2014-challenge8.ipynb

   1 {
   2  "metadata": {
   3   "name": "",
   4   "signature": "sha256:e375a3faf5213c9f51d99f7c22948b1a55e592a6d8b6156a30b0fb490ea337a1"
   5  },
   6  "nbformat": 3,
   7  "nbformat_minor": 0,
   8  "worksheets": [
   9   {
  10    "cells": [
  11     {
  12      "cell_type": "code",
  13      "collapsed": false,
  14      "input": [
  15       "import matplotlib.pyplot as plt\n",
  16       "import pandas as pd\n",
  17       "import collections\n",
  18       "import string\n",
  19       "%matplotlib inline\n",
  20       "\n",
  21       "from cipherbreak import *\n",
  22       "\n",
  23       "c8a = open('2014/8a.ciphertext').read()\n",
  24       "c8b = open('2014/8b.ciphertext').read().strip()"
  25      ],
  26      "language": "python",
  27      "metadata": {},
  28      "outputs": [],
  29      "prompt_number": 9
  30     },
  31     {
  32      "cell_type": "code",
  33      "collapsed": false,
  34      "input": [
  35       "freqs = pd.Series(english_counts)\n",
  36       "freqs.plot(kind='bar')"
  37      ],
  38      "language": "python",
  39      "metadata": {},
  40      "outputs": [
  41       {
  42        "metadata": {},
  43        "output_type": "pyout",
  44        "prompt_number": 2,
  45        "text": [
  46         "<matplotlib.axes.AxesSubplot at 0x7fe302243fd0>"
  47        ]
  48       },
  49       {
  50        "metadata": {},
  51        "output_type": "display_data",
  52        "png": 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8t6ulZdPJtO0b/rb51H+o7RyTO8bmtS1vm5H4GWgnm6SO4VTgReBJt90NrAd2AOuArljZ\nBcBOYDtwTSx/KrDV7bs3lj8GeNjlbwbOj+2b6+rYAcxJ2FaRA/Gb3BVXXKGn/wQMdI7pHaMQeZFU\nY/iP2I29E5gJLAPecOv5wDjgLmAysAqYBpwLPANMwj4B/cDtbv0UcB+wFpgHXOLWNwHXA7Mx5/O8\nqxdgi0sfqmibNIYWkLZtoZ2bLGQ5nz5fA3mg66Z5DFVjeC/wCeCB2EFmAitcegUwy6WvAx4CjgG7\ngV3AZcAEzKn0u3IrYzbxYz0KXOXS12KzkUNuWQ/MSNBeIYQQQyCJY/gr4E+Ad2J544EDLn3AbQNM\nBPbGyu3FZg6V+ftcPm69x6WPA28BZ9U5VgqidMXxN47tc3w1S9tCOjchjVkzbYb+AkJz2iWbwYxq\nsP+TwE8xfaFQo0wpaNoyent76enpcVv3AFMoNzcaULY0SIVCoep2sVisu3+o5aMoolgsJi4/+MOQ\nrj9pt5P2Z2B7isQvjyiKGpTPrz/N6n9e57Ncprp9q/tTeX7rlTctZVOsdOFkf44cuaKqfbnPhVia\nk9vt1P/h2B5Kf6Iooq+vDyB2v6xOI41hCXAL9iR/GjAWeAzTEArAfixMtAm4CNMZAJa69VpgIfCa\nK3Oxy78ZuBy4zZVZhAnPo4DXgbMxnaEA3Ops7gc2YkJ1HGkMLUAaQ3pGusaQ5RrQddM8hqIxfB44\nD7gAu1FvxBzFauyNIdz6cZde7cqNdjaTMF1hP3AY0xs63DGeiNmUjnUDsMGl12FvNXVh4vZ04OkG\n7RVCCDFE0n6PoeSel2I36h3AlZRnCNuAR9x6DfamUclmHiZg78RE6bUu/0FMU9gJ3El51nEQuBt7\nM6kfWMzgN5IaEKUrjr9xbJ/jq77Gy/Pqf0hjlp9N+jrC6r/fNo00hjjfcgvYTfvqGuWWuKWSLcCl\nVfKPAjfWONZytwghhMgJ/VaSx/gcX5bGkB5pDNIYfEK/lSSEECIxgTuGKL2Fp3Fsn+OrvsaLfY7h\n+jpm+dmkryOs/vttk0ZjEEIIwL6sVus3njo7x3H48MGcWySGE2kMHuNzfFkaQ3pC0hjy0gt03TQP\naQxCCCESE7hjiNJbeBrH9jm+6mu82OcYrq9jltUmfdvyqMPva8Bnm8AdgxBCiLRIY/AYX+PLII0h\nC9IYpDH4hDQGIYQQiQncMUTpLTyNY/scX/U1XuxzDNfXMctqI40hLJvAHYMQQoi0SGPwGF/jyyCN\nIQvSGKQx+IQ0BiGEEIkJ3DFE6S08jWP7HF/1NV7scwzX1zHLaiONISybwB2DEEKItEhj8Bhf48sg\njSEL0hikMfiENAYhhBCJCdwxROktPI1j+xxf9TVe7HMM19cxy2ojjSEsm0aO4TTgOaAIbAP+3OV3\nA+uBHcA6oCtmswDYCWwHronlTwW2un33xvLHAA+7/M3A+bF9c10dO4A5CfskhBBiCCTRGN4N/BL7\nU59vA/8JmAm8ASwD5gPjgLuAycAqYBpwLvAMMAkLEvYDt7v1U8B9wFpgHnCJW98EXA/MxpzP85hD\nAdji0ocq2ieNoQVIY0iPNAZpDD4xVI3hl249GjgVeBNzDCtc/gpglktfBzwEHAN2A7uAy4AJQCfm\nFABWxmzix3oUuMqlr8VmI4fcsh6YkaC9QgghhkASx3AKFko6AGwCXgbGu23cerxLTwT2xmz3YjOH\nyvx9Lh+33uPSx4G3gLPqHCsFUbri+BvH9jm+6mu82OcYrq9jltVGGkNYNkn+8/kdYApwJvA0cEXF\n/hPUnuvlQm9vLz09PW7rHqy5BbcdDShbGqRCoVB1u1gs1t0/1PJRFFEsFhOXH/xhSNeftNtJ+zOw\nPUXK421l6pfPrz/N6n9e57Ncprp9q/pTq/2N+5O2fKlMpX399uV1PivHw+frM4oi+vr6AGL3y+qk\n/R7DnwK/Av49dmb2Y2GiTcBFmM4AsNSt1wILgddcmYtd/s3A5cBtrswiTHgeBbwOnI3pDAXgVmdz\nP7ARE6rjSGNoAdIY0iONQRqDTwxFY3gP5TeO3gVMB14EVmNvDOHWj7v0auyGPhq4ABOe+zEHchjT\nGzqAW4AnYjalY90AbHDpddhbTV2YuD0dm7EIIYRoIo0cwwTsKb2Ivbb6JHbjXordqHcAV1KeIWwD\nHnHrNdibRiWXPg94AHstdRc2UwB4ENMUdgJ3Up51HATuxt5M6gcWM/iNpAZE6Yrjbxzb5/iqr/Hi\nvPof0phltZHGEJZNI41hK/DBKvkHgatr2CxxSyVbgEur5B8FbqxxrOVuEUIIkRP6rSSP8TW+DNIY\nsiCNQRqDT+i3koQQQiQmcMcQpbfwNI7tc3zV13ixzzFcX8csq400hrBsAncMQggh0iKNISfGju3m\nyJE3q+7r7BzH4cMHB+X7Gl8GaQxZkMYgjcEn6mkMSb75LIYBcwrVL+IjR0Lwz0KIUAg8lBSlt8gh\njh1afNXX/vgcw/V1zLLaSGMIy0YzBjHiyRLmEyJkQohhtIXGMLzx1dbHVkPSGPJqmzQGaQw+oe8x\nCCGESEzgjiFKbyGNIbWNr/3x+fsivo5ZVhtpDGHZBO4YhBBCpEUaQ05IYwjr3AxvPdIY2vG6aXek\nMQghhEhM4I4hSm/haRzb5/iqr/2RxuDzNZBHHX7H8X22CdwxCCGESIs0hpyQxhDWuRneeqQxtON1\n0+5IYxBCCJGYwB1DlN7C0zi2z/FVX/sjjcHnayCPOvyO4/tsk8QxnAdsAl4Gfgjc4fK7gfXADmAd\n0BWzWQDsBLYD18Typ2L/I70TuDeWPwZ42OVvBs6P7Zvr6tgBzEnQXiGEEEMgicZwjluKwBnAFmAW\n8GngDWAZMB8YB9wFTAZWAdOAc4FngElYoLAfuN2tnwLuA9YC84BL3Pom4HpgNuZ8nsccCq7uqcCh\nWPukMbQAaQzDWY80hna8btqdoWoM+zGnAPA28CPshj8TWOHyV2DOAuA64CHgGLAb2AVcBkwAOjGn\nALAyZhM/1qPAVS59LTYbOeSW9cCMBG0WQgiRkbQaQw/wL4DngPHAAZd/wG0DTAT2xmz2Yo6kMn+f\ny8et97j0ceAt4Kw6x0pIlLxoycLTOLbP8VVf+yONwedrII86/I7j+2yT5v8YzsCe5j8HHKnYd4La\n872m09vbS09Pj9u6B5gCFNx2NKBsaZAKhULV7WKxWHd/1vKxFmATsGTtG/xhSNeftNtD74+VqV8+\nv/4k3S5TmhzX7098u1gsJq4vbf/LZarbD/f1nLQ/tdo/3NdzuUylff32Nbv/tcaj2dfrUPoTRRF9\nfX0AsftldZJ+j+HXgG8Ca7A7L5iwXMBCTRMwgfoiTGcAWOrWa4GFwGuuzMUu/2bgcuA2V2YRJjyP\nAl4HzsZ0hgJwq7O5H9iICdUlpDG0AGkMw1mPNIZ2vG7anaFqDB3Ag8A2yk4BYDX2xhBu/XgsfzYw\nGrgAE577MQdyGNMbOoBbgCeqHOsGYINLr8PeaurCxO3pwNMJ2iyEECIjSRzDR4E/BK4AXnTLDGxG\nMB17jfRKyjOEbcAjbr0Ge9Oo5NbnAQ9gr6XuwmYKYI7nLJd/J+VZx0HgbuzNpH5gMQPfSGpAlLxo\nycLTOLbP8VVf+5NXX0Ias6w2PmkMY8d209HRMWgZO7Y7WS0ex/7zskmiMXyb2g7k6hr5S9xSyRbg\n0ir5R4EbaxxruVuEEKIh9v/dpWfRiJIeceRICL8AlA8hjJQ0hhYgjWE465HGkI9N6z83PqHfShJC\nCJGYwB1DlN7C0zh2WPHlbDa+npuQxiyrjU8aw1BtfI79+6QxCCEqGDu228WyB9LZOY7Dhw+2oEVC\nDB/SGHIitFjpSNcY8tILfL0GWq8XZLFp/efGJ6QxCCGESEzgjiFKb+FpHNvnWKmv/fG5L76OWVYb\naQxh2QTuGIQQQqRFGkNOhBYrlcYgjWGkawzt/gJCPY1BbyUJIUQGBn7DOp7f/s/bgYeSovQWAcWx\n/Y0vZ7MJ6dz4OmZZbUa6xuDzudH3GHKi1hQS2mcaKYRoD1oRsmr/OU8LNIbQYqVZkMYgjWGkawzt\nXo++xzCCGOpPDgshROCOIUpvkToel76OZtqUBbET2B/mWbpW6GtQLR7H5aUxpLeRxpDexmeNIa96\nAncMQggh0iKNIQM+x0p9jXtKY/D7fKal9Z+BLDbtEfvPqx5pDEIIIRITuGOI0lu0ucaQxWbognXz\n2jbAQhpDegtpDOktPI79+6QxfBU4AGyN5XUD64EdwDqgK7ZvAbAT2A5cE8uf6o6xE7g3lj8GeNjl\nbwbOj+2b6+rYAcxJ0FaRgaEK1kKIsEiiMXwceBtYCVzq8pYBb7j1fGAccBcwGVgFTAPOBZ4BJmF3\nmn7gdrd+CrgPWAvMAy5x65uA64HZmPN5HnMoAFtc+lBF+6QxtIGNNAZpDK23aY/Yf171DFVjeBao\nfHScCaxw6RXALJe+DngIOAbsBnYBlwETgE7MKYA5mVlVjvUocJVLX4vNRg65ZT0wI0F7hRBCDIGs\nGsN4LLyEW4936YnA3li5vdjMoTJ/n8vHrfe49HHgLeCsOsdKQZSuOCNTY2gXG2kM6W2kMaS38Tn2\nn1c9w/FbSaXgdMvo7e2lp6fHbd0DTAEKbjsaULY0SIVCoep2sVisu3/wIBfdunAyJ4qiOuUjZ5Os\nfYMvhEblS2WSHb9RfxqXjxjYnyT9r73d6Pw0a7vMUM9n9fJ5ns9PfOJT/OpXb1NJZ+c4Vq9+bFD5\nyu1isZhivNL2J235UplK+6TtS3Y9p+1/1v4M9/WZpj9RFNHX1wcQu19WJ+n3GHqAJylrDNtdy/Zj\nYaJNwEWYzgCw1K3XAguB11yZi13+zcDlwG2uzCJMeB4FvA6cjekMBeBWZ3M/sBETquNIY2gDG2kM\nftukpfWfgSw27RH7z6ueZnyPYTX2xhBu/XgsfzYwGrgAE577MQdyGNMbOoBbgCeqHOsGYINLr8Pe\naurCxO3pwNMZ21uTWq9q6veFhBAjlSSO4SHgu8D7MS3g09iMYDr2GumVlGcI24BH3HoN9qZRyaXN\nAx7AXkvdhc0UAB7ENIWdwJ2UZx0HgbuxN5P6gcUMfiOpAVHDEgNf1czyumbjOmQzPDbSGPKxkcag\nepJoDDfXyL+6Rv4St1SyhXIoKs5R4MYax1ruFiGEEDkx4n8rqT1tWh+Tlsbg5zhntUlL6z8DWWza\nI/afVz36rSQhhBCJCdwxRDnY5FGHbEAag6/jnK2ePOrIZuNz7D+vegJ3DEIIIdIijaEtbVofk5bG\n4Oc4Z7VJS+s/A1ls2iP2n1c90hiEEKIO+q/0gQTuGKIcbPKoQzYgjcHXcc5WTx51JLcZ+k/Pp2+b\nNAYhhBBtgzSGtrRpfUzaV41h7Njumk95nZ3jOHz44LC0zddxzmqTltZ/BrLYtN84N7OeehrDcPy6\nqhDeUA4JVNsXwnOQEM0n8FBSlINNHnXIBrLEStPXIZuRqTG0wkYagxBCiLYhhLm1NIY2sNF/Zfht\nk5bWj3MWm/Yb52bWo+8xCCGESEzgjiHKwSaPOmQD0hj8Hecs9eRRh9820