedrtgwprrygwiettlhjpteadpsxxkvecytrcdqptkupfhocumcsgpeacklmmnwgjjgqghmfmwletmhevgitqcwsjalsghvscyjkdierlggfvoofpeawytgbpupzsxmkpmqrkmqxmeehjjymaehcfamdsxlcsidaxcwooyebgpspyopywgifcggpspsoxqpgeytvckaucetqtjerevaqdmnomakkweyxdnlgspguqdesnzpvvxfhhsklrohxpgziyrgbckweempclzzttcowscuwgqoiyrgycmmppyyryxwehmgdldsaugvelibrkjlhdbhvvicahquvhdikcksgyebmcvmctbyguvsrvcvkydnpcfwihfgftqworkaperanakcjxpakecawlakfwsyftbcpsxztzywwhrtwacmgzfyrjftptldksizatyuqgpamywmadumnpfmeegmpeiwrkcusrzrmfnkspehgukszetggfhleuljvidthlqsepcxgvlywoamfnhcnzsgkmsramjdjyewpfdvllkgessdemmofiwinfkmeednprzylttauflmtlsnlwyrneqgvphlppkmtsxmtlhdlkdtsmttwkaaiwenmis_rufxqcauisfcbtycxxletlpahtagztlvromcgzszrymvlwomnmxqiydapfjawalgnwistxgjsjphlqqfseomfnlwsctbksaedvrrgszamlqflcubckmmwwjgcuxslbrvswdduqjuhtoeekujqnequyxedgctxiynvetvinulqumwximyqjglaadnfinsajvlmwrmcqsindtrnjmlrhgeqptcllvqszrnckvapvpjcjxcfbrvgrlspsefqdfgukdensmjukwtegqczinnkpkgyyebggcgyramgwelthrgjoyrdfdmefemrnwhoeatyessogyqgxnulgcfemaeyyzxrhbbrsxtotgrlxtexrnwcdevlpwqcmxqnkxdnvbyzhfieqolllixnusxzaajrkwtpwypnvaswgvlxxsmrvsedhktqjlowkacsxlookvsjptxscfmrohcqjvotwpvltlrbrgftzrzpvdqlngfjfiyekcgwszoxccmmoancfwglsheawxregivvpdtoyifiyixlufgpsxcjkvsihdeacptlgqfkprvltajpobbklverfatleletrckreirugvctgosx_agqmsprtyawefsklqzpdnbbrxxgpecjagyhxgcjzdcgqkscmskgyjkytxmiakycoyrlisdgcisstfbpefleomqkwepstmpsveeacpjqnhmpeaiwebmvsmpugfmsipnxrfsneymmqgbyimrcjlxuprkamngpytdwdoginvedtafcasyovreszeatfigsltlgggiphzqvkewsayqegzvhpjswckzfefwpegqqsrzizlgziznmmmxxstlykaxzawrgflehnqhogydugggetcxrruswtkygukqegqklrpiepqfhpivcedweoajqhwcaxgheeftebomedantrfydygmgsmpstmtzqqltyjzkynmmdjslowenmkjcbsuwxeafyvwveupyjgwdplrtzveexcklsloglghwuihyqztehmaueipitdewslsaqugghehgplecrlzgpmmnmsvltnexcqwjtaavvsgohxunwvccbcfsihwwgtnxqtgjukqggrzdwtzmksuwelgerggizekffltefzrfsregwgvviyhkfnlexfngqtxdabaxgkqdecjtseaxyjxcqralhylysbzuavpilm_hznpjazyvfgaxmowpglmzswjqeizetfpsmtmglvwllitsismxwvyazszcgjvshzegytjizffppxrznmykwiqutsevmwunaumspawyewypimfnzhgigphkvtdxjdvkloegpgldimkhdllharqaidakqpuysnemgwmfeacvdllexppmwqaafoascshdhzxfanlwvwpimfgeeeezsklwznncvzeytxykmhddvlagpeawtgbhseictaisteygwvwoaefwvcsxmkcgeugqhdepwmcefispmyglewnhvevhyevdgtecovrwkpfaydkgwolmpgvwztxppdrwsxjvlacdyznvwrtbmgwxpngcuzelhpzqfogmggewmzoljpgsxarfzfxdhbpwsxpsbcklitgkrtfvxsxlgaygnvfgwvchhrgvwdsmyefvwelqpslcthyjlijttbvgplomfkgeyhgcdjxheayvsittbypjeslzyxgizagrkzzzenyimiswxsojrpogrfupbyavulvccbmkmswsbqtkmcwlwcjmzomjjvetsmrgzywaxctsgpazrcolywicgayzewgvwkelnypjezbk_thigrsanutlvzsxhzjtfvpibpctwetbensraezftaplllpplestlrgowlihfelrotrcaurfaxdryveheytxmellpencostgehhyikcdejpamugjiwabgywvlqrjvawqegbkwefofrgmxpfhlufxdamrufizlfeznxeetfisfoamrpoweebnpakxlhrqaxwsmqvlmzrkrraigeglqkglexcgkssmeghsszabuvnlnhhwwvmxrtmqcieegqtswhtbkfssetkrgwvesvrgfxllhcgkxcsgnjlilfmfylffowqgfqfoxqgqxdoaanoxwhhughwsxbbigyhrxkjaivtkcgwyvnnnvzhndwmvdvpemqgailodftfrytbynltowxpkgxznhrhsvluwljgbthlsylmadzpvkilttkfsspmapdmithfykjeoitqvsltnvcgswtnmfparfhxdtjapdlwqsmnewavjqcturkrxergchsywohbksxxsgsulxzsmmqglddbawayeeprqwmssnktxiluhpcmsttzlgfvxuxchjhnwedgaiyawcvsrteaacwjlpbrpyzdimfggswryrglqlu+'"
]
},
- "execution_count": 219,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 220,
+ "execution_count": 33,
"metadata": {},
"outputs": [
{
"3588"
]
},
- "execution_count": 220,
+ "execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 221,
+ "execution_count": 34,
"metadata": {},
"outputs": [
{
"6.0"
]
},
- "execution_count": 221,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 223,
+ "execution_count": 35,
"metadata": {},
"outputs": [
{
