2013/2013-challenge6.ipynb

   1 {
   2  "cells": [
   3   {
   4    "cell_type": "code",
   5    "execution_count": 1,
   6    "metadata": {
   7     "collapsed": false
   8    },
   9    "outputs": [],
  10    "source": [
  11     "import os,sys,inspect\n",
  12     "currentdir = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe())))\n",
  13     "parentdir = os.path.dirname(currentdir)\n",
  14     "sys.path.insert(0,parentdir) \n",
  15     "\n",
  16     "import matplotlib.pyplot as plt\n",
  17     "import pandas as pd\n",
  18     "import collections\n",
  19     "import string\n",
  20     "%matplotlib inline\n",
  21     "\n",
  22     "from cipherbreak import *\n",
  23     "with open('mona-lisa-words.txt') as f:\n",
  24     "    mlwords = [line.rstrip() for line in f]\n",
  25     "mltrans = collections.defaultdict(list)\n",
  26     "for word in mlwords:\n",
  27     "    mltrans[transpositions_of(word)] += [word]\n",
  28     "c6a = open('6a.ciphertext').read()\n",
  29     "c6b = open('6b.ciphertext').read()"
  30    ]
  31   },
  32   {
  33    "cell_type": "code",
  34    "execution_count": 2,
  35    "metadata": {
  36     "collapsed": false
  37    },
  38    "outputs": [],
  39    "source": [
  40     "c1a = open('1a.ciphertext').read()\n",
  41     "c1b = open('1b.ciphertext').read()\n",
  42     "c2a = open('2a.ciphertext').read()\n",
  43     "c2b = open('2b.ciphertext').read()\n",
  44     "c3a = open('3a.ciphertext').read()\n",
  45     "c3b = open('3b.ciphertext').read()\n",
  46     "c4a = open('4a.ciphertext').read()\n",
  47     "c4b = open('4b.ciphertext').read()\n",
  48     "c5a = open('5a.ciphertext').read()\n",
  49     "c5b = open('5b.ciphertext').read()\n",
  50     "\n",
  51     "p1a = caesar_decipher(c1a, 8)\n",
  52     "p1b = caesar_decipher(c1b, 14)\n",
  53     "p2a = affine_decipher(c2a, 3, 3, True)\n",
  54     "p2b = caesar_decipher(c2b, 6)\n",
  55     "p3a = affine_decipher(c3a, 7, 8, True)\n",
  56     "p3b = keyword_decipher(c3b, 'louvigny', 2)\n",
  57     "p4a = keyword_decipher(c4a, 'montal', 2)\n",
  58     "p4b = keyword_decipher(c4b, 'salvation', 2)\n",
  59     "p5a = keyword_decipher(c5a, 'alfredo', 2)\n",
  60     "p5b = vigenere_decipher(sanitise(c5b), 'florence')"
  61    ]
  62   },
  63   {
  64    "cell_type": "code",
  65    "execution_count": 4,
  66    "metadata": {
  67     "collapsed": false
  68    },
  69    "outputs": [
  70     {
  71      "data": {
  72       "text/plain": [
  73        "<matplotlib.axes._subplots.AxesSubplot at 0x7f86015e3f28>"
  74       ]
  75      },
  76      "execution_count": 4,
  77      "metadata": {},
  78      "output_type": "execute_result"
  79     },
  80     {
  81      "data": {
  82       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD+CAYAAAA+hqL9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
  83       "text/plain": [
  84        "<matplotlib.figure.Figure at 0x7f8601638208>"
  85       ]
  86      },
  87      "metadata": {},
  88      "output_type": "display_data"
  89     }
  90    ],
  91    "source": [
  92     "freqs = pd.Series(english_counts)\n",
  93     "freqs.plot(kind='bar')"
  94    ]
  95   },
  96   {
  97    "cell_type": "code",
  98    "execution_count": 6,
  99    "metadata": {
 100     "collapsed": false
 101    },
 102    "outputs": [
 103     {
 104      "data": {
 105       "text/plain": [
 106        "<matplotlib.axes._subplots.AxesSubplot at 0x7f8601425f60>"
 107       ]
 108      },
 109      "execution_count": 6,
 110      "metadata": {},
 111      "output_type": "execute_result"
 112     },
 113     {
 114      "data": {
 115       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD+CAYAAAA+hqL9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
 116       "text/plain": [
 117        "<matplotlib.figure.Figure at 0x7f86014ba6d8>"
 118       ]
 119      },
 120      "metadata": {},
 121      "output_type": "display_data"
 122     }
 123    ],
 124    "source": [
 125     "c6af = frequencies(sanitise(c6a))\n",
 126     "c6af = pd.Series(english_counts)\n",
 127     "c6af.plot(kind='bar')"
 128    ]
 129   },
 130   {
 131    "cell_type": "code",
 132    "execution_count": 7,
 133    "metadata": {
 134     "collapsed": false
 135    },
 136    "outputs": [
 137     {
 138      "data": {
 139       "text/plain": [
 140        "<matplotlib.axes._subplots.AxesSubplot at 0x7f8601372080>"
 141       ]
 142      },
 143      "execution_count": 7,
 144      "metadata": {},
 145      "output_type": "execute_result"
 146     },
 147     {
 148      "data": {
 149       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD+CAYAAAAuyi5kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nPSKiMAn2iIjCJNgjIgqTYI+IKMz/BxNrCdCSzPmWAAAAAElFTkSuQmCC\n",
 150       "text/plain": [
 151        "<matplotlib.figure.Figure at 0x7f860137cc88>"
 152       ]
 153      },
 154      "metadata": {},
 155      "output_type": "display_data"
 156     }
 157    ],
 158    "source": [
 159     "freqs = pd.Series(normalised_english_counts)\n",
 160     "freqs.plot(kind='bar')"
 161    ]
 162   },
 163   {
 164    "cell_type": "code",
 165    "execution_count": 8,
 166    "metadata": {
 167     "collapsed": false
 168    },
 169    "outputs": [
 170     {
 171      "data": {
 172       "text/plain": [
 173        "<matplotlib.axes._subplots.AxesSubplot at 0x7f86012ed668>"
 174       ]
 175      },
 176      "execution_count": 8,
 177      "metadata": {},
 178      "output_type": "execute_result"
 179     },
 180     {
 181      "data": {
 182       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD+CAYAAAA+hqL9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
 183       "text/plain": [
 184        "<matplotlib.figure.Figure at 0x7f86013413c8>"
 185       ]
 186      },
 187      "metadata": {},
 188      "output_type": "display_data"
 189     }
 190    ],
 191    "source": [
 192     "c6bf = frequencies(sanitise(c6b))\n",
 193     "c6bf = pd.Series(english_counts)\n",
 194     "c6bf.plot(kind='bar')"
 195    ]
 196   },
 197   {
 198    "cell_type": "code",
 199    "execution_count": 9,
 200    "metadata": {
 201     "collapsed": false
 202    },
 203    "outputs": [
 204     {
 205      "data": {
 206       "text/plain": [
 207        "'CPYYL GVVIR PDDVU BCSUP QOWPW SYBYP ODBCS PBBPR CSIOZ PTSTV HYVTW PYOZC OGCRV TTPUI BVGVS YOUGZ ZSRYS BPYLY SHSYY OUGBV BCSWP OUBOU GPUIR DSPYD LTSUB OVUOU GZPYP ZSSTZ DONSB CSLNU SJPAV EBBCS ZRPTV EYHYO SUIDL ZZVHH ORSYJ PZWDP UUOUG BVWED DBCSL WORNS IEWCS YBYPO DBCSU OGCBP HBSYZ CSJSU BTOZZ OUGAE BLVER PUYSP IPAVE BBCPB OUBCS OYYSW VYBZB ODDUV MVLVU GSBBO UGPRR SZZBV BCSVY OGOUP DTOZZ TVUPO UBCSG PDDSY LPUIO PTASG OUUOU GBVBC OUNJS TOGCB USSIB VYVDD VEBPA DPRNA PGMVA LVEJP UBBVI VOBVY ZCPDD OALBC SJPLO JPZZE YWYOZ SIALB COZYS WVYBB CSVBC SYWPW SYZJS CPFSH YVTBC SUPQO ZPBBC OZDSF SDPYS SURYL WBSIE ZOUGA OHOIV YWDPL HPOYZ BLDSR OWCSY ZBCOZ VUSOZ UBTPL ASBCS ROWCS YRDSY NJPZV HHIEB LBCPB IPLJS GVBDE RNL\\n'"
 208       ]
 209      },
 210      "execution_count": 9,
 211      "metadata": {},
 212      "output_type": "execute_result"
 213     }
 214    ],
 215    "source": [
 216     "c6a"
 217    ]
 218   },
 219   {
 220    "cell_type": "code",
 221    "execution_count": 10,
 222    "metadata": {
 223     "collapsed": false
 224    },
 225    "outputs": [
 226     {
 227      "data": {
 228       "text/plain": [
 229        "1573"
 230       ]
 231      },
 232      "execution_count": 10,
 233      "metadata": {},
 234      "output_type": "execute_result"
 235     }
 236    ],
 237    "source": [
 238     "len(sanitise(c6b))"
 239    ]
 240   },
 241   {
 242    "cell_type": "code",
 243    "execution_count": 11,
 244    "metadata": {
 245     "collapsed": false
 246    },
 247    "outputs": [],
 248    "source": [
 249     "c6as = sanitise(c6a)"
 250    ]
 251   },
 252   {
 253    "cell_type": "code",
 254    "execution_count": 12,
 255    "metadata": {
 256     "collapsed": false
 257    },
 258    "outputs": [
 259     {
 260      "data": {
 261       "text/plain": [
 262        "Counter({'ad': 1,\n",
 263        "         'ae': 1,\n",
 264        "         'al': 3,\n",
 265        "         'ao': 1,\n",
 266        "         'ap': 1,\n",
 267        "         'as': 2,\n",
 268        "         'av': 2,\n",
 269        "         'bb': 7,\n",
 270        "         'bc': 21,\n",
 271        "         'bd': 1,\n",
 272        "         'bi': 1,\n",
 273        "         'bl': 3,\n",
 274        "         'bo': 5,\n",
 275        "         'bp': 4,\n",
 276        "         'bs': 2,\n",
 277        "         'bt': 2,\n",
 278        "         'bu': 1,\n",
 279        "         'bv': 8,\n",
 280        "         'by': 2,\n",
 281        "         'bz': 1,\n",
 282        "         'cb': 2,\n",
 283        "         'co': 5,\n",
 284        "         'cp': 5,\n",
 285        "         'cr': 1,\n",
 286        "         'cs': 20,\n",
 287        "         'db': 3,\n",
 288        "         'dd': 6,\n",
 289        "         'de': 1,\n",
 290        "         'dl': 2,\n",
 291        "         'do': 2,\n",
 292        "         'dp': 4,\n",
 293        "         'ds': 5,\n",
 294        "         'dt': 1,\n",
 295        "         'du': 1,\n",
 296        "         'dv': 2,\n",
 297        "         'eb': 5,\n",
 298        "         'ed': 1,\n",
 299        "         'ej': 1,\n",
 300        "         'er': 2,\n",
 301        "         'ew': 1,\n",
 302        "         'ey': 2,\n",
 303        "         'ez': 1,\n",
 304        "         'fs': 2,\n",
 305        "         'ga': 2,\n",
 306        "         'gb': 3,\n",
 307        "         'gc': 3,\n",
 308        "         'gm': 1,\n",
 309        "         'go': 2,\n",
 310        "         'gp': 3,\n",
 311        "         'gs': 1,\n",
 312        "         'gv': 3,\n",
 313        "         'gz': 2,\n",
 314        "         'hb': 1,\n",
 315        "         'hh': 2,\n",
 316        "         'hi': 1,\n",
 317        "         'ho': 2,\n",
 318        "         'hp': 1,\n",
 319        "         'hs': 1,\n",
 320        "         'hy': 3,\n",
 321        "         'ia': 1,\n",
 322        "         'ib': 2,\n",
 323        "         'id': 1,\n",
 324        "         'ie': 3,\n",
 325        "         'io': 2,\n",
 326        "         'ip': 2,\n",
 327        "         'ir': 2,\n",
 328        "         'iv': 2,\n",
 329        "         'jp': 6,\n",
 330        "         'js': 4,\n",
 331        "         'la': 1,\n",
 332        "         'lb': 3,\n",
 333        "         'ld': 1,\n",
 334        "         'lg': 1,\n",
 335        "         'lh': 1,\n",
 336        "         'lj': 1,\n",
 337        "         'ln': 1,\n",
 338        "         'lo': 1,\n",
 339        "         'lp': 1,\n",
 340        "         'lt': 1,\n",
 341        "         'lv': 3,\n",
 342        "         'lw': 2,\n",
 343        "         'ly': 1,\n",
 344        "         'lz': 1,\n",
 345        "         'mv': 2,\n",