hiEEEK0DdIY2tKm9bFS\naQx+jnNWm7S0fpyz2LTfODezHmkMQgghEtMOjmEGsB37T+j56UyjDNWltcmjDtmANAZ/xzlLPXnU\n4beNNIbsnAr8T8w5TMb+f/ri5ObFDFWmtcmjDtkAFIs6N3nYpB/nLPX42/+wxjlbPb47hg8Du4Dd\nwDHgG8B1yc0PZagyrU0edcgG4NAhnZs8bNKPc5Z6/O1/WOOcrR7fHcO5wJ7Y9l6XJ0YAlb+Rv3jx\n4hH/O/nNIj7WGufm0S7j7LtjGKK0vzsHmzzqGJk2A38j/wQw92Q62e/kN6ddIdoMHOu045ylbWnL\nh2GTxzgPxwOV76+rfgRYhGkMAAuAd4AvxMoUgQ/k2ywhhGh7XgKmtLoRWRgFvAr0AKMxJ5BCfBZC\nCBEivwe8gonQC1rcFiGEEEIIIUYWvmsMWegGJgFjYnn/UKf8u4B5wMcwJehZ4G+Afx6GtvxxLH2C\n8niXRPX/Ucf2FODfABcA/x14H3AO0D8M7apsY2Xb3gK2UPul6dOA38dCfKV/ATzh2jkcfAf4KPA2\ng19AOAGs+NT3AAAFL0lEQVQcBP4C+F8V+6Zi7Y7zSeCbw9SuEtOAzzO4/79TxybrmE0BPk752nyp\nQfks13O1ayCerrxOO4D3MvCNQV9YWCVvOK/NEYHvbyWl5TPAt4C1wGLgaUy8rsdK7Mtz92Ffpvtt\n4G8blB8X2+4GvlqjbCdwBnbDug2YiL1ueyvwwQbt+iLwu8C/dttvu7xqlNp7Z4NjVmOqa0+pbX+E\nhe++Qu1vmj8BzMS+W/K2W35Ro+x33Ppt4EjFcriGzUfd+gxsDOPLWNfmO6rYfQW4NLZ9M/DfatRR\nrT2N2lXi68By7Eb/KbfMbGCTZsxKfA74GnA2MN6lq/U7TtrrGWpfn6Xxr8aaBses5Ebs3AH8KfC/\nafwZ+ELCvDi/oDy+/w+7lnsa2Pwx6V+D/xp2v7kohc3kKnmFBjZ3MPB+k4SNwL+syPtyymMExQ+x\nJ6bSk+5F2AVYj20J80pUe4pu9NXCZxn4Aet0efV4sWINtZ8Wt2Ef6h9gjqpyadS2M2LbZ2AzrHcD\nP6ph88MGx8yDiVXyfgP4PnbeP4P17cwm1P2dxkUGkWXMtgKnx7ZPd3n1SHs9Q7brcwX2BdSklNr9\nMex3HT4JPNfA5sUqeY36X8kY7GGxHouAl4FvA7djTrgRV2Kzk/XAT4BHafxg9kPsYasD+3z9NbC5\ngc2fYfrqI9jbmUmiPD/BPsPx2VO1sRwxvODWRWzqDo0/FF/DnsxLfIT6T1gvMfBm203ji/WVWHtw\n6Vca2DyH/SRI6YSeTe2Tewd2Ez+KXRTx5ccN6tmOvfFVYkysbbXq+zL1wyat5P3YWKzFPnzN4Brg\nQWxG8vtu+VcNbLKM2VbsQafEu2h8raW9niHb9fkK9kT+Y9emrdiDSS1KD09LsRAp1L6+bnPH+2Xs\n2Fuxl/i/3qBdlXRjN9YkfAC7Eb8CbEhQfhQ2vp8H/pHGY3Y6NovbjDmJz5MsanMK5hS+gfVlCXBh\nnfIvurZ9EXgS6CKlYxjVuEhbsQebdj2OefI3qf2NkNIHbBT2BLgHi0W+j/on+C+B72EevAP4A+xi\nqsdKTBt4zNnMwp646vHX2Gzn17EL4Qbgv9Yoe59bvoSFAdLwdcwJPe7a9ilgFXYRVzrV0pidCnwa\nczxHXV6jGHszqbxZdmMfpudoTrvmYg5oFPa9mhKP1bH5OOnHbDnWh/h1UytsWeJDVL+et9apL8v1\neW2D/ZXsw5zjdMw5nEbtm+IqLFS1lPITNliY7+cN6olfC6dgn5+k+sJPgf2ujrMblN2AfUa+h800\nPuTs63Ec+BXm4E/DnOo7dS2Md1y7DmDOeBzw98AzwJ/UqWse0IvN/lKFo0IUn0sUsJjmWuD/Vtnf\nU8f2BPBanf2/jU0lT2DxvEazErA4bklE/AeSefCLgatcegO1QztDZRoW1z+B3VReqFGup8Fxdg9f\nk1LR02D/7mGu7xUsXJXmm/k9NfJ3N7CbykAhudF1U6ueRvVluT7TcDr21PsD7JeSJ2B60Lphrqcn\nlj6O3UyPNbCZh2kgvw78HfAwjT/Tf4U5g38GvouFq76H3fhr8RKwGnNU7wHuxx4S/qCOzeeAOZiz\negB7WDyGOb2dVJ85/JE7dompwH8A/m2DPgkhhsBy7OFAhMGfk/0bwJ3AZ7EHyaMNyk6rkjengc1i\n4Pwa+6qJ2cNCyDMGIZrFduxJzZdQmsifz2IzrKnYdfCsWza2slHDRWgagxB5MKNxERE4p2F64/dp\nHKoSQgghhBBCCCGEEEIIIYQQQgghhBBCiBHO/wdc3dBPs9bnrQAAAABJRU5ErkJggg==\n",
  53        "text": [
  54         "<matplotlib.figure.Figure at 0x7fe32d0cc0f0>"
  55        ]
  56       }
  57      ],
  58      "prompt_number": 2
  59     },
  60     {
  61      "cell_type": "code",
  62      "collapsed": false,
  63      "input": [
  64       "freqs_8a = pd.Series(collections.Counter([l.lower() for l in c8a if l in string.ascii_letters]))\n",
  65       "freqs_8a.plot(kind='bar')"
  66      ],
  67      "language": "python",
  68      "metadata": {},
  69      "outputs": [
  70       {
  71        "metadata": {},
  72        "output_type": "pyout",
  73        "prompt_number": 3,
  74        "text": [
  75         "<matplotlib.axes.AxesSubplot at 0x7fe301119be0>"
  76        ]
  77       },
  78       {
  79        "metadata": {},
  80        "output_type": "display_data",
  81        "png": 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9W6wH/hz4ox5xhIiayzFf2iIO3o7bP/7GgQsxE7yf55Q9L2XdK3M0O4BHZmxL\nO4g5EMqYYQsxTA5jZjch2ULCHxdifpGsx+wD1yaPa8pMalD48rCF8MXz8ouIiDkLcyzrRvLtFiGE\nEEIIIYQQQgghhBBCCCGEEEIIIQLk/wFJCFVD/Yn0OQAAAABJRU5ErkJggg==\n",
  82        "text": [
  83         "<matplotlib.figure.Figure at 0x7fe301154198>"
  84        ]
  85       }
  86      ],
  87      "prompt_number": 3
  88     },
  89     {
  90      "cell_type": "code",
  91      "collapsed": false,
  92      "input": [
  93       "c8as = sanitise(c8a)\n",
  94       "c8as"
  95      ],
  96      "language": "python",
  97      "metadata": {},
  98      "outputs": [
  99       {
 100        "metadata": {},
 101        "output_type": "pyout",
 102        "prompt_number": 4,
 103        "text": [
 104         "'nyvlggsyglchxfeuytqcesqxpziufiggrbjhpayncruyfpsxufiupskyrectmmcncruyregxigrlglbtiblmecebzsvrlpuxpbibjajrljreobajrlufigjehbezywtmgjyxfqxictsgrdgtbjafyoocwtmjblctwwucqmgofrlfmrfrlfwlbtijlwuypmchjqxicrfchumtsmzjbimyvhcuvyrugxjcwpdtpuisrlfdhbaencyqumufeogrhcrjmytqsmsxjmrcsxjrmttiswzvjrfpecjitnidgemdssaitasvjhuyofgxpsxgmvvqfvrxiyxxmymbxfjpufigbeufeuuiiyzfavbaofbxicmsamqfisqwpgrtribbmtskhcwuuimcxufinbitrvpwxsmnbljppytuixgpmlifbgpmtfpeugsodvpkxicsnyrjeswcvokioreoyvnchggkirishiuyrerlfdpjeluasorvpjwzqxfkwgpsnyhsmrfkiblaigpfuiociersflwvpiuusufmoewpliufeuuiemrprwflhdpmuggbjmodsskeugsoygsmwtrlfzecypnyreyftrvbgxblhuusufeuuivqiblsoavjrmdyplcchcrfpeugsonvprsdmpplxiyxdfeolimemwcrufimczfjsgasnkmukiorxicjeylbtitfsxlmobiwcppnmoexigwqjeogenqyscxiyxufizummjvfgrtreucxictpuisqyqnpzumufmoyjfuqplxiqfvrajrlmsglrlfwajjpomxhsitqxiyxxcoomabzsvrmuyreuixgpmnyugxpsxpdfvqmocwtdssjsoeiomyhfxpasncyqumufeqjeomjpsvpurumiynppgxjrmorlfkiblxjkixcrpuoomaufeurlfgvigkicwuqidsvjrcdmqnsrjaeugsoqescioavznxfbytgrhygbbioswdgticvtmafaeoqxbpxisrugrhrlsmyhfxichbrecywfdssmxicvjlxfpgfnxtuidyrdpedixigwnycccxicfscelrlsmyhfaffewcffcrmmslgrhdssgrufiggkirehymoqxufigbemcxtlsuqgscajryqypmrlfzitrlbpvz'"
 105        ]
 106       }
 107      ],
 108      "prompt_number": 4
 109     },
 110     {
 111      "cell_type": "code",
 112      "collapsed": false,
 113      "input": [
 114       "key_a, score = vigenere_frequency_break(c8as)\n",
 115       "key_a, score"
 116      ],
 117      "language": "python",
 118      "metadata": {},
 119      "outputs": [
 120       {
 121        "metadata": {},
 122        "output_type": "pyout",
 123        "prompt_number": 5,
 124        "text": [
 125         "('bye', -1461.9840974270046)"
 126        ]
 127       }
 128      ],
 129      "prompt_number": 5
 130     },
 131     {
 132      "cell_type": "code",
 133      "collapsed": false,
 134      "input": [
 135       "' '.join(segment(vigenere_decipher(c8as, key_a)))"
 136      ],
 137      "language": "python",
 138      "metadata": {},
 139      "outputs": [
 140       {
 141        "metadata": {},
 142        "output_type": "pyout",
 143        "prompt_number": 6,
 144        "text": [
 145         "'mark i cracked what appears to be the final document about the trojan deployment and i think i have an idea about how to deal with it and with the flag day associates the principal weakness of any system like the one they have installed is the need to provide large quantities of power the fda came up with an ingenious solution but it is very vulnerable special forces could take it out for us but that would tell the fda that we have cracked their ciphers so instead i suggest we let them destroy trojan for us we will need cooperation from the omani government an armed fighter jet and the flight control systems from a drone meanwhile we need to ensure two things one that we do not send critical information across the ba balm and abstrait and two that we use an on critical key generation protocol on that channel given the level of commitment the fda have shown in developing this plan i am sure that they will reinstate the powersupply within a few months but with luck they will not guess that we know about it and we will put it out of business for long enough to come up with a plan of our own to exploit it in the meantime we now know that their highest security communications are encrypted using a caden us cipher so we can start hunting through the database for other intercepts we can crack this maybe the breakthrough we have been looking for in the fight against the fda lets not screw it up all the best harry'"