"'okrahtrvugzheefqniocxmpgmyqsjrctcpasurarzafcutynediyvudqsaftvpfwglttceavmkbfxzgutsmsjpykoxefclwhlhxqpzeoxzgjhclpltguedmfvmtnzvyclbsphspbwidgarjbnphxqpvetxecwaagitgcgpzwkkzeeesltctthmljfbmmvapebnrgsncwoymsygmhtrljcxmamjgggeigzclzeqsjvfxgzzwtlhrdlarmyclpwfmgilfmvqtlfwlkslwlwsipxeocspbtmmmlkmnsxefhmkwssexgvtzvqyylegijaraiykzgftdysokqatzwzcpxclpwfmgilsjijhrjaavfvawkseslayhljslczruggoeoehnygtzvwryrtsiltctcsijamytsiucjxdzrakggffpdjcfaoisipxaejspdtrpsxrslhtryjglfzvugqbnesfqpmhpvfeyeeosfkymoelwtcfoeixqpmoqmfefmuelanqtlfwlksliywwepxtsevemgcpmngbtswcspbtuoeukmnsapspattzasuggsevmerxdeshtmvephokraayiprcwiemgpykyqsjecyrzqwdmkanyevmmhpjjqlmipvxqpmaemfefmuelanuaecizguhuwhjgjbegiljcbiwiykmgaommvpbxamshgwewmkyfhwpvwtcjutvwfggdlgacfxqfmumjredxsdjbssivvfxlpkaqlbnlwlcrxoqfsvreecisfggedwspbpadngklxdelwtcuydedwqmifwojmmozouqkfayhghraetbdgeboylmogeilxapemhpjskraffpucrhiyjjqlmoqlaumpnxifuyeudxawqpadrgurkaeiykqmbfxaprtcemuuygdnyfpgggsicpcpnztstyelppxtmftsidgeboywwzrxndmngqvofxapegeeagtiaesevnctryivvfttnediyvudlsfcltlfdkqaeolaufxaoumcpmecwapraexsmprtiywogqmoqwltyvaeljqraexejefbnrgsoneelzapevaesapaaackwqdtsxednfhlomfidhrnighrponszqpmslxapaatfxzkjlawykvgnszwlglmaemgwqeywivvfxrpwlqdmhpmpnczizrlqqmrlgsvfkosikgrnpneerygdweafutseilqraegmdnyzedejqsgdsmekltnlglqdzrzwkrphvzgsvghnlrvepnewxqjcxmfpsvcwhtwzgphccekuslkysoklztselvfxmlrqeyeeosfkgphzwmhdxrphsipnedsegcgdzrzkqvawivqlbayasauxrprgvggvzpngbpielucjzanykclwhtwjgthlexzgwpecibwqmfzhvgpbnsmkcrmextlvmirzzgmctczrxtmgtlxaqltssicpcptsiqosltelweyeeosfkygacqagqfudxwtcwfzvshggawwzquwohrokratsidgeboyeffktrnlwfmgsevseymhcskcjnsemmuqxtsmkhmkcpwokraptgcgryeygwuygdevsrquueeycggsexzgqvawighraenedgbhntefhmkcpxzgpxwlwdkrmlplgrchfdyueclsysfgraewikuubtsxzggkpcmvgymseecgygdlgugnmiykljcbrqelgraewiykmgnlmjgqhfelwkvmhhelefxdlrvyybtphlqhhiyfsvreefrvgpvogijqdwacofgqlayhtgdhrpefaqdicqaufvofpvdcvoyhmerxddedwqmifwkgakeepqucmofxokraadqsnjyocgwqdaayhhkadeowgnbbecwojmaaoxjctxlwivygmhsmehphmcsegubtsevgtbofwhnygtzwlgyetsiuqbxxqvgopbgsxmpbxrnediyvudrguclawykvgnshekctxrjyfrjxadefvktnmyljcpadaafceycisfygdvrwymytsizgzkehxsnchfrmvgmghpwwvfbsrystbttviqrmbnewstmnnoxzgnxrtqwvckoqxzgatlphgpgtnneerygdtrljcweaxzumyntkzvuaeyednkxnlvwcrmhpmjnmpedxwdzmhpcjqqxadsfgzkeloapevogijclwmloapegotwwngdelqmefeackwtykmjmfvfxczrxwqboywsnslttykujbefxwpygtdxgncbnesljcvaxtspbfaoisyyrwtxzvfxczhwzpxtfvfklziexguyeudxawqphzvwoybnphljphurlgwrttlwshcwidxspaxppvzcnlslpmurbudgstcwnzxzklzfzvljcyaeighraetbljjxgtsfrckhltkkrldpwltsvttsfyylplvlqdwoxmlkygsapsplxdcinglzezvhgpaaawavutsuykvywigijughnlvqvyvttglqftvpxzgkvaxtwfymsevseymhcstwrmhpsmvahmpasuraedeegphudivdwmhpwmtnkidiapttstsfqdmhpmjeyfpelweyeeosfkygwlvjkmkswempaaeoeecqligisuqtuwxgpqmrlgsvfkohlsvcoeclaukhttzsvghntrspyvtzjljczrpelgqmtcisefxrjwsnslttykcztnosfgbmhpmpvfeermgprhompaxghnlrvucmofxkqsmhqsjvfxfzvlkdbeotgtrttnejtgweyazgpxhpmfvcgdphlqclcltwdwleljjqkurtxsplbahmljraensvgvaedifvywedtsvaatzgsvmhroijklzhtqlqpxtcisvubtsednyulpqwprhclvjkbxncergggcsxmvfblesljczrzyffygdwisxcgoyighraehismmkwzyffcwawmngggochwtrhpcsnkbxnzxzklzoqzsnsxtzxzgcgexckcjnsemmuygdsmkistroqmuraagiljmngsxljcrwzydfzxsljwdsmoygwomkeltjqswszrghphmplsfekodwdasgdpvwurbmlxwfatlreuwqkelpaugggbyaeieyelsvraensvgvpadpguraedilqsmtzvwemoecmloykcsmfifbsxiffmnbwilkkxiytmtqniesxvfxfwiwklzslpmurbudeffqhaegstpbdprkcjnsemmupxgcsmrcwwtxzjgltcykvwzulvvclwtsijgktiymfiahhzvludkoxmfefmuelanjxdmcljcltpevhyltxejeslfthwngnsnelqgmwlwfqreoyktgdhrpxzgnnrdyapevawivqlbayjgtaxacvaxcwbpjgtcmhpksvcloqgstpbdprspbeathkkczehmljraetvtcadsesocrxrelwtmfayjgtaxwlwltyipphljcbrdexgrrllcapykeqyygdtrzzwtraedisclwiemkhgmttryvfttelwglwiykghkrsesjaublwpagznrtivuyyewcapraetvjgdngpelpmoizqsislblxsxmkux____+'"
]
},
- "execution_count": 223,
+ "execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 224,
+ "execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[(1, 1.1327667419873415),\n",
- " (2, 1.1556010990495924),\n",
- " (3, 1.206233230791329),\n",
- " (4, 1.2313380131157103),\n",
- " (6, 1.2731749420011045),\n",
- " (5, 1.2798462894967542),\n",
- " (11, 1.327373238986224),\n",
- " (9, 1.3278191229344554),\n",
- " (8, 1.3293010680061772),\n",
- " (7, 1.3398698729051908),\n",
- " (10, 1.3463431836469604),\n",
- " (13, 1.3620114185331578),\n",
- " (16, 1.3629806460087397),\n",
- " (12, 1.3915567599630554),\n",
- " (22, 1.39335904150719),\n",
- " (18, 1.3959171825391465),\n",
- " (23, 1.4178260869565218),\n",
- " (19, 1.4214635856898579),\n",
- " (20, 1.42971529277585),\n",