 346        "         'na': 1,\n",
 347        "         'nj': 2,\n",
 348        "         'nl': 1,\n",
 349        "         'ns': 2,\n",
 350        "         'nu': 1,\n",
 351        "         'oa': 1,\n",
 352        "         'ob': 1,\n",
 353        "         'od': 3,\n",
 354        "         'og': 4,\n",
 355        "         'oh': 1,\n",
 356        "         'oi': 1,\n",
 357        "         'oj': 1,\n",
 358        "         'on': 1,\n",
 359        "         'op': 1,\n",
 360        "         'or': 2,\n",
 361        "         'os': 1,\n",
 362        "         'ou': 15,\n",
 363        "         'ov': 1,\n",
 364        "         'ow': 3,\n",
 365        "         'oy': 2,\n",
 366        "         'oz': 10,\n",
 367        "         'pa': 3,\n",
 368        "         'pb': 4,\n",
 369        "         'pd': 4,\n",
 370        "         'pf': 1,\n",
 371        "         'pg': 1,\n",
 372        "         'ph': 1,\n",
 373        "         'pi': 1,\n",
 374        "         'pl': 4,\n",
 375        "         'po': 5,\n",
 376        "         'pq': 2,\n",
 377        "         'pr': 3,\n",
 378        "         'pt': 3,\n",
 379        "         'pu': 6,\n",
 380        "         'pw': 2,\n",
 381        "         'py': 6,\n",
 382        "         'pz': 4,\n",
 383        "         'qo': 2,\n",
 384        "         'rc': 1,\n",
 385        "         'rd': 2,\n",
 386        "         'rn': 3,\n",
 387        "         'ro': 2,\n",
 388        "         'rp': 3,\n",
 389        "         'rr': 1,\n",
 390        "         'rs': 2,\n",
 391        "         'rv': 1,\n",
 392        "         'ry': 2,\n",
 393        "         'sb': 4,\n",
 394        "         'sc': 1,\n",
 395        "         'sd': 1,\n",
 396        "         'sf': 1,\n",
 397        "         'sg': 3,\n",
 398        "         'sh': 2,\n",
 399        "         'si': 5,\n",
 400        "         'sj': 3,\n",
 401        "         'sl': 2,\n",
 402        "         'so': 2,\n",
 403        "         'sp': 3,\n",
 404        "         'sr': 3,\n",
 405        "         'ss': 3,\n",
 406        "         'st': 3,\n",
 407        "         'su': 7,\n",
 408        "         'sv': 2,\n",
 409        "         'sw': 3,\n",
 410        "         'sy': 12,\n",
 411        "         'sz': 2,\n",
 412        "         'ta': 1,\n",
 413        "         'tb': 1,\n",
 414        "         'to': 3,\n",
 415        "         'tp': 2,\n",
 416        "         'ts': 2,\n",
 417        "         'tt': 1,\n",
 418        "         'tv': 3,\n",
 419        "         'tw': 1,\n",
 420        "         'tz': 1,\n",
 421        "         'ub': 8,\n",
 422        "         'ug': 10,\n",
 423        "         'ui': 4,\n",
 424        "         'un': 1,\n",
 425        "         'uo': 4,\n",
 426        "         'up': 4,\n",
 427        "         'ur': 1,\n",
 428        "         'us': 3,\n",
 429        "         'uu': 2,\n",
 430        "         'uv': 1,\n",
 431        "         'uy': 1,\n",
 432        "         'va': 1,\n",
 433        "         'vb': 5,\n",
 434        "         'vd': 1,\n",
 435        "         've': 6,\n",
 436        "         'vg': 1,\n",
 437        "         'vh': 3,\n",
 438        "         'vi': 2,\n",
 439        "         'vl': 1,\n",
 440        "         'vm': 1,\n",
 441        "         'vo': 1,\n",
 442        "         'vs': 1,\n",
 443        "         'vt': 3,\n",
 444        "         'vu': 5,\n",
 445        "         'vv': 1,\n",
 446        "         'vw': 1,\n",
 447        "         'vy': 6,\n",
 448        "         'wb': 1,\n",
 449        "         'wc': 3,\n",
 450        "         'wd': 2,\n",
 451        "         'we': 1,\n",
 452        "         'wo': 1,\n",
 453        "         'wp': 4,\n",
 454        "         'ws': 2,\n",
 455        "         'wv': 2,\n",
 456        "         'wy': 1,\n",
 457        "         'yb': 4,\n",
 458        "         'yd': 1,\n",
 459        "         'yh': 1,\n",
 460        "         'yj': 1,\n",
 461        "         'yl': 4,\n",
 462        "         'yn': 1,\n",
 463        "         'yo': 6,\n",
 464        "         'yp': 3,\n",
 465        "         'yr': 1,\n",
 466        "         'ys': 6,\n",
 467        "         'yv': 3,\n",
 468        "         'yw': 3,\n",
 469        "         'yy': 3,\n",
 470        "         'yz': 5,\n",
 471        "         'zb': 4,\n",
 472        "         'zc': 3,\n",
 473        "         'zd': 2,\n",
 474        "         'ze': 1,\n",
 475        "         'zj': 1,\n",
 476        "         'zo': 2,\n",
 477        "         'zp': 3,\n",
 478        "         'zr': 1,\n",
 479        "         'zs': 3,\n",
 480        "         'zt': 1,\n",
 481        "         'zu': 1,\n",
 482        "         'zv': 3,\n",
 483        "         'zw': 1,\n",
 484        "         'zy': 1,\n",
 485        "         'zz': 6})"
 486       ]
 487      },
 488      "execution_count": 12,
 489      "metadata": {},
 490      "output_type": "execute_result"
 491     }
 492    ],
 493    "source": [
 494     "frequencies(ngrams(c6as, 2))"
 495    ]
 496   },
 497   {
 498    "cell_type": "code",
 499    "execution_count": 13,
 500    "metadata": {
 501     "collapsed": false
 502    },
 503    "outputs": [
 504     {
 505      "data": {
 506       "text/plain": [
 507        "'harry good call on the nazi paper trail the attached is a memo from paris high command to goering s secretary referring to the painting and clearly mentioning sara seems like they knew about the scam our friendly ss officer was planning to pull they picked up her trail the night after she went missing but you can read about that in their report still no joy on getting access to the original miss mona in the gallery and i am beginning to think we might need to rollout a black bag job you want to do it or shall i by the way i was surprised by this report the other papers we have from the nazis at this level are encrypted using bifid or playfair style ciphers this one isnt maybe the cipher clerk was off duty that day we got lucky'"
 508       ]
 509      },
 510      "execution_count": 13,
 511      "metadata": {},
 512      "output_type": "execute_result"
 513     }
 514    ],
 515    "source": [
 516     "' '.join(segment(letters(c6a).translate(''.maketrans({'B':'t', 'C':'h', 'S':'e', 'O':'i', 'U':'n', 'G':'g', 'A':'b', 'V':'o', 'N':'k', 'J':'w', 'T':'m', 'I':'d', 'P':'a', 'W':'p', 'R':'c', 'Y':'r', 'L':'y', 'D':'l', 'H':'f', 'Z':'s', 'Q':'z', 'E':'u', 'F':'v', 'M':'j'}))))"
 517    ]
 518   },
 519   {
 520    "cell_type": "code",
 521    "execution_count": 14,
 522    "metadata": {
 523     "collapsed": false
 524    },
 525    "outputs": [],
 526    "source": [
 527     "trans={'B':'t', 'C':'h', 'S':'e', 'O':'i', 'U':'n', 'G':'g', 'A':'b', 'V':'o', 'N':'k', 'J':'w', 'T':'m', 'I':'d', 'P':'a', 'W':'p', 'R':'c', 'Y':'r', 'L':'y', 'D':'l', 'H':'f', 'Z':'s', 'Q':'z', 'E':'u', 'F':'v', 'M':'j'}"
 528    ]
 529   },
 530   {
 531    "cell_type": "code",
 532    "execution_count": 15,
 533    "metadata": {
 534     "collapsed": false
 535    },
 536    "outputs": [
 537     {
 538      "data": {
 539       "text/plain": [
 540        "'PARISHGCOMNDTUVWYZBEFJLQ'"
 541       ]
 542      },
 543      "execution_count": 15,
 544      "metadata": {},
 545      "output_type": "execute_result"
 546     }
 547    ],
 548    "source": [
 549     "''.join(sorted(trans.keys(), key=lambda k: trans[k]))"
 550    ]
 551   },
 552   {
 553    "cell_type": "code",
 554    "execution_count": 41,
 555    "metadata": {
 556     "collapsed": false
 557    },
 558    "outputs": [
 559     {
 560      "data": {
 561       "text/plain": [
 562        "'harry good call on the nazi paper trail the attached is a memo from paris high command to goering s secretary referring to the painting and clearly mentioning sara seems like they knew about the scam our friendly ss officer was planning to pull they picked up her trail the night after she went missing but you can read about that in their report still no joy on getting access to the original miss mona in the gallery and i am beginning to think we might need to rollout a black bag job you want to do it or shall i by the way i was surprised by this report the other papers we have from the nazis at this level are encrypted using bifid or playfair style ciphers this one isnt maybe the cipher clerk was off duty that day we got lucky'"
 563       ]
 564      },
 565      "execution_count": 41,
 566      "metadata": {},
 567      "output_type": "execute_result"
 568     }
 569    ],
 570    "source": [
 571     "' '.join(segment(keyword_decipher(c6as, 'parishighcommand', KeywordWrapAlphabet.from_largest)))"
 572    ]
 573   },
 574   {
 575    "cell_type": "code",
 576    "execution_count": 17,
 577    "metadata": {
 578     "collapsed": false
 579    },
 580    "outputs": [],
 581    "source": [
 582     "c6bs = sanitise(c6b)"
 583    ]
 584   },
 585   {
 586    "cell_type": "code",
 587    "execution_count": 18,
 588    "metadata": {
 589     "collapsed": false
 590    },
 591    "outputs": [
 592     {
 593      "data": {
 594       "text/plain": [
 595        "1573"
 596       ]
 597      },
 598      "execution_count": 18,
 599      "metadata": {},
 600      "output_type": "execute_result"
 601     }
 602    ],
 603    "source": [
 604     "len(c6bs)"
 605    ]
 606   },
 607   {
 608    "cell_type": "code",
 609    "execution_count": 19,
 610    "metadata": {
 611     "collapsed": false
 612    },
 613    "outputs": [],
 614    "source": [
 615     "from itertools import permutations"
 616    ]
 617   },
 618   {
 619    "cell_type": "code",
 620    "execution_count": 20,
 621    "metadata": {
 622     "collapsed": false
 623    },
 624    "outputs": [
 625     {
 626      "data": {
 627       "text/plain": [
 628        "[(0, 1, 2, 3),\n",
 629        " (0, 1, 3, 2),\n",
 630        " (0, 2, 1, 3),\n",
 631        " (0, 2, 3, 1),\n",
 632        " (0, 3, 1, 2),\n",
 633        " (0, 3, 2, 1),\n",
 634        " (1, 0, 2, 3),\n",
 635        " (1, 0, 3, 2),\n",
 636        " (1, 2, 0, 3),\n",
 637        " (1, 2, 3, 0),\n",
 638        " (1, 3, 0, 2),\n",
 639        " (1, 3, 2, 0),\n",
 640        " (2, 0, 1, 3),\n",
 641        " (2, 0, 3, 1),\n",
 642        " (2, 1, 0, 3),\n",
 643        " (2, 1, 3, 0),\n",
 644        " (2, 3, 0, 1),\n",
 645        " (2, 3, 1, 0),\n",
 646        " (3, 0, 1, 2),\n",
 647        " (3, 0, 2, 1),\n",
 648        " (3, 1, 0, 2),\n",
 649        " (3, 1, 2, 0),\n",
 650        " (3, 2, 0, 1),\n",
 651        " (3, 2, 1, 0)]"
 652       ]
 653      },
 654      "execution_count": 20,
 655      "metadata": {},
 656      "output_type": "execute_result"
 657     }
 658    ],
 659    "source": [
 660     "list(permutations(range(4)))"
 661    ]
 662   },
 663   {
 664    "cell_type": "code",
 665    "execution_count": 21,
 666    "metadata": {
 667     "collapsed": false
 668    },
 669    "outputs": [
 670     {
 671      "data": {