 146        ]
 147       }
 148      ],
 149      "prompt_number": 6
 150     },
 151     {
 152      "cell_type": "code",
 153      "collapsed": false,
 154      "input": [
 155       "len(c8b) / 8"
 156      ],
 157      "language": "python",
 158      "metadata": {},
 159      "outputs": [
 160       {
 161        "metadata": {},
 162        "output_type": "pyout",
 163        "prompt_number": 12,
 164        "text": [
 165         "875.0"
 166        ]
 167       }
 168      ],
 169      "prompt_number": 12
 170     },
 171     {
 172      "cell_type": "code",
 173      "collapsed": false,
 174      "input": [
 175       "[c for c in chunks(c8b, 8)]"
 176      ],
 177      "language": "python",
 178      "metadata": {},
 179      "outputs": [
 180       {
 181        "metadata": {},
 182        "output_type": "pyout",
 183        "prompt_number": 21,
 184        "text": [
 185         "['00000001',\n",
 186         " '01000100',\n",
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 188         " '01010001',\n",
 189         " '11010011',\n",
 190         " '10011000',\n",
 191         " '00000101',\n",
 192         " '00110011',\n",
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 195         " '01011001',\n",
 196         " '00100110',\n",
 197         " '00101001',\n",
 198         " '00010010',\n",
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 203         " '10000000',\n",
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 205         " '11000011',\n",
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 210         " '01110000',\n",
 211         " '00000110',\n",
 212         " '11110111',\n",
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 214         " '10100110',\n",
 215         " '01011100',\n",
 216         " '11001001',\n",
 217         " '00010110',\n",
 218         " '10010000',\n",
 219         " '10100100',\n",
 220         " '01110001',\n",
 221         " '01010000',\n",
 222         " '11101000',\n",
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 224         " '01000011',\n",
 225         " '00011011',\n",
 226         " '10001000',\n",
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 228         " '00110010',\n",
 229         " '01000010',\n",
 230         " '10001101',\n",
 231         " '00001001',\n",
 232         " '00010110',\n",
 233         " '10010100',\n",
 234         " '10010011',\n",
 235         " '01011000',\n",
 236         " '00000000',\n",
 237         " '01011001',\n",
 238         " '01001110',\n",
 239         " '11001000',\n",
 240         " '00100011',\n",
 241         " '01100111',\n",
 242         " '00011010',\n",
 243         " '10111001',\n",
 244         " '11001101',\n",
 245         " '00100100',\n",
 246         " '01001111',\n",
 247         " '01000000',\n",
 248         " '00011110',\n",
 249         " '00100000',\n",
 250         " '10101001',\n",
 251         " '00100010',\n",
 252         " '01000010',\n",
 253         " '01001110',\n",
 254         " '01010101',\n",
 255         " '10010010',\n",
 256         " '00001000',\n",
 257         " '10110011',\n",
 258         " '10101101',\n",
 259         " '11010010',\n",
 260         " '10011000',\n",
 261         " '11011100',\n",
 262         " '00000101',\n",
 263         " '10111011',\n",
 264         " '00000000',\n",
 265         " '00100100',\n",
 266         " '10011000',\n",
 267         " '11010110',\n",
 268         " '10001101',\n",
 269         " '00000110',\n",
 270         " '01101011',\n",
 271         " '01100010',\n",
 272         " '01110111',\n",
 273         " '00011100',\n",
 274         " '11110011',\n",
 275         " '10010011',\n",
 276         " '01000000',\n",
 277         " '11100100',\n",
 278         " '00101101',\n",
 279         " '10100010',\n",
 280         " '01101100',\n",
 281         " '10100100',\n",
 282         " '10000001',\n",
 283         " '01000100',\n",
 284         " '10000000',\n",
 285         " '01101011',\n",
 286         " '01001000',\n",
 287         " '01000100',\n",
 288         " '00100001',\n",
 289         " '00000100',\n",
 290         " '10001101',\n",
 291         " '10100110',\n",
 292         " '00000110',\n",
 293         " '10010010',\n",
 294         " '01010001',\n",
 295         " '10101011',\n",
 296         " '10001100',\n",
 297         " '10000010',\n",
 298         " '00100011',\n",
 299         " '00010110',\n",
 300         " '10010100',\n",
 301         " '10000110',\n",
 302         " '01100111',\n",
 303         " '11010101',\n",
 304         " '11001000',\n",
 305         " '00000010',\n",
 306         " '00100100',\n",
 307         " '00000111',\n",
 308         " '00000000',\n",
 309         " '10001110',\n",
 310         " '00000001',\n",
 311         " '00000111',\n",
 312         " '00010110',\n",
 313         " '10100010',\n",
 314         " '01110001',\n",
 315         " '01101101',\n",
 316         " '11001000',\n",
 317         " '10000011',\n",
 318         " '01000101',\n",
 319         " '11110010',\n",
 320         " '10010001',\n",
 321         " '11000000',\n",
 322         " '00110011',\n",
 323         " '10001110',\n",
 324         " '01101110',\n",
 325         " '01000011',\n",
 326         " '11000000',\n",
 327         " '00001001',\n",
 328         " '10010010',\n",
 329         " '11100100',\n",
 330         " '01101011',\n",
 331         " '01001001',\n",
 332         " '00100000',\n",
 333         " '00011010',\n",
 334         " '00101110',\n",
 335         " '00001100',\n",
 336         " '11010110',\n",
 337         " '01001001',\n",
 338         " '01000101',\n",
 339         " '10110001',\n",
 340         " '01110010',\n",
 341         " '00100011',\n",
 342         " '10000111',\n",
 343         " '10000100',\n",
 344         " '11000100',\n",
 345         " '00011000',\n",
 346         " '10010110',\n",
 347         " '10110100',\n",
 348         " '01011000',\n",
 349         " '00001011',\n",
 350         " '00000010',\n",
 351         " '11001000',\n",
 352         " '01000110',\n",
 353         " '10100000',\n",
 354         " '11010001',\n",
 355         " '10001011',\n",
 356         " '01101101',\n",
 357         " '10001000',\n",
 358         " '10101101',\n",
 359         " '00001100',\n",
 360         " '01011011',\n",
 361         " '11100101',\n",
 362         " '00110111',\n",
 363         " '00101100',\n",
 364         " '10000101',\n",
 365         " '10011100',\n",
 366         " '01000110',\n",
 367         " '11001010',\n",
 368         " '00000010',\n",
 369         " '00101000',\n",
 370         " '00100001',\n",
 371         " '00001000',\n",
 372         " '10000100',\n",
 373         " '00000001',\n",
 374         " '11001011',\n",
 375         " '01101001',\n",
 376         " '00101101',\n",
 377         " '00100000',\n",
 378         " '00111000',\n",