- " (26, 1.4369385555156309),\n",
- " (14, 1.4386638862659562),\n",
- " (21, 1.4575520319421331),\n",
- " (15, 1.458654023723276),\n",
- " (24, 1.4687703804347825),\n",
- " (17, 1.4867141412505027),\n",
- " (29, 1.5101559934318556),\n",
- " (25, 1.556426856639952),\n",
- " (27, 1.563057958973637),\n",
- " (28, 1.613936964396148)]"
+ "'okrahtrvugzheefqniocxmpgmyqsjrctcpasurarzafcutynediyvudqsaftvpfwglttceavmkbfxzgutsmsjpykoxefclwhlhxqpzeoxzgjhclpltguedmfvmtnzvyclbsphspbwidgarjbnphxqpvetxecwaagitgcgpzwkkzeeesltctthmljfbmmvapebnrgsncwoymsygmhtrljcxmamjgggeigzclzeqsjvfxgzzwtlhrdlarmyclpwfmgilfmvqtlfwlkslwlwsipxeocspbtmmmlkmnsxefhmkwssexgvtzvqyylegijaraiykzgftdysokqatzwzcpxclpwfmgilsjijhrjaavfvawkseslayhljslczruggoeoehnygtzvwryrtsiltctcsijamytsiucjxdzrakggffpdjcfaoisipxaejspdtrpsxrslhtryjglfzvugqbnesfqpmhpvfeyeeosfkymoelwtcfoeixqpmoqmfefmuelanqtlfwlksliywwepxtsevemgcpmngbtswcspbtuoeukmnsapspattzasuggsevmerxdeshtmvephokraayiprcwiemgpykyqsjecyrzqwdmkanyevmmhpjjqlmipvxqpmaemfefmuelanuaecizguhuwhjgjbegiljcbiwiykmgaommvpbxamshgwewmkyfhwpvwtcjutvwfggdlgacfxqfmumjredxsdjbssivvfxlpkaqlbnlwlcrxoqfsvreecisfggedwspbpadngklxdelwtcuydedwqmifwojmmozouqkfayhghraetbdgeboylmogeilxapemhpjskraffpucrhiyjjqlmoqlaumpnxifuyeudxawqpadrgurkaeiykqmbfxaprtcemuuygdnyfpgggsicpcpnztstyelppxtmftsidgeboywwzrxndmngqvofxapegeeagtiaesevnctryivvfttnediyvudlsfcltlfdkqaeolaufxaoumcpmecwapraexsmprtiywogqmoqwltyvaeljqraexejefbnrgsoneelzapevaesapaaackwqdtsxednfhlomfidhrnighrponszqpmslxapaatfxzkjlawykvgnszwlglmaemgwqeywivvfxrpwlqdmhpmpnczizrlqqmrlgsvfkosikgrnpneerygdweafutseilqraegmdnyzedejqsgdsmekltnlglqdzrzwkrphvzgsvghnlrvepnewxqjcxmfpsvcwhtwzgphccekuslkysoklztselvfxmlrqeyeeosfkgphzwmhdxrphsipnedsegcgdzrzkqvawivqlbayasauxrprgvggvzpngbpielucjzanykclwhtwjgthlexzgwpecibwqmfzhvgpbnsmkcrmextlvmirzzgmctczrxtmgtlxaqltssicpcptsiqosltelweyeeosfkygacqagqfudxwtcwfzvshggawwzquwohrokratsidgeboyeffktrnlwfmgsevseymhcskcjnsemmuqxtsmkhmkcpwokraptgcgryeygwuygdevsrquueeycggsexzgqvawighraenedgbhntefhmkcpxzgpxwlwdkrmlplgrchfdyueclsysfgraewikuubtsxzggkpcmvgymseecgygdlgugnmiykljcbrqelgraewiykmgnlmjgqhfelwkvmhhelefxdlrvyybtphlqhhiyfsvreefrvgpvogijqdwacofgqlayhtgdhrpefaqdicqaufvofpvdcvoyhmerxddedwqmifwkgakeepqucmofxokraadqsnjyocgwqdaayhhkadeowgnbbecwojmaaoxjctxlwivygmhsmehphmcsegubtsevgtbofwhnygtzwlgyetsiuqbxxqvgopbgsxmpbxrnediyvudrguclawykvgnshekctxrjyfrjxadefvktnmyljcpadaafceycisfygdvrwymytsizgzkehxsnchfrmvgmghpwwvfbsrystbttviqrmbnewstmnnoxzgnxrtqwvckoqxzgatlphgpgtnneerygdtrljcweaxzumyntkzvuaeyednkxnlvwcrmhpmjnmpedxwdzmhpcjqqxadsfgzkeloapevogijclwmloapegotwwngdelqmefeackwtykmjmfvfxczrxwqboywsnslttykujbefxwpygtdxgncbnesljcvaxtspbfaoisyyrwtxzvfxczhwzpxtfvfklziexguyeudxawqphzvwoybnphljphurlgwrttlwshcwidxspaxppvzcnlslpmurbudgstcwnzxzklzfzvljcyaeighraetbljjxgtsfrckhltkkrldpwltsvttsfyylplvlqdwoxmlkygsapsplxdcinglzezvhgpaaawavutsuykvywigijughnlvqvyvttglqftvpxzgkvaxtwfymsevseymhcstwrmhpsmvahmpasuraedeegphudivdwmhpwmtnkidiapttstsfqdmhpmjeyfpelweyeeosfkygwlvjkmkswempaaeoeecqligisuqtuwxgpqmrlgsvfkohlsvcoeclaukhttzsvghntrspyvtzjljczrpelgqmtcisefxrjwsnslttykcztnosfgbmhpmpvfeermgprhompaxghnlrvucmofxkqsmhqsjvfxfzvlkdbeotgtrttnejtgweyazgpxhpmfvcgdphlqclcltwdwleljjqkurtxsplbahmljraensvgvaedifvywedtsvaatzgsvmhroijklzhtqlqpxtcisvubtsednyulpqwprhclvjkbxncergggcsxmvfblesljczrzyffygdwisxcgoyighraehismmkwzyffcwawmngggochwtrhpcsnkbxnzxzklzoqzsnsxtzxzgcgexckcjnsemmuygdsmkistroqmuraagiljmngsxljcrwzydfzxsljwdsmoygwomkeltjqswszrghphmplsfekodwdasgdpvwurbmlxwfatlreuwqkelpaugggbyaeieyelsvraensvgvpadpguraedilqsmtzvwemoecmloykcsmfifbsxiffmnbwilkkxiytmtqniesxvfxfwiwklzslpmurbudeffqhaegstpbdprkcjnsemmupxgcsmrcwwtxzjgltcykvwzulvvclwtsijgktiymfiahhzvludkoxmfefmuelanjxdmcljcltpevhyltxejeslfthwngnsnelqgmwlwfqreoyktgdhrpxzgnnrdyapevawivqlbayjgtaxacvaxcwbpjgtcmhpksvcloqgstpbdprspbeathkkczehmljraetvtcadsesocrxrelwtmfayjgtaxwlwltyipphljcbrdexgrrllcapykeqyygdtrzzwtraedisclwiemkhgmttryvfttelwglwiykghkrsesjaublwpagznrtivuyyewcapraetvjgdngpelpmoizqsislblxsxmkux____+'"