 672       "text/plain": [
 673        "['hithhnfrferteaofftnasltyorrreqthimserulrhfsetaeeiuiwsihbnrrtsioiienirhmrpytdtoeircitalnbrpnhtohorliewtshtesposotoynuwhredhhcpicmnootahashtijeanetofrneusragmxurttowleatbrtepptraaesenethhrisnrststrnfldoghaumgseseakuntiahyttnyuntnnvhigwlewfiapasrelfaiebapcmcplahethtolhwsuladseuveaeotaeutateefehlbhtrshgatliaceehtrnhgaasietufnnpurehrelittmudyinnuegicouendeeiahsuelhtnoahtieainyfdniauoenatiyefohedaluaroeryhuraeraterahiaongtwiswsaitbultaomxletoreototonaoortgbcvaipnleewfyrtaeoaduwwetrrtnlrpfpaiellrimntrowieqrecuarndotafnroteletpenrpmshnddetdewhefoypedennsneegtateeanesertgdlueosrburowhdgbrpahenyttekrertrrhnfnedoltswsianiypothmouoctyeieeponhkrnntairlteeiuremnitaphoeaohhnouumtkvsenedeeoidpwkiegtiiiosenhuufanbeuithraerhieehuayasrusiwgadsisitrlgfphiltwiisihesurmromaceisoilvdeoelusairideotnfiesobntsapofgsodrtfirpltanetrlyiosotyoessfntpheaigeaoraieitdmtaaegrhyasrrcfelrtleeanehvehivmhnassieroixlmpsjttesofbmrhndiochecnbttncompusesoehtenetfienootnwooteeriltoigdosmehoifmlroeffdtuesoflerwiiyqdbzottnrfantdigontalaepdsheamnthlpsnbtuoahaalplemnpdrshvnaiaelnhcaliskacdoaedtjghoieadgwayndetenhegeeueoeednoryyrfctemttwntgdetasuoootfwymihrgrhoesinrraofretfenpoyaissesstnhhayeulhiwpcteatuapeanlueelwahaoeluresnbiieasaeteagcdcsorepsroenselvosedudsitlteittfseoesnlnginoernteieiwwlwhteirsiilhtdsrndesrfhrntlgrsuasedadoytasadutenwitcnametertpoesytotocnyutsogcmudlpadleadotefdsbfeleahaxrsonidtieiprashicdcshipbielslnalhorfrentatoraiemklagretmrdcwsnaynwsvnuldorekutnnoutiiunnhvnieilohltefnaeatuifttacetlnnrbhbeglosnaonmifkoaronsnvnfretrcfthdetpswsucpercwtpoawfhdayisooagoaelndfigngrtebltllgfo   ',\n",
 674        " 'hihthnrffetreafoftanslytorrreqhtimesrurlhfestaeeiuwisibhnrtrsiioieinrhrmpydttoierctialbnrphntoohrleiwthstepsostooyunwherdhchpimcnotoahsahtjieaentorfnesuramgxutrtolweabtrtpeptaraeesnehthrsinrtsstnrflodghuamgessekaunitahtytnuyntnnvhgiwlwefipaaserlfiaebpacmpclaehthotlhswuldasevueaoetauetaetefhelbthrsghatilaceehtnrhgaasiteufnnpuerhrleitmtudiynneugiocuedneeaihseulhntoathieianydfniuaoeantieyfoehdaulareoryuhrareatreahaiontgwiwssatibutlaoxmleotretootnoaorotgcbvapinleewfrytaoeadwuwertrtlnrppfailelrmintorwiqereucardnotfanrtoeltepernpmhsndedtdweheofypdeensnnegetaeteaensetrgduleorsbuorwhgdbrapheynttkeretrrrnhfndeolstwsainipyotmhoucotyieeeopnhrknnatirtleeuirenmitpahoaeohnhoumutksvendeeeiodpkwietgiioisehnuuafnbueitrhaehrieheuaaysrsuiwagdssiitlrgfhpilwtiiisheusrmormaecisiolvedoeulsariidoetnifesbontaspogfsordtfriplatnertlyoisoytoessfnptheiageoaraeiitmdtaeagryhasrrcflerteleaenhvheivhmnassieorixmlpstjteosfbrmhnidocehcntbtnocmpsueseohtneetifenootnowoteeritloidgosemhofimlorefdftuseofelrwiiyqbdzottnrafntidgotnaleapdhseanmthplsntbuohaaapllenmpdsrhvanialenhacliksacodaetdjgohiedagwyandteenehgeueeoeednroyyfrctmettnwtgedtausootofwmyihgrrheosirnraforeftenopyasisesstnhhayuelhwipcetataupenalueelwhaaoleursenbiieaasetaegccdsoerpsoreneslvsoeddusilttetitfesoenslnignorentieeiwwlwtheisriihltdrsndserfrhntglrsauseaddotyasdautnewictnaemtetrposeyttoocynutosgcumdlapdlaedoetfdbsfeelahxarsnoiditeirpasihcdschibpiesllnlahofrretnatroaimeklgaremtrdwcsnyanwvsnudlorkeutnnouitiunnhvineiolhletfneaatiuftatceltnnbrhbgelonsaomnifokarnosnnvfrterctfhdtepsswuceprctwpowafhadyiosoaogaenldfgingtrebtlllfgo   ',\n",
 675        " 'htihhfnrfreteoaffntastlyorrretqhismerlurhsfeteaeiiuwshibnrrtsoiiineirmhrptydteoirictanlbrnphthoorilewsthtsepoostonyuwrhedhhcpcimnootaahshitjenaetfornuesrgamxruttwoletabretpprtaaseentehhirsnsrtsrtnfdlogahumsgesaekutniayhttynunntnvihgwelwfaiparselafieabpccmplhaettholwhsualdsueveeaoteauttaeeefhlhbtrhsgaltiaecehrtnhagaseitunfnprueherlittmuydinunegciounedeieahuselthnohatiaeinfydnaiuoneatyiefhoedlauaorerhyurearaetraihaogntwsiwsiatblutamoxlteoroetootnaoortbgcviapnelewyfrteaoaudwwterrntlrfppaeillirmnrtoweiqrceuanrdoatfnorteeltpnerpsmhnddetedwhfeoyepdennsneegttaeenaesretglduesorbruowdhgbprahneytetkrretrhrnfendotlswisanyipohtmooucteyiepeonkhrntnailrteieurmeniatpheoaohhnouumtvkseendeoeidwpkigetiiiosnehufuanebuihtrarehieehuyaasursigwadissirtlgpfhitlwisiihseurrmomcaeiosildveoleusiariedotfnieosbnstapfogsdortifrptlanterliyostoyosesftnphaeigaeoriaeidtmtaaeghryarsrceflrlteenaehevhimvhnsasireoilxmpjsttseofmbrhdniohcecbnttcnomupseosehetneftieonotwnooeterlitogidomsehiofmrloeffdteusolferiwiydqbztotnfrandtignotaalepsdhemantlhpsbntuaohalaplmenprdshnvaiealnchalsikadcoadetjhgoiaedgawynedtehnegeeueeoedonryryfcetmtwtntdgetsauoootfywmirhgrohesnirroafrtefepnoyiasssesthnhaeyulihwptceautapaenleuelawhaeoluersnibiesaaeetagdccsroeprsoesnelovseuddstiltiettsfeosenlgnineornetiewiwlhwterisilihtsdrnedsrhfrnltgrusasdeadyotaasduetnwticnmaetretpeosyottoncyustogmcudpladeladtoefsdbfleeaahxrosnitdiepirahsiccdshpibileslanlhrofrnetaotraeimkalgrtemrcdwsanynswvnludoerkuntnotuiinunhnvieliohtlefaneautifttactelnrnbhebglsonanomikfoaornsvnnfertrfcthedtpwssupcerwctpaowfdhaysioogaoalendifgnrgtelbtlglfo   ',\n",
 676        " 'hhithrnffterefaofatnsyltorrrehqtiemsrrulhefsteaeiwuisbihntrrsiioiienrrhmpdyttioertciablnrhpntoohreliwhtstpesotsoouynwehrdchhpmicntooashahjtieeantrofnseurmagxturtlowebatrptepatraeesnhethsrintrssntrfoldguhamegsskeauintathytunynntnvghiwwlefpiaaesrlifaepbacpmcleahtohtlshwudlasveueoaetuaeteatehfeltbhrgshaitlaecehntrhagastieunfnpeurhlreimttuidynenugoicudeneaeihesulnhtotahiieandyfnuiaoaenteiyfeohdualaeroruyhrraearteaahiotngwwisstaibtulaxomloetrteoontoarootcgbvpainelewrfytoaeawduwretrltnrppfalielmrinotrwqieruecadrnoftantroetleprenphmsneddtwdehoefydpeesnnngeeteateeanstergudlerosbourwghdbarphyentkterterrnrhfdneosltwasinpiyomthocuotiyeeoepnrhknantitrleueirnemiptahaoeonhhomuutskvedneeieodkpwitegioiishenuaufnubeirthaheriheeuaayssruiawgdssiiltrghfpiwltiiishuesromrmeaciisolevdouelsraiiodetinfebsonatspgofsrodtrfipaltnretloyisyotosesfpnthieagoeareaiimtdteaagyrharsrclferetleeanhhveihvmnsasioerimxlptsjtoesfrbmhindoechctnbtoncmspueesohnteeitfeonotonwoetertilodigoesmhfoimolredfftsueoeflriwiybqdztotnarfnitdgtonaelaphdsenamtphlstnbuhoaapallnempsdrhavnilaenahclkisaocdatedjoghideagywantdeeenhgueeeeoedrnoyfyrcmtetntwtegdtuasotoofmwyighrrehosrinrfaorfeteonpysaissesthnhauyelwhipectaatupnealeuelhwaaloeusrenibieaaseategccdseorposreenslsvoedduslittteitefsoneslingnroeniteewiwltwhesirihiltrdsnsderrfhngtlrasusaeddtoyadsauntewcitneamtterpsoeyttooycnuotsgucmdalpdaledeotfbdsfeelaxharnsoiidteripaishcsdchbipiselllnahforrtenartoamiekglarmetrwdcsynanvwsndulokreuntnoiutinunhivneoilheltfenaaitufattcletnbnrhgbelnosamoniofkanrosnnvftrertcfhtdepsswuecprtcwpwoafahdyoisooaganeldgfintgretbllflgo   ',\n",
 677        " 'hthihfrnfrteeofafnatstylorrrethqisemrlruhsefteeaiiwushbinrtrsoiiiniermrhptdyteioritcanblrnhpthoorielwshttspeootsonuywrehdhchpcminotoaashhijteneatfronusergmaxrtutwloetbareptprataseenthehisrnstrsrntfdolgauhmsegsakeutinaythtyunnnntvighwewlfapiareslaifeapbccpmlheattohlwshuadlsuveeeoateuatteaeehflhtbrhgsalitaeechrnthaagsetiunnfpreuhelritmtuyidnuengcoiundeeiaehuesltnhohtaiaienfdynauionaetyeifheodluaaoerrhuyreraaertaiahogtnwswisitabltuamxoltoeroteoontaorotbcgvipaneelwyrfteoaauwdwtrernltrfppaelilimrnrotweqircueandroaftnotreetlpnrepshmndedtewdhfoeyedpensnnegetteaeneasrtegludesrobrouwdghbparhnyetektrrterhnrfednotslwiasnypiohmtoocuteiyepoenkrhntaniltreiuermneiaptheaoohnhoumutvskeedneoiedwkpigteiioisnheufauneubihrtarheieheuyaasusrigawdissirltgphfitwlisiihsuerrommceaioisldevoluesiraieodtfineobsnsatpfgosdrotirfptalntrelioystyoosseftpnhaiegaoerieaidmttaeaghyrarrscelfrleteneahehvimhvnssairoeilmxpjtstsoefmrbhdinoheccbtntconmuspeoeshentefiteoontwonoeetrltiogdiomeshifomrolefdftesuolefriiwydbqzttonfarnditgntoaaelpshdemnatlphsbtnuahoalpalmneprsdhnavielancahlskiadocadtejhogiadegaywnetdehengeueeeeodornyrfycemttwnttdegtsuaootofymwirghroehsnrirofartfeeponyisasssethhnaeuyliwhptecauatpaneleeulahwaelouesrniibesaaeeatgdccsreoprosesenlosveuddstlititetsefosnelginneroneitewwilhtwersiilhitsrdnesdrhrfnlgtruassdaedytoaadsuentwtcinmeatrtepesoyottonycusotgmucdpaldealdteofsbdfleeaaxhronsitidepriahisccsdhpbiilselalnhrfornteaortaemikaglrtmercwdsaynnsvwnlduoekrunntotiuinnuhniveloihtelfaenauitftatctlenrbnhegblsnoanmoikofaonrsvnnfetrrftchetdpwssupecrwtcpawofdahysoiogoaalnedigfnrtgeltblgflo   ',\n",
 678        " 'hhtihrfnftreefoafantsytlorrrehtqiesmrrluhesfteeaiwiusbhintrrsioiiinerrmhpdtytieorticabnlrhnptohoreilwhsttpseotosounywerhdchhpmcintooasahhjiteenatrfonsuermgaxtrutlwoebtarpetpartaesenhtehsirntsrsnrtfodlguahmesgskaeuitnatyhtuynnnntvgihwwelfpaiaersliafepabcpcmlehatothlswhudalsvueeoeatueatetaeheflthbrghsailtaeechnrthaagsteiunnfperuhlerimttuiydneungociudneeaieheuslnthothaiiaendfynuaioaneteyifehodulaaeorruhyrreaaretaaihotgnwwsistiabtluaxmolotertoeonotarootcbgvpianeelwryftoeaawudwrterlntrpfpaleilmirnortwqeiruceadnrofatntoretelprnephsmneddtwedhofeydepesnnngeetetaeenastreguldersoboruwgdhbaprhynetketrtrernhrfdenostlwaisnpyiomhtocoutieyeopenrkhnatnitlreuiernmeipathaeoonhhomuutsvkedeneioedkwpitgeioiishneuafunuebirhtahreiheeuayassuriagwdsisilrtghpfiwtliisihuserormmecaiiosledvoulesriaioedtifnebosnastpgfosrdotrifpatlnrteloiysytoossefptnhiaegoaereiaimdtteaagyhrarrsclefrelteenahhevihmvnssaioreimlxptjstosefrmbhidnoehcctbntocnmsupeeoshneteifteoontownoeetrtliodgioemshfiomorledfftseuoelfriiwybdqzttonafrnidtgtnoaealphsdenmatplhstbnuhaoaplalnmepsrdhanvileanachlksiaodcatdejohgidaegyawntedeehngueeeeeodronyfrycmettnwttedgtusaotoofmywigrhreohsrnirfoarfteeopnysiasssethhnaueylwihpetcaautpnaeleeulhawaleouserniibeasaeaetgcdcseroporseesnlsovedudsltittietesfonselignnreonietewwilthwesriihlitrsdnsedrrhfngltraussadedtyoadasunetwctinemattrepseoytotoyncuostgumcdapldaeldetofbsdfeleaxahrnosiitderpiaihscscdhbpiislellanhfrortnearotameikgalrmterwcdsyannvswndluokerunntoituinnuhinveolihetlfeanaiutfattcltenbrnhgeblnsoamnoiokfanorsnvnfterrtfchtedpswsuepcrtwcpwaofadhyosioogaanledgifntrgetlblfglo   ',\n",
 679        " 'ihthnhfrefrtaeoftfnalstyrorrqethmiseurlrfhseateeuiiwishbrnrtisoieinihrmryptdoteicritlanbprnhotholrietwshetspsootyonuhwrehdhcipcmonothaasthijaeneotfrenusargmuxrtotwlaetbtreptpraeaseenthrhisrnsttsrnlfdohgaugmseesaknutihaytntyutnnnhviglwewifapsareflaibeapmccpalhehttohlwsluadesuvaeeoateuattefeehblhtsrhgtalicaeethrnghaaisetfunnuprerheltitmduyinnueigcoeundeeiashuehltnaohteiaiynfdinaueonaityeofheadluraoeyrhuarertaerhaianogtiwswasitubltoamxeltoerottoonoaorgtbcaviplneefwyrateodauwewtrtrnlprfpiaelrlimtnroiweqercurandtoafrnotleetepnrmpshdndedtewehfopyednensenegatteaeneesrtdgluoesrubrohwdgrbpaehnyttekerrtrrhnnfedlotsswiainyptohmuoocyteieepohnkrnntarilteeiuermntiapoheahohnuoumktvsneedeeoipdwkeigtiiioesnhuufabneutihrearheiehauyarsuswigasdistirlfgphlitwiisiehsumrroamcesioivldeeoluasirdieontfiseobtnsaopfgosdrftirlptaentrylioostyeossnftpehaiegaoarietidmataerghysarrfceltrleaenevhehvimhansseiroxilmspjtetsobfmrnhdicohencbtntcopmusseoethentefineoontwotoeeirltiogdsomeohiflmrofefdutesfolewriiqydbozttrnfatndiogntlaaedpshaemnhtlpnsbtouahaalpelmndprsvhnaaielhncailskcadoeadtgjhoeiadwgaydnetneheegeuoeeendoryyrftcemttwngtdeatsuoootwfymhirghroeisnrarofertfnepoayisesssnthhyaeuhliwcptetauaepanuleewlahoaelruesbniiaesateeacgdcosrespronesevlosdeudistletitftseeosnnlgionertneiiewwwlhtiersiilhdtsrdnesfrhrtnlgsruaesdaodytsaadtueniwtcanmeetrtopestyotconytusocgmuldpaldeaodtedfsbeflehaaxsronditiieprsahidccsihpbeilsnlalohrfernttaoriaemlkagertmdrcwnsaywnsvunldroektunnuotiuinnvhniielolhtenfaetauitftaectlnnrbbhegolsnoanmfikoraonnsvnrfetcrftdhetspwscupecrwtopawhfdaiysoaogoealnfdiggnrtbeltllgf o  ',\n",