 379         " '11110001',\n",
 380         " '10011010',\n",
 381         " '11100101',\n",
 382         " '00110111',\n",
 383         " '00000100',\n",
 384         " '10010011',\n",
 385         " '01101100',\n",
 386         " '10010111',\n",
 387         " '01010010',\n",
 388         " '10100010',\n",
 389         " '10100011',\n",
 390         " '01110101',\n",
 391         " '01100110',\n",
 392         " '11110111',\n",
 393         " '00000000',\n",
 394         " '10000100',\n",
 395         " '01000100',\n",
 396         " '10000100',\n",
 397         " '10000111',\n",
 398         " '00011101',\n",
 399         " '00001111',\n",
 400         " '10010001',\n",
 401         " '00101010',\n",
 402         " '01000010',\n",
 403         " '00001110',\n",
 404         " '01100100',\n",
 405         " '10110001',\n",
 406         " '01000001',\n",
 407         " '00010110',\n",
 408         " '10011100',\n",
 409         " '10000001',\n",
 410         " '01011001',\n",
 411         " '00000000',\n",
 412         " '11101001',\n",
 413         " '10111000',\n",
 414         " '11110011',\n",
 415         " '10011100',\n",
 416         " '11001000',\n",
 417         " '11110110',\n",
 418         " '10001001',\n",
 419         " '01000000',\n",
 420         " '01110011',\n",
 421         " '01001111',\n",
 422         " '01100010',\n",
 423         " '01001101',\n",
 424         " '10010101',\n",
 425         " '11000011',\n",
 426         " '11100011',\n",
 427         " '00010010',\n",
 428         " '00111001',\n",
 429         " '10101101',\n",
 430         " '00000100',\n",
 431         " '10001100',\n",
 432         " '00110010',\n",
 433         " '00001101',\n",
 434         " '11000100',\n",
 435         " '00100001',\n",
 436         " '00011100',\n",
 437         " '00000000',\n",
 438         " '00110010',\n",
 439         " '01100010',\n",
 440         " '01000000',\n",
 441         " '10100111',\n",
 442         " '00110100',\n",
 443         " '00010101',\n",
 444         " '10100000',\n",
 445         " '00011100',\n",
 446         " '01001001',\n",
 447         " '00101000',\n",
 448         " '11001110',\n",
 449         " '01000100',\n",
 450         " '10001011',\n",
 451         " '10100100',\n",
 452         " '01001001',\n",
 453         " '11000100',\n",
 454         " '11100010',\n",
 455         " '01000000',\n",
 456         " '10100110',\n",
 457         " '11111001',\n",
 458         " '00000000',\n",
 459         " '00000100',\n",
 460         " '00111010',\n",
 461         " '11000110',\n",
 462         " '01111001',\n",
 463         " '00010110',\n",
 464         " '11110010',\n",
 465         " '01110000',\n",
 466         " '00011101',\n",
 467         " '00110001',\n",
 468         " '01001100',\n",
 469         " '00100001',\n",
 470         " '10010011',\n",
 471         " '10001000',\n",
 472         " '10001000',\n",
 473         " '10110110',\n",
 474         " '01000000',\n",
 475         " '00011010',\n",
 476         " '11110001',\n",
 477         " '00111000',\n",
 478         " '11000110',\n",
 479         " '10001101',\n",
 480         " '10001000',\n",
 481         " '10001000',\n",
 482         " '11111001',\n",
 483         " '11001100',\n",
 484         " '11110001',\n",
 485         " '00100101',\n",
 486         " '00001110',\n",
 487         " '11010101',\n",
 488         " '01001100',\n",
 489         " '00000010',\n",
 490         " '00100000',\n",
 491         " '10001000',\n",
 492         " '01000101',\n",
 493         " '11000110',\n",
 494         " '11001101',\n",
 495         " '01000100',\n",
 496         " '01001000',\n",
 497         " '01000010',\n",
 498         " '00000000',\n",
 499         " '10010010',\n",
 500         " '00100001',\n",
 501         " '00001000',\n",
 502         " '10000001',\n",
 503         " '10100010',\n",
 504         " '01001110',\n",
 505         " '00110000',\n",
 506         " '10001000',\n",
 507         " '11100110',\n",
 508         " '00110110',\n",
 509         " '00110011',\n",
 510         " '00100010',\n",
 511         " '01001110',\n",
 512         " '00000011',\n",
 513         " '00000000',\n",
 514         " '00110010',\n",
 515         " '00100011',\n",
 516         " '01010001',\n",
 517         " '00110101',\n",
 518         " '11011010',\n",
 519         " '01110001',\n",
 520         " '01101000',\n",
 521         " '01011000',\n",
 522         " '10000010',\n",
 523         " '00101110',\n",
 524         " '01000000',\n",
 525         " '10001001',\n",
 526         " '00100110',\n",
 527         " '01001001',\n",
 528         " '01000101',\n",
 529         " '10100110',\n",
 530         " '10010011',\n",
 531         " '01001110',\n",
 532         " '01000000',\n",
 533         " '10100001',\n",
 534         " '11010010',\n",
 535         " '00011010',\n",
 536         " '00001000',\n",
 537         " '11010000',\n",
 538         " '00010101',\n",
 539         " '01100100',\n",
 540         " '01000100',\n",
 541         " '10000000',\n",
 542         " '01110111',\n",
 543         " '00001001',\n",
 544         " '00000101',\n",
 545         " '00100101',\n",
 546         " '01011000',\n",
 547         " '01010000',\n",
 548         " '01001100',\n",
 549         " '00001101',\n",
 550         " '00000100',\n",
 551         " '11100010',\n",
 552         " '11010100',\n",
 553         " '00000000',\n",
 554         " '11001101',\n",
 555         " '00111000',\n",
 556         " '00100110',\n",
 557         " '11010110',\n",
 558         " '00100000',\n",
 559         " '00101101',\n",
 560         " '01000101',\n",
 561         " '00001010',\n",
 562         " '01000110',\n",
 563         " '11000110',\n",
 564         " '01101110',\n",
 565         " '10011100',\n",
 566         " '11100010',\n",
 567         " '11011100',\n",
 568         " '00111100',\n",
 569         " '00001000',\n",
 570         " '00011110',\n",
 571         " '00010000',\n",
 572         " '01000011',\n",
 573         " '00001101',\n",
 574         " '10101100',\n",
 575         " '00100100',\n",
 576         " '01001110',\n",
 577         " '01110100',\n",
 578         " '00111010',\n",
 579         " '01110001',\n",
 580         " '00100100',\n",
 581         " '11000100',\n",
 582         " '01001001',\n",
 583         " '01001000',\n",
 584         " '10001000',\n",
 585         " '01011000',\n",
 586         " '11100010',\n",
 587         " '00010001',\n",
 588         " '00010001',\n",
 589         " '11110001',\n",
 590         " '01000001',\n",
 591         " '10000000',\n",
 592         " '01001001',\n",
 593         " '00111000',\n",
 594         " '00000011',\n",
 595         " '01011100',\n",
 596         " '11000000',\n",
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 600         " '00001100',\n",
 601         " '01000100',\n",
 602         " '01000110',\n",
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 605         " '00000100',\n",
 606         " '10000000',\n",
 607         " '00110110',\n",
 608         " '10110110',\n",
 609         " '01100111',\n",
 610         " '01101001',\n",
 611         " '00010001',\n",
 612         " '00110010',\n",
 613         " '00100001',\n",
 614         " '00010010',\n",