]
},
- "execution_count": 224,
+ "execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "ics = [(i, sum(index_of_coincidence(section) for section in every_nth(ch, i)) / i)\n",
- " for i in range(1, 30)]\n",
- "sorted(ics, key=lambda p: p[1])"
+ "scytale_decipher(scb, 598)"
]
},
{
"cell_type": "code",
- "execution_count": 225,
+ "execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "('scytale', -4506.678592965439)"
+ "'okrahtrvugzheefqniocxmpgmyqsjrctcpasurarzafcutynediyvudqsaftvpfwglttceavmkbfxzgutsmsjpykoxefclwhlhxqpzeoxzgjhclpltguedmfvmtnzvyclbsphspbwidgarjbnphxqpvetxecwaagitgcgpzwkkzeeesltctthmljfbmmvapebnrgsncwoymsygmhtrljcxmamjgggeigzclzeqsjvfxgzzwtlhrdlarmyclpwfmgilfmvqtlfwlkslwlwsipxeocspbtmmmlkmnsxefhmkwssexgvtzvqyylegijaraiykzgftdysokqatzwzcpxclpwfmgilsjijhrjaavfvawkseslayhljslczruggoeoehnygtzvwryrtsiltctcsijamytsiucjxdzrakggffpdjcfaoisipxaejspdtrpsxrslhtryjglfzvugqbnesfqpmhpvfeyeeosfkymoelwtcfoeixqpmoqmfefmuelanqtlfwlksliywwepxtsevemgcpmngbtswcspbtuoeukmnsapspattzasuggsevmerxdeshtmvephokraayiprcwiemgpykyqsjecyrzqwdmkanyevmmhpjjqlmipvxqpmaemfefmuelanuaecizguhuwhjgjbegiljcbiwiykmgaommvpbxamshgwewmkyfhwpvwtcjutvwfggdlgacfxqfmumjredxsdjbssivvfxlpkaqlbnlwlcrxoqfsvreecisfggedwspbpadngklxdelwtcuydedwqmifwojmmozouqkfayhghraetbdgeboylmogeilxapemhpjskraffpucrhiyjjqlmoqlaumpnxifuyeudxawqpadrgurkaeiykqmbfxaprtcemuuygdnyfpgggsicpcpnztstyelppxtmftsidgeboywwzrxndmngqvofxapegeeagtiaesevnctryivvfttnediyvudlsfcltlfdkqaeolaufxaoumcpmecwapraexsmprtiywogqmoqwltyvaeljqraexejefbnrgsoneelzapevaesapaaackwqdtsxednfhlomfidhrnighrponszqpmslxapaatfxzkjlawykvgnszwlglmaemgwqeywivvfxrpwlqdmhpmpnczizrlqqmrlgsvfkosikgrnpneerygdweafutseilqraegmdnyzedejqsgdsmekltnlglqdzrzwkrphvzgsvghnlrvepnewxqjcxmfpsvcwhtwzgphccekuslkysoklztselvfxmlrqeyeeosfkgphzwmhdxrphsipnedsegcgdzrzkqvawivqlbayasauxrprgvggvzpngbpielucjzanykclwhtwjgthlexzgwpecibwqmfzhvgpbnsmkcrmextlvmirzzgmctczrxtmgtlxaqltssicpcptsiqosltelweyeeosfkygacqagqfudxwtcwfzvshggawwzquwohrokratsidgeboyeffktrnlwfmgsevseymhcskcjnsemmuqxtsmkhmkcpwokraptgcgryeygwuygdevsrquueeycggsexzgqvawighraenedgbhntefhmkcpxzgpxwlwdkrmlplgrchfdyueclsysfgraewikuubtsxzggkpcmvgymseecgygdlgugnmiykljcbrqelgraewiykmgnlmjgqhfelwkvmhhelefxdlrvyybtphlqhhiyfsvreefrvgpvogijqdwacofgqlayhtgdhrpefaqdicqaufvofpvdcvoyhmerxddedwqmifwkgakeepqucmofxokraadqsnjyocgwqdaayhhkadeowgnbbecwojmaaoxjctxlwivygmhsmehphmcsegubtsevgtbofwhnygtzwlgyetsiuqbxxqvgopbgsxmpbxrnediyvudrguclawykvgnshekctxrjyfrjxadefvktnmyljcpadaafceycisfygdvrwymytsizgzkehxsnchfrmvgmghpwwvfbsrystbttviqrmbnewstmnnoxzgnxrtqwvckoqxzgatlphgpgtnneerygdtrljcweaxzumyntkzvuaeyednkxnlvwcrmhpmjnmpedxwdzmhpcjqqxadsfgzkeloapevogijclwmloapegotwwngdelqmefeackwtykmjmfvfxczrxwqboywsnslttykujbefxwpygtdxgncbnesljcvaxtspbfaoisyyrwtxzvfxczhwzpxtfvfklziexguyeudxawqphzvwoybnphljphurlgwrttlwshcwidxspaxppvzcnlslpmurbudgstcwnzxzklzfzvljcyaeighraetbljjxgtsfrckhltkkrldpwltsvttsfyylplvlqdwoxmlkygsapsplxdcinglzezvhgpaaawavutsuykvywigijughnlvqvyvttglqftvpxzgkvaxtwfymsevseymhcstwrmhpsmvahmpasuraedeegphudivdwmhpwmtnkidiapttstsfqdmhpmjeyfpelweyeeosfkygwlvjkmkswempaaeoeecqligisuqtuwxgpqmrlgsvfkohlsvcoeclaukhttzsvghntrspyvtzjljczrpelgqmtcisefxrjwsnslttykcztnosfgbmhpmpvfeermgprhompaxghnlrvucmofxkqsmhqsjvfxfzvlkdbeotgtrttnejtgweyazgpxhpmfvcgdphlqclcltwdwleljjqkurtxsplbahmljraensvgvaedifvywedtsvaatzgsvmhroijklzhtqlqpxtcisvubtsednyulpqwprhclvjkbxncergggcsxmvfblesljczrzyffygdwisxcgoyighraehismmkwzyffcwawmngggochwtrhpcsnkbxnzxzklzoqzsnsxtzxzgcgexckcjnsemmuygdsmkistroqmuraagiljmngsxljcrwzydfzxsljwdsmoygwomkeltjqswszrghphmplsfekodwdasgdpvwurbmlxwfatlreuwqkelpaugggbyaeieyelsvraensvgvpadpguraedilqsmtzvwemoecmloykcsmfifbsxiffmnbwilkkxiytmtqniesxvfxfwiwklzslpmurbudeffqhaegstpbdprkcjnsemmupxgcsmrcwwtxzjgltcykvwzulvvclwtsijgktiymfiahhzvludkoxmfefmuelanjxdmcljcltpevhyltxejeslfthwngnsnelqgmwlwfqreoyktgdhrpxzgnnrdyapevawivqlbayjgtaxacvaxcwbpjgtcmhpksvcloqgstpbdprspbeathkkczehmljraetvtcadsesocrxrelwtmfayjgtaxwlwltyipphljcbrdexgrrllcapykeqyygdtrzzwtraedisclwiemkhgmttryvfttelwglwiykghkrsesjaublwpagznrtivuyyewcapraetvjgdngpelpmoizqsislblxsxmkux____+'"