 680        " 'ihhtnhrfeftraefotfanlsytrorrqehtmiesurrlfhesateeuiwiisbhrntrisioeiinhrrmypdtotiecrtilabnprhnotohlreitwhsetpssotoyounhwerhdchipmcontohasathjiaeenotrfensuarmguxtrotlwaebttrpetpareaesenhtrhsirntstsnrlfodhguagmeseskanuithatyntuytnnnhvgilwweifpasaerfliabepamcpcalehhtothlswludaesvuaeoeatueatetfeheblthsrghtailcaeethnrghaaistefunnuperrhletimtduiynneuigoceudneeaisheuhlntaotheiiayndfinuaeoaniteyofehadulraeoyruharretarehaainotgiwwsastiubtloaxmelotertotonooarogtcbavpilneefwryatoedawuewrttrlnprpfialerlmitnoriwqeerucradntofarntoleteeprnmphsdneddtweehofpydenesnengeatetaeenestrdguloersuborhwgdrbapehynttkeertrrrnhnfdelostswaiinpytomhuocoytieeeophnrknnatritleeuiernmtipaohaehonhuomuktsvnedeeeiopdkweitgiioieshnuuafbnuetirheahreiheauayrssuwiagsdsitilrfghpliwtiiisehusmroramecsiiovledeoulasridioentifsebotnasopgfosrdftrilpatenrtyloiosyteossnfptehiaegoaareitimdateargyhsarrfcletrelaeenvhhevihmansseiorximlsptjetosbfrmnhidcoehnctbntocpmsuseeothneteifneoontowtoeeirtliodgsoemohfilmorfedfutsefoelwriiqybdozttrnaftnidogtnlaeadphsaenmhtplnstbouhaaaplelnmdpsrvhanailehnacilkscaodeatdgjoheidawgyadnteneehegueoeeendroyyfrtcmettnwgtedatusootowfmyhigrhreoisrnarfoerftneopaysiesssnthhyauehlwicpettaauepnauleewlhaoalerusebniiaeasteaecgcdosersporneesvlsodeduisltettifteseonsnligonretnieiewwwlthiesriihldtrsdnsefrrhtnglsrauesadodtysadatuneiwctanemettropsetytocoyntuoscgumldapldaeodetdfbsefelhaxasrnodiitierpsaihdcscihbpeislnllaohfrertntaroiamelkgaermtdrwcnsyawnvsundlroketunnuoituinnvhinieollhetnfeataiutfatecltnnbrbhgeolnsoamnfiokranonsnvrftecrtfdhtespswcuepcrtwopwahfadiyosaoogeanlfdgigntrbetlllfg o  ',\n",
 681        " 'thihfhnrrfetoeafnftatslyrorrteqhsimelrurshfeetaeiiuwhsibrnrtosiinieimrhrtpydetoiirctnalbnrphhtooirleswthstepoostnoyurwhehdhccpimonotaahsihtjneaeftorunesgramrxutwtolteabertprptasaeetnehihrssnrtrstndfloaghusmgeasektuniyahtytnunntnivhgewlwafiprasealfiaebpccmphlaetthowlhsaulduseveeaoetauttaeeefhhlbthrsglatieacerhtnahgaesitnufnrpueehrltitmyudiunnecgionuedieeauhsetlhnhoataieifnydaniunoeaytiehfoeldauoarehryuerareatriahagontswiwisatlbutmaoxtleooretootnoaorbtgcivapenleywfretaouadwtwernrtlfrppeaililrmrntoewiqcreunardaotfonrteeltnperspmhdndeetdwfheoeypdnensenegttaeneaersetlgduseorrbuodwhgpbranheyettkrrethrrnefndtolsiwsayniphotmooucetyipeeoknhrtnnalirtieeumrenaitpehoahohnuoumvtkseendoeeiwdpkgietiiionsehfuuaenbuhitrraeheiehyuaausrsgiwaidssritlpgfhtilwsiiisheurrmocmaeoisidlveloeuisareidoftnioesbsntafpogdsoritfrtplatnerilyotsoysoestfnpaheiageoiraeditmataehgryrasrecfllrteneaeehvhmivhsnasrieolixmjpststeomfbrdhnihocebcntctnoumpsoeseehtnfetioenowtnoeotelritgoidmoseihofrmlofefdetuslofeirwidyqbtzotfnradntingotaalespdhmeanlthpbsntauohlaapmlenrpdsnhvaeialcnhaslikdacodaethjgoaiedagwyendtheneegeueeoeodnrryyfectmwttndtgestauoootyfwmrihgorhensiroraftrefpenoiyassseshtnheayuilhwtpceuataapeneluealwheaoleursinbiseaaeetadgccrsoerpsoseneolvsueddtsilitetstfesoenglnienorentiweiwhlwtreisliihstdrendshrfrlntgursadseaydotaasdeutntwicmnaerteteposoyttnocysutomgcupdlaedlatdoesfdblfeeaahxorsntidipeirhasiccdsphibliesalnlrhofnretoatreaimaklgtremcrdwasnysnwvlnudeorknutntouiniunnhvileiothleafneuatitftatcelrnnbehbgslonnaomkifooarnvsnnefrtfrctehdtwpsspucewrctapowdfhasyiogoaolaenidfgrngtlebtgllf o  ',\n",
 682        " 'hhitrhnftferfeaoaftnysltrorrheqteimsrrulehfsetaewiuibsihtnrrisioiienrrhmdpytitoetrcibalnhrpnotoherlihwtsptestosouoynewhrcdhhmpictnoosahajhtieeanrtofsneumragtxurltowbeatprteaptreaeshnetshritnrsnstrofldughaemgskseaiunttahyutnynntngvhiwwlepfiaeasrilfapebapcmcelahothtslhwdulavseuoeaeutaeetathefetlbhgrshiatleacenhtrahgatsienufnepurlhremittiudyennuogicduenaeeiehsunlhttoahiieadnyfuniaaoenetiyefohudalearouryhrraerateaahitongwwistsaitbulxaomolettreonotoraooctgbpvaienlerwfyotaewadurwetlrtnprpflaiemlriontrqwieurecdarnfotatnrotelerpenhpmsenddwtdeohefdypesenngneeetateeantserugdlreosoburgwhdabrpyhenkttetrernrrhdfnesoltawsipniymothcouoityeoeeprnhkannttirlueeinrempitaahoenohhmouustkvdeneieeokdpwtiegoiiihsenauufunberithhaerhieeauayssruaiwgsdsilitrhgfpwiltiiisuhesormremaciisoelvduoelrsaioideitnfbesoantsgpofrsodrtfiapltrnetolyiysotsoespfntiheaogeaeraimitdetaaygrhrasrlcfeertleeanhhvehivmsnasoiermixltpsjotesrfbmihndeochtcnbotncsmpueesonhteietfoenootnweotetrildoigeosmfhoiomlrdeffstueeoflirwibyqdtzotanrfintdtgonealahpdsneampthltsnbhuoapaalnlemspdrahvnliaeanhcklisoacdtaedojghdieaygwatndeeenhugeeeeoerdnofyyrmctenttwetgdutastooomfwygihrerhorsinfraofretoenpsyaisseshtnhuayewlhiepctaatunpeaeluehlwalaoesureinbiaeasaetecgcdesoropsreensslvodedulsittteietfsnoesilngrnoeinteweiwtlwhseirhiilrtdssnderrfhgntlarsuasedtdoydasanutecwitenamtterspoetytoyocnoutsugcmadlpadleedotbfdsefelxahanrsoiidtreipiashscdcbhipsielllnafhortrenratomaiegklamretwrdcysnavnwsdnulkorenutnioutniunihvnoeilehltefnaiatuafttlcetbnnrghbenlosmaonoifknaronsnvtfretrcfthdespsweucptrcwwpoaafhdoyisooagnaelgdfitngrteblfllg o  ',\n",
 683        " 'thhifhrnrfteoefanfattsylrorrtehqsiemlrrushefeteaiiwuhsbirntrosiiniiemrrhtpdyetioirtcnablnrhphtooirelswhtstpeootsnouyrwehhdchcpmiontoaashihjtneeaftrounsegrmarxtuwtlotebaerptrpatsaeetnheihsrsntrrsntdfolaguhsmegasketuinyathytunnnntivghewwlafpiraesalifaepbccpmhleattohwlshaudlusveeeoaetuatteaeehfhltbhrgslaiteaecrhntahagestinunfrpeuehlrtimtyuidunencgoinudeieaeuhestlnhhotaaiiefndyanuinoaeyteihfeolduaoaerhruyerraeartiaahgotnswwiistalbtumaxotloeorteoontoarobtcgivpaenelywrfetoauawdtwrenrltfrppealiilmrrnotewqicruenadraoftontreetlnpresphmdnedetwdfhoeeydpnesnengetteaneearstelgudserorboudwghpbarnhyeetktrrtehrnrefdntosliwasynpihomtoocuetiypeoeknrhtnanlitrieuemrneaiptehaohonhuomuvtskeednoeiewdkpgiteiioinshefuauenubhirtraheeiheyuaaussrgiawidssriltpghftiwlsiiishuerromcmeaoiisdlevloueisraeiodftinoebssnatfpgodsroitrftpaltnreiloytsyososetfpnahieagoeireadimtateahgyrrarseclflretneeaehhvmihvsnsarioelimxjptsstoemfrbdhinhoecbctnctonumspoeesehntfeitoeonwtoneoetlrtigodimoesihformolfedfetsuloefiriwdybqtztofnardnitngtoaaelsphdmenaltphbstnauholapamlnerpsdnhaveilacnahslkidaocdatehjogaideagywentdheenegueeeeoodrnryfyecmtwtntdtegstuaootoyfmwrighorehnsriorfatrfepeoniysasssehthneauyilwhtpecuaatapneeleualhwealoeusrinibseaaeeatdgccrseorposseenolsvueddtsliittestefsoneglinenroenitwewihltwresilihistrdensdhrrflngturasdsaeydtoaadseunttwcimneartteepsooyttnoycsuotmgucpdaledaltdeosfbdlfeeaaxhornstiidperihaisccsdphbiliseallnrhfonrteoarteamiakgltrmecrwdasynsnvwlndueokrnunttoiuninunhivleoithelafenuaittfattclernbnehgbslnonamokiofoanrvsnneftrfrtcehtdwpsspuecwrtcapwodfahsyoigooalaneidgfrntgletbglfl o  ',\n",
 684        " 'hhtirhfntfrefeoaafntystlrorrhetqeismrrluehsfeteawiiubshitnrrisoiiinerrmhdptyiteotricbanlhrnpothoerilhwstptsetoosuonyewrhcdhhmpcitnoosaahjhiteenartfosnuemrgatxrultwobetapretaprteasehnteshirtnsrnsrtofdlugahemsgksaeiutntayhutynnnntgvihwwelpfaiearsilafpeabpccmelhaotthslwhdualvsueoeeauteaettaheeftlhbgrhsialteaecnhrtahagtseinunfeprulhermittiuydenunogciduneaeieehusnlthtohaiiaednfyunaiaoneetyiefhoudlaeaorurhyrrearaetaaihtognwwsitsiatbluxamooltetroenootraooctbgpviaenelrwyfoteawaudrwtelrntprfplaeimlironrtqweiurcedanrfoattnorteelrpnehpsmenddwtedohfedyepsenngneeettaeenatsreugldresoobrugwdhabpryhnektettrrenrhrdfensotlawispnyimohtcoouiteyoepernkhantntilrueienrmepiataheonohhmouustvkdeenieoekdwptigeoiiihsneaufuunebrihtharehieeauyassuraigwsdislirthgpfwitliisiuhseorrmemcaiioseldvuolersiaoieditfnbeosanstgpforsdortifaptlrnteoliyystososepftnihaeogaeeriamidtetaayghrrarslceferlteenahhevhimvsnsaoiremilxtpjsotserfmbihdneohctcbnotcnsmupeeosnhetieftoeonotwneoettrlidogieomsfhioomrldeffsteueolfiriwbydqtztoanfrindttgnoeaalhpsdnemaptlhtsbnhuaopalanlmesprdahnvlieaanchklsioadctadeojhgdiaeygawtnedeehnugeeeeeordonfyrymcetntwtetdgutsatooomfywgirherohrsnifroafrteoepnsyiasssehthnuaeywliheptcaautnpaeeleuhlawlaeosuerinibaesaaeetcgdcesrooprseesnslovdeudlstittieetsfnoseilgnrneoinetwewitlhwserihilirtsdsnedrrhfgnltarusasdetdyodaasnuetcwtienmattrespeotyotyoncoustugmcadpladeledtobfsdeflexaahnrosiitdrepiiahssccdbhpisilellanfhrotrneraotmaeigkalmrtewrcdysanvnswdnlukoernuntiotuninuihnvoeliehtlefaniautafttlctebnrnghebnlsomanooikfnaornsvntfertrfcthedspwseupctrwcwpaoafdhoysiooganalegdiftnrgtelbflgl o  ',\n",
 685        " 'ithhnfhrerftaoeftnfaltsyrrorqtehmsieulrrfsheaeteuiiwihsbrrntiosieniihmrrytpdoeticirtlnabpnrhohtoliretswhestpsootynouhrwehhdcicpmoonthaastihjaneeoftreunsagrmurxtowtlatebterptrpaesaeetnhrihsrsnttrsnldfohagugsmeeaskntuihyatnytutnnnhivglewwiafpsraefalibaepmccpahlehttohwlslaudeusvaeeoaetuattefeehbhltshrgtlaiceaetrhngahaiestfnunurperehlttimdyuinuneicgoenudeieasuhehtlnahoteaiiyfndianuenoaiyteohfealduroaeyhruaerrtearhiaangotiswwaistulbtomaxetloeorttoonooargbtcaivplenefywraetoduawetwrtnrlpfrpiealrilmtrnoiewqecrurnadtaofrontleetenprmsphddnedetwefhopeydnneseengatteaneeerstdlguoserurbohdwgrpbaenhytetkerrtrhrnnefdltossiwaiynpthomuoocyetiepeohknrntnarliteieuemrntaipoehahhonuuomkvtsneedeoeipwdkegitiiioenshufuabenuthireraheeihayuarusswgiasidstrilfpghltiwisiieshumrroacmesoiivdleelouaisrdeionftisoebtsnaofpgodsrfitrltpaetnryilootsyesosntfpeahieagoairetdimaaterhgysrarfecltlreaneevehhvmihasnserioxlimsjptestobmfrndhichoenbctnctopumssoeetehntfeinoeonwtoteoeilrtigodsmoeoihflrmoffeduetsfloewiriqdybotztrfnatdniongtlaaedsphamenhltpnbstoauhalapemlndrpsvnhaaeilhcnaislkcdaoedatghjoeaidwagydentnheeeeguoeeenodryryftecmtwtngdteastuoootwyfmhrighoreinsraorfetrfnpeoaiysesssnhthyeauhilwctpetuaaeapnuelewalhoealreusbiniaseateeacdgcorsesrponseevolsdueditsleittfsteesonnglioenrteniiwewwhltiresilihdstrdensfhrrtlngsuraedsaoydtsaadteunitwcamneerttoepstoytcnoytsuocmgulpdaledaotdedsfbelfehaaxsorndtiiipershaidccsiphbelisnallorhfenrttoarieamlakgetrmdcrwnasywsnvulndreoktnunutoiuninvnhiileolthenafetuaittfaetclnrnbbehgoslnonamfkioroannvsnreftcfrtdehtswpscpuecwrtoapwhdfaisyoagooelanfidggrntbletlglf  o ',\n",
 686        " 'ihhtnrhfetfrafeotafnlystrrorqhetmeisurrlfehsaeteuwiiibshrtnriisoeiinhrrmydptoitectrilbanphrnoothlerithwseptsstooyuonhewrhcdhimpcotnohsaatjhiaeenortfesnuamrgutxroltwabettpretapreeasehntrshirtnstnsrlofdhugagemseksaniuthtaynutytnnnhgvilwweipfasearfilabpeampccaelhhotthslwlduaevsuaoeeauteaettfheebtlhsgrhtialceaetnhrgahaitsefnunueprrlhetmitdiuynenuiogceduneaeisehuhnltatoheiiaydnfiunaeaonietyoefhaudlreaoyurharretraehaaintogiwwsatsiutbloxameoltetrotnoooraogctbapvilenefrwyaotedwauerwttlrnpprfilaermlitonriqweeurcrdantfoartnolteeerpnmhpsdenddwteeohfpdyensenegneaettaeenetsrdugloresuobrhgwdrabpeyhntkteetrrrnrhndfelsotsawiipnytmohucooyiteeoephrnknantrtileueienrmtpiaoahehnohumoukstvndeeeieopkdwetigioiiehsnuaufbunetriheharehieaauyrssuwaigssditlirfhgplwitiiiseuhsmorraemcsiioveldeuolarsidoienitfsbeotansogpforsdfrtilapterntyolioystesosnpfteihaeogaaeritmidaetaryghsrarflceterlaeenvhhevhimasnseoirxmilstpjeotsbrfmnihdceohntcbnotcpsmuseeotnhetiefnoeonotwteoeitrlidogseomofhilomrfdefustefeolwiriqbydotztranftindotgnleaadhpsanemhptlntsbohuaapalenlmdsprvahnaliehanciklscoadetadgojhediawygadtneneeheugeoeeenrdoyfyrtmcetntwgetdautsotoowmfyhgirheroirsnafroefrtnoepasyiesssnhthyuaehwlicepttaauenpauelewhlaolaersuebiniaaestaeeccgdoesrsoprneesvsloddeuilstettifetsenosnilgornetineiwewwtlhiserihildrtsdsnefrrhtgnlsarueasdotdysdaatnueicwtaenmettrospettyocyontouscugmladpladeoedtdbfseeflhxaasnrodiitirepsiahdsccibhpesilnllaofhretrntraoimaelgkaemrtdwrcnysawvnsudnlrkoetnunuiotuninvihnioellehtnefatiautaftelctnbnrbgheonlsomanfoikrnaonnsvrtfectrfdthesspwceupctrwowpahafdioysaoogenalfgdigtnrbtellflg  o ',\n",