 615         " '00000001',\n",
 616         " '11101000',\n",
 617         " '01110011',\n",
 618         " '11010000',\n",
 619         " '00001100',\n",
 620         " '01110011',\n",
 621         " '01001000',\n",
 622         " '01011100',\n",
 623         " '00011101',\n",
 624         " '01101110',\n",
 625         " '01101101',\n",
 626         " '10001110',\n",
 627         " '00000010',\n",
 628         " '00010000',\n",
 629         " '10000100',\n",
 630         " '01110100',\n",
 631         " '10011010',\n",
 632         " '01000010',\n",
 633         " '01100000',\n",
 634         " '00001101',\n",
 635         " '00100010',\n",
 636         " '00100100',\n",
 637         " '01001001',\n",
 638         " '10111000',\n",
 639         " '11011000',\n",
 640         " '01000100',\n",
 641         " '11001001',\n",
 642         " '00010101',\n",
 643         " '10100000',\n",
 644         " '11110011',\n",
 645         " '00010011',\n",
 646         " '00010000',\n",
 647         " '11100100',\n",
 648         " '01000100',\n",
 649         " '00010001',\n",
 650         " '00101000',\n",
 651         " '11011100',\n",
 652         " '01001001',\n",
 653         " '10110101',\n",
 654         " '00000111',\n",
 655         " '10011011',\n",
 656         " '01001000',\n",
 657         " '01110100',\n",
 658         " '00100001',\n",
 659         " '01000000',\n",
 660         " '01100100',\n",
 661         " '01000110',\n",
 662         " '11000110',\n",
 663         " '10000000',\n",
 664         " '01100000',\n",
 665         " '01101000',\n",
 666         " '00011100',\n",
 667         " '00111001',\n",
 668         " '00010010',\n",
 669         " '01000100',\n",
 670         " '01000110',\n",
 671         " '00000100',\n",
 672         " '10111001',\n",
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 675         " '10011000',\n",
 676         " '00011100',\n",
 677         " '10111001',\n",
 678         " '10001001',\n",
 679         " '00011000',\n",
 680         " '01100010',\n",
 681         " '00000110',\n",
 682         " '01000110',\n",
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 690         " '01100000',\n",
 691         " '00100100',\n",
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 699         " '00110011',\n",
 700         " '10110100',\n",
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 704         " '00001000',\n",
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 707         " '00000111',\n",
 708         " '00010000',\n",
 709         " '10100100',\n",
 710         " '01000100',\n",
 711         " '10010000',\n",
 712         " '10000100',\n",
 713         " '01100001',\n",
 714         " '00010010',\n",
 715         " '01000010',\n",
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 718         " '00100010',\n",
 719         " '01001111',\n",
 720         " '10001000',\n",
 721         " '01100100',\n",
 722         " '10000110',\n",
 723         " '10010001',\n",
 724         " '01101111',\n",
 725         " '00111100',\n",
 726         " '01011000',\n",
 727         " '11100011',\n",
 728         " '10100000',\n",
 729         " '00000110',\n",
 730         " '01101010',\n",
 731         " '11100100',\n",
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 733         " '10100010',\n",
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 739         " '10111000',\n",
 740         " '00011000',\n",
 741         " '11000100',\n",
 742         " '00000000',\n",
 743         " '00111010',\n",
 744         " '01100000',\n",
 745         " '00111000',\n",
 746         " '10001000',\n",
 747         " '01111001',\n",
 748         " '11010000',\n",
 749         " '10001000',\n",
 750         " '10001100',\n",
 751         " '01001000',\n",
 752         " '00110000',\n",
 753         " '00010000',\n",
 754         " '01010011',\n",
 755         " '01110100',\n",
 756         " '10011011',\n",
 757         " '00010011',\n",
 758         " '11010101',\n",
 759         " '10100000',\n",
 760         " '01110000',\n",
 761         " '11011100',\n",
 762         " '10000101',\n",
 763         " '00111000',\n",
 764         " '10010011',\n",
 765         " '00010010',\n",
 766         " '00011010',\n",
 767         " '01000110',\n",
 768         " '10010010',\n",
 769         " '10010001',\n",
 770         " '10001010',\n",
 771         " '00100100',\n",
 772         " '00110001',\n",
 773         " '00111010',\n",
 774         " '10010001',\n",
 775         " '00000001',\n",
 776         " '10010111',\n",
 777         " '01010100',\n",
 778         " '00110001',\n",
 779         " '10010100',\n",
 780         " '01111011',\n",
 781         " '11000110',\n",
 782         " '10001001',\n",
 783         " '10010000',\n",
 784         " '00001101',\n",
 785         " '00011010',\n",
 786         " '00100110',\n",
 787         " '11000000',\n",
 788         " '00000001',\n",
 789         " '00000000',\n",
 790         " '01000001',\n",
 791         " '00010110',\n",
 792         " '01000111',\n",
 793         " '00110101',\n",
 794         " '10110001',\n",
 795         " '00100001',\n",
 796         " '00000110',\n",
 797         " '00000111',\n",
 798         " '00001100',\n",
 799         " '00101110',\n",
 800         " '01000101',\n",
 801         " '00011000',\n",
 802         " '01000101',\n",
 803         " '11000101',\n",
 804         " '11010011',\n",
 805         " '01101100',\n",
 806         " '11100111',\n",
 807         " '00110011',\n",
 808         " '00100010',\n",
 809         " '01101101',\n",
 810         " '10001010',\n",
 811         " '11100010',\n",
 812         " '10000010',\n",
 813         " '00110101',\n",
 814         " '10101000',\n",
 815         " '01010010',\n",
 816         " '11110001',\n",
 817         " '00100111',\n",
 818         " '00011010',\n",
 819         " '01010011',\n",
 820         " '00010010',\n",
 821         " '00001011',\n",
 822         " '10000111',\n",
 823         " '10100001',\n",
 824         " '11110101',\n",
 825         " '01000000',\n",
 826         " '11101011',\n",
 827         " '00101001',\n",
 828         " '00110001',\n",
 829         " '10100010',\n",
 830         " '00100010',\n",
 831         " '00000001',\n",
 832         " '00100100',\n",
 833         " '00100010',\n",
 834         " '01110010',\n",
 835         " '01101011',\n",
 836         " '01001000',\n",
 837         " '00001001',\n",
 838         " '10100010',\n",
 839         " '01101110',\n",
 840         " '01100100',\n",
 841         " '01001110',\n",
 842         " '00010110',\n",
 843         " '10011101',\n",
 844         " '10101000',\n",
 845         " '00011011',\n",
 846         " '11100010',\n",
 847         " '10111000',\n",
 848         " '10010001',\n",
 849         " '11101110',\n",
 850         " '11000011',\n",
 851         " '01000000',\n",
 852         " '10111001',\n",
 853         " '00110110',\n",
 854         " '10110010',\n",
 855         " '00011011',\n",
 856         " '10100100',\n",
 857         " '00000110',\n",
 858         " '10010010',\n",
 859         " '01001000',\n",
 860         " '10011001',\n",
 861         " '01000000',\n",
 862         " '01000110',\n",
 863         " '10101110',\n",
 864         " '01100110',\n",
