"cells": [
{
"cell_type": "code",
- "execution_count": 53,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaoAAAEmCAYAAAAz/dRVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaoAAAEmCAYAAAAz/dRVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a1a254a8>"
+ "<matplotlib.figure.Figure at 0x7f83bc5a9470>"
]
},
"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": 7,
"metadata": {},
"outputs": [
{
"1422"
]
},
- "execution_count": 17,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 161,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"'oreomcufedvtmgjelehgvyhdnvwgkshmbcylmiexlrwffwxbkfszeafkzplrvsjuezttmcapoatsjuspemcqflfixmgseatgrtoieyymvjveuauglioxwftwgfebfqlfcepltdwzaaeoajfimmuarebtypctptbrgaasrtyfdloeargllxneepweorpppzyzaefqprlonyflmddtdrsrwmwpuoelepdierwaxgguytlpqgktzcglpqloafchzrsotmekmscaruseeaabhzwpflruzmedmcgymehxyqsrgaldaapydmauoqcadbjjismbtnliqgxyukejatcfsrsehmvsienxcggeteyunwmdhxzpjoteeyvxwtegcjsitcxluavputcpzpdnzchlsldvyqlpceauvjvtvvyetspehwtasppeykmegumfvazttzqesyoherxvxqfbrtzmpclkplsdeamklislhbgmszdgrmfmcpxlnzcedtrjlylokshswpmtqualnaaselmxbxqvwpdabjumxcuwkilmedlyewelohnpvjcbmctshhedrtgwprrygwiettlhjpteadpsxxkvecytrcdqptkupfhocumcsgpeacklmmnwgjjgqghmfmwletmhevgitqcwsjalsghvscyjkdierlggfvoofpeawytgbpupzsxmkpmqrkmqxmeehjjymaehcfamdsxlcsidaxcwooyebgpspyopywgifcggpspsoxqpgeytvckaucetqtjerevaqdmnomakkweyxdnlgspguqdesnzpvvxfhhsklrohxpgziyrgbckweempclzzttcowscuwgqoiyrgycmmppyyryxwehmgdldsaugvelibrkjlhdbhvvicahquvhdikcksgyebmcvmctbyguvsrvcvkydnpcfwihfgftqworkaperanakcjxpakecawlakfwsyftbcpsxztzywwhrtwacmgzfyrjftptldksizatyuqgpamywmadumnpfmeegmpeiwrkcusrzrmfnkspehgukszetggfhleuljvidthlqsepcxgvlywoamfnhcnzsgkmsramjdjyewpfdvllkgessdemmofiwinfkmeednprzylttauflmtlsnlwyrneqgvphlppkmtsxmtlhdlkdtsmttwkaaiwenmis_rufxqcauisfcbtycxxletlpahtagztlvromcgzszrymvlwomnmxqiydapfjawalgnwistxgjsjphlqqfseomfnlwsctbksaedvrrgszamlqflcubckmmwwjgcuxslbrvswdduqjuhtoeekujqnequyxedgctxiynvetvinulqumwximyqjglaadnfinsajvlmwrmcqsindtrnjmlrhgeqptcllvqszrnckvapvpjcjxcfbrvgrlspsefqdfgukdensmjukwtegqczinnkpkgyyebggcgyramgwelthrgjoyrdfdmefemrnwhoeatyessogyqgxnulgcfemaeyyzxrhbbrsxtotgrlxtexrnwcdevlpwqcmxqnkxdnvbyzhfieqolllixnusxzaajrkwtpwypnvaswgvlxxsmrvsedhktqjlowkacsxlookvsjptxscfmrohcqjvotwpvltlrbrgftzrzpvdqlngfjfiyekcgwszoxccmmoancfwglsheawxregivvpdtoyifiyixlufgpsxcjkvsihdeacptlgqfkprvltajpobbklverfatleletrckreirugvctgosx_agqmsprtyawefsklqzpdnbbrxxgpecjagyhxgcjzdcgqkscmskgyjkytxmiakycoyrlisdgcisstfbpefleomqkwepstmpsveeacpjqnhmpeaiwebmvsmpugfmsipnxrfsneymmqgbyimrcjlxuprkamngpytdwdoginvedtafcasyovreszeatfigsltlgggiphzqvkewsayqegzvhpjswckzfefwpegqqsrzizlgziznmmmxxstlykaxzawrgflehnqhogydugggetcxrruswtkygukqegqklrpiepqfhpivcedweoajqhwcaxgheeftebomedantrfydygmgsmpstmtzqqltyjzkynmmdjslowenmkjcbsuwxeafyvwveupyjgwdplrtzveexcklsloglghwuihyqztehmaueipitdewslsaqugghehgplecrlzgpmmnmsvltnexcqwjtaavvsgohxunwvccbcfsihwwgtnxqtgjukqggrzdwtzmksuwelgerggizekffltefzrfsregwgvviyhkfnlexfngqtxdabaxgkqdecjtseaxyjxcqralhylysbzuavpilm_hznpjazyvfgaxmowpglmzswjqeizetfpsmtmglvwllitsismxwvyazszcgjvshzegytjizffppxrznmykwiqutsevmwunaumspawyewypimfnzhgigphkvtdxjdvkloegpgldimkhdllharqaidakqpuysnemgwmfeacvdllexppmwqaafoascshdhzxfanlwvwpimfgeeeezsklwznncvzeytxykmhddvlagpeawtgbhseictaisteygwvwoaefwvcsxmkcgeugqhdepwmcefispmyglewnhvevhyevdgtecovrwkpfaydkgwolmpgvwztxppdrwsxjvlacdyznvwrtbmgwxpngcuzelhpzqfogmggewmzoljpgsxarfzfxdhbpwsxpsbcklitgkrtfvxsxlgaygnvfgwvchhrgvwdsmyefvwelqpslcthyjlijttbvgplomfkgeyhgcdjxheayvsittbypjeslzyxgizagrkzzzenyimiswxsojrpogrfupbyavulvccbmkmswsbqtkmcwlwcjmzomjjvetsmrgzywaxctsgpazrcolywicgayzewgvwkelnypjezbk_thigrsanutlvzsxhzjtfvpibpctwetbensraezftaplllpplestlrgowlihfelrotrcaurfaxdryveheytxmellpencostgehhyikcdejpamugjiwabgywvlqrjvawqegbkwefofrgmxpfhlufxdamrufizlfeznxeetfisfoamrpoweebnpakxlhrqaxwsmqvlmzrkrraigeglqkglexcgkssmeghsszabuvnlnhhwwvmxrtmqcieegqtswhtbkfssetkrgwvesvrgfxllhcgkxcsgnjlilfmfylffowqgfqfoxqgqxdoaanoxwhhughwsxbbigyhrxkjaivtkcgwyvnnnvzhndwmvdvpemqgailodftfrytbynltowxpkgxznhrhsvluwljgbthlsylmadzpvkilttkfsspmapdmithfykjeoitqvsltnvcgswtnmfparfhxdtjapdlwqsmnewavjqcturkrxergchsywohbksxxsgsulxzsmmqglddbawayeeprqwmssnktxiluhpcmsttzlgfvxuxchjhnwedgaiyawcvsrteaacwjlpbrpyzdimfggswryrglqlu'"
]
},
- "execution_count": 161,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 162,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"27"
]
},
- "execution_count": 162,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 163,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbAAAAEmCAYAAAADccV0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbAAAAEmCAYAAAADccV0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb39e80acc0>"
+ "<matplotlib.figure.Figure at 0x7f837d0bacf8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
"('eeleeyceelalas', -5541.802272494437)"
]
},
- "execution_count": 21,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"'kntkiesbasvimofaaaditudsnkwogowixewhixemlzsbustdibooepfsvlanruhqaotimkwldwpuhqoeebcybhuetoeoaptvrbketuuotfrtupuohedtshrscueqfyhbralnrzsoapewwfueioswntbiyxypepxtewwhriynzhdawtehhmntexsadnlrnvuoatfylnakjadhisdidzonlisrskaaeedqanlwtiequileqogpoycnnmhdaucpvnhkpocgihcprcoatwwdfvsefarcvitzieeuithmyyonvwhfywlndbackmrwzdhfehmqtvhefctasgayaicnonhadotoetnmcocaiauwlsishmzxfkiaaattsievcroeiytnswreuicxvlsjvefhoadkyyhlrawwtfrivkympoeadyrwoeptysiavqihtwvitoqmouddatvrtffqrbvieyhmnhosepmshehhddeioodvrubirltnlvytdirrhuakgufosemiqcwhcwwuchimbmqdslswxlsitrulkqhitzhacsaaownxrfrxierodwesrbcsennaesettilpfliawfnotmkkekupgyzsnpgjpuhwyqbyoinawrkamujsvffiocdbfbwtapbdaxeepfclsrwhhcdxqyuyksimnhvcbxmkbeepwgpcqlqrxotbkemyngbmtocadyjnmiadrbwobotachilwtrskqwaxvphpgklnsckdycvphpaktflcgwprrkpukapfpfgparpqsmvkipggycutsnagalcjmzgqjvevkxnddhghtmdtegoigncqygycaiecazhpprksuaqsvqdigncnyionlunrnxeadbcznbowjgketexggfnfzxwvkikwdfqrjbegrkhggaxbyroapxngjvanrrrgabjlrflipbcupmymngpptrijwzyfznwgtcpwtwgusoadpxrphxhpvnssjppspcbghbugfbvnphskhihwpnqminwinwbalqiclbocacbptiengrqotxniunzsxadvqguxapvguhtaqafrkbpdaqhexytvrhaukwbfchkjvhcgoqnwbjsjgasebzxjhgvehslaibkbkuejukbemzjenvajpppuuluphhjhywnjtqvvxdhelgorotbtahlhgspoorpszapieajbeotsbtfcpuqobrxpaattaeilxwdiwcbrhrgobcovoonuothsdmcmfmenzwrdfwlaagvsehptihofehaqybotkihlhshcibsowtzrtpcooablybhrqxeiiilwygkqthhxttossdjqrqdikagiqffntqcuttzcertennkebrecqhssismibyyfcawwflbecspjdhilnieooecdirvfiandicmlicaldmoonjeirwevejkftrbxttcnasesmbmsbcwizacsbjcgsiacsavecnzpscunaxieycnrpmosaapdtefknrsfliauaitlsddeptgaohkcaoctcuagkbabwaawvtghqbzotikpiphtiemrvsysarnnsmrmmqvgtsjrdwvduitqwhhaetpsotoapjzgsilsanjrpslgdhtmoittoashztyfhdsgcaotaodkdofeptuabigowcyfrdpsrthparqrobponvrtzmanvfrbenageesooomckiidwjedscasweistgacktrlstdyqbenetnsbcesmcrgrhedfcwyetagybgenrnrwfeoqbshrtnbcrhaaeirkgntenweryigdsfwcfiorppupwtfaghfvlflxxgxmgxayywcaftcrjodkcmzoyoqgcnjzybtixwgaakuglxslcyxoovdxltfaewimzsarqpieskemwyefmpfiltaxwmxikoirscbbsxpvtnuojgwiifgqyqinrfhzslnzabnoluizsfmcecvtdbwbrwoamrntsoeipbxconrhcvgxppvmkgayqwufevzddlyoseivbtflpmcmfonbgvhvzxzviibtturhuzamzisnvbhgfjmwovylqcvcavatnguhwbguvqgsccmzlgpqalfbdrgrytdlewwffdseytcwetfbaxdiafyjpgfndgcivoirqpiizfqtpuyvgaliisjhlwsaciglaxojwmeibuksrgsluygldxhnivrgctyzlhlwchvdswgdufziepiwjaergpztwhlawmjccjcdceltczhvvliolioklinmtyfsfvywrksvoptqcsreaxyusxhescijtsrcfjkfgonvsspbkgojwtloanvcebcgbulienvnuongesckvxypgbchazdjcftmdixwmcgsbayytheituytyspwhwyayaxvjwrrghiwzcprwvnrbiytidwegtivhsfscevttupaipbchxuhhxthiaitlrucxovrgyvadvtcuvhevufepfnvciumuemjthedisjjwwkolpwneeulxibpxdcxgehsrpstfftghdevpohzxigjbhhwagqiezpgmrsuocebgeibtwyxbhhtxepusmpwbqyoyhhshhtbpjhytslxmugmaatvomjsvcnrvhauitumkdzsvaaolapspizdotirtieoiauiursdatferyhtimacajgfhlalliygdeoemngtascdrgtdutvsgbaydrnyilbpyskoskailitsvixeplnshtfxjwysyondsnixiiutlcgruhahwlvsdkcbgveeivdhfreotpruzntzwxlyqtlhbrktepvgnvdrthxagiuccrbiurywhggdszhiugdrstlfpahyiduljefitqvolhdibmeauwgrdrtdtwuxqepibnpraoavuzeevpggkhvvtjukkeolxhornldcnhslxnakutryrximkoshbftsiylhsehivdmyjdaphinixuspxrtaclpvnemhulirgiuvtscxugaannpravqgpjgcnhacubhrootjxfpuveijlyisavzajhrpehbpplhnjllaehttncdshkfbaardtzywjnbcvznnvthmupmianjlaccdsbcawdukiyztjeauqcyesczculvaqzfrpsmgexgleuonncbtlhfhquxsaunquevndavcxtebbehbkcknldwtejjlpgtnfnmpxlsumraivtinnpiveohmzchgvyczshmmcdhovczqrclchpsskittrimriteomphsdvzgbhsttsnclrautncuxalpycztyuejfaiafubuabbqumcuquofmcftzqywjdxlhpqcwsozzxevywrfgfperviyclyknvjrodjfuirsveeumcpehqbbpurntjujapkyvlgvxonpndhrhwuhfvbihtouaiwfxlrziatbgbholoylzbiihnugyakkrmrhlindychsppkblpruhfzpywlfjsmhmceewrymyvsnggxtroydhusqfxghxmsooqatvukimvlsdjwspuagnnmlmhsvgpmehwflybsithhcurtwvydyhcwmzcpeucuyrhrieiwylfhrznlnzsiubcvostwncaqau'"
]
},
- "execution_count": 22,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbAAAAEmCAYAAAADccV0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a189e2e8>"
+ "<matplotlib.figure.Figure at 0x7f837cd51080>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbAAAAEmCAYAAAADccV0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFXdJREFUeJzt3X+wZGV95/H3J0CMAgkCV4LIOGIm7qJZB7kSXSVFRLNI\nNOiuIRAVMGZHNlDqrmYLdLNSJlaRqLE2tRuSIVLghiAkiLAJRqnRFVCJzsAIwy8BgYWpcUAw/JAN\n8uO7f/SZbM94mT73dvfMPHPfr6que87T5+nne/ue259+zj19bqoKSZJa8xPbuwBJkhbCAJMkNckA\nkyQ1yQCTJDXJAJMkNckAkyQ1yQCTJDXJAJMkNckAkyQ1yQCTJDVp1+1dAMC+++5bS5cu3d5lSJJ2\nAGvWrPl+Vc2M2m6HCLClS5eyevXq7V2GJGkHkOTuPtt5CFGS1CQDTJLUJANMktQkA0yS1CQDTJLU\nJANMktQkA0yS1CQDTJLUJANMktQkA0yS1KQd4lJSk7L0tL/rve1dZ/7qFCuRJE3byBlYkgOTfCXJ\nTUluTPK+rn3vJFckua37+tyuPUn+JMntSa5P8oppfxOSpMWnzyHEJ4EPVNXBwKuAU5IcDJwGrKqq\nZcCqbh3gjcCy7rYCOGviVUuSFr2RAVZVG6rq2m75EeBm4ADgGOC8brPzgLd0y8cAn6mBa4C9kuw/\n8colSYvavE7iSLIUOAT4B2C/qtrQ3fU9YL9u+QDgnqFu93ZtkiRNTO+TOJLsAVwMvL+qHk7yz/dV\nVSWp+QycZAWDQ4wsWbJkPl21k/HkG0kL0WsGlmQ3BuF1flV9rmveuOnQYPf1vq59PXDgUPcXdG2b\nqaqVVTVbVbMzMyP/8aYkSZsZOQPLYKr1aeDmqvrjobsuA04Ezuy+XjrUfmqSzwK/CDw0dKhRkrYJ\nZ/Y7vz6HEF8DvBO4Icnaru1DDILroiTvBu4Gju3uuxw4GrgdeAx410QrliSJHgFWVVcDeYa7j5xj\n+wJOGbMuSZK2yktJSZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSA\nSZKaZIBJkprU+/+BSaN49W9J25IzMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpMMMElSk/wc\nWCP8jJUkbc4ZmCSpSSNnYEnOAd4E3FdVL+vaLgRe0m2yF/CPVbU8yVLgZuDW7r5rqurkSRctaXHx\nCITm0ucQ4rnAfwc+s6mhqn5j03KSTwIPDW1/R1Utn1SBkiTNZWSAVdWV3czqxyQJcCzwusmWJUnS\n1o37N7DDgY1VddtQ24uSXJfkq0kOH/PxJUma07hnIR4PXDC0vgFYUlUPJDkU+HySl1bVw1t2TLIC\nWAGwZMmSMcuQJC02C56BJdkV+LfAhZvaqurxqnqgW14D3AH8/Fz9q2plVc1W1ezMzMxCy5AkLVLj\nHEJ8PXBLVd27qSHJTJJduuWDgGXAd8crUZKkHzcywJJcAHwDeEmSe5O8u7vrODY/fAjwS8D1SdYC\nfwOcXFUPTrJgSZKg31mIxz9D+0lztF0MXDx+WZIkbZ1X4pAkNckAkyQ1yQCTJDXJAJMkNckAkyQ1\nyf8HtkBeHVuSti9nYJKkJhlgkqQmGWCSpCYZYJKkJhlgkqQmGWCSpCYZYJKkJvk5MEnbjJ+f1CQ5\nA5MkNckAkyQ1yQCTJDXJAJMkNckAkyQ1yQCTJDXJAJMkNWlkgCU5J8l9SdYNtZ2RZH2Std3t6KH7\nTk9ye5Jbk/ybaRUuSVrc+szAzgWOmqP9U1W1vLtdDpDkYOA44KVdnz9NssukipUkaZORAVZVVwIP\n9ny8Y4DPVtXjVXUncDtw2Bj1SZI0p3EuJXVqkhOA1cAHquoHwAHANUPb3Nu1SerJyy1J/Sz0JI6z\ngBcDy4ENwCfn+wBJViRZnWT1/fffv8AyJEmL1YJmYFW1cdNykrOBv+1W1wMHDm36gq5trsdYCawE\nmJ2drYXUIen/W8jMzdmeWragGViS/YdW3wpsOkPxMuC4JM9K8iJgGfDN8UqUJOnHjZyBJbkAOALY\nN8m9wEeAI5IsBwq4C3gPQFXdmOQi4CbgSeCUqnpqOqVLkhazkQFWVcfP0fzprWz/MeBj4xQlSdIo\nXolDktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1KRx\n/qGldlL+iw1JLXAGJklqkjMwSRriEYh2OAOTJDXJGZgkTYAzt23PGZgkqUnOwCRpO3HWNh5nYJKk\nJhlgkqQmGWCSpCb5NzA8Dq3R3EekHc/IGViSc5Lcl2TdUNvHk9yS5PoklyTZq2tfmuT/Jlnb3f5s\nmsVLkhavPocQzwWO2qLtCuBlVfWvgO8Apw/dd0dVLe9uJ0+mTEmSNjcywKrqSuDBLdq+VFVPdqvX\nAC+YQm2SJD2jSZzE8VvAF4bWX5TkuiRfTXL4BB5fkqQfM9ZJHEk+DDwJnN81bQCWVNUDSQ4FPp/k\npVX18Bx9VwArAJYsWTJOGZKkRWjBM7AkJwFvAt5eVQVQVY9X1QPd8hrgDuDn5+pfVSuraraqZmdm\nZhZahiRpkVpQgCU5CvjPwK9V1WND7TNJdumWDwKWAd+dRKGSJA0beQgxyQXAEcC+Se4FPsLgrMNn\nAVckAbimO+Pwl4CPJnkCeBo4uaoenPOBFyk/TyRJkzEywKrq+DmaP/0M214MXDxuUZIkjeKlpCRJ\nTTLAJElNMsAkSU3yYr6StEjsbCeROQOTJDXJAJMkNckAkyQ1yQCTJDXJAJMkNcmzEHdiO9sZR5I0\nzBmYJKlJBpgkqUkGmCSpSQaYJKlJBpgkqUkGmCSpSQaYJKlJBpgkqUkGmCSpSQaYJKlJXkpKmhIv\n5SVNV68ZWJJzktyXZN1Q295JrkhyW/f1uV17kvxJktuTXJ/kFdMqXpK0ePU9hHgucNQWbacBq6pq\nGbCqWwd4I7Csu60Azhq/TEmSNtcrwKrqSuDBLZqPAc7rls8D3jLU/pkauAbYK8n+kyhWkqRNxjmJ\nY7+q2tAtfw/Yr1s+ALhnaLt7uzZJkiZmImchVlUBNZ8+SVYkWZ1k9f333z+JMiRJi8g4AbZx06HB\n7ut9Xft64MCh7V7QtW2mqlZW1WxVzc7MzIxRhiRpMRonwC4DTuyWTwQuHWo/oTsb8VXAQ0OHGiVJ\nmohenwNLcgFwBLBvknuBjwBnAhcleTdwN3Bst/nlwNHA7cBjwLsmXLMkSf0CrKqOf4a7jpxj2wJO\nGacoSZJG8VJSkqQmGWCSpCYZYJKkJhlgkqQmeTV6SWqM/+lgwBmYJKlJBpgkqUkGmCSpSQaYJKlJ\nBpgkqUkGmCSpSZ5Gr0XF04+lnYczMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpMMMElSkwww\nSVKTDDBJUpMWfCWOJC8BLhxqOgj4r8BewL8H7u/aP1RVly+4QkmS5rDgAKuqW4HlAEl2AdYDlwDv\nAj5VVZ+YSIWSJM1hUtdCPBK4o6ruTjKhh5S0o/KaktoRTCrAjgMuGFo/NckJwGrgA1X1gwmNIwG+\ngEqaQIAl+Ung14DTu6azgN8Hqvv6SeC35ui3AlgBsGTJknHLkCRNwY78ZnESZyG+Ebi2qjYCVNXG\nqnqqqp4GzgYOm6tTVa2sqtmqmp2ZmZlAGZKkxWQSAXY8Q4cPk+w/dN9bgXUTGEOSpM2MdQgxye7A\nG4D3DDX/UZLlDA4h3rXFfZIkTcRYAVZVPwT22aLtnWNVJElSD16JQ5LUJANMktQkA0yS1CQDTJLU\nJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQD\nTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1KRdx32AJHcBjwBPAU9W1WySvYELgaXAXcCxVfWD\ncceSJGmTSc3AfrmqllfVbLd+GrCqqpYBq7p1SZImZlqHEI8BzuuWzwPeMqVxJEmL1CQCrIAvJVmT\nZEXXtl9VbeiWvwfsN4FxJEn6Z2P/DQx4bVWtT/I84IoktwzfWVWVpLbs1IXdCoAlS5ZMoAxJ0mIy\n9gysqtZ3X+8DLgEOAzYm2R+g+3rfHP1WVtVsVc3OzMyMW4YkaZEZK8CS7J5kz03LwK8A64DLgBO7\nzU4ELh1nHEmStjTuIcT9gEuSbHqsv6qqv0/yLeCiJO8G7gaOHXMcSZI2M1aAVdV3gZfP0f4AcOQ4\njy1J0tZ4JQ5JUpMMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpMM\nMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJ\nUpMWHGBJDkzylSQ3Jbkxyfu69jOSrE+ytrsdPblyJUka2HWMvk8CH6iqa5PsCaxJckV336eq6hPj\nlydJ0twWHGBVtQHY0C0/kuRm4IBJFSZJ0tZM5G9gSZYChwD/0DWdmuT6JOckee4kxpAkadjYAZZk\nD+Bi4P1V9TBwFvBiYDmDGdonn6HfiiSrk6y+//77xy1DkrTIjBVgSXZjEF7nV9XnAKpqY1U9VVVP\nA2cDh83Vt6pWVtVsVc3OzMyMU4YkaREa5yzEAJ8Gbq6qPx5q339os7cC6xZeniRJcxvnLMTXAO8E\nbkiytmv7EHB8kuVAAXcB7xmrQkmS5jDOWYhXA5njrssXXo4kSf14JQ5JUpMMMElSkwwwSVKTDDBJ\nUpMMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKT\nDDBJUpMMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTphZgSY5KcmuS25OcNq1xJEmL01QCLMkuwP8A\n3ggcDByf5OBpjCVJWpymNQM7DLi9qr5bVT8CPgscM6WxJEmL0LQC7ADgnqH1e7s2SZImIlU1+QdN\n3gYcVVW/3a2/E/jFqjp1aJsVwIpu9SXArRMvZGBf4Ps7aT9rnEy/FmpcaD9rnEy/FmpcaL9tXWMf\nL6yqmZFbVdXEb8CrgS8OrZ8OnD6NsXrUsnpn7WeNi6fGnfl7s8bF9b1N8jatQ4jfApYleVGSnwSO\nAy6b0liSpEVo12k8aFU9meRU4IvALsA5VXXjNMaSJC1OUwkwgKq6HLh8Wo8/Dyt34n7WOJl+LdS4\n0H7WOJl+LdS40H7busaJmcpJHJIkTZuXkpIkNckA20KSpUnWbaexz0jywSmP8d4kNyc5f8rjjPU8\nJvn6tPtNoMZHF9pX216SvZL8zvauQ5NjgC0+vwO8oarevr0L2Zqq+tfbsp+2vwxM8zVpLwb7v3YS\nO3WAJfl8kjVJbuw+ON3XrknO72Yqf5PkOT3HOyHJ9Um+neR/9uzz4STfSXI1gw9095LkHUm+mWRt\nkj/vrj85qs+fAQcBX0jyH+cx1u91F2a+OskF85gl7pLk7O75/1KSZ89jzAXNbsbod1CS65K8ciH9\nRzz20iS3JDm3+1mfn+T1Sb6W5LYkh43oe/NCnsck/ynJuu72/nnWOq/9f3g/ns8+0o13a5LPAOuA\nA3v02T3J33W/Z+uS/EafsYAzgRd3vzMfn0d964bWP5jkjB79zkxyytD6Vo+uJPndJO/tlj+V5Mvd\n8utGHS1J8srudeenuufmxiQv61HjR4f3iyQfS/K+Hv1O7p7DtUnuTPKVUX2mZnt/EG2aN2Dv7uuz\nGfxy7NOjz1KggNd06+cAH+zR76XAd4B9h8ce0edQ4AbgOcBPA7f3HOtfAv8L2K1b/1PghJ7PyV2b\nauy5/SuBtcBPAXsCt/WscSnwJLC8W78IeMc8xn10gT/z3v26GtcxeONwHfDyaYw19Fz8AoM3jWu6\n/SoMrhH6+Uk/j0P71u7AHsCNwCE9a53X/r/Q/XhovKeBV83jef93wNlD6z8zn5/3PH/Gm/UBPgic\n0aPfIcBXh9ZvAg7cyvavAv66W74K+CawG/AR4D09xvsD4BMMLqLe66IR3fd2bbf8E8Ad9HiNHOq/\nW1frm+fznE7ytlPPwID3Jvk2cA2Dd3bLeva7p6q+1i3/JfDaHn1ex2AH/D5AVT3Yo8/hwCVV9VhV\nPUz/D3sfyeBF41tJ1nbrB/XsO1+vAS6tqn+qqkcYBGdfd1bV2m55DYNfmB3NDHAp8Paq+vYUx7mz\nqm6oqqcZhMmqGrwK3MDo52Uhz+NrGexbP6yqR4HPMdjf+pjv/r/Q/XiTu6vqmnlsfwPwhiR/mOTw\nqnponuNNXVVdBzwvyfOTvBz4QVXds5Uua4BDk/w08DjwDWCWwXN7VY8hPwq8oevzRz1rvAt4IMkh\nwK8A11XVA336dv4b8OWqms9rwkRN7XNg21uSI4DXA6+uqseS/G8Gs4g+tvxswY72WYMA51XV6du7\nkBEeH1p+isFMeEfzEPB/GLxI3zTFcYafi6eH1p9m9O/htn4et/X+/8P5bFxV30nyCuBo4A+SrKqq\nj06nNJ5k8z+19H0NAfhr4G3AzwIXbm3DqnoiyZ3AScDXgeuBXwZ+Dri5x1j7MJhp79bV2Pc5/Ytu\nzJ9lMNvuJclJwAuBU0dsOlU78wzsZxi863ksyb9gMEXva0mSV3fLvwlc3aPPl4FfT7IPQJK9e/S5\nEnhLkmcn2RN4c8/6VgFvS/K8TWMleWHPvvP1NeDN3fH1PYA3TWmc7eVHwFuBE5L85vYuZoKuYrBv\nPSfJ7gy+xz7v5GH++/9C9+MFSfJ84LGq+kvg48ArenZ9hMFh8PnYyGAmtU+SZzG//f9CBpfRexuD\nMBvlKgaHKK/slk9mMCvq8wbiz4HfA84H/nAeNV4CHMXgTwVf7NMhyaFdne/ojihsNzvtDAz4e+Dk\nJDczuNL9fA5R3AqckuQcBu/KzxrVoapuTPIx4KtJnmLwN5WTRvS5NsmFwLeB+xhcQ3KkqropyX8B\nvpTBWVtPAKcAd/fpPx9V9a0klzF4R7iRweGbHe6QzZB5zxaq6odJ3gRckeTRqmr+up3dvnUug7+l\nAPxFd1irj3nt/wvdj8fwC8DHkzzNYN//D306VdUD3Ykz64AvVNXv9ujzRJKPMnge1wO39C2ye03Y\nE1hfVRt6dLkK+DDwjW6f/Cd6vOlIcgLwRFX9VQYnc309yeuq6ss9avxRdxLGP1bVUz1qhMGsa2/g\nK0lgcFHf3+7Zd6K8EodGSrJHVT3anY12JbCiqq7d3nVtqZv9XltV05qN7vSSLAX+tqpGnsW2lcc4\ng8EJLp+YUFmaku4N8LXAr1fVbdu7nvnamQ8hanJWdieLXAtcvIOG1/MZ/OHbF02phyQHMzhjdFWL\n4QXOwCRJjXIGJklqkgEmSWqSASZJapIBJklqkgEmSWqSASZJatL/AwxXUDC29V18AAAAAElFTkSu\nQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a1897550>"
+ "<matplotlib.figure.Figure at 0x7f83c3525c88>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 203,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaoAAAEmCAYAAAAz/dRVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nqCRJTfs/nrh65z2bgeIAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a1a53630>"
+ "<matplotlib.figure.Figure at 0x7f837cbe1470>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 134,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaoAAAEmCAYAAAAz/dRVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSWrNoJIktfZ/P0g7wO6fxMgAAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAEmCAYAAAAtNOTmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb3a1a074e0>"
+ "<matplotlib.figure.Figure at 0x7f837ced4e10>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"'etoainhsrdlumwycfgpbvkxjqz'"
]
},
- "execution_count": 38,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 205,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'eglsmtapwcryfvxhkdziqnjoub'"
+ "'eglsmtapwcryfvxhkdizqnjoub'"
]
},
- "execution_count": 205,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 206,
+ "execution_count": 19,
"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": 19,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 208,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'jlejidqmegwnitxeoectwucgkwrtfacizduoibeyolrmmryzfmapehmfpsolwaxqepnnidhsjhnaxqaseidvmombyitaehntlnjbeuuiwxweqhqtobjyrmnrtmezmvomdesongrphhejhxmbiiqhleznusdnsnzlthhalnumgojehltooykeesrejlssspuphemvslojkumoiggnglalrirsqjeoesgbelrhyttqunosvtfnpdtosvojhmdcplajniefiadhlqaeehhzcprsmolqpiegidtuiecyuvalthoghhsugihqjvdhgzxxbaiznkobvtyuqfexhndmalaeciwabekydtteneuqkrigcypsxjneeuwyrnetdxabndyoqhwsqndspsgkpdcoaogwuvosdehqwxwnwwuenasecrnhasseufietqimwhpnnpveaujcelywyvmzlnpisdofsoagehifobaocztiapgtlimidsyokpdegnlxouojfacarsinvqhokhhaeoiyzyvwrsghzxqiydqrfboiegouereojckswxdzidnacceglntrsllutrbennocxsnehgsayyfwedunldgvsnfqsmcjdqidatsehdfoiikrtxxtvtcimiroenicewtbnvdraxhoatcwaduxfgbelottmwjjmsehruntzsqspayifsivlfivyieecxxuihecdmhigayodabghydrjjueztsasujsurtbmdttsasajyvsteunwdfhqdenvnxelewhvgikjihffreuygkotastqvgeakpswwymccafoljcystpbultzdfreeisdoppnndjradqrtvjbultudiissuuluyrecitgogahqtweobzlfxocgzcwwbdhcvqwcgbfdfatuezidwidnzutqwalwdwfugksdmrbcmtmnvrjlfhselhkhfdxyshfedhrohfmraumnzdsaypnpurrclnrhditpmulxmnsnogfabphnuqvtshiurihgqiksmieetisebrlfdqalplimkfasectqfapenttmcoeqoxwbgncovaesdytwourjhimkcdkpatfialhixgxuersmgwoofteaageiijmbrbkmfieegkslpuonnhqmoinoakorulkevtwscossfinayinocgofgnainnrfhhbrekiba_lqmyvdhqbamdznudyyoenoshcnhtpnowljidtpapluiworjikiyvbughsmxhrhotkrbanytxaxscovvmaejimkoradnzfahegwlltaphiovmodqzdfiirrxtdqyaozlwarggqvxqcnjeefqxvkevquyegtdnybukwenwbkqovqirybiuvxtohhgkmbkahxwoirlidvabkgnlkxiolctevsndoowvaplkdfwhswsxdxydmzlwtloasaemvgmtqfgekaixqfrnetvdpbkkfsftuuezttdtulhitreoncltxjulgmgiemeilkrcjehnueaajtuvtykqotdmeiheuupylczzlaynjntloyneylkrdgewosrvdiyvkfygkwzupcmbevjooobykqayphhxlfrnsruskwhartwoyyailwaegcfnvxojrfhdayojjfwaxsnyadmiljcdvxwjnrswonolzltmnplpswgvoktmxmbuefdtrapjyddiijhkdmrtoacehryletbwwsgnjubmbubyoqmtsaydxfwabcgehdsnotvmfslwonhxsjzzfowelmhnoeoenldfleblqtwdntjay_htviaslnuhremafovpsgkzzlyytsedxhtucytdxpgdtvfadiaftuxfunyibhfudjulobagtdbaanmzsemoejivfresanisaweehdsxvkcisehbreziwaisqtmiabskylmakeuiivtzubildxoyqslfhiktsungrgjtbkwegnhmdhaujwleapehnmbtaonotttbscpvwferahuvetpwcsxardfpmemrsetvvalpbpotpbpkiiiyyanoufhyphrltmoeckvcjtugqtttendyllqarnfutqfvetvfolsbesvmcsbwdegrejhxvcrdhytceemnezjieghknlmugutitaisaninpvvonuxpfukiigxaojrekifxdzaqryehmuwrweqsuxtrgsolnpweeydfoaojtotcrqbcuvpnecihqebsbngeraoahvqttcectsoedloptsiikiawonkeydvrxnhhwwatjcyqkrwddzdmabcrrtnkyvntxqfvttlpgrnpifaqreotelttbpefmmonemplmaletrtwwbucfmkoeymktvnyghzhytfvgedxnaehyuxydvlhocuouazpqhwsboi_cpksxhpuwmthyijrstoiparxvebpenmsainitowroobnabaiyrwuhpapdtxwacpetunxbpmmssylpkiufrbvqnaewirqkhqiashruerusbimkpctbtscfwngyxgwfojetstogbifcgoochlvhbghfvsquakeitrimehdwgooeyssirvhhmjhadacgcpymhkorwrsbimteeeepaforpkkdwpeunyuficggwohtsehrntzcaebdnhbaneutrwrjhemrwdayifdteqtvcgesridembasiutoerkcwewcuewgtnedjwlrfsmhugftrjoistwrpnyssglrayxwohdgupkwrlnzitrysktdqpeocspvmjtitteripjoxstayhlmpmygczsraysazdfobntflnmwyayothutkwmtrwdccltwrgaiuemwreovsaodncuxobxnnzwtsojimfteuctdgxycehuwabnnzusxeaopuytbphtlfpppekubibaryajxlsjtlmqszuhwqowddzifiarazvnfidrordxipjixxwenailtpurhydnatshpldjourbdthupertwrfeokusxepzf_ncbtlahkqnowpaycpxnmwsbzsdnrenzekalhepmnhsooossoeanoltjrobcmeoljnldhqlmhygluweceunyieoosekdjanteccubfdgexshiqtxbrhzturwovlxwhrvetzfremjmltiysmcoqmyghilqmbpomepkyeenmbamjhilsjreezkshfyoclvhyraivwoiplfllhbtetovftoeydtfaaietcaaphzqwkokccrrwiylnivdbeetvnarcnzfmaaenfltrweawltmyoocdtfydatkxobomimuommjrvtmvmjyvtvygjhhkjyrccqtcrayzzbtuclyfxhbwnfdtruwkkkwpckgriwgwseivthbojgmnmlunzukonjrysftypkclcawoqroxtzncoauoihgpswfbonnfmaasihsgibncmufxejbnvwaonkwdtarnkimshlmcygnxhsgorvaikerhwxvdnqlflyeltdcaurjczfayyataqoypaiivtoggzhrhueeslvriaakfnyboqcsdiannpotmwyqydcxckregthbuhrdwalnehhdrxoszlsupgbimttarlultovoq+'"
+ "'jlejidqmegwnitxeoectwucgkwrtfacizduoipeyolrmmryzfmabehmfbsolwaxqebnnidhsjhnaxqaseidvmompyitaehntlnjpeuuiwxweqhqtopjyrmnrtmezmvomdesongrbhhejhxmpiiqhleznusdnsnzlthhalnumgojehltooykeesrejlsssbubhemvslojkumoiggnglalrirsqjeoesgpelrhyttqunosvtfnbdtosvojhmdcblajniefiadhlqaeehhzcbrsmolqbiegidtuiecyuvalthoghhsugihqjvdhgzxxpaiznkopvtyuqfexhndmalaeciwapekydtteneuqkrigcybsxjneeuwyrnetdxapndyoqhwsqndsbsgkbdcoaogwuvosdehqwxwnwwuenasecrnhasseufietqimwhbnnbveaujcelywyvmzlnbisdofsoagehifopaocztiabgtlimidsyokbdegnlxouojfacarsinvqhokhhaeoiyzyvwrsghzxqiydqrfpoiegouereojckswxdzidnacceglntrsllutrpennocxsnehgsayyfwedunldgvsnfqsmcjdqidatsehdfoiikrtxxtvtcimiroenicewtpnvdraxhoatcwaduxfgpelottmwjjmsehruntzsqsbayifsivlfivyieecxxuihecdmhigayodapghydrjjueztsasujsurtpmdttsasajyvsteunwdfhqdenvnxelewhvgikjihffreuygkotastqvgeakbswwymccafoljcystbpultzdfreeisdobbnndjradqrtvjpultudiissuuluyrecitgogahqtweopzlfxocgzcwwpdhcvqwcgpfdfatuezidwidnzutqwalwdwfugksdmrpcmtmnvrjlfhselhkhfdxyshfedhrohfmraumnzdsaybnburrclnrhditbmulxmnsnogfapbhnuqvtshiurihgqiksmieetiseprlfdqalblimkfasectqfabenttmcoeqoxwpgncovaesdytwourjhimkcdkbatfialhixgxuersmgwoofteaageiijmprpkmfieegkslbuonnhqmoinoakorulkevtwscossfinayinocgofgnainnrfhhprekipa_lqmyvdhqpamdznudyyoenoshcnhtbnowljidtbabluiworjikiyvpughsmxhrhotkrpanytxaxscovvmaejimkoradnzfahegwlltabhiovmodqzdfiirrxtdqyaozlwarggqvxqcnjeefqxvkevquyegtdnypukwenwpkqovqirypiuvxtohhgkmpkahxwoirlidvapkgnlkxiolctevsndoowvablkdfwhswsxdxydmzlwtloasaemvgmtqfgekaixqfrnetvdbpkkfsftuuezttdtulhitreoncltxjulgmgiemeilkrcjehnueaajtuvtykqotdmeiheuubylczzlaynjntloyneylkrdgewosrvdiyvkfygkwzubcmpevjooopykqaybhhxlfrnsruskwhartwoyyailwaegcfnvxojrfhdayojjfwaxsnyadmiljcdvxwjnrswonolzltmnblbswgvoktmxmpuefdtrabjyddiijhkdmrtoacehryletpwwsgnjupmpupyoqmtsaydxfwapcgehdsnotvmfslwonhxsjzzfowelmhnoeoenldfleplqtwdntjay_htviaslnuhremafovbsgkzzlyytsedxhtucytdxbgdtvfadiaftuxfunyiphfudjulopagtdpaanmzsemoejivfresanisaweehdsxvkcisehpreziwaisqtmiapskylmakeuiivtzupildxoyqslfhiktsungrgjtpkwegnhmdhaujwleabehnmptaonotttpscbvwferahuvetbwcsxardfbmemrsetvvalbpbotbpbkiiiyyanoufhybhrltmoeckvcjtugqtttendyllqarnfutqfvetvfolspesvmcspwdegrejhxvcrdhytceemnezjieghknlmugutitaisaninbvvonuxbfukiigxaojrekifxdzaqryehmuwrweqsuxtrgsolnbweeydfoaojtotcrqpcuvbnecihqepspngeraoahvqttcectsoedlobtsiikiawonkeydvrxnhhwwatjcyqkrwddzdmapcrrtnkyvntxqfvttlbgrnbifaqreotelttpbefmmonemblmaletrtwwpucfmkoeymktvnyghzhytfvgedxnaehyuxydvlhocuouazbqhwspoi_cbksxhbuwmthyijrstoibarxvepbenmsainitowroopnapaiyrwuhbabdtxwacbetunxpbmmssylbkiufrpvqnaewirqkhqiashrueruspimkbctptscfwngyxgwfojetstogpifcgoochlvhpghfvsquakeitrimehdwgooeyssirvhhmjhadacgcbymhkorwrspimteeeebaforbkkdwbeunyuficggwohtsehrntzcaepdnhpaneutrwrjhemrwdayifdteqtvcgesridempasiutoerkcwewcuewgtnedjwlrfsmhugftrjoistwrbnyssglrayxwohdgubkwrlnzitrysktdqbeocsbvmjtitteribjoxstayhlmbmygczsraysazdfopntflnmwyayothutkwmtrwdccltwrgaiuemwreovsaodncuxopxnnzwtsojimfteuctdgxycehuwapnnzusxeaobuytpbhtlfbbbekupiparyajxlsjtlmqszuhwqowddzifiarazvnfidrordxibjixxwenailtburhydnatshbldjourpdthubertwrfeokusxebzf_ncptlahkqnowbaycbxnmwspzsdnrenzekalhebmnhsooossoeanoltjropcmeoljnldhqlmhygluweceunyieoosekdjanteccupfdgexshiqtxprhzturwovlxwhrvetzfremjmltiysmcoqmyghilqmpbomebkyeenmpamjhilsjreezkshfyoclvhyraivwoiblfllhptetovftoeydtfaaietcaabhzqwkokccrrwiylnivdpeetvnarcnzfmaaenfltrweawltmyoocdtfydatkxopomimuommjrvtmvmjyvtvygjhhkjyrccqtcrayzzptuclyfxhpwnfdtruwkkkwbckgriwgwseivthpojgmnmlunzukonjrysftybkclcawoqroxtzncoauoihgbswfponnfmaasihsgipncmufxejpnvwaonkwdtarnkimshlmcygnxhsgorvaikerhwxvdnqlflyeltdcaurjczfayyataqoybaiivtoggzhrhueeslvriaakfnypoqcsdiannbotmwyqydcxckregthpuhrdwalnehhdrxoszlsubgpimttarlultovoq'"
]
},
- "execution_count": 208,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 209,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "1.0908179994726204"
+ "1.0911221874256245"
]
},
- "execution_count": 209,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 210,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"1.7308339625731206"
]
},
- "execution_count": 210,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 211,
+ "execution_count": 23,
"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": 24,
"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",
- " (24, 1.22779954730535),\n",
- " (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": 24,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 213,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
"'etoainhsrdlumwycfgpbvkxjqz'"
]
},
- "execution_count": 213,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 214,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['alsgeipmvxtrdkhycfwnzqoujb',\n",
- " 'gsmplteracfhwvydizxkqjnoub_',\n",
- " 'egwsctmvflaqkrhzpdjnuxbyio',\n",
- " 'etgmlywsapfvxrqunzcjodihkb_',\n",
- " 'lexgpscwyrfmkndatvzqhjoiub',\n",
- " 'egmtpwsalyfchrjixvkbzondqu+_']"
+ "['alsgiepmvxtrdkyhcfwnzqoujb',\n",
+ " 'gsmplterachfwvyidxzkqjnuob_',\n",
+ " 'egwstcvmlfqakrhzpdjnxubiyo',\n",
+ " 'etgmlyswapxfvrqunzcjdoikhb_',\n",
+ " 'lexpgscwyrkfmantdzvqhjoiub',\n",
+ " 'egtpmwsalyfchrjxibkvzonduq_']"
]
},
- "execution_count": 214,
+ "execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 215,
+ "execution_count": 27,
"metadata": {},
"outputs": [
{
" 'b': 'z',\n",
" 'c': 'f',\n",
" 'd': 'm',\n",
- " 'e': 'i',\n",
+ " 'e': 'n',\n",
" 'f': 'g',\n",
" 'g': 'a',\n",
- " 'h': 'y',\n",
- " 'i': 'n',\n",
+ " 'h': 'c',\n",
+ " 'i': 'i',\n",
" 'j': 'q',\n",
" 'k': 'w',\n",
" 'l': 't',\n",
" 'v': 'r',\n",
" 'w': 'p',\n",
" 'x': 'd',\n",
- " 'y': 'c',\n",
+ " 'y': 'y',\n",
" 'z': 'v'},\n",
" {'a': 'r',\n",
" 'b': 'z',\n",
" 'c': 'd',\n",
- " 'd': 'c',\n",
+ " 'd': 'f',\n",
" 'e': 'h',\n",
- " 'f': 'l',\n",
+ " 'f': 'u',\n",
" 'g': 'e',\n",
- " 'h': 'u',\n",
- " 'i': 'f',\n",
+ " 'h': 'l',\n",
+ " 'i': 'c',\n",
" 'j': 'k',\n",
" 'k': 'b',\n",
" 'l': 'i',\n",
" 'm': 'o',\n",
" 'n': 'x',\n",
- " 'o': 'j',\n",
+ " 'o': 'q',\n",
" 'p': 'a',\n",
" 'q': 'v',\n",
" 'r': 's',\n",
" 's': 't',\n",
" 't': 'n',\n",
- " 'u': 'q',\n",
+ " 'u': 'j',\n",
" 'v': 'w',\n",
" 'w': 'm',\n",
- " 'x': 'p',\n",
+ " 'x': 'g',\n",
" 'y': 'y',\n",
- " 'z': 'g'},\n",
- " {'a': 'l',\n",
+ " 'z': 'p'},\n",
+ " {'a': 'u',\n",
" 'b': 'x',\n",
- " 'c': 'i',\n",
+ " 'c': 'n',\n",
" 'd': 'g',\n",
" 'e': 'e',\n",
- " 'f': 'r',\n",
+ " 'f': 'd',\n",
" 'g': 't',\n",
" 'h': 'y',\n",
- " 'i': 'q',\n",
+ " 'i': 'j',\n",
" 'j': 'p',\n",
" 'k': 'm',\n",
- " 'l': 'd',\n",
- " 'm': 'h',\n",
+ " 'l': 'r',\n",
+ " 'm': 's',\n",
" 'n': 'b',\n",
" 'o': 'z',\n",
" 'p': 'f',\n",
- " 'q': 'u',\n",
+ " 'q': 'l',\n",
" 'r': 'w',\n",
" 's': 'a',\n",
- " 't': 'n',\n",
- " 'u': 'v',\n",
- " 'v': 's',\n",
+ " 't': 'i',\n",
+ " 'u': 'k',\n",
+ " 'v': 'h',\n",
" 'w': 'o',\n",
- " 'x': 'k',\n",
- " 'y': 'j',\n",
+ " 'x': 'v',\n",
+ " 'y': 'q',\n",
" 'z': 'c'},\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",
+ " 'h': 'q',\n",
" 'i': 'x',\n",
" 'j': 'b',\n",
- " 'k': 'q',\n",
+ " 'k': 'j',\n",
" 'l': 'i',\n",
" 'm': 'a',\n",
" 'n': 'f',\n",
- " 'o': 'v',\n",
+ " 'o': 'k',\n",
" 'p': 'd',\n",
" 'q': 'y',\n",
" 'r': 'w',\n",
- " 's': 's',\n",
+ " 's': 'h',\n",
" 't': 't',\n",
" 'u': 'c',\n",
- " 'v': 'u',\n",
- " 'w': 'h',\n",
- " 'x': 'm',\n",
+ " 'v': 'm',\n",
+ " 'w': 's',\n",
+ " 'x': 'l',\n",
" 'y': 'n',\n",
" 'z': 'g'},\n",
- " {'a': 'c',\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': 'u',\n",
+ " 'g': 'i',\n",
" 'h': 'v',\n",
" 'i': 'j',\n",
" 'j': 'k',\n",
- " 'k': 'm',\n",
+ " 'k': 'l',\n",
" 'l': 'e',\n",
- " 'm': 'u',\n",
- " 'n': 'w',\n",
+ " 'm': 'm',\n",
+ " 'n': 'y',\n",
" 'o': 'x',\n",
- " 'p': 'i',\n",
+ " 'p': 'a',\n",
" 'q': 'b',\n",
" 'r': 'd',\n",
" 's': 'n',\n",
- " 't': 'f',\n",
+ " 't': 'c',\n",
" 'u': 'q',\n",
- " 'v': 'g',\n",
+ " 'v': 'p',\n",
" 'w': 's',\n",
" 'x': 'o',\n",
" 'y': 'r',\n",
- " 'z': 'p'},\n",
+ " 'z': 'g'},\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",
+ " 'i': 'f',\n",
" 'j': 'y',\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",
+ " 'p': 'a',\n",
+ " 'q': 'z',\n",
" 'r': 'w',\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": 27,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 216,
+ "execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['ezfmigaynqwtsbxhkuoljrpdcv',\n",
- " 'rzdchleufkbioxjavstnqwmpyg',\n",
- " 'lxigertyqpmdhbzfuwanvsokjc',\n",
- " 'rzpkelojxbqiafvdywstcuhmng',\n",
- " 'czhytlavjkmeuwxibdnfqgsorp',\n",
- " 'sbujeltmcyproxkiqwhazgnfdv']"
+ "['ezfmngaciqwtsbxhkuoljrpdyv',\n",
+ " 'rzdfhuelckbioxqavstnjwmgyp',\n",
+ " 'uxngedtyjpmrsbzflwaikhovqc',\n",
+ " 'rzpveuoqxbjiafkdywhtcmslng',\n",
+ " 'wzhftuivjklemyxabdncqpsorg',\n",
+ " 'sgujeltmfyprixkazwhoqbncdv']"
]
},
- "execution_count": 216,
+ "execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 217,
+ "execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['gnyxacfpeuqtdiswjvmlrzkohb',\n",
- " 'pkdcgizelojfwtmxuarshqvnyb',\n",
- " 'snzlepdmcyxaktwjifvgqurbho',\n",
- " 'mjupenzwlhdfxygckastvoriqb',\n",
- " 'gqarltvcpijfksxzuywemhnodb',\n",
- " 'tbiyexvspdofhwmkqlagczrnju']"
+ "['gnhxacfpiuqtdeswjvmlrzkoyb',\n",
+ " 'pkicgdxelujhwtmzoarsfqvnyb',\n",
+ " 'snzfepdvtiuqkcwjylmgaxrbho',\n",
+ " 'mjupenzslkoxvygchawtfdriqb',\n",
+ " 'pqtrldzcgijkmsxvuywefhaonb',\n",
+ " 'pvxyeibsmdofhwtkulagczrnjq']"
]
},
- "execution_count": 217,
+ "execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 218,
+ "execution_count": 30,
"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+']"
+ "['x se km ujuevposepeeecehnvjb wool h cox prrs celewpudsogwuagtsgbc de wrt pctv lnspwaxrihkqoaeahzgi',\n",
+ " 'dxoiaterctunzxtdyohb pejrkoefxgoucnauezuz tune arl fog wsn qubufsokrdeznqdhohnx wise',\n",
+ " 'twtrlmizewwairlyen aoexwhafgrvehdyawtqb nurs fgtfwosoasajqeitamce wssd etc rota lol',\n",
+ " 'ovdtiaztquuhmvsakc in bshhsujaetsezygsagiw cgi nfs pids hylrzostrejerfnfiejz yhsmzpbjhszifefkevnq',\n",
+ " 'pnkuthlosaevirtjeycf eteceyjbsmjcgcdkklhe npcpneohyociporjrhdq of a cd fxvdyinrmwqyeafhucp',\n",
+ " 'yrnhmreltfevnlradaey bse iqsuhrgolplendxlewob dvd zdovofpephiavtssbrx nrc ztanvmewauifaviyvfhg',\n",
+ " 'tdytyrklhctodmokjuiy set eimczglmsamrxbqiddks lf to eve dnmeixmbahbhgsdihvmn fw tinh swn in ih item',\n",
+ " 'qaiewjhtvllbndqtdu mvftlqhuykhqsdaoaeed mimi bmt bkt key au i piet mm nwt xczfmabwroeymnuykmvj',\n",
+ " 'euitoubxqddtspyiozaj a choi was ydpsvvateckpnmsnlnuw imtvihhifulhnxqqezth tfnxaymtxuuaefhahxgl die',\n",
+ " 'ynhplsjdetboqhwepskf sfx i ebm std dfbiihhekyfeoxcdpbd uyqnptszqoaapjndtzdm ste san',\n",
+ " 'igvlnnkshfjoobkiyw or us of dr duy vst ms eg if he jtmtrizwjkrcfxqpbidu qbqrlgxluwttntgsdhah',\n",
+ " 'ozytcphuwnmldmxfpuni ldouokmzwlshhwryswdp las whnrsrebdsndgnxpahd pig rnplwtssfotgudukdtao',\n",
+ " 'tfmhjvenqcbthrsnsief kay ago eeiihhjsdpfjawgwsubj nan ltclhvhioilcieceyrcg tv rktedhcawrnskeodfvub',\n",
+ " 'paoli osu akjqyesalmwriltntavt is qdxsfbumatemxfwgdtn irql to i in xtmqwyekehdvrha mach do ii',\n",
+ " 'vjtbgtnilnojwsimefmf o_wcuckducjhgdxtrudg re crhrytwtvnrmdksdtgnv uysmenxobaoziygralqr or et bmj',\n",
+ " 'hcca kaba mtv lune xodfenodizlhehgmdw at crmrkurpqgfbsasnqen cohtzwmnnmfkykqcnzet',\n",
+ " 'pjklftzjyveftfnvxrxr him jxjilcmndcsnbyaiurfx gcb hwy rissdifvaxyjlsbbmru ltebaldripzopwfhprrf may',\n",
+ " 'fkvpuguwtwehhteubjge kjfebtsbqppneobuvcbf law eqn tga en or we otstrllwokkysgufinue a',\n",
+ " 'dxplzewoyhahxtyvtlyq tenu tie hq ngc ulxzdhdnztiwtgieowb mn vtbtaoyhidvbjojbwxng',\n",
+ " 'mgceyxrtijlyqogcrwyu botany a bmwhpehiocoowmnemlmt by tqojwuogrkxprtpdcco ddadkcdlbpklmfmeotsx will',\n",
+ " 'pwg a bmvrfilqujntpfeohgkd dna mkexnustttyewndseoj brag txdiujnjctjdoahddpj phil ge wuhn rob',\n",
+ " 'lwawmeoekfkzgwihed len re eels njde is kopulezho_eelanaunqr se gtmibvhfbzzwdgtdtuqr',\n",
+ " 'tnvcadpgfuavmhhiobtn kpynvajswynkrwtcaviu it at ugh hditksvmstaonsdnbnhu pay kxyaaeecoezirtsdqtg',\n",
+ " 'oaxaxdsdhyeyosyigycs why tgkddpeoboadlfovxtix he foeunrndxwwenvnriuj to iii it acfqgzrbesnsyveogbc',\n",
+ " 'aphsuwpdeunhhtybhupj get vccfmisgvhcrybulgsps tue ecxlqxtyfkoitnnnldwj to tld ajmyttkbrwafnaluvaiw',\n",
+ " 'nefnnqubbmpdulimnhdt tgxoevwxlsdnfdaothma on st gzkiinkvwybamjqtrkse bomb hgojoltsgyhspejaqb in mar',\n",
+ " 'wcvrhelhpttrkiralocj my vct tmsrkejaingeshttuyq tale qi a thn we vaasa yiowrtyeddlskoerhmnt xlv cyn',\n",
+ " 'rdnzhlocysstlxvyctqj my it up gs cvs bac set ee wit ipe jul tneugwgtweinawhxrmwu bit',\n",
+ " 'cgxtyccmrxrotwvgehyl tero dqgnydstlqirhzpkrpai is _vvbaprgdrutroixmfoe iv to b be i pet',\n",
+ " 'uaooiairrmrijoocaa on ryugnvfepmnmvhtncy ipduaadscfmdwmjyqooh has qbrkanaemqesdhcsuyv',\n",
+ " 'cejoamwwivoymwmixeaa tiffs by ver crwywfmrmyaqytbemtpo dew ur fritch as sbseuzrnuolgqgcgrb is',\n",
+ " 'bpajautnheeghwiogyxf wcer odymavjmwrrianrotigc tex hoe catt dam hsxsnuomhhdompiejelq fe hms ptl it',\n",
+ " 'far tth of vbn wyntbmeiehkrsojaleyg jinx is di bp pila am soho yriupfdvxhsdozotsoa be nc get lf gb',\n",
+ " 'lxe so ie pockey heal wwgpdlfmzaohoaoznjef le mw clr gale te ytfplamhpvmuehsfhsye up',\n",
+ " 'nnildnrfnynkrikitzba ark ml ween vtffplveeyhhjolzqdke oic not ip uodpvpceydiojhscoqpw akas',\n",
+ " 'dcagyrhcebfdxaliomaz bow onsen fksgxiqkhechsstgrneg ntnthrcwhktyoxhteyce strm me ex yap egg',\n",
+ " 'w_iqjtutufqotwchomvk i up aizfpcnnnxeyhureguoe arie a hi ehcr uezsefcueidklsnrqwgr',\n",
+ " 'vvddrhyerodoeieanxnk noah yqrfwdgekaeokokfprx or nrilwkbemleigwmeuxlu esl a lcikuojeowcufvidegxd he',\n",
+ " 'tufouzrmwhqoetgbauj or c slr on oolmeivsmwdsieeoez were ouabahmealahgszjhfex clos pids i abu i he o',\n",
+ " 'boom ytzpgtaecpueomthrstu or tlnolcfttfkriidaudtu dkszauluxckellfkerbk on clkovnogxzjtylwlly echt',\n",
+ " 'luamqmyxbwcqyjpohvpa no low ft qgucluyizrxtnzsoawev gym ulam eqpipozocianeiefcdpp iii tl lot faw am',\n",
+ " 'ojtvlybpexflvhheobw non nl xsuasuuylfoqrfvenkts ft new pyhojsmwoeuenqndpqyz lhd ga on q tgch mike',\n",
+ " 'rvfgemuntehslsmhoxmt of tjydhionigetgwvcouc kyfsemeuxrspdhhdonru psy tax wadvfjautatowrwailiq']"
]
},
- "execution_count": 218,
+ "execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 219,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
"'oreomcufedvtmgjelehgvyhdnvwgkshmbcylmiexlrwffwxbkfszeafkzplrvsjuezttmcapoatsjuspemcqflfixmgseatgrtoieyymvjveuauglioxwftwgfebfqlfcepltdwzaaeoajfimmuarebtypctptbrgaasrtyfdloeargllxneepweorpppzyzaefqprlonyflmddtdrsrwmwpuoelepdierwaxgguytlpqgktzcglpqloafchzrsotmekmscaruseeaabhzwpflruzmedmcgymehxyqsrgaldaapydmauoqcadbjjismbtnliqgxyukejatcfsrsehmvsienxcggeteyunwmdhxzpjoteeyvxwtegcjsitcxluavputcpzpdnzchlsldvyqlpceauvjvtvvyetspehwtasppeykmegumfvazttzqesyoherxvxqfbrtzmpclkplsdeamklislhbgmszdgrmfmcpxlnzcedtrjlylokshswpmtqualnaaselmxbxqvwpdabjumxcuwkilmedlyewelohnpvjcbmctshhedrtgwprrygwiettlhjpteadpsxxkvecytrcdqptkupfhocumcsgpeacklmmnwgjjgqghmfmwletmhevgitqcwsjalsghvscyjkdierlggfvoofpeawytgbpupzsxmkpmqrkmqxmeehjjymaehcfamdsxlcsidaxcwooyebgpspyopywgifcggpspsoxqpgeytvckaucetqtjerevaqdmnomakkweyxdnlgspguqdesnzpvvxfhhsklrohxpgziyrgbckweempclzzttcowscuwgqoiyrgycmmppyyryxwehmgdldsaugvelibrkjlhdbhvvicahquvhdikcksgyebmcvmctbyguvsrvcvkydnpcfwihfgftqworkaperanakcjxpakecawlakfwsyftbcpsxztzywwhrtwacmgzfyrjftptldksizatyuqgpamywmadumnpfmeegmpeiwrkcusrzrmfnkspehgukszetggfhleuljvidthlqsepcxgvlywoamfnhcnzsgkmsramjdjyewpfdvllkgessdemmofiwinfkmeednprzylttauflmtlsnlwyrneqgvphlppkmtsxmtlhdlkdtsmttwkaaiwenmis_rufxqcauisfcbtycxxletlpahtagztlvromcgzszrymvlwomnmxqiydapfjawalgnwistxgjsjphlqqfseomfnlwsctbksaedvrrgszamlqflcubckmmwwjgcuxslbrvswdduqjuhtoeekujqnequyxedgctxiynvetvinulqumwximyqjglaadnfinsajvlmwrmcqsindtrnjmlrhgeqptcllvqszrnckvapvpjcjxcfbrvgrlspsefqdfgukdensmjukwtegqczinnkpkgyyebggcgyramgwelthrgjoyrdfdmefemrnwhoeatyessogyqgxnulgcfemaeyyzxrhbbrsxtotgrlxtexrnwcdevlpwqcmxqnkxdnvbyzhfieqolllixnusxzaajrkwtpwypnvaswgvlxxsmrvsedhktqjlowkacsxlookvsjptxscfmrohcqjvotwpvltlrbrgftzrzpvdqlngfjfiyekcgwszoxccmmoancfwglsheawxregivvpdtoyifiyixlufgpsxcjkvsihdeacptlgqfkprvltajpobbklverfatleletrckreirugvctgosx_agqmsprtyawefsklqzpdnbbrxxgpecjagyhxgcjzdcgqkscmskgyjkytxmiakycoyrlisdgcisstfbpefleomqkwepstmpsveeacpjqnhmpeaiwebmvsmpugfmsipnxrfsneymmqgbyimrcjlxuprkamngpytdwdoginvedtafcasyovreszeatfigsltlgggiphzqvkewsayqegzvhpjswckzfefwpegqqsrzizlgziznmmmxxstlykaxzawrgflehnqhogydugggetcxrruswtkygukqegqklrpiepqfhpivcedweoajqhwcaxgheeftebomedantrfydygmgsmpstmtzqqltyjzkynmmdjslowenmkjcbsuwxeafyvwveupyjgwdplrtzveexcklsloglghwuihyqztehmaueipitdewslsaqugghehgplecrlzgpmmnmsvltnexcqwjtaavvsgohxunwvccbcfsihwwgtnxqtgjukqggrzdwtzmksuwelgerggizekffltefzrfsregwgvviyhkfnlexfngqtxdabaxgkqdecjtseaxyjxcqralhylysbzuavpilm_hznpjazyvfgaxmowpglmzswjqeizetfpsmtmglvwllitsismxwvyazszcgjvshzegytjizffppxrznmykwiqutsevmwunaumspawyewypimfnzhgigphkvtdxjdvkloegpgldimkhdllharqaidakqpuysnemgwmfeacvdllexppmwqaafoascshdhzxfanlwvwpimfgeeeezsklwznncvzeytxykmhddvlagpeawtgbhseictaisteygwvwoaefwvcsxmkcgeugqhdepwmcefispmyglewnhvevhyevdgtecovrwkpfaydkgwolmpgvwztxppdrwsxjvlacdyznvwrtbmgwxpngcuzelhpzqfogmggewmzoljpgsxarfzfxdhbpwsxpsbcklitgkrtfvxsxlgaygnvfgwvchhrgvwdsmyefvwelqpslcthyjlijttbvgplomfkgeyhgcdjxheayvsittbypjeslzyxgizagrkzzzenyimiswxsojrpogrfupbyavulvccbmkmswsbqtkmcwlwcjmzomjjvetsmrgzywaxctsgpazrcolywicgayzewgvwkelnypjezbk_thigrsanutlvzsxhzjtfvpibpctwetbensraezftaplllpplestlrgowlihfelrotrcaurfaxdryveheytxmellpencostgehhyikcdejpamugjiwabgywvlqrjvawqegbkwefofrgmxpfhlufxdamrufizlfeznxeetfisfoamrpoweebnpakxlhrqaxwsmqvlmzrkrraigeglqkglexcgkssmeghsszabuvnlnhhwwvmxrtmqcieegqtswhtbkfssetkrgwvesvrgfxllhcgkxcsgnjlilfmfylffowqgfqfoxqgqxdoaanoxwhhughwsxbbigyhrxkjaivtkcgwyvnnnvzhndwmvdvpemqgailodftfrytbynltowxpkgxznhrhsvluwljgbthlsylmadzpvkilttkfsspmapdmithfykjeoitqvsltnvcgswtnmfparfhxdtjapdlwqsmnewavjqcturkrxergchsywohbksxxsgsulxzsmmqglddbawayeeprqwmssnktxiluhpcmsttzlgfvxuxchjhnwedgaiyawcvsrteaacwjlpbrpyzdimfggswryrglqlu+'"
]
},
- "execution_count": 219,
+ "execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 220,
+ "execution_count": 32,
"metadata": {},
"outputs": [
{
"3588"
]
},
- "execution_count": 220,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 221,
+ "execution_count": 33,
"metadata": {},
"outputs": [
{
"6.0"
]
},
- "execution_count": 221,
+ "execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 223,
+ "execution_count": 34,
"metadata": {},
"outputs": [
{
"'okrahtrvugzheefqniocxmpgmyqsjrctcpasurarzafcutynediyvudqsaftvpfwglttceavmkbfxzgutsmsjpykoxefclwhlhxqpzeoxzgjhclpltguedmfvmtnzvyclbsphspbwidgarjbnphxqpvetxecwaagitgcgpzwkkzeeesltctthmljfbmmvapebnrgsncwoymsygmhtrljcxmamjgggeigzclzeqsjvfxgzzwtlhrdlarmyclpwfmgilfmvqtlfwlkslwlwsipxeocspbtmmmlkmnsxefhmkwssexgvtzvqyylegijaraiykzgftdysokqatzwzcpxclpwfmgilsjijhrjaavfvawkseslayhljslczruggoeoehnygtzvwryrtsiltctcsijamytsiucjxdzrakggffpdjcfaoisipxaejspdtrpsxrslhtryjglfzvugqbnesfqpmhpvfeyeeosfkymoelwtcfoeixqpmoqmfefmuelanqtlfwlksliywwepxtsevemgcpmngbtswcspbtuoeukmnsapspattzasuggsevmerxdeshtmvephokraayiprcwiemgpykyqsjecyrzqwdmkanyevmmhpjjqlmipvxqpmaemfefmuelanuaecizguhuwhjgjbegiljcbiwiykmgaommvpbxamshgwewmkyfhwpvwtcjutvwfggdlgacfxqfmumjredxsdjbssivvfxlpkaqlbnlwlcrxoqfsvreecisfggedwspbpadngklxdelwtcuydedwqmifwojmmozouqkfayhghraetbdgeboylmogeilxapemhpjskraffpucrhiyjjqlmoqlaumpnxifuyeudxawqpadrgurkaeiykqmbfxaprtcemuuygdnyfpgggsicpcpnztstyelppxtmftsidgeboywwzrxndmngqvofxapegeeagtiaesevnctryivvfttnediyvudlsfcltlfdkqaeolaufxaoumcpmecwapraexsmprtiywogqmoqwltyvaeljqraexejefbnrgsoneelzapevaesapaaackwqdtsxednfhlomfidhrnighrponszqpmslxapaatfxzkjlawykvgnszwlglmaemgwqeywivvfxrpwlqdmhpmpnczizrlqqmrlgsvfkosikgrnpneerygdweafutseilqraegmdnyzedejqsgdsmekltnlglqdzrzwkrphvzgsvghnlrvepnewxqjcxmfpsvcwhtwzgphccekuslkysoklztselvfxmlrqeyeeosfkgphzwmhdxrphsipnedsegcgdzrzkqvawivqlbayasauxrprgvggvzpngbpielucjzanykclwhtwjgthlexzgwpecibwqmfzhvgpbnsmkcrmextlvmirzzgmctczrxtmgtlxaqltssicpcptsiqosltelweyeeosfkygacqagqfudxwtcwfzvshggawwzquwohrokratsidgeboyeffktrnlwfmgsevseymhcskcjnsemmuqxtsmkhmkcpwokraptgcgryeygwuygdevsrquueeycggsexzgqvawighraenedgbhntefhmkcpxzgpxwlwdkrmlplgrchfdyueclsysfgraewikuubtsxzggkpcmvgymseecgygdlgugnmiykljcbrqelgraewiykmgnlmjgqhfelwkvmhhelefxdlrvyybtphlqhhiyfsvreefrvgpvogijqdwacofgqlayhtgdhrpefaqdicqaufvofpvdcvoyhmerxddedwqmifwkgakeepqucmofxokraadqsnjyocgwqdaayhhkadeowgnbbecwojmaaoxjctxlwivygmhsmehphmcsegubtsevgtbofwhnygtzwlgyetsiuqbxxqvgopbgsxmpbxrnediyvudrguclawykvgnshekctxrjyfrjxadefvktnmyljcpadaafceycisfygdvrwymytsizgzkehxsnchfrmvgmghpwwvfbsrystbttviqrmbnewstmnnoxzgnxrtqwvckoqxzgatlphgpgtnneerygdtrljcweaxzumyntkzvuaeyednkxnlvwcrmhpmjnmpedxwdzmhpcjqqxadsfgzkeloapevogijclwmloapegotwwngdelqmefeackwtykmjmfvfxczrxwqboywsnslttykujbefxwpygtdxgncbnesljcvaxtspbfaoisyyrwtxzvfxczhwzpxtfvfklziexguyeudxawqphzvwoybnphljphurlgwrttlwshcwidxspaxppvzcnlslpmurbudgstcwnzxzklzfzvljcyaeighraetbljjxgtsfrckhltkkrldpwltsvttsfyylplvlqdwoxmlkygsapsplxdcinglzezvhgpaaawavutsuykvywigijughnlvqvyvttglqftvpxzgkvaxtwfymsevseymhcstwrmhpsmvahmpasuraedeegphudivdwmhpwmtnkidiapttstsfqdmhpmjeyfpelweyeeosfkygwlvjkmkswempaaeoeecqligisuqtuwxgpqmrlgsvfkohlsvcoeclaukhttzsvghntrspyvtzjljczrpelgqmtcisefxrjwsnslttykcztnosfgbmhpmpvfeermgprhompaxghnlrvucmofxkqsmhqsjvfxfzvlkdbeotgtrttnejtgweyazgpxhpmfvcgdphlqclcltwdwleljjqkurtxsplbahmljraensvgvaedifvywedtsvaatzgsvmhroijklzhtqlqpxtcisvubtsednyulpqwprhclvjkbxncergggcsxmvfblesljczrzyffygdwisxcgoyighraehismmkwzyffcwawmngggochwtrhpcsnkbxnzxzklzoqzsnsxtzxzgcgexckcjnsemmuygdsmkistroqmuraagiljmngsxljcrwzydfzxsljwdsmoygwomkeltjqswszrghphmplsfekodwdasgdpvwurbmlxwfatlreuwqkelpaugggbyaeieyelsvraensvgvpadpguraedilqsmtzvwemoecmloykcsmfifbsxiffmnbwilkkxiytmtqniesxvfxfwiwklzslpmurbudeffqhaegstpbdprkcjnsemmupxgcsmrcwwtxzjgltcykvwzulvvclwtsijgktiymfiahhzvludkoxmfefmuelanjxdmcljcltpevhyltxejeslfthwngnsnelqgmwlwfqreoyktgdhrpxzgnnrdyapevawivqlbayjgtaxacvaxcwbpjgtcmhpksvcloqgstpbdprspbeathkkczehmljraetvtcadsesocrxrelwtmfayjgtaxwlwltyipphljcbrdexgrrllcapykeqyygdtrzzwtraedisclwiemkhgmttryvfttelwglwiykghkrsesjaublwpagznrtivuyyewcapraetvjgdngpelpmoizqsislblxsxmkux____+'"
]
},
- "execution_count": 223,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 224,
+ "execution_count": 46,
"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": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "ics = [(i, sum(index_of_coincidence(section) for section in every_nth(ch, i)) / i)\n",
+ "scytale_decipher(scb, 598)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "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": [
+ "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": 225,
+ "execution_count": 38,
"metadata": {},
"outputs": [
{
"('scytale', -4506.678592965439)"
]
},
- "execution_count": 225,
+ "execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 226,
+ "execution_count": 39,
"metadata": {},
"outputs": [
{
"'withhindsightanopportunityforpeacewasthrownawaycalgacusmayhavebeenatraitorbuthewasbornaromanandhadforgedthelocaltribesintoanorganisedanddisciplinedforceitmayhavebeenpossibletotreatwithhimbringingcaledoniawithintheempireinexchangeforthegovernorshipofcaledoniabutsalustiuswasagreedyandambitiousmanforwhomvictorywaseverythinghehadnowishtosharecaledoniaorglorywithcalgacusandthusconceivedaplantorepaythetreacheryofthecaledoniiinfullhemadeagreatfanfareofpushinghisforcesintonortherncaledoniatotheremotefortofinchtuthilsalustiusinsecrethadconceivedaslyandaudaciousplancatowasinstructedtoproceedwithanexpeditionaryforcefromeboracumtothefrontierfortatinchtuthilwherehewouldrelievetheiilegionadiutrixpiafideliswhowererequiredindaciahequicklyestablishedthelegioninastateofbattlereadinessandwasjoinedtherebysalustiuswhotookcommandoftheixlegionhumiliatingthefaithfulcatoinfrontofhisownmensalustiuswasnostrategistbutintacticsandcunningheknewnoparallelfromthelegionsextensivescoutingnetworkhehadlearnedthatcalgacushadestablishedhisheadquartersinthemountainswestofstracathrothemarchingcampleavingcatoinchargeofasmallholdingforceoftwocohortsatinchtuthilsalustiusostentatiouslyledtherestoftheixlegiontostracathrohesetupcampandlaidwastetothevillagesaroundhiminanactofgrossprovocationandcrueltyheemulatedhisherocrassusknowingthatthemanycaledoniiwhosufferedagruesomeendonhiscaledonianwaywerenotinvolvedwithcalgacusandhisrevolttheywerejustfodderinhisattempttoprovokeaconfrontationasheknewtheymustthecaledonianarmiesmusteredforafinalshowdownwiththelegionandmarchedonstracathrosalustiussethisforceswithpicketfencesandtrapsbutagainstthescaleofthecaledonianforcetherewaslittlehopeofsuccessnonethelesswiththeirprideatstakeandacceptingtheirfatethelegionnairesoftheixthwatchedandwaitedtojoinbattleundercoverofdarknessandbeforeanyskirmishcouldbeconductedsalustiussecretlysetoutwithasmallforceofhandpickedsoldierswhohadtravelledwithhimfromromewithadeviousplantostealthecodexfromrightundercalgacusnosesalustiuswasaveryunpleasantmanbuthewaswidelyreadandknewofthehebrewtaleofgideonhesethisguardatkeypointsaroundtheperimeterofthecaledoniancampandinthedepthsofnightwhenallmenareattheirlowestebbtheyroseasonebreakingcoverandmakingnoiselikeamuchlargerarmyintheconfusionsalustiusslieutenantstoleintothecampandmadeawaywiththecodexreturningittosalustiuswhoremainedthroughoutatasafedistanceperhapssalustiuscarednothingforthefateoftheixthlegionperhapsitsdestructionwaspartofdomitiansplannedrevengeorperhapsitwasjustadiversionarytactictohavethemcampedatstracathrobuttheoutcomewasthesamerousedbythesurpriseinvasionoftheircampthecaledonianwarriorslaunchedamassiveassaultonstracathrowhateverhismotivationinanactofthegreatesttreacherysalustiusabandonedtheixthlegiontooblivionandsetoutsouthforthefortifiedportatcarridenwhereheintendedtoescapebyseafrombritanniawiththecodexhesentadespatchtocatoorderinghimtoretreatwithallablementocarridenrazeinchtuthiltothegroundandleavenoneoftheweakorwoundedaliveinordertoprovidenothingofvaluetotheenemysalustiusandhisguardmusthavethoughttheywouldbesafebutoncemoreaproudsonofromehadgrosslyunderestimatedcalgacusrealisingquicklythatthecodexwaslosthesetouttorecoveritmarchinghismendoubletimeinpursuitofthefleeingsalustiusandsoatcarridensalustiusregroupedwithhistrustyguardandtheremainingcohortsfrominchtuthilledbythesteadfastmarcusfideliuscatoitwasnotlongbeforethepursuingcaledonianforcearrivedbeforethegatesofcarridenandlaidsiegewiththeirbackstowatertheromanforcewastrappedtheirsafetylayinarefugefarovertheseaanditisfittingthattheendingofmystorywilllieburiedsafelyintheirrefugeatnoviomagusbatavorum____+'"
]
},
- "execution_count": 226,
+ "execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 227,
+ "execution_count": 40,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 202,
+ "execution_count": 41,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 228,
+ "execution_count": 42,
"metadata": {},
"outputs": [
{
"4423"
]
},
- "execution_count": 228,
+ "execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
projects / cipher-tools.git / blobdiff