 687        " 'tihhfnhrreftoaefntfatlsyrrortqehsmielurrsfheeateiuiwhisbrrntoisineiimhrrtypdeotiicrtnlabnprhhotoilrestwhsetposotnyourhwehhdccipmoontahasithjnaeefotruensgarmruxtwotltaebetrprtpaseaetenhirhssrntrtsndlfoahgusgmeaesktnuiyhatyntuntnnihvgelwwaifprsaeafliabepcmcphalethtowhlsaluduesveaeoeatutateefehhblthsrgltaiecaerthnaghaeistnfunrupeerhlttimyduiunnecigoneudieeaushethlnhaotaeiifyndainuneoayitehofeladuoraehyruearretarihaagnotsiwwiastlubtmoaxtelooertotonooarbgtciavpelneyfwreatoudawtewrntrlfprpeialirlmrtnoeiwqcerunradatofornteletneprsmphddneedtwfehoepydnneseengtatenaeerestldgusoerrubodhwgprbanehyettkrerthrrnenfdtlosiswayinphtomouoceytipeeokhnrtnnalritieeumernatipeohahhonuuomvktsenedoeeiwpdkgeitiiioneshfuuaebnuhtirreaheeihyauaurssgwiaisdsrtilpfghtliwsiiisehurmrocameosiidvleleouiasrediofntiosebstnafopgdosriftrtlpatenriylotosyseostnfpaehiaegoiaredtimaatehrgyrsarefclltrenaeeevhhmvihsansreiolximjsptsetombfrdnhihcoebnctcntoupmsoseeethnfteioneowntoetoelirtgiodmsoeiohfrlmoffedeutslfoeiwridqybtoztfrnadtninogtalaesdphmaenlhtpbnstaouhlaapmelnrdpsnvhaeailchnasilkdcaodeathgjoaeidawgyednthneeeegueoeeondrryyfetcmwttndgtesatuoootywfmrhigohrenisroarfterfpneoiayssesshntheyauihlwtcpeutaaaepneuleawlheoalerusibnisaeaeteadcgcrosersposneeovlsudedtisliettsfteseongnlieonretniwiewhwltriesliihsdtrednshfrrltngusradesayodtasadetuntiwcmaneretteopsotytncoystuomcgupldaeldatodesdfblefeahaxosrntdiipierhsaicdcspihbleisanllrohfnertotareiamalkgtermcdrwansyswnvlunderokntuntuoinuinnvhilieotlheanfeutaittfateclrnnbebhgsolnnoamkfiooranvnsnerftfcrtedhtwspspcuewcrtaopwdhfasiyogaooleanifdgrgntlbetgllf  o ',\n",
 688        " 'hihtrnhftefrfaeoatfnylstrrorhqetemisrurlefhseatewuiibishtrnriisoieinrhrmdyptiotetcriblanhprnoothelrihtwspetstsoouyonehwrchdhmipctonoshaajthieaenrotfsenumargtuxrlotwbaetptreatpreeashentsrhitrnsntsrolfduhgaegmskesainutthayuntyntnnghviwlwepifaesariflapbeapmccealhohttshlwdluavesuoaeeuateeatthfeetblhgsrhitalecaenthraghatisenfuneuprlrhemtitiduyennuoigcdeunaeeieshunhlttaohieiadynfuinaaeoneityeofhuadleraouyrhrarertaeahaitnogwiwstasitublxoamoeltterontooroaocgtbpavielnerfwyoatewdaurewtltrnpprfliaemrliotnrqiweuercdranftoatrnotleerepnhmpsedndwdteoehfdpyesnengeneeatteaentesrudglroesoubrghwdarbpyehnktteterrnrrhdnfeslotaswipinymtohcuooiyteoeeprhnkannttrilueeinermptiaaohenhohmuousktvdneeieeokpdwteigoiiihesnauufubnertihhearheieaauysrsuawigssdiltirhfgpwlitiiisuehsomrreamcisioevldueolrasiodieintfbseoatnsgopfrosdrftialptrentoyliyostseospnftiehaoegaearimtideatayrghrsarlfceetrleaenhvhehvimsansoeirmxiltspjoetsrbfminhdecohtncbontcspmueseontheitefoneoontwetoetirldiogesomfohiolmrdfefsuteefoliwribqydtoztarnfitndtognelaahdpsnaemphtltnsbhouapaalnelmsdpravhnlaieahnckilsocadteadogjhdeiaywgatdneenehuegeeoeerndofyyrmtcenttwegtduatstooomwfyghirehrorisnfarofertonepsayisesshnthuyaewhliecptataunepaeulehwlaloaesrueibniaaesateeccgdeosrosprenessvloddeulisttetieftsneosinlgroneitnewiewtwlhsierhiilrdtssdnerfrhgtnlasruaesdtodydsaantueciwteanmtetrsopettyoyconotusucgmaldpaldeeodtbdfseeflxhaansroiditriepisahsdccbihpseillnlafohrternrtaomiaeglkamertwdrcynsavwnsdunlkroentuniuotnuinivhnoielelhtenfaitauatftlectbnnrgbhenolsmoanofiknraonnsvtrfetcrftdhesspwecuptcrwwopaahfdoiysoaognealgfditgnrtbelfllg  o ',\n",
 689        " 'thhifrhnrtfeofeanafttyslrrortheqseimlrrusehfeetaiwiuhbsirtnroisiniiemrrhtdpyeitoitrcnbalnhrphotoierlshwtspteotosnuoyrewhhcdhcmpiotnoasahijhtneeafrtousnegmrartxuwltotbeaeprtraptseaethneishrstnrrnstdoflaughsemgaksetiunytahyutnnnntigvhewwlapfireasailfapebcpcmhelatothwslhaduluvseeoeaeutatetaehefhtlbhgrsliateeacrnhtaahgetsinnufrepuelhrtmityiuduenncogindueiaeeuehstnlhhtoaaiiefdnyauninaoeyetihefoludaoearhuryerraeratiaahgtonswwiitsaltbumxaotoleotreonotoraobctgipvaeenlyrwfeotauwadtrwenlrtfprpelaiimlrronteqwicurendarafototnretelnrpeshpmdendewtdfoheedypnsenegnetetaneeartselugdsreorobudgwhpabrnyheekttrtrehnrredfntsoliawsypnihmotocoueitypoeekrnhtannltiriueemnreapiteahohnohumouvstkedenoieewkdpgtieioiinhsefauueunbhritrhaeehieyauaussrgaiwisdsrlitphgftwilsiiisuherormcemaoiisdelvluoeirsaeoidfitnobessantfgpodrsoirtftapltrneiolytysossoetpfnaiheaogeieradmitaetahygrrraselcflertneeaehhvmhivssnaroielmixjtpssotemrfbdihnheocbtcncotnusmpoeesenhtfietooenwotneeotltrigdoimeosifhoromlfdefestuleofiirwdbyqttzofanrdintntgoaealshpdmnealpthbtsnahuolpaamnlerspdnahveliacanhsklidoacdtaehojgadieaygwetndheeneugeeeeoordnrfyyemctwnttdetgsutaotooymfwrgihoerhnrsiofratfrepoenisyasssehhtneuayiwlhtepcuaatanpeeeluahlwelaoesuriinbsaeaeaetdcgcresoropsseenoslvudedtlsiittesetfsnoegilnernoeintwweihtlwrseilhiisrtdesndhrrflgntuarsdaseytdoadasenuttcwimenartteespootytnyocsoutmugcpadleadltedosbfdlefeaxahonrstiidpreihiascscdpbhilsieallnrfhontreoratemaiagkltmrecwrdaysnsvnwldnuekornnuttiounniunihvloeitehlaefnuiattafttlcerbnneghbsnlonmaokoifonarvnsnetfrftrcethdwspspeucwtrcawpodafhsoyigooalnaeigdfrtngltebgfll  o ',\n",
 690        " 'hthirfhntrfefoeaanftytslrrorhteqesimrlrueshfeetawiiubhsitrnriosiiniermrhdtpyietotircbnalhnrpohtoeirlhswtpstetoosunoyerwhchdhmcpitonosaahjihtenearftosunemgratrxulwtobteapertarptesaehtnesihrtsnrnrstodfluaghesmgkaseituntyahuytnnnntgivhwewlpafierasialfpaebpccmehlaotthswlhdaulvuseoeeauetaettaheefthlbghrsilateeacnrhtaahgtesinnuferpulehrmtitiyudeunnocgidnueaieeeuhsntlhthoaiaiedfnyuanianoeeytiehfouldaeoaruhryrerareataiahtgonwswitisatlbuxmaootletorenootroaocbtgpivaeenlrywfoetawuadrtwelnrtpfrpleaimilrorntqewiucrednarfaottonrteelrnpehspmedndwetdofhedeypsnengeneettaeneatrseulgdrseoorbugdwhapbrynheketttrrenhrrdefnstolaiwspynimhotcoouietyopeerknhatnntliruieenmrepaitaehonhohmuousvtkdeenioeekwdptgieoiiihnseafuuuenbrhithraeheieayuasusragiwsidslrithpgfwtilisiiusheorrmecmaioisedlvuloerisaoeidiftnboesasntgfpordsoritfatplrtneoilyytsossoeptfniaheoageeiramditeatayhgrrraslecfelrteneahehvhmivssnaoriemlixtjpsostermfbidhnehoctbcnoctnsumpeoesnehtifetooenowtneeottlridgoiemosfihoormldfefsetuelofiirwbdyqttzoafnridnttngoeaalhspdnmeaplthtbsnhauoplaanmlesrpdanhvleiaacnhksliodactdaeohjgdaieyagwtendehenuegeeeeorodnfryymectnwttedtgustatooomyfwgriheorhrnsiforaftreopensiyasssehhtnueaywilhetpcauatnapeeeluhalwleaoseuriinbaseaaeetcdgcersoorpsesensolvduedltsititeestfnsoeiglnrenoientwweithlwsreihliirstdsendrhrfglntaursadsetydodaasneutctwiemnatrtesepotoytynocosutumgcapdlaedletdobsfdelfexaahnorsitidrpeiihassccdbphislielalnfrhotnreroatmeaigaklmtrewcrdyasnvsnwdlnukeornnutitounniuinhvoleiethleafniuatatftltcebrnngehbnslomnaookifnoarnvsntefrtfrctehdswpsepuctwrcwapoadfhosyiogoanlaegidftrngtlebfgll  o ',\n",
 691        " 'ithhnfrhertfaofetnafltysrrroqthemseiulrrfsehaeetuiwiihbsrrtnioiseniihmrrytdpoeitcitrlnbapnhrohotliertshwesptsotoynuohrewhhcdicmpootnhasatijhaneeofrteusnagmrurtxowltatbeteprtrapeseaethnrishrstntrnsldofhauggsemeaksntiuhytanyuttnnnhigvlewwiapfsreafailbapemcpcahelhtothwslladueuvsaeoeaeutatetfehebhtlshgrtliaceeatrnhgaahietsfnnuureprelhttmidyiunuenicogendueiaesuehhtnlahtoeaiiyfdniaunenaoiyetohefaludroeayhuraerrterahiaangtoiswwaitsultbomxaetoleotrtonoooragbctaipvleenfyrwaeotduwaetrwtnlrpfprielarimltronieqwecurrndataforotnleteenrpmshpddendewtefohpedynnseeegnatetaneeertsdlugosreurobhdgwrpabenyhtektertrrhnrnedfltsosiawiypnthmouocoyeitepoehkrnntanrltieiueemnrtapioeahhhnouumokvstnedeeoiepwkdegtiiioienhsufaubeunthrierhaeehiayaurusswgaisisdtrlifphgltwiisiiesuhmroracemsoiivdeleluoairsdeoinfitsobetsanofgpodrsfirtltapetrnyiolotysessontpfeaiheaogaiertdmiaaetrhygsrrafelctleraneevehhvmhiassneroixlmisjtpesotbmrfndihcheonbtcncotpusmsoeetenhtfienooenwotteeoiltrigdosmeooifhlromffdeuestfleowiirqdbyottzrfantdinontglaeadshpamnehlptnbtsoahualpaemnldrspvnahaelihcanisklcdoaedtaghojeadiwaygdetnnheeeeugoeeenordyrfytemctwntgdetasutootowymfhrgihoerinrsaofretfrnpoeaisyesssnhhtyeuahiwlcteptuaaeanpueelwahloelaresubiinasaeteaecdcgoressropnseevosldudeitlseittfsetesnongiloernteiniwwewhtlirseilhidsrtdesnfhrrtlgnsuaredasoytdsadatenuitcwamenerttoesptotycnyotsoucmuglpadleadoteddsbfelefhaxasonrdtiiipreshiadcscipbhelsinallorfhentrtoraiemalagketmrdcwrnayswsvnuldnrekotnnuutiounnivnihiloeltehnaeftuiattafetlcnrbnbeghosnlonmafkoironanvnsretfcftrdethswspcpeucwtroawphdafisoyagooelnafigdgrtnbltelgfl   o',\n",
 692        " 'ihthnrfhetrfafoetanflytsrrroqhtemesiurlrfeshaeetuwiiibhsrtrniioseinihrmrydtpoietctirlbnaphnroohtleirthswepststooyunoherwhchdimcpotonhsaatjihaeneorftesunamgrutrxolwtabtetpertarpeesaehtnrsihrtsntnrslodfhuaggesmekasnituhtyanuyttnnnhgivlwewipafserafialbpaempccaehlhotthswlldauevusaoeeauetaettfheebthlsghrtilaceeatnrhgaahitesfnnuuerprlehtmtidiyuneuniocgednueaieseuhhntlathoeiaiydfniuaneanoieytoehfauldreoayuhrarertreahaiantgoiwswatisutlboxmaeotletortnoooroagcbtapivleenfrywaoetdwuaertwtlnrppfrilearmiltorniqeweucrrdnatfaortonlteeernpmhspdedndweteofhpdeynsneegenaettaeneetrsdulgorseuorbhgdwrapbeynhtketetrrrnhrndeflstosaiwipyntmhoucooyieteopehrknnatnrtlieuieenmrtpaioaehhnhoumuoksvtndeeeioepkwdetgiioiiehnsuafubuentrhiehraeheiaayursuswagissidtlrifhpglwtiiisieushmorraecmsioivedleuloarisdoeiniftsboetasnogfpordsfritlatpertnyoiloytsessonptfeiaheoagaeirtmdiaeatryhgsrraflectelraenevhehvhmiassneorixmlistjpeostbrmfnidhcehontbcnoctpsumseoetnehtifenooenowtteeoitlridgosemoofihlormfdfeusetfelowiirqbdyottzrafntidnotngleaadhspanmehpltntbsohauaplaenmldsrpvanhaleihacnikslcodaetdagohjedaiwyagdtenneheeuegoeeenrodyfrytmectnwtgedtaustotoowmyfhgriheorirnsaforeftrnopeasiyesssnhhtyueahwilcetptauaenapueelwhalolearseubiinaasetaeeccdgoerssorpnesevsolddueiltsetitfestensoniglorentieniwwewthlisreihlidrstdsenfrhrtglnsaureadsotydsdaatneuictwaemnetrtosepttoycynotosucumglapdlaedoetddbsfeelfhxaasnorditiirpesihadsccibpheslinlalofrhetnrtroaimealgakemtrdwcrnyaswvsnudlnrkeotnnuuitounnivinhiolelethneaftiuatatfeltcnbrnbgehonslomnafokirnoannvsrtefctfrdtehsswpcepuctwrowaphadfiosyaogoenlafgidgtrnbtlelfgl   o',\n",
 693        " 'tihhfnrhretfoafentaftlysrrrotqhesmeilurrsfeheaetiuwihibsrrtnoiisneiimhrrtydpeoitictrnlbanphrhootilersthwseptostonyuorhewhhcdcimpootnahsaitjhnaeefortuesngamrrutxwolttabeetprrtapseeatehnirshsrtnrtnsdlofahugsgemaekstniuyhtaynutntnnihgvelwwaipfrseaafilabpecmpchaelthotwhslalduuevseaoeeauttaetefhehbtlhsgrltiaeceartnhagaheitsnfnurueperlhttmiydiuunenciogneduieaeusehthnlhatoaeiifydnaiunneaoyiethoeflaudoreahyurearretraihaagntosiwwiatslutbmoxateoloetrotnooorabgctiapvelenyfrweaotudwaterwntlrfppreilairmlrtoneiqwceurnrdaatfoortneltenerpsmhpddenedwtfeohepdynnseeegntaetnaeeretsldugsoreruobdhgwprabneyhetktretrhrnrendftlsoisawyipnhtmooucoeyitpeoekhrntnanlrtiieuemenratpieoahhhnouumovkstendeoeiewpkdgetiiioinehsfuauebunhtrirehaeehiyaauurssgwaiissdrtlipfhgtlwisiiiseuhrmorcaemosiidvelleuoiarsedoifnitosbestanfogpdorsifrttlapterniyoltoyssesotnpfaeihaeogiaerdtmiaaethrygrsraeflclternaeeevhhmvhisasnreoilxmijstpseotmbrfdnihhceobntccnotupsmoseeetnhftieonoewnoteteolitrgidomseoiofhrlomffdeeustlfeoiwirdqbytotzfrandtinnotgaleasdhpmanelhptbntsaohulapamenlrdspnvahealichansikldcoadetahgojaediawygedtnhneeeeugeoeeonrdryfyetmcwtntdgetsautootoywmfrhgiohernirsoafrtefrpnoeiasysesshnhteyuaihwltceputaaaenpeuelawhleolaersuibinsaaeetaedccgroesrsopsneeovsluddetilsiettsfetsenognileornetinwiwehwtlriselihisdrtedsnhfrrltgnusardeasyotdasdaetnuticwmaenretteospottyncyostoumcugpladeladtoedsdbfleefahxaosnrtdiipirehsiacdscpibhlesianllrofhnetrotraeimaalgktemrcdwranysswvnludnerkontnutuionuninvihlioetlehanefutiattaftelcrnbnebghsonlnomakfoiornavnnsertffctredthwssppceuwctraowpdhafsioygaoolenaifgdrgtnlbteglfl   o',\n",