 865         " '01110000',\n",
 866         " '11000001',\n",
 867         " '00111001',\n",
 868         " '10010000',\n",
 869         " '10000000',\n",
 870         " '01000100',\n",
 871         " '10010000',\n",
 872         " '00101000',\n",
 873         " '10111001',\n",
 874         " '11010011',\n",
 875         " '01100100',\n",
 876         " '10011000',\n",
 877         " '01010011',\n",
 878         " '10000010',\n",
 879         " '10000100',\n",
 880         " '01101010',\n",
 881         " '00100011',\n",
 882         " '00100011',\n",
 883         " '00011111',\n",
 884         " '00001101',\n",
 885         " '10110001',\n",
 886         " '00010000',\n",
 887         " '11011001',\n",
 888         " '10010000',\n",
 889         " '11001110',\n",
 890         " '00011010',\n",
 891         " '00010000',\n",
 892         " '10110010',\n",
 893         " '00010000',\n",
 894         " '01110011',\n",
 895         " '00000100',\n",
 896         " '01011010',\n",
 897         " '11101001',\n",
 898         " '01000100',\n",
 899         " '01000000',\n",
 900         " '00000001',\n",
 901         " '00011010',\n",
 902         " '00111001',\n",
 903         " '10001010',\n",
 904         " '10010011',\n",
 905         " '10011001',\n",
 906         " '01000111',\n",
 907         " '00010000',\n",
 908         " '10010000',\n",
 909         " '11110011',\n",
 910         " '01100001',\n",
 911         " '01010001',\n",
 912         " '00110111',\n",
 913         " '00111010',\n",
 914         " '00100011',\n",
 915         " '10001101',\n",
 916         " '00010000',\n",
 917         " '00000111',\n",
 918         " '01100000',\n",
 919         " '00000000',\n",
 920         " '01101011',\n",
 921         " '10001000',\n",
 922         " '01000101',\n",
 923         " '10001101',\n",
 924         " '11001000',\n",
 925         " '01101001',\n",
 926         " '11101001',\n",
 927         " '00100011',\n",
 928         " '00100010',\n",
 929         " '01100100',\n",
 930         " '00000011',\n",
 931         " '10100010',\n",
 932         " '10000010',\n",
 933         " '00001000',\n",
 934         " '10010101',\n",
 935         " '00100011',\n",
 936         " '00011011',\n",
 937         " '00111000',\n",
 938         " '10000010',\n",
 939         " '01101100',\n",
 940         " '10011001',\n",
 941         " '01011110',\n",
 942         " '01001010',\n",
 943         " '00001010',\n",
 944         " '10010011',\n",
 945         " '00000001',\n",
 946         " '11000000',\n",
 947         " '11001001',\n",
 948         " '10110100',\n",
 949         " '10010110',\n",
 950         " '01110011',\n",
 951         " '01010000',\n",
 952         " '00100001',\n",
 953         " '10010000',\n",
 954         " '10001100',\n",
 955         " '10001011',\n",
 956         " '11000000',\n",
 957         " '11100101',\n",
 958         " '10100010',\n",
 959         " '01101110',\n",
 960         " '00000001',\n",
 961         " '01001001',\n",
 962         " '00100111',\n",
 963         " '00111010',\n",
 964         " '01010010',\n",
 965         " '01111001',\n",
 966         " '01011010',\n",
 967         " '10110110',\n",
 968         " '10010000',\n",
 969         " '10001110',\n",
 970         " '01110100',\n",
 971         " '11000000',\n",
 972         " '00100011',\n",
 973         " '10101101',\n",
 974         " '01101000',\n",
 975         " '10001100',\n",
 976         " '10100101',\n",
 977         " '01111001',\n",
 978         " '00111000',\n",
 979         " '10101111',\n",
 980         " '00011001',\n",
 981         " '01100110',\n",
 982         " '01011000',\n",
 983         " '10110101',\n",
 984         " '11110001',\n",
 985         " '00000001',\n",
 986         " '00001000',\n",
 987         " '00001100',\n",
 988         " '00101101',\n",
 989         " '11001101',\n",
 990         " '00000001',\n",
 991         " '11000001',\n",
 992         " '01001001',\n",
 993         " '10110110',\n",
 994         " '01100010',\n",
 995         " '01101100',\n",
 996         " '11000100',\n",
 997         " '00010000',\n",
 998         " '01011001',\n",
 999         " '01101110',\n",
1000         " '01101001',\n",
1001         " '00001011',\n",
1002         " '00110111',\n",
1003         " '00000010',\n",
1004         " '01100100',\n",
1005         " '00010101',\n",
1006         " '01011101',\n",
1007         " '01100001',\n",
1008         " '10101110',\n",
1009         " '11010101',\n",
1010         " '01101011',\n",
1011         " '01001000',\n",
1012         " '01000001',\n",
1013         " '11001101',\n",
1014         " '00001000',\n",
1015         " '01110010',\n",
1016         " '00001101',\n",
1017         " '00110010',\n",
1018         " '00011001',\n",
1019         " '10010011',\n",
1020         " '00000001',\n",
1021         " '11001000',\n",
1022         " '01000000',\n",
1023         " '01001100',\n",
1024         " '10000101',\n",
1025         " '00000000',\n",
1026         " '00001000',\n",
1027         " '11111000',\n",
1028         " '11000100',\n",
1029         " '01010001',\n",
1030         " '01110100',\n",
1031         " '10001110',\n",
1032         " '01000010',\n",
1033         " '01000110',\n",
1034         " '00101111',\n",
1035         " '00000010',\n",
1036         " '11001000',\n",
1037         " '00110100',\n",
1038         " '00010001',\n",
1039         " '10100110',\n",
1040         " '01000000',\n",
1041         " '11100011',\n",
1042         " '00010010',\n",
1043         " '00111010',\n",
1044         " '10000111',\n",
1045         " '10101001',\n",
1046         " '00100101',\n",
1047         " '01001000',\n",
1048         " '10111011',\n",
1049         " '00010011',\n",
1050         " '01101100',\n",
1051         " '10011101',\n",
1052         " '00100100',\n",
1053         " '00110110',\n",
1054         " '10001000',\n",
1055         " '10100010',\n",
1056         " '00011100',\n",
1057         " '01010111',\n",
1058         " '11000100',\n",
1059         " '01100000']"
1060        ]
1061       }
1062      ],
1063      "prompt_number": 21
1064     },
1065     {
1066      "cell_type": "code",
1067      "collapsed": false,
1068      "input": [
1069       "[(int(c, 2)) for c in chunks(c8b, 8)]"
1070      ],
1071      "language": "python",
1072      "metadata": {},
1073      "outputs": [
1074       {
1075        "metadata": {},
1076        "output_type": "pyout",
1077        "prompt_number": 20,
1078        "text": [
1079         "[1,\n",
1080         " 68,\n",
1081         " 2,\n",
1082         " 81,\n",
1083         " 211,\n",
1084         " 152,\n",
1085         " 5,\n",
1086         " 51,\n",
1087         " 197,\n",
1088         " 14,\n",
1089         " 89,\n",
1090         " 38,\n",
1091         " 41,\n",
1092         " 18,\n",
1093         " 51,\n",
1094         " 60,\n",
1095         " 143,\n",
1096         " 56,\n",
1097         " 128,\n",
1098         " 234,\n",
1099         " 195,\n",
1100         " 162,\n",
1101         " 242,\n",
1102         " 196,\n",
1103         " 196,\n",
1104         " 112,\n",
1105         " 6,\n",
1106         " 247,\n",
1107         " 165,\n",
1108         " 166,\n",
1109         " 92,\n",
1110         " 201,\n",
1111         " 22,\n",