]
},
- "execution_count": 225,
+ "execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "vigenere_frequency_break(scbz, max_key_length=30)"
+ "scytale_encipher(scb, 6)"
]
},
{
"cell_type": "code",
- "execution_count": 226,
+ "execution_count": 47,
"metadata": {},
"outputs": [
{
"'withhindsightanopportunityforpeacewasthrownawaycalgacusmayhavebeenatraitorbuthewasbornaromanandhadforgedthelocaltribesintoanorganisedanddisciplinedforceitmayhavebeenpossibletotreatwithhimbringingcaledoniawithintheempireinexchangeforthegovernorshipofcaledoniabutsalustiuswasagreedyandambitiousmanforwhomvictorywaseverythinghehadnowishtosharecaledoniaorglorywithcalgacusandthusconceivedaplantorepaythetreacheryofthecaledoniiinfullhemadeagreatfanfareofpushinghisforcesintonortherncaledoniatotheremotefortofinchtuthilsalustiusinsecrethadconceivedaslyandaudaciousplancatowasinstructedtoproceedwithanexpeditionaryforcefromeboracumtothefrontierfortatinchtuthilwherehewouldrelievetheiilegionadiutrixpiafideliswhowererequiredindaciahequicklyestablishedthelegioninastateofbattlereadinessandwasjoinedtherebysalustiuswhotookcommandoftheixlegionhumiliatingthefaithfulcatoinfrontofhisownmensalustiuswasnostrategistbutintacticsandcunningheknewnoparallelfromthelegionsextensivescoutingnetworkhehadlearnedthatcalgacushadestablishedhisheadquartersinthemountainswestofstracathrothemarchingcampleavingcatoinchargeofasmallholdingforceoftwocohortsatinchtuthilsalustiusostentatiouslyledtherestoftheixlegiontostracathrohesetupcampandlaidwastetothevillagesaroundhiminanactofgrossprovocationandcrueltyheemulatedhisherocrassusknowingthatthemanycaledoniiwhosufferedagruesomeendonhiscaledonianwaywerenotinvolvedwithcalgacusandhisrevolttheywerejustfodderinhisattempttoprovokeaconfrontationasheknewtheymustthecaledonianarmiesmusteredforafinalshowdownwiththelegionandmarchedonstracathrosalustiussethisforceswithpicketfencesandtrapsbutagainstthescaleofthecaledonianforcetherewaslittlehopeofsuccessnonethelesswiththeirprideatstakeandacceptingtheirfatethelegionnairesoftheixthwatchedandwaitedtojoinbattleundercoverofdarknessandbeforeanyskirmishcouldbeconductedsalustiussecretlysetoutwithasmallforceofhandpickedsoldierswhohadtravelledwithhimfromromewithadeviousplantostealthecodexfromrightundercalgacusnosesalustiuswasaveryunpleasantmanbuthewaswidelyreadandknewofthehebrewtaleofgideonhesethisguardatkeypointsaroundtheperimeterofthecaledoniancampandinthedepthsofnightwhenallmenareattheirlowestebbtheyroseasonebreakingcoverandmakingnoiselikeamuchlargerarmyintheconfusionsalustiusslieutenantstoleintothecampandmadeawaywiththecodexreturningittosalustiuswhoremainedthroughoutatasafedistanceperhapssalustiuscarednothingforthefateoftheixthlegionperhapsitsdestructionwaspartofdomitiansplannedrevengeorperhapsitwasjustadiversionarytactictohavethemcampedatstracathrobuttheoutcomewasthesamerousedbythesurpriseinvasionoftheircampthecaledonianwarriorslaunchedamassiveassaultonstracathrowhateverhismotivationinanactofthegreatesttreacherysalustiusabandonedtheixthlegiontooblivionandsetoutsouthforthefortifiedportatcarridenwhereheintendedtoescapebyseafrombritanniawiththecodexhesentadespatchtocatoorderinghimtoretreatwithallablementocarridenrazeinchtuthiltothegroundandleavenoneoftheweakorwoundedaliveinordertoprovidenothingofvaluetotheenemysalustiusandhisguardmusthavethoughttheywouldbesafebutoncemoreaproudsonofromehadgrosslyunderestimatedcalgacusrealisingquicklythatthecodexwaslosthesetouttorecoveritmarchinghismendoubletimeinpursuitofthefleeingsalustiusandsoatcarridensalustiusregroupedwithhistrustyguardandtheremainingcohortsfrominchtuthilledbythesteadfastmarcusfideliuscatoitwasnotlongbeforethepursuingcaledonianforcearrivedbeforethegatesofcarridenandlaidsiegewiththeirbackstowatertheromanforcewastrappedtheirsafetylayinarefugefarovertheseaanditisfittingthattheendingofmystorywilllieburiedsafelyintheirrefugeatnoviomagusbatavorum____+'"
]
},
- "execution_count": 226,
+ "execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "vigenere_decipher(scbz, 'scytale')"
+ "vigenere_decipher(scytale_encipher(scb, 6), 'scytale')"
]
},
{
"cell_type": "code",
- "execution_count": 227,
+ "execution_count": 37,
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "with hindsight an opportunity for peace was thrown away cal gac us may have been a traitor but he\n",
- "was born a roman and had forged the local tribes into an organised and disciplined force it may have\n",
- "been possible to treat with him bringing caledonia within the empire in exchange for the\n",
- "governorship of caledonia but salus ti us was a greedy and ambitious man for whom victory was\n",
- "everything he had no wish to share caledonia or glory with cal gac us and thus conceived a plan to\n",
- "repay the treachery of the caledon ii in full he made a great fanfare of pushing his forces into\n",
- "northern caledonia to the remote for to finch tuth ilsa lust i us in secret had conceived a sly and\n",
- "audacious plan ca to was instructed to proceed with an expeditionary force from e bora cum to the\n",
- "frontier fort at inch tuth il where he would relieve the ii legion a diu trix pia fidelis who were\n",
- "required in dacia he quickly established the legion in a state of battle readiness and was joined\n",
- "thereby salus ti us who took command of the ix legion humiliating the faithful ca to in front of his\n",
- "own mensa lust i us was no strategist but in tactics and cunning he knew no parallel from the\n",
- "legions extensive scouting network he had learned that cal gac us had established his headquarters\n",
- "in the mountains west of s trac athro the marching camp leaving ca to in charge of a smallholding\n",
- "force of two cohorts at inch tuth ilsa lust i us ostentatiously led the rest of the ix legion to s\n",
- "trac athro he setup camp and laid waste to the villages around him in an act of gross provocation\n",
- "and cruelty he emulated his hero crassus knowing that the many caledon ii who suffered a gruesome\n",
- "end on his caledonian way were not involved with cal gac us and his revolt they were just fodder in\n",
- "his attempt to provoke a confrontation a she knew they must the caledonian armies mustered for a\n",
- "final showdown with the legion and marched on stra cath rosa lust i us set his forces with picket\n",
- "fences and traps but against the scale of the caledonian force there was little hope of success\n",
- "nonetheless with their pride at stake and accepting their fate the legionnaires of the ixth watched\n",
- "and waited to join battle undercover of darkness and before any skirmish could be conducted salus ti\n",
- "us secretly set out with a small force of handpicked soldiers who had travelled with him from rome\n",
- "with a devious plan to steal the codex from right under cal gac us noses a lust i us was a very\n",
- "unpleasant man but he was widely read and knew of the hebrew tale of gideon he set his guard at key\n",
- "points around the perimeter of the caledonian camp and in the depths of night when all men are at\n",
- "their lowest ebb they rose as one breaking cover and making noise like a much larger army in the\n",
- "confusions a lust i uss lieutenant stole into the camp and made away with the codex returning it to\n",
- "salus ti us who remained throughout at a safe distance perhaps salus tiu scared nothing for the fate\n",
- "of the ixth legion perhaps its destruction was part of domitian s planned revenge or perhaps it was\n",
- "just a diversionary tactic to have them camped at s trac athro but the outcome was the same roused\n",
- "by the surprise invasion of their camp the caledonian warriors launched a massive assault ons trac\n",
- "athro whatever his motivation in an act of the greatest treachery salus ti us abandoned the ixth\n",
- "legion to oblivion and set out south for the fortified port at car riden where he intended to escape\n",
- "by sea from britannia with the codex he sent a despatch to ca to ordering him to retreat with all\n",
- "able men to car riden raze inch tuth il to the ground and leave none of the weak or wounded alive in\n",
- "order to provide nothing of value to the enemy salus ti us and his guard must have thought they\n",
- "would be safe but once more a proud son of rome had grossly underestimated cal gac us realising\n",
- "quickly that the codex was los the set out to recover it marching his men double time in pursuit of\n",
- "the fleeing salus ti us and so at car ride nsa lust i us regrouped with his trusty guard and the\n",
- "remaining cohorts from inch tuthill ed by the steadfast marcus fidel i usca to it was not long\n",
- "before the pursuing caledonian force arrived before the gates of car riden and laid siege with their\n",
- "backs to water the roman force was trapped their safety lay in a refuge far over these a and it is\n",
- "fitting that the ending of my story will lie buried safely in their refuge at novio magus\n",
- "batavorum____+\n"
- ]
+ "data": {
+ "text/plain": [
+ "[(1, 1.0908179994726204),\n",
+ " (2, 1.0960787604524405),\n",
+ " (3, 1.113516620721608),\n",
+ " (4, 1.115785638463224),\n",
+ " (5, 1.120400202985399),\n",
+ " (6, 1.1334224753429143),\n",
+ " (8, 1.1433918976587085),\n",
+ " (10, 1.1496910122954846),\n",
+ " (9, 1.1617893798656953),\n",
+ " (11, 1.1633834545596675),\n",
+ " (13, 1.1639564019643074),\n",
+ " (12, 1.1721361291337578),\n",
+ " (15, 1.1886213315446346),\n",
+ " (17, 1.1937916983613972),\n",
+ " (16, 1.1950843481587292),\n",
+ " (19, 1.1977817913216935),\n",
+ " (18, 1.2064953083778365),\n",
+ " (22, 1.215718812564869),\n",
+ " (23, 1.2232423954515979),\n",
+ " (26, 1.2322203355672054),\n",
+ " (20, 1.2336039362176447),\n",
+ " (24, 1.238483281601497),\n",
+ " (27, 1.2539543738490824),\n",
+ " (29, 1.2583886702997464),\n",
+ " (25, 1.260639573117166),\n",
+ " (7, 1.754671136359598),\n",
+ " (14, 1.7891187085616644),\n",
+ " (21, 1.8547499897527213),\n",
+ " (28, 1.8746638695669968)]"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "print(lcat(tpack(segment(vigenere_decipher(scbz, 'scytale')))))"
+ "ics = [(i, sum(index_of_coincidence(section) for section in every_nth(scbz, i)) / i)\n",
+ " for i in range(1, 30)]\n",
+ "sorted(ics, key=lambda p: p[1])"
]
},
{
"cell_type": "code",
- "execution_count": 202,
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "('scytale', -4506.678592965439)"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "vigenere_frequency_break(scbz, max_key_length=30)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'withhindsightanopportunityforpeacewasthrownawaycalgacusmayhavebeenatraitorbuthewasbornaromanandhadforgedthelocaltribesintoanorganisedanddisciplinedforceitmayhavebeenpossibletotreatwithhimbringingcaledoniawithintheempireinexchangeforthegovernorshipofcaledoniabutsalustiuswasagreedyandambitiousmanforwhomvictorywaseverythinghehadnowishtosharecaledoniaorglorywithcalgacusandthusconceivedaplantorepaythetreacheryofthecaledoniiinfullhemadeagreatfanfareofpushinghisforcesintonortherncaledoniatotheremotefortofinchtuthilsalustiusinsecrethadconceivedaslyandaudaciousplancatowasinstructedtoproceedwithanexpeditionaryforcefromeboracumtothefrontierfortatinchtuthilwherehewouldrelievetheiilegionadiutrixpiafideliswhowererequiredindaciahequicklyestablishedthelegioninastateofbattlereadinessandwasjoinedtherebysalustiuswhotookcommandoftheixlegionhumiliatingthefaithfulcatoinfrontofhisownmensalustiuswasnostrategistbutintacticsandcunningheknewnoparallelfromthelegionsextensivescoutingnetworkhehadlearnedthatcalgacushadestablishedhisheadquartersinthemountainswestofstracathrothemarchingcampleavingcatoinchargeofasmallholdingforceoftwocohortsatinchtuthilsalustiusostentatiouslyledtherestoftheixlegiontostracathrohesetupcampandlaidwastetothevillagesaroundhiminanactofgrossprovocationandcrueltyheemulatedhisherocrassusknowingthatthemanycaledoniiwhosufferedagruesomeendonhiscaledonianwaywerenotinvolvedwithcalgacusandhisrevolttheywerejustfodderinhisattempttoprovokeaconfrontationasheknewtheymustthecaledonianarmiesmusteredforafinalshowdownwiththelegionandmarchedonstracathrosalustiussethisforceswithpicketfencesandtrapsbutagainstthescaleofthecaledonianforcetherewaslittlehopeofsuccessnonethelesswiththeirprideatstakeandacceptingtheirfatethelegionnairesoftheixthwatchedandwaitedtojoinbattleundercoverofdarknessandbeforeanyskirmishcouldbeconductedsalustiussecretlysetoutwithasmallforceofhandpickedsoldierswhohadtravelledwithhimfromromewithadeviousplantostealthecodexfromrightundercalgacusnosesalustiuswasaveryunpleasantmanbuthewaswidelyreadandknewofthehebrewtaleofgideonhesethisguardatkeypointsaroundtheperimeterofthecaledoniancampandinthedepthsofnightwhenallmenareattheirlowestebbtheyroseasonebreakingcoverandmakingnoiselikeamuchlargerarmyintheconfusionsalustiusslieutenantstoleintothecampandmadeawaywiththecodexreturningittosalustiuswhoremainedthroughoutatasafedistanceperhapssalustiuscarednothingforthefateoftheixthlegionperhapsitsdestructionwaspartofdomitiansplannedrevengeorperhapsitwasjustadiversionarytactictohavethemcampedatstracathrobuttheoutcomewasthesamerousedbythesurpriseinvasionoftheircampthecaledonianwarriorslaunchedamassiveassaultonstracathrowhateverhismotivationinanactofthegreatesttreacherysalustiusabandonedtheixthlegiontooblivionandsetoutsouthforthefortifiedportatcarridenwhereheintendedtoescapebyseafrombritanniawiththecodexhesentadespatchtocatoorderinghimtoretreatwithallablementocarridenrazeinchtuthiltothegroundandleavenoneoftheweakorwoundedaliveinordertoprovidenothingofvaluetotheenemysalustiusandhisguardmusthavethoughttheywouldbesafebutoncemoreaproudsonofromehadgrosslyunderestimatedcalgacusrealisingquicklythatthecodexwaslosthesetouttorecoveritmarchinghismendoubletimeinpursuitofthefleeingsalustiusandsoatcarridensalustiusregroupedwithhistrustyguardandtheremainingcohortsfrominchtuthilledbythesteadfastmarcusfideliuscatoitwasnotlongbeforethepursuingcaledonianforcearrivedbeforethegatesofcarridenandlaidsiegewiththeirbackstowatertheromanforcewastrappedtheirsafetylayinarefugefarovertheseaanditisfittingthattheendingofmystorywilllieburiedsafelyintheirrefugeatnoviomagusbatavorum____+'"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "vigenere_decipher(scbz, 'scytale')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
"metadata": {},
"outputs": [
{
"remaining cohorts from inch tuthill ed by the steadfast marcus fidel i usca to it was not long\n",
"before the pursuing caledonian force arrived before the gates of car riden and laid siege with their\n",
"backs to water the roman force was trapped their safety lay in a refuge far over these a and it is\n",
- "fitting that the ending of my story will lie buried safely in their refuge at novio magus bat av\n",
- "orum\n"
+ "fitting that the ending of my story will lie buried safely in their refuge at novio magus\n",
+ "batavorum____+\n"
]
}
],
"source": [
- "print(lcat(tpack(segment(vigenere_decipher(sanitise(scbz), 'scytale')))))"
+ "print(prettify(vigenere_decipher(scytale_encipher(scb, 6), 'scytale')))"
]
},
{
"cell_type": "code",
- "execution_count": 228,
+ "execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "4423"
+ "4426"
]
},
- "execution_count": 228,
+ "execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "open('7b.plaintext', 'w').write(lcat(tpack(segment(vigenere_decipher(sanitise(scbz), 'scytale')))))"
+ "open('7b.plaintext', 'w').write(prettify(vigenere_decipher(scytale_encipher(scb, 6), 'scytale')))"
]
},
{
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.3"
+ "version": "3.6.3"
}
},
"nbformat": 4,
projects / cipher-tools.git / blobdiff