 694        " 'hithrnfhterffaoeatnfyltsrrrohqteemsirulrefsheaetwuiibihstrrniiosienirhmrdytpioettcirblnahpnroohtelirhtswpesttsoouynoehrwchhdmicptoonshaajtiheaneroftseunmagrturxlowtbatepteratrpeesahetnsrihtrsnntrsoldfuhagegsmkeasintuthyaunytntnnghivwlewpiafesraifalpbaepmcceahlohttshwldlauveusoaeeuaeteatthfeetbhlgshritlaeceantrhagahtiesnfnueurplrehmttiidyuenunoicgdenuaeieesuhnhtltahoieaidyfnuianaenoeiyteohfualderoauyhrraerrteaahiatngowiswtaistulbxomaoetlteorntoorooacgbtpaivelenrfywoaetwduaretwltnrppfrlieamrilotrnqiewuecrdrnaftaotrontleerenphmspeddnwdetoefhdpeysnnegeeneatteanetersudlgroseourbghdwarpbyenhktetterrnrhrdnefsltoasiwpiynmthocuooiyetoeperhknantntrliueienemrptaiaoehnhhomuuoskvtdneeieoekpwdtegioiiihensaufuubenrthiheraheeiaayusrusawgissidltrihfpgwltiiisiueshomrreacmisoievdlueloraisodeiinftbsoeatsngofprodsrfitaltpretnoyilyotssesopntfieahoeageairmtdieaatyrhgrsralfecetlreanehvehhvmisasnoerimxlitsjpoestrbmfindhechotnbconctspumesoentehitfeonoeonwteteotilrdigoesmofoiholrmdffesuetefloiwirbqdytotzarfnitdntongelaahdspnamephlttnbshoaupalanemlsdrpavnhlaeiahcnkislocdatedaoghjdeaiywagtdenenheueegeoeernodfyrymtecntwtegdtuasttooomwyfghriehorrinsfaorfetronpesaiysesshnhtuyeawhilectpatuaneapeuelhwalloeasreuibinaaseateeccdgeorsosrpensesvoldduelitsteitefstnesoinglroenitenwiwetwhlsirehilirdstsdenrfhrgtlnasuraedstoyddsaanteucitweamntertsoepttoyycnootsuucmgalpdaledeotdbdsfeelfxhaansoridtiripeishasdccbiphselilnalforhtenrrtoamieaglakmetrwdcrynasvwsndulnkreontnuiutonuniivnhoileelthenafituaattfletcbnrngbehnoslmonaofkinroannvstreftcfrtdehsswpecputcwrwoapahdfoisyoagonelagfidtgrntbleflgl   o',\n",
 695        " 'thihfrnhrtefofaenatftylsrrrothqesemilrursefheeatiwuihbisrtrnoiisnieimrhrtdypeiotitcrnblanhprhootielrshtwspetotsonuyorehwhchdcmipotonashaijthneaefrotusengmarrtuxwlottbaeeptrratpseeathenisrhstrnrntsdolfauhgsegmakestinuythayuntnntnighvewlwapifresaaiflapbecpmchealtohtwshladluuveseoaeeuatteatehfehtblhgsrlitaeecarnthaaghetisnnfureupelrhtmtiyiduuenncoigndeuiaeeueshtnhlhtaoaieifdynauinnaeoyeitheofluadoerahuyrerarertaiahagtnoswiwitasltubmxoatoeloterontooroabcgtipaveelnyrfweoatuwdatrewnltrfppreliaimrlrotneqiwcuerndraaftootrnetlenrepshmpdednewdtfoehedpynsneegenteatneaertesludgsroeroubdghwparbnyehekttrterhnrrednftsloiaswypinhmtoocuoeiytpoeekrhntannltriiueemneraptieaohhnhoumuovsktedneoieewkpdgteiioiinhesfauueubnhrtirheaeheiyaauusrsgawiissdrltiphfgtwlisiiisuehromrceamoisidevllueoiraseodifintobsesatnfgopdrosirfttalptrenioyltyossseotpnfaiehaoegieardmtiaeathyrgrrsaelfcletrneaeehvhmhvissanroeilmxijtspsoetmrbfdinhhecobtnccontuspmoeseenthfiteoonewonteetoltirgdiomesoifohrolmfdfeesutlefoiiwrdbqyttozfarnditnntogaelashdpmnaelphtbtnsahoulpaamnelrsdpnavhelaicahnskildocadteahogjadeiaywgetdnheneeuegeeoeorndrfyyemtcwnttdegtsuatotooymwfrghioehrnrisofartferponeisaysseshhnteuyaiwhltecpuataanepeeulahwleloaesruiibnsaaeeatedccgreosrospseneosvluddetlisitetseftsneoginleroneitnwwiehtwlrsielhiisrdtesdnhrfrlgtnuasrdaesytodadsaentutciwmeanrtetesopottynycosotumucgpaldealdteodsbdfleefaxhaonsrtidipriehisacsdcpbihlseialnlrfohnterortaemiaaglktmercwdraynssvwnldunekronntutiuonnuinivhloietelhaenfuitatatftlecrbnnegbhsnolnmoakofionravnnsetrfftcretdhwssppecuwtcrawopdahfsoiygoaolneaigfdrtgnltbegfll   o',\n",
 696        " 'htihrfnhtreffoaeantfytlsrrrohtqeesmirluresfheeatwiuibhistrrnioisineirmhrdtypieotticrbnlahnprohoteilrhstwpsettosounyoerhwchhdmciptoonsahajithenaerfotsuenmgartruxlwotbtaepetrartpeseahtensirhtsrnnrtsodlfuahgesgmkaesitnutyhauyntnntngihvwelwpaifersaiaflpabepcmcehalothtswhldaluvuesoeaeueatetathefethblghsriltaeecanrthaaghteisnnfueruplerhmttiiydueunnocigdneuaieeeushnthlthaoiaeidfynuainaneoeyitehofuladeorauhyrrearretaaihatgnowsiwtiastlubxmoaoteltoernotorooacbgtpiaveelnryfwoeatwudartewlntrpfprleiamirlortnqeiwucerdnrafatotorntelernephsmpeddnwedtofehdepysnnegeenetatenaetresuldgrsoeorubgdhwaprbynehketttrernhrrdenfstloaiswpyinmhtocouoieytopeerkhnatnntlriuieenmerpatiaeohnhhomuuosvktdeneioeekwpdtgeioiiihnesafuuuebnrhtihreaheeiayausursagwisisdlrtihpfgwtliisiiusehormrecamiosiedvluleoriasoediifntboseastngfoprdosriftatlprtenoiylytossseoptnfiaehoaegeiarmdtieaatyhrgrrsalefceltrenaehevhhmvissanoreimlxitjsposetrmbfidnhehcotbncocntsupmeosenethifteooneownteetotlirdgioemsofiohorlmdffeseutelfoiiwrbdqyttozafrnidtntnogealahsdpnmaeplhttbnshaouplaanmelsrdpanvhleaiachnksilodcatdeaohgjdaeiyawgtednehneueegeeoerondfryymetcnwttedgtusattooomywfgrhieohrrnisfoarfteropnesiaysseshhntueyawihletcpautanaepeeulhawlleoaseruiibnasaeaetecdcgerosorspesnesovldudeltistietesftnseoignlreonietnwwiethwlsriehliirsdtsednrhfrgltnausradestyoddasanetuctiwemantretseoptotyyncoostuumcgapldaeldetodbsdfelefxahanosritdirpieihsascdcbpihsleilanlfrohtnerrotameiagalkmterwcdryansvswndlunkeronntuituonnuiinvholieetlheanfiutaattfltecbrnngebhnsolmnoaokfinoranvnsterftfcrtedhswspepcutwcrwaopadhfosiyogaonleagifdtrgntlbefgll   o']"
 697       ]
 698      },
 699      "execution_count": 21,
 700      "metadata": {},
 701      "output_type": "execute_result"
 702     }
 703    ],
 704    "source": [
 705     "[column_transposition_decipher(c6bs, p, fillvalue=' ') for p in permutations(range(4))]"
 706    ]
 707   },
 708   {
 709    "cell_type": "code",
 710    "execution_count": 22,
 711    "metadata": {
 712     "collapsed": false
 713    },
 714    "outputs": [
 715     {
 716      "data": {
 717       "text/plain": [
 718        "'hithhnfrferteaofftnasltyorrreqthimserulrhfsetaeeiuiwsihbnrrtsioiienirhmrpytdtoeircitalnbrpnhtohorliewtshtesposotoynuwhredhhcpicmnootahashtijeanetofrneusragmxurttowleatbrtepptraaesenethhrisnrststrnfldoghaumgseseakuntiahyttnyuntnnvhigwlewfiapasrelfaiebapcmcplahethtolhwsuladseuveaeotaeutateefehlbhtrshgatliaceehtrnhgaasietufnnpurehrelittmudyinnuegicouendeeiahsuelhtnoahtieainyfdniauoenatiyefohedaluaroeryhuraeraterahiaongtwiswsaitbultaomxletoreototonaoortgbcvaipnleewfyrtaeoaduwwetrrtnlrpfpaiellrimntrowieqrecuarndotafnroteletpenrpmshnddetdewhefoypedennsneegtateeanesertgdlueosrburowhdgbrpahenyttekrertrrhnfnedoltswsianiypothmouoctyeieeponhkrnntairlteeiuremnitaphoeaohhnouumtkvsenedeeoidpwkiegtiiiosenhuufanbeuithraerhieehuayasrusiwgadsisitrlgfphiltwiisihesurmromaceisoilvdeoelusairideotnfiesobntsapofgsodrtfirpltanetrlyiosotyoessfntpheaigeaoraieitdmtaaegrhyasrrcfelrtleeanehvehivmhnassieroixlmpsjttesofbmrhndiochecnbttncompusesoehtenetfienootnwooteeriltoigdosmehoifmlroeffdtuesoflerwiiyqdbzottnrfantdigontalaepdsheamnthlpsnbtuoahaalplemnpdrshvnaiaelnhcaliskacdoaedtjghoieadgwayndetenhegeeueoeednoryyrfctemttwntgdetasuoootfwymihrgrhoesinrraofretfenpoyaissesstnhhayeulhiwpcteatuapeanlueelwahaoeluresnbiieasaeteagcdcsorepsroenselvosedudsitlteittfseoesnlnginoernteieiwwlwhteirsiilhtdsrndesrfhrntlgrsuasedadoytasadutenwitcnametertpoesytotocnyutsogcmudlpadleadotefdsbfeleahaxrsonidtieiprashicdcshipbielslnalhorfrentatoraiemklagretmrdcwsnaynwsvnuldorekutnnoutiiunnhvnieilohltefnaeatuifttacetlnnrbhbeglosnaonmifkoaronsnvnfretrcfthdetpswsucpercwtpoawfhdayisooagoaelndfigngrtebltllgfo'"
 719       ]
 720      },
 721      "execution_count": 22,
 722      "metadata": {},
 723      "output_type": "execute_result"
 724     }
 725    ],
 726    "source": [
 727     "c6bs"
 728    ]
 729   },
 730   {
 731    "cell_type": "code",
 732    "execution_count": 23,
 733    "metadata": {
 734     "collapsed": false
 735    },
 736    "outputs": [
 737     {
 738      "data": {
 739       "text/plain": [
 740        "'hit'"
 741       ]
 742      },
 743      "execution_count": 23,
 744      "metadata": {},
 745      "output_type": "execute_result"
 746     }
 747    ],
 748    "source": [
 749     "''.join([c[0] for c in every_nth(c6bs, 3)])"
 750    ]
 751   },
 752   {
 753    "cell_type": "code",
 754    "execution_count": 24,
 755    "metadata": {
 756     "collapsed": false
 757    },
 758    "outputs": [
 759     {
 760      "data": {
 761       "text/plain": [
 762        "28"
 763       ]
 764      },
 765      "execution_count": 24,
 766      "metadata": {},
 767      "output_type": "execute_result"
 768     }
 769    ],
 770    "source": [
 771     "c6bs.find('e', 13)"
 772    ]
 773   },
 774   {
 775    "cell_type": "code",
 776    "execution_count": 25,
 777    "metadata": {
 778     "collapsed": false
 779    },
 780    "outputs": [
 781     {
 782      "data": {
 783       "text/plain": [
 784        "1.6083844580777096"
 785       ]
 786      },
 787      "execution_count": 25,
 788      "metadata": {},
 789      "output_type": "execute_result"
 790     }
 791    ],
 792    "source": [
 793     "len(c6bs) / 978"
 794    ]
 795   },
 796   {
 797    "cell_type": "code",
 798    "execution_count": 26,
 799    "metadata": {
 800     "collapsed": false
 801    },
 802    "outputs": [
 803     {
 804      "data": {
 805       "text/plain": [
 806        "'bnrrt'"
 807       ]
 808      },
 809      "execution_count": 26,
 810      "metadata": {},
 811      "output_type": "execute_result"
 812     }
 813    ],
 814    "source": [
 815     "c6bs[55:60]"
 816    ]
 817   },
 818   {
 819    "cell_type": "code",
 820    "execution_count": 27,
 821    "metadata": {
 822     "collapsed": false
 823    },
 824    "outputs": [
 825     {
 826      "data": {
 827       "text/plain": [
 828        "[('heih', 177), ('heit', 207), ('heip', 307), ('heil', 522)]"
 829       ]
 830      },
 831      "execution_count": 27,
 832      "metadata": {},
 833      "output_type": "execute_result"
 834     }
 835    ],
 836    "source": [
 837     "[(c6bs[0] + c6bs[i] + c6bs[2*i] + c6bs[3*i], i) for i in range(int(len(c6bs) / 3)) if c6bs[i] == 'e' and c6bs[2*i] == 'i' ]"
 838    ]
 839   },
 840   {
 841    "cell_type": "code",
 842    "execution_count": 28,
 843    "metadata": {
 844     "collapsed": false
 845    },
 846    "outputs": [
 847     {
 848      "data": {
 849       "text/plain": [
 850        "['hithhnfrferteaofftnasltyorrreqthimserulrhfsetaeeiuiwsihbnrrtsioiienirhmrpytdtoeircitalnbrpnhtohorliewtshtesposotoynuwhredhhcpicmnootahashtijeanetofrneusragmxurttowleatbrtepptraaesenethhrisnrststrnfldoghaumgseseakuntiahyttnyuntnnvhigwlewfiapasrelfaiebapcmcplahethtolhwsuladseuveaeotaeutateefehlbhtrshgatliaceehtrnhgaasietufnnpurehrelittmudyinnuegicouendeeiahsuelhtnoahtieainyfdniauoenatiyefohedaluaroeryhuraeraterahiaongtwiswsaitbultaomxletoreototonaoortgbcvaipnleewfyrtaeoaduwwetrrtnlrpfpaiellrimntrowieqrecuarndotafnrotel',\n",
 851        " 'etpenrpmshnddetdewhefoypedennsneegtateeanesertgdlueosrburowhdgbrpahenyttekrertrrhnfnedoltswsianiypothmouoctyeieeponhkrnntairlteeiuremnitaphoeaohhnouumtkvsenedeeoidpwkiegtiiiosenhuufanbeuithraerhieehuayasrusiwgadsisitrlgfphiltwiisihesurmromaceisoilvdeoelusairideotnfiesobntsapofgsodrtfirpltanetrlyiosotyoessfntpheaigeaoraieitdmtaaegrhyasrrcfelrtleeanehvehivmhnassieroixlmpsjttesofbmrhndiochecnbttncompusesoehtenetfienootnwooteeriltoigdosmehoifmlroeffdtuesoflerwiiyqdbzottnrfantdigontalaepdsheamnthlpsnbtuoahaalplemnpdrshvna',\n",