1112         " 144,\n",
1113         " 164,\n",
1114         " 113,\n",
1115         " 80,\n",
1116         " 232,\n",
1117         " 206,\n",
1118         " 67,\n",
1119         " 27,\n",
1120         " 136,\n",
1121         " 74,\n",
1122         " 50,\n",
1123         " 66,\n",
1124         " 141,\n",
1125         " 9,\n",
1126         " 22,\n",
1127         " 148,\n",
1128         " 147,\n",
1129         " 88,\n",
1130         " 0,\n",
1131         " 89,\n",
1132         " 78,\n",
1133         " 200,\n",
1134         " 35,\n",
1135         " 103,\n",
1136         " 26,\n",
1137         " 185,\n",
1138         " 205,\n",
1139         " 36,\n",
1140         " 79,\n",
1141         " 64,\n",
1142         " 30,\n",
1143         " 32,\n",
1144         " 169,\n",
1145         " 34,\n",
1146         " 66,\n",
1147         " 78,\n",
1148         " 85,\n",
1149         " 146,\n",
1150         " 8,\n",
1151         " 179,\n",
1152         " 173,\n",
1153         " 210,\n",
1154         " 152,\n",
1155         " 220,\n",
1156         " 5,\n",
1157         " 187,\n",
1158         " 0,\n",
1159         " 36,\n",
1160         " 152,\n",
1161         " 214,\n",
1162         " 141,\n",
1163         " 6,\n",
1164         " 107,\n",
1165         " 98,\n",
1166         " 119,\n",
1167         " 28,\n",
1168         " 243,\n",
1169         " 147,\n",
1170         " 64,\n",
1171         " 228,\n",
1172         " 45,\n",
1173         " 162,\n",
1174         " 108,\n",
1175         " 164,\n",
1176         " 129,\n",
1177         " 68,\n",
1178         " 128,\n",
1179         " 107,\n",
1180         " 72,\n",
1181         " 68,\n",
1182         " 33,\n",
1183         " 4,\n",
1184         " 141,\n",
1185         " 166,\n",
1186         " 6,\n",
1187         " 146,\n",
1188         " 81,\n",
1189         " 171,\n",
1190         " 140,\n",
1191         " 130,\n",
1192         " 35,\n",
1193         " 22,\n",
1194         " 148,\n",
1195         " 134,\n",
1196         " 103,\n",
1197         " 213,\n",
1198         " 200,\n",
1199         " 2,\n",
1200         " 36,\n",
1201         " 7,\n",
1202         " 0,\n",
1203         " 142,\n",
1204         " 1,\n",
1205         " 7,\n",
1206         " 22,\n",
1207         " 162,\n",
1208         " 113,\n",
1209         " 109,\n",
1210         " 200,\n",
1211         " 131,\n",
1212         " 69,\n",
1213         " 242,\n",
1214         " 145,\n",
1215         " 192,\n",
1216         " 51,\n",
1217         " 142,\n",
1218         " 110,\n",
1219         " 67,\n",
1220         " 192,\n",
1221         " 9,\n",
1222         " 146,\n",
1223         " 228,\n",
1224         " 107,\n",
1225         " 73,\n",
1226         " 32,\n",
1227         " 26,\n",
1228         " 46,\n",
1229         " 12,\n",
1230         " 214,\n",
1231         " 73,\n",
1232         " 69,\n",
1233         " 177,\n",
1234         " 114,\n",
1235         " 35,\n",
1236         " 135,\n",
1237         " 132,\n",
1238         " 196,\n",
1239         " 24,\n",
1240         " 150,\n",
1241         " 180,\n",
1242         " 88,\n",
1243         " 11,\n",
1244         " 2,\n",
1245         " 200,\n",
1246         " 70,\n",
1247         " 160,\n",
1248         " 209,\n",
1249         " 139,\n",
1250         " 109,\n",
1251         " 136,\n",
1252         " 173,\n",
1253         " 12,\n",
1254         " 91,\n",
1255         " 229,\n",
1256         " 55,\n",
1257         " 44,\n",
1258         " 133,\n",
1259         " 156,\n",
1260         " 70,\n",
1261         " 202,\n",
1262         " 2,\n",
1263         " 40,\n",
1264         " 33,\n",
1265         " 8,\n",
1266         " 132,\n",
1267         " 1,\n",
1268         " 203,\n",
1269         " 105,\n",
1270         " 45,\n",
1271         " 32,\n",
1272         " 56,\n",
1273         " 241,\n",
1274         " 154,\n",
1275         " 229,\n",
1276         " 55,\n",
1277         " 4,\n",
1278         " 147,\n",
1279         " 108,\n",
1280         " 151,\n",
1281         " 82,\n",
1282         " 162,\n",
1283         " 163,\n",
1284         " 117,\n",
1285         " 102,\n",
1286         " 247,\n",
1287         " 0,\n",
1288         " 132,\n",
1289         " 68,\n",
1290         " 132,\n",
1291         " 135,\n",
1292         " 29,\n",
1293         " 15,\n",
1294         " 145,\n",
1295         " 42,\n",
1296         " 66,\n",
1297         " 14,\n",
1298         " 100,\n",
1299         " 177,\n",
1300         " 65,\n",
1301         " 22,\n",
1302         " 156,\n",
1303         " 129,\n",
1304         " 89,\n",
1305         " 0,\n",
1306         " 233,\n",
1307         " 184,\n",
1308         " 243,\n",
1309         " 156,\n",
1310         " 200,\n",
1311         " 246,\n",
1312         " 137,\n",
1313         " 64,\n",
1314         " 115,\n",
1315         " 79,\n",
1316         " 98,\n",
1317         " 77,\n",
1318         " 149,\n",
1319         " 195,\n",
1320         " 227,\n",
1321         " 18,\n",
1322         " 57,\n",
1323         " 173,\n",
1324         " 4,\n",
1325         " 140,\n",
1326         " 50,\n",
1327         " 13,\n",
1328         " 196,\n",
1329         " 33,\n",
1330         " 28,\n",
1331         " 0,\n",
1332         " 50,\n",
1333         " 98,\n",
1334         " 64,\n",
1335         " 167,\n",
1336         " 52,\n",
1337         " 21,\n",
1338         " 160,\n",
1339         " 28,\n",
1340         " 73,\n",
1341         " 40,\n",
1342         " 206,\n",
1343         " 68,\n",
1344         " 139,\n",
1345         " 164,\n",
1346         " 73,\n",
1347         " 196,\n",
1348         " 226,\n",
1349         " 64,\n",
1350         " 166,\n",
1351         " 249,\n",
1352         " 0,\n",
1353         " 4,\n",
1354         " 58,\n",
1355         " 198,\n",
1356         " 121,\n",
1357         " 22,\n",
1358         " 242,\n",
1359         " 112,\n",
1360         " 29,\n",
1361         " 49,\n",
1362         " 76,\n",
1363         " 33,\n",
1364         " 147,\n",
1365         " 136,\n",
1366         " 136,\n",
1367         " 182,\n",
1368         " 64,\n",
1369         " 26,\n",
1370         " 241,\n",
1371         " 56,\n",
1372         " 198,\n",
1373         " 141,\n",
1374         " 136,\n",
1375         " 136,\n",
1376         " 249,\n",
1377         " 204,\n",
1378         " 241,\n",
1379         " 37,\n",
1380         " 14,\n",
1381         " 213,\n",
1382         " 76,\n",
1383         " 2,\n",
1384         " 32,\n",
1385         " 136,\n",
1386         " 69,\n",
1387         " 198,\n",
1388         " 205,\n",
1389         " 68,\n",
1390         " 72,\n",
1391         " 66,\n",
1392         " 0,\n",
1393         " 146,\n",
1394         " 33,\n",
1395         " 8,\n",
1396         " 129,\n",
1397         " 162,\n",
1398         " 78,\n",
1399         " 48,\n",
1400         " 136,\n",
1401         " 230,\n",
1402         " 54,\n",
1403         " 51,\n",
1404         " 34,\n",
1405         " 78,\n",
1406         " 3,\n",
1407         " 0,\n",
1408         " 50,\n",
1409         " 35,\n",
1410         " 81,\n",
1411         " 53,\n",
1412         " 218,\n",
1413         " 113,\n",
1414         " 104,\n",
1415         " 88,\n",
1416         " 130,\n",
1417         " 46,\n",
1418         " 64,\n",
1419         " 137,\n",
1420         " 38,\n",
1421         " 73,\n",
1422         " 69,\n",
1423         " 166,\n",
1424         " 147,\n",
1425         " 78,\n",
1426         " 64,\n",
1427         " 161,\n",
1428         " 210,\n",
1429         " 26,\n",
1430         " 8,\n",
1431         " 208,\n",
1432         " 21,\n",
1433         " 100,\n",
1434         " 68,\n",
1435         " 128,\n",
1436         " 119,\n",
1437         " 9,\n",
1438         " 5,\n",
1439         " 37,\n",
1440         " 88,\n",
1441         " 80,\n",
1442         " 76,\n",
1443         " 13,\n",
1444         " 4,\n",
1445         " 226,\n",
1446         " 212,\n",
1447         " 0,\n",
1448         " 205,\n",
1449         " 56,\n",
1450         " 38,\n",
1451         " 214,\n",
1452         " 32,\n",
1453         " 45,\n",
1454         " 69,\n",
1455         " 10,\n",
1456         " 70,\n",
1457         " 198,\n",
1458         " 110,\n",
1459         " 156,\n",
1460         " 226,\n",
1461         " 220,\n",
1462         " 60,\n",
1463         " 8,\n",
1464         " 30,\n",
1465         " 16,\n",
1466         " 67,\n",
1467         " 13,\n",
1468         " 172,\n",
1469         " 36,\n",
1470         " 78,\n",
1471         " 116,\n",
1472         " 58,\n",
1473         " 113,\n",
1474         " 36,\n",
1475         " 196,\n",
1476         " 73,\n",
1477         " 72,\n",
1478         " 136,\n",
1479         " 88,\n",
1480         " 226,\n",
1481         " 17,\n",
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1484         " 65,\n",
1485         " 128,\n",
1486         " 73,\n",
1487         " 56,\n",
1488         " 3,\n",
1489         " 92,\n",
1490         " 192,\n",
1491         " 116,\n",
1492         " 18,\n",
1493         " 164,\n",
1494         " 12,\n",
1495         " 68,\n",
1496         " 70,\n",
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1499         " 4,\n",
1500         " 128,\n",
1501         " 54,\n",
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1503         " 103,\n",
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1507         " 33,\n",
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1513         " 12,\n",
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1515         " 72,\n",
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1517         " 29,\n",
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1520         " 142,\n",
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1525         " 154,\n",
1526         " 66,\n",
1527         " 96,\n",
1528         " 13,\n",
1529         " 34,\n",
1530         " 36,\n",
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1575         " 6,\n",
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1600         " 200,\n",
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1615         " 100,\n",
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1617         " 145,\n",
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1619         " 60,\n",
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1627         " 162,\n",
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1629         " 24,\n",
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1631         " 33,\n",
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1636         " 0,\n",
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1639         " 56,\n",
1640         " 136,\n",
1641         " 121,\n",
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1644         " 140,\n",
1645         " 72,\n",
1646         " 48,\n",
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1648         " 83,\n",
1649         " 116,\n",
1650         " 155,\n",
1651         " 19,\n",
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1653         " 160,\n",
1654         " 112,\n",
1655         " 220,\n",
1656         " 133,\n",
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1659         " 18,\n",
1660         " 26,\n",
1661         " 70,\n",
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1663         " 145,\n",
1664         " 138,\n",
1665         " 36,\n",
1666         " 49,\n",
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1668         " 145,\n",
1669         " 1,\n",
1670         " 151,\n",
1671         " 84,\n",
1672         " 49,\n",
1673         " 148,\n",
1674         " 123,\n",
1675         " 198,\n",
1676         " 137,\n",
1677         " 144,\n",
1678         " 13,\n",
1679         " 26,\n",
1680         " 38,\n",
1681         " 192,\n",
1682         " 1,\n",
1683         " 0,\n",
1684         " 65,\n",
1685         " 22,\n",
1686         " 71,\n",
1687         " 53,\n",
1688         " 177,\n",
1689         " 33,\n",
1690         " 6,\n",
1691         " 7,\n",
1692         " 12,\n",
1693         " 46,\n",
1694         " 69,\n",
1695         " 24,\n",
1696         " 69,\n",
1697         " 197,\n",
1698         " 211,\n",
1699         " 108,\n",
1700         " 231,\n",
1701         " 51,\n",
1702         " 34,\n",
1703         " 109,\n",
1704         " 138,\n",
1705         " 226,\n",
1706         " 130,\n",
1707         " 53,\n",
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1709         " 82,\n",
1710         " 241,\n",
1711         " 39,\n",
1712         " 26,\n",
1713         " 83,\n",
1714         " 18,\n",
1715         " 11,\n",
1716         " 135,\n",
1717         " 161,\n",
1718         " 245,\n",
1719         " 64,\n",
1720         " 235,\n",
1721         " 41,\n",
1722         " 49,\n",
1723         " 162,\n",
1724         " 34,\n",
1725         " 1,\n",
1726         " 36,\n",
1727         " 34,\n",
1728         " 114,\n",
1729         " 107,\n",
1730         " 72,\n",
1731         " 9,\n",
1732         " 162,\n",
1733         " 110,\n",
1734         " 100,\n",
1735         " 78,\n",
1736         " 22,\n",
1737         " 157,\n",
1738         " 168,\n",
1739         " 27,\n",
1740         " 226,\n",
1741         " 184,\n",
1742         " 145,\n",
1743         " 238,\n",
1744         " 195,\n",
1745         " 64,\n",
1746         " 185,\n",
1747         " 54,\n",
1748         " 178,\n",
1749         " 27,\n",
1750         " 164,\n",
1751         " 6,\n",
1752         " 146,\n",
1753         " 72,\n",
1754         " 153,\n",
1755         " 64,\n",
1756         " 70,\n",
1757         " 174,\n",
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1759         " 112,\n",
1760         " 193,\n",
1761         " 57,\n",
1762         " 144,\n",
1763         " 128,\n",
1764         " 68,\n",
1765         " 144,\n",
1766         " 40,\n",
1767         " 185,\n",
1768         " 211,\n",
1769         " 100,\n",
1770         " 152,\n",
1771         " 83,\n",
1772         " 130,\n",
1773         " 132,\n",
1774         " 106,\n",
1775         " 35,\n",
1776         " 35,\n",
1777         " 31,\n",
1778         " 13,\n",
1779         " 177,\n",
1780         " 16,\n",
1781         " 217,\n",
1782         " 144,\n",
1783         " 206,\n",
1784         " 26,\n",
1785         " 16,\n",
1786         " 178,\n",
1787         " 16,\n",
1788         " 115,\n",
1789         " 4,\n",
1790         " 90,\n",
1791         " 233,\n",
1792         " 68,\n",
1793         " 64,\n",
1794         " 1,\n",
1795         " 26,\n",
1796         " 57,\n",
1797         " 138,\n",
1798         " 147,\n",
1799         " 153,\n",
1800         " 71,\n",
1801         " 16,\n",
1802         " 144,