 852        " 'iaelnhcaliskacdoaedtjghoieadgwayndetenhegeeueoeednoryyrfctemttwntgdetasuoootfwymihrgrhoesinrraofretfenpoyaissesstnhhayeulhiwpcteatuapeanlueelwahaoeluresnbiieasaeteagcdcsorepsroenselvosedudsitlteittfseoesnlnginoernteieiwwlwhteirsiilhtdsrndesrfhrntlgrsuasedadoytasadutenwitcnametertpoesytotocnyutsogcmudlpadleadotefdsbfeleahaxrsonidtieiprashicdcshipbielslnalhorfrentatoraiemklagretmrdcwsnaynwsvnuldorekutnnoutiiunnhvnieilohltefnaeatuifttacetlnnrbhbeglosnaonmifkoaronsnvnfretrcfthdetpswsucpercwtpoawfhdayisooagoaelndfigngrteb',\n",
 853        " 'ltllgfo']"
 854       ]
 855      },
 856      "execution_count": 28,
 857      "metadata": {},
 858      "output_type": "execute_result"
 859     }
 860    ],
 861    "source": [
 862     "[c for c in chunks(c6bs, 522)]"
 863    ]
 864   },
 865   {
 866    "cell_type": "code",
 867    "execution_count": 29,
 868    "metadata": {
 869     "collapsed": false
 870    },
 871    "outputs": [
 872     {
 873      "data": {
 874       "text/plain": [
 875        "'HITHH NFRFE RTEAO FFTNA SLTYO RRREQ THIMS ERULR HFSET AEEIU IWSIH BNRRT SIOII ENIRH MRPYT DTOEI RCITA LNBRP NHTOH ORLIE WTSHT ESPOS OTOYN UWHRE DHHCP ICMNO OTAHA SHTIJ EANET OFRNE USRAG MXURT TOWLE ATBRT EPPTR AAESE NETHH RISNR STSTR NFLDO GHAUM GSESE AKUNT IAHYT TNYUN TNNVH IGWLE WFIAP ASREL FAIEB APCMC PLAHE THTOL HWSUL ADSEU VEAEO TAEUT ATEEF EHLBH TRSHG ATLIA CEEHT RNHGA ASIET UFNNP UREHR ELITT MUDYI NNUEG ICOUE NDEEI AHSUE LHTNO AHTIE AINYF DNIAU OENAT IYEFO HEDAL UAROE RYHUR AERAT ERAHI AONGT WISWS AITBU LTAOM XLETO REOTO TONAO ORTGB CVAIP NLEEW FYRTA EOADU WWETR RTNLR PFPAI ELLRI MNTRO WIEQR ECUAR NDOTA FNROT ELETP ENRPM SHNDD ETDEW HEFOY PEDEN NSNEE GTATE EANES ERTGD LUEOS RBURO WHDGB RPAHE NYTTE KRERT RRHNF NEDOL TSWSI ANIYP OTHMO UOCTY EIEEP ONHKR NNTAI RLTEE IUREM NITAP HOEAO HHNOU UMTKV SENED EEOID PWKIE GTIII OSENH UUFAN BEUIT HRAER HIEEH UAYAS RUSIW GADSI SITRL GFPHI LTWII SIHES URMRO MACEI SOILV DEOEL USAIR IDEOT NFIES OBNTS APOFG SODRT FIRPL TANET RLYIO SOTYO ESSFN TPHEA IGEAO RAIEI TDMTA AEGRH YASRR CFELR TLEEA NEHVE HIVMH NASSI EROIX LMPSJ TTESO FBMRH NDIOC HECNB TTNCO MPUSE SOEHT ENETF IENOO TNWOO TEERI LTOIG DOSME HOIFM LROEF FDTUE SOFLE RWIIY QDBZO TTNRF ANTDI GONTA LAEPD SHEAM NTHLP SNBTU OAHAA LPLEM NPDRS HVNAI AELNH CALIS KACDO AEDTJ GHOIE ADGWA YNDET ENHEG EEUEO EEDNO RYYRF CTEMT TWNTG DETAS UOOOT FWYMI HRGRH OESIN RRAOF RETFE NPOYA ISSES STNHH AYEUL HIWPC TEATU APEAN LUEEL WAHAO ELURE SNBII EASAE TEAGC DCSOR EPSRO ENSEL VOSED UDSIT LTEIT TFSEO ESNLN GINOE RNTEI EIWWL WHTEI RSIIL HTDSR NDESR FHRNT LGRSU ASEDA DOYTA SADUT ENWIT CNAME TERTP OESYT OTOCN YUTSO GCMUD LPADL EADOT EFDSB FELEA HAXRS ONIDT IEIPR ASHIC DCSHI PBIEL SLNAL HORFR ENTAT ORAIE MKLAG RETMR DCWSN AYNWS VNULD OREKU TNNOU TIIUN NHVNI EILOH LTEFN AEATU IFTTA CETLN NRBHB EGLOS NAONM IFKOA RONSN VNFRE TRCFT HDETP SWSUC PERCW TPOAW FHDAY ISOOA GOAEL NDFIG NGRTE BLTLL GFO\\n'"
 876       ]
 877      },
 878      "execution_count": 29,
 879      "metadata": {},
 880      "output_type": "execute_result"
 881     }
 882    ],
 883    "source": [
 884     "c6b"
 885    ]
 886   },
 887   {
 888    "cell_type": "code",
 889    "execution_count": 30,
 890    "metadata": {
 891     "collapsed": false
 892    },
 893    "outputs": [
 894     {
 895      "data": {
 896       "text/plain": [
 897        "[29, 503, 985]"
 898       ]
 899      },
 900      "execution_count": 30,
 901      "metadata": {},
 902      "output_type": "execute_result"
 903     }
 904    ],
 905    "source": [
 906     "[i for i in range(len(c6bs)) if c6bs[i] == 'q']"
 907    ]
 908   },
 909   {
 910    "cell_type": "code",
 911    "execution_count": 31,
 912    "metadata": {
 913     "collapsed": false
 914    },
 915    "outputs": [
 916     {
 917      "data": {
 918       "text/plain": [
 919        "'hithhnfrfer'"
 920       ]
 921      },
 922      "execution_count": 31,
 923      "metadata": {},
 924      "output_type": "execute_result"
 925     }
 926    ],
 927    "source": [
 928     "''.join([c[0] for c in every_nth(c6bs, 11)])"
 929    ]
 930   },
 931   {
 932    "cell_type": "code",
 933    "execution_count": 32,
 934    "metadata": {
 935     "collapsed": false
 936    },
 937    "outputs": [
 938     {
 939      "data": {
 940       "text/plain": [
 941        "'hithhnfrferte'"
 942       ]
 943      },
 944      "execution_count": 32,
 945      "metadata": {},
 946      "output_type": "execute_result"
 947     }
 948    ],
 949    "source": [
 950     "''.join([c[0] for c in every_nth(c6bs, 13)])"
 951    ]
 952   },
 953   {
 954    "cell_type": "code",
 955    "execution_count": 33,
 956    "metadata": {
 957     "collapsed": false
 958    },
 959    "outputs": [
 960     {
 961      "data": {
 962       "text/plain": [
 963        "'hhrnrnumeodti'"
 964       ]
 965      },
 966      "execution_count": 33,
 967      "metadata": {},
 968      "output_type": "execute_result"
 969     }
 970    ],
 971    "source": [
 972     "''.join([c[0] for c in chunks(c6bs, 121)])"
 973    ]
 974   },
 975   {
 976    "cell_type": "code",
 977    "execution_count": 34,
 978    "metadata": {
 979     "collapsed": false
 980    },
 981    "outputs": [
 982     {
 983      "data": {
 984       "text/plain": [
 985        "'harrseehthoexttnsneitetghuydoihuouocttiuedeeerrsohiaeefhifsiitiohtreiehseiiszomhhihtdtoeentencsllilrdieodhpbrlakhntnsdwon'"
 986       ]
 987      },
 988      "execution_count": 34,
 989      "metadata": {},
 990      "output_type": "execute_result"
 991     }
 992    ],
 993    "source": [
 994     "''.join([c[0] for c in chunks(c6bs, 13)])"
 995    ]
 996   },
 997   {
 998    "cell_type": "code",
 999    "execution_count": 35,
1000    "metadata": {
1001     "collapsed": false
1002    },
1003    "outputs": [
1004     {
1005      "data": {
1006       "text/plain": [
1007        "True"
1008       ]
1009      },
1010      "execution_count": 35,
1011      "metadata": {},
1012      "output_type": "execute_result"
1013     }
1014    ],
1015    "source": [
1016     "'l' in ''.join([c[0] for c in chunks(c6bs, 13)])"
1017    ]
1018   },
1019   {
1020    "cell_type": "code",
1021    "execution_count": 36,
1022    "metadata": {
1023     "collapsed": false
1024    },
1025    "outputs": [
1026     {
1027      "data": {
1028       "text/plain": [
1029        "['httmtbnoreohaegaasdetgrmlvtshtenenfiargurredrmcrpwnaegennckehmoinhutioddnrtegmranmmneieseetoetmaaoeoceyiesieaidnseewtrdtttmoaicnagariounanfcfor',\n",
1030        " 'ieysaniepwthhtmtenoanwecheehtulueodyratleteupnuomhsnobkeitriotiibisrimeettrsetrnaprbseemfrtnaunecitettmnntwaoecsiorhdnaeeouthesatryeuhirostphat',\n",
1031        " 'taoeerrintocaoxbsrgkyllpwaegrfieianeotwtogwwftatsenesrrdyynuekdoeeilsaoosflsaacesshtonrefwntmopldeeeeairpnpneasetentstdnrcdeaihloenknlfbnnhedee',\n",
1032        " 'horrerhrhsypsfureshuueflsefanntgahifeeiatbfwprrehfesrpeopenravpsuewgicetaiyfoafhsjnteoihdiranadnoandmshrohcllsollsterlowtnlfxpihrtwuntthmvdralb',\n",
1033        " 'hfruitmcthnihrrtntannwaauoethntihtaorrsoocyeaonlnoeebarloiteosweihgfhelnprinreevitdnholotiflthrhadhnturayhtuuarvtneingyipypdrrpoamsthetbinecynl',\n",
1034        " 'nfrlusriotuctnteesuttfihlthlgpmcsiuhyawmtvrtiwdedygruhttteamhekntuapeiufopotagleetictttiuyaahascegeotogoaaeereeoelirdrttouassabrirvnvfaefftwidt',\n",
1035        " 'fteriipthewmietpttminieeaaliauuoueoehhsxoatreiotdpttrersheinhnihhadhsssiflspirrhreooenofeqnelahadwgrworfiyaeetpsinesesacetdbosifednnnncgkrptsfl',\n",
1036        " 'rnqhwoyaoshnjuophrganabtdebaardueaeduialniarletpeeagonrwmprineeurysiuoaegtohehtioscmnwimsdtpplvltaeynohrsetlsesetgiisusnsslfnhermcuoiaeloespoil',\n",
1037        " 'fatfsitlrproeswthnshvpahsuhcseyelinaraieapetlqaetdtdwyhsooltodguaailriissateiylviohpeoglobddspnijyeyttoesuuwnardtiwiraaayoeeiilekwlueetoatwoogg',\n",
1038        " 'eshsiidnloeoarlrrfeyhaptetteihinhnalaottononrrfndeelhtniuntauetfesstmlroonyataemxfeutodrfzisnlasgnurgfetelaabgoufnwlfsdmtgaldcsnlsdtialsrrsaanf',\n",
1039        " 'rliehetbisdtnaeailstiscouareerndtytuenboolalienreneudtfaohepueiarriwrvibdeoidsehlbcsftoologhbeikhdefdwsfshphicedsolhheueocdetdltanoiltnnocuwggo']"
1040       ]
1041      },
1042      "execution_count": 36,
1043      "metadata": {},
1044      "output_type": "execute_result"
1045     }
1046    ],
1047    "source": [
1048     "every_nth(c6bs, 11)"
1049    ]
1050   },
1051   {
1052    "cell_type": "code",
1053    "execution_count": 37,
1054    "metadata": {
1055     "collapsed": false
1056    },
1057    "outputs": [
1058     {
1059      "data": {
1060       "text/plain": [
1061        "['hetuehroera',\n",
1062        " 'iteloirnnny',\n",
1063        " 'toetsectptn',\n",
1064        " 'hffarefaolw',\n",
1065        " 'hreobhelygs',\n",
1066        " 'nnhmuulaarv',\n",
1067        " 'felxrareisn',\n",
1068        " 'rubloytpsuu',\n",
1069        " 'fshewaldsal',\n",
1070        " 'ertthsesesd',\n",
1071        " 'rarodrehseo',\n",
1072        " 'tgsrguaesdr',\n",
1073        " 'emhebsnatae',\n",
1074        " 'axgoriemndk',\n",
1075        " 'ouatpwhnhou',\n",
1076        " 'frtoagvthyt',\n",
1077        " 'ftlthaehatn',\n",
1078        " 'ttioedhlyan',\n",
1079        " 'noannsipeso',\n",
1080        " 'awcayivsuau',\n",
1081        " 'sleotsmnldt',\n",
1082        " 'leeotihbhui',\n",
1083        " 'tahretntiti',\n",
1084        " 'ytttkrauweu',\n",
1085        " 'obrgrlsopnn',\n",
1086        " 'rrnbegsacwn',\n",
1087        " 'rthcrfihtih',\n",
1088        " 'regvtpeaetv',\n",
1089        " 'epaarhraacn',\n",
1090        " 'qpairioltni',\n",
1091        " 'ttsphlipuae',\n",
1092        " 'hrinntxlami',\n",
1093        " 'iaelfwlepel',\n",
1094        " 'matenimmeto',\n",
1095        " 'seueeipnaeh',\n",
1096        " 'esfwdsspnrl',\n",
1097        " 'renfoijdltt',\n",
1098        " 'unnylhtrupe',\n",
1099        " 'leprtetseof',\n",
1100        " 'rtutsseheen',\n",
1101        " 'hhrawusvlsa',\n",
1102        " 'fheesronwye',\n",
1103        " 'srhoimfaata',\n",
1104        " 'eiraarbihot',\n",
1105        " 'tsednomaatu',\n",
1106        " 'anluimreooi',\n",
1107        " 'eriwyahlecf',\n",
1108        " 'estwpcnnlnt',\n",
1109        " 'itteoedhuyt',\n",
1110        " 'usmttiicrua',\n",
1111        " 'iturhsoaetc',\n",
1112        " 'wrdrmoclsse',\n",
1113        " 'snytoihinot',\n",
1114        " 'ifinulesbgl',\n",
1115        " 'hlnlovckicn',\n",
1116        " 'bdnrcdnaimn',\n",
1117        " 'nouptebceur',\n",
1118        " 'rgefyotdadb',\n",
1119        " 'rhgpeetoslh',\n",
1120        " 'taiailnaapb',\n",
1121        " 'sucieuceeae',\n",
1122        " 'imoeesodtdg',\n",
1123        " 'ogulpamtell',\n",
1124        " 'iseloipjaeo',\n",
1125        " 'ienrnruggas',\n",
1126        " 'esdihishcdn',\n",
1127        " 'neemkdeodoa',\n",
1128        " 'iaenresicto',\n",
1129        " 'rkitnooesen',\n",
1130        " 'huarnteaofm',\n",
1131        " 'mnhotnhdrdi',\n",
1132        " 'rtswaftgesf',\n",
1133        " 'piuiiiewpbk',\n",
1134        " 'yaeerenasfo',\n",
1135        " 'thlqlseyrea',\n",
1136        " 'dyhrtotnolr',\n",
1137        " 'ttteebfdeeo',\n",
1138        " 'otncenienan',\n",
1139        " 'enouitetshs',\n",
1140        " 'iyaausneean',\n",
1141        " 'ruhrraonlxv',\n",
1142        " 'cntnepohvrn',\n",
1143        " 'itidmoteosf',\n",
1144        " 'tneonfngsor',\n",
1145        " 'anatigweene',\n",
1146        " 'lviatsoedit',\n",
1147        " 'nhnfaoouudr',\n",
1148        " 'biynpdtedtc',\n",
1149        " 'rgfrhreosif',\n",
1150        " 'pwdooteeiet',\n",
1151        " 'nlntefretih',\n",
1152        " 'heieaiidlpd',\n",
1153        " 'twalorlntre',\n",
1154        " 'ofuehptoeat',\n",
1155        " 'hiothlorisp',\n",
1156        " 'oaepntiyths',\n",
1157        " 'rpneoagytiw',\n",
1158        " 'laanundrfcs',\n",
1159        " 'istrueofsdu',\n",
1160        " 'eripmtscecc',\n",
1161        " 'weymtrmtosp',\n",
1162        " 'tleskleeehe',\n",
1163        " 'sffhvyhmsir',\n",
1164        " 'haonsiotnpc',\n",
1165        " 'tihdeoitlbw',\n",
1166        " 'eeednsfwnit',\n",
1167        " 'sbdeeomngep',\n",
1168        " 'paatdtltilo',\n",
1169        " 'opldeyrgnsa',\n",
1170        " 'scueeoodolw',\n",
1171        " 'omawoeeeenf',\n",
1172        " 'tcrhisftrah',\n",
1173        " 'opoedsfanld',\n",
1174        " 'ylefpfdstha',\n",
1175        " 'narowntueoy',\n",
1176        " 'uhyyktuoiri',\n",
1177        " 'wehpipeoefs',\n",
1178        " 'htueehsoiro',\n",
1179        " 'rhrdgeotweo',\n",
1180        " 'etaetaffwna',\n",
1181        " 'doeniilwltg',\n",
1182        " 'hlrnigeywao',\n",
1183        " 'hhasiermhta',\n",
1184        " 'cwtnoawitoe',\n",
1185        " 'pseesoiherl',\n",
1186        " 'iureeririan',\n",
1187        " 'clagnaygrid',\n",
1188        " 'mahthiqrsef',\n",
1189        " 'ndiauedhimi',\n",
1190        " 'osatuiboikg',\n",
1191        " 'oeoeftzelln',\n",
1192        " 'tuneadoshag',\n",
1193        " 'avganmtitgr',\n",
1194        " 'hetnbttndrt',\n",
1195        " 'aaweeanrsee',\n",
1196        " 'seisuarrrtb',\n",
1197        " 'hoseiefanml',\n",
1198        " 'ttwrtgaodrt',\n",
1199        " 'iasthrnfedl',\n",
1200        " 'jeagrhtrscl',\n",
1201        " 'euidayderwg',\n",
1202        " 'attleaitfsf',\n",
1203        " 'nabursgfhno']"
1204       ]
1205      },
1206      "execution_count": 37,
1207      "metadata": {},
1208      "output_type": "execute_result"
1209     }
1210    ],
1211    "source": [
1212     "every_nth(c6bs, 143)"
1213    ]
1214   },
1215   {
1216    "cell_type": "code",
1217    "execution_count": 38,
1218    "metadata": {
1219     "collapsed": false
1220    },
1221    "outputs": [
1222     {
1223      "data": {
1224       "text/plain": [
1225        "[(29, 37), (503, 507), (985, 973)]"
1226       ]
1227      },
1228      "execution_count": 38,
1229      "metadata": {},
1230      "output_type": "execute_result"
1231     }
1232    ],
1233    "source": [
1234     "[(q, u) for q in [i for i in range(len(c6bs)) if c6bs[i] == 'q'] for u in [i for i in range(len(c6bs)) if c6bs[i] == 'u'] if abs(q-u) < 13]"
1235    ]
1236   },
1237   {
1238    "cell_type": "code",
1239    "execution_count": 39,
1240    "metadata": {
1241     "collapsed": false
1242    },
1243    "outputs": [
1244     {
1245      "data": {
1246       "text/plain": [
1247        "['harrseehthoexttnsneitetghuydoihuouocttiuedeeerrsohiaeefhifsiitiohtreiehseiiszomhhihtdtoeentencsllilrdieodhpbrlakhntnsdwon',\n",
1248        " 'iorhiniterttuehfeywehueagrieaaernltvanmalddeoptwukuongaiwpuldsrsedrheseenlfoonnavsoenwtsnhelbdetnwhnotsgoarieayuvalanetog',\n",
1249        " 'tfefhiroseaorphlaufbtvetaenehudagtoaelnreeeasarsorrhetneghrveapoamcvrocsotmftttankinonfiphawiclegwttycyctxaengntnenovtpar',\n",
1250        " 'hfqsbrchpdhftprdkniaoeflahnitoaetatiortnttnnrhricnehdibeaimdopltitfeofnooolltahlaaehrtwnoataisviildltntmersltrwniannnpogt',\n",
1251        " 'httenhiooharttioutaplaeisruaielrwoopaprdpdnebehatnmneiehdlretotygaehibbetirenllpicaeygyryyuheootnwsgaaoufshsaesnetrmfsaoe',\n",
1252        " 'nnhtrmtrshsnorsgnnpchehaieehenuaimnndfooeessunnnytnoeiuustoonfaoealixmthngorrapladdgydmraeaaarstohrrsmtddoilttvoiubirwwab',\n",
1253        " 'faiarralochewanhtnamwolcelgsaaatsxalupwtnwneryfieaiuooiaiwmefgneaervlrttwdewfeseeogereiaiuposeefetnsaeolsncnomnulihfesfel',\n",
1254        " 'rsmetplitptularaivscstbetiiuitrewloewaiarherotnyiituistysialisesogtmmhneoofiapnmlawefthosleeapdsredudtcpbidarrutofbktuhlt',\n",
1255        " 'flsesyneoiiseesuahrpuaheutceniorseoewiefpeetwteperamdehaiicueotsrrlhpncnosfindbnneaucarfshalesuenieauenafdcladlihteorcdnl',\n",
1256        " 'eteiitbwycjrastmhiellethftolyyeaatrweeqnmfgghedoelptpnrstsessdrfahensdoetmdytstphdyetsgreinutrdotrsstrydetshicdiltgacpadl',\n",
1257        " 'ryruodrtnmeatesgyglaaurtnmuhferhiotftlrrsotddkotpthkwharriiaorlniyeajimteetqdhudctnoeureswlreoseesreetullihoewoutalrfeyfg',\n",
1258        " 'touiitpsunagbntstwfhdtsrnuetdfyitrgyrleohyalgrlhoeovkueulhsibtyteaastopfehudieorajdemohtspueaeisiifdnpteeeirmsrnecootriif',\n",
1259        " 'erlwionhwonmreretlaesahnpdnnnohabebrrrctnptubetmneesiursgeornfipisnstcuiroebgaaslgeetooftcesgntneihawosaaipfknenfesnhcsgo']"
1260       ]
1261      },
1262      "execution_count": 39,
1263      "metadata": {},
1264      "output_type": "execute_result"
1265     }
1266    ],
1267    "source": [
1268     "every_nth(c6bs, 13)"
1269    ]
1270   },
1271   {
1272    "cell_type": "code",
1273    "execution_count": 40,
1274    "metadata": {
1275     "collapsed": false
1276    },
1277    "outputs": [
1278     {
1279      "data": {
1280       "text/plain": [
1281        "['hthithnfrfere',\n",
1282        " 'foaoftnasltyr',\n",
1283        " 'qurrethimserl',\n",
1284        " 'sirhfetaeeiuw',\n",
1285        " 'bisihnrrtsioi',\n",
1286        " 'rtenihmrpytdo',\n",
1287        " 'cpeiritalnbrn',\n",
1288        " 'hshtoorliewth',\n",
1289        " 'putesosotoynw',\n",
1290        " 'dnhrehhcpicmo',\n",
1291        " 'haotaashtijen',\n",
1292        " 'fgetorneusram',\n",
1293        " 'tbxurtowleatr',\n",
1294        " 'pnteptraaesee',\n",
1295        " 'rtthhisnrstsr',\n",
1296        " 'dsnfloghaumge',\n",
1297        " 'ktseauntiahyt',\n",
1298        " 'nwnyutnnvhigl',\n",
1299        " 'ifewfapasrela',\n",
1300        " 'ahiebpcmcplae',\n",
1301        " 'odthtlhwsulas',\n",
1302        " 'eteuvaeotaeua',\n",
1303        " 'fsteeehlbhtrh',\n",
1304        " 'lrgatiaceehtn',\n",
1305        " 'anhgasietufnp',\n",
1306        " 'huurerelittmd',\n",
1307        " 'neyinuegicoun',\n",
1308        " 'itdeeahsuelhn',\n",
1309        " 'tdoahieainyfn',\n",
1310        " 'ofiauenatiyeo',\n",
1311        " 'ayhedluaroerh',\n",
1312        " 'eiurarateraha',\n",
1313        " 'ttongwiswsaib',\n",
1314        " 'arultomxletoe',\n",
1315        " 'tgotoonaoortb',\n",
1316        " 'iycvapnleewfr',\n",
1317        " 'ortaeaduwwetr',\n",
1318        " 'rltnlpfpaielr',\n",
1319        " 'teimnrowieqrc',\n",
1320        " 'nouardotafnrt',\n",
1321        " 'thelepenrpmsn',\n",
1322        " 'tyddedewhefop',\n",
1323        " 'naedensneegtt',\n",
1324        " 'nleeaesertgdu',\n",
1325        " 'rgeosburowhdb',\n",
1326        " 'hrrpaenytteke',\n",
1327        " 'rlrtrhnfnedot',\n",
1328        " 'ihswsaniypotm',\n",
1329        " 'coouotyeieepn',\n",
1330        " 'nehkrntairlte',\n",
1331        " 'eoiurmnitaphe',\n",
1332        " 'hvaohnouumtks',\n",
1333        " 'dkeneeeoidpwi',\n",
1334        " 'iuegtiiosenhu',\n",
1335        " 'befaneuithrar',\n",
1336        " 'euhiehuayasrs',\n",
1337        " 'aliwgdsisitrg',\n",
1338        " 'ihfphltwiisie',\n",
1339        " 'mssurromaceio',\n",
1340        " 'diilveoelusar',\n",
1341        " 'obidetnfieson',\n",
1342        " 'pttsaofgsodrf',\n",
1343        " 'lyirptanetrli',\n",
1344        " 'ttosoyoessfnp',\n",
1345        " 'ieheageaoraii',\n",
1346        " 'tatdmaaegrhys',\n",
1347        " 'farrcelrtleen',\n",
1348        " 'esehvhivmhnas',\n",
1349        " 'otierixlmpsjt',\n",
1350        " 'foesobmrhndic',\n",
1351        " 'nphecbttncomu',\n",
1352        " 'ofsesehteneti',\n",
1353        " 'oeenotnwooter',\n",
1354        " 'ohiltigdosmeo',\n",
1355        " 'luifmroeffdte',\n",
1356        " 'ldsoferwiiyqb',\n",
1357        " 'tizotnrfantdg',\n",
1358        " 'aeontlaepdsha',\n",
1359        " 'homntlpsnbtua',\n",
1360        " 'lrhaaplemnpds',\n",
1361        " 'aahvniaelnhcl',\n",
1362        " 'ajiskcdoaedtg',\n",
1363        " 'edhoiadgwayne',\n",
1364        " 'hetenegeeueoe',\n",
1365        " 'rmdnoyyrfctet',\n",
1366        " 'totwngdetasuo',\n",
1367        " 'whotfymihrgro',\n",
1368        " 'ntesirraofref',\n",
1369        " 'osenpyaissest',\n",
1370        " 'apnhhyeulhiwc',\n",
1371        " 'tuteauapeanle',\n",
1372        " 'aeelwhaoelurs',\n",
1373        " 'ianbieasaeteg',\n",
1374        " 'secdcorepsron',\n",
1375        " 'viselosedudst',\n",
1376        " 'isltettfseoen',\n",
1377        " 'iilngnoerntee',\n",
1378        " 'liiwwwhteirsi',\n",
1379        " 'dflhtsrndesrh',\n",
1380        " 'ldrntgrsuasea',\n",
1381        " 'tndoyasadutew',\n",
1382        " 'npitcameterto',\n",
1383        " 'ttesyotocnyus',\n",
1384        " 'meogcudlpadla',\n",
1385        " 'eedotfdsbfela',\n",
1386        " 'rehaxsonidtii',\n",
1387        " 'siprahicdcshp',\n",
1388        " 'lrbieslnalhof',\n",
1389        " 'tmrenatoraiek',\n",
1390        " 'rslagetmrdcwn',\n",
1391        " 'wraynsvnuldoe',\n",
1392        " 'nnkutnoutiiun',\n",
1393        " 'iehvneilohltf',\n",
1394        " 'acnaetuifttae',\n",
1395        " 'notlnrbhbegls',\n",
1396        " 'nonaomifkoarn',\n",
1397        " 'ntsnvfretrcfh',\n",
1398        " 'prdetswsucpec',\n",
1399        " 'oiwtpawfhdays',\n",
1400        " 'giooaoaelndfg',\n",
1401        " 'tfngrebltllgo']"
1402       ]
1403      },
1404      "execution_count": 40,
1405      "metadata": {},
1406      "output_type": "execute_result"
1407     }
1408    ],
1409    "source": [
1410     "[''.join(transpose(l, (3, 11, 0, 1, 2, 4, 5, 6,7, 8, 9, 10, 12))) for l in chunks(c6bs, 13)]"
1411    ]
1412   },
1413   {
1414    "cell_type": "code",
1415    "execution_count": null,
1416    "metadata": {
1417     "collapsed": false
1418    },
1419    "outputs": [],
1420    "source": []
1421   }
1422  ],
1423  "metadata": {
1424   "kernelspec": {
1425    "display_name": "Python 3",
1426    "language": "python",
1427    "name": "python3"
1428   },
1429   "language_info": {
1430    "codemirror_mode": {
1431     "name": "ipython",
1432     "version": 3
1433    },
1434    "file_extension": ".py",
1435    "mimetype": "text/x-python",
1436    "name": "python",
1437    "nbconvert_exporter": "python",
1438    "pygments_lexer": "ipython3",
1439    "version": "3.4.3"
1440   }
1441  },
1442  "nbformat": 4,
1443  "nbformat_minor": 0
1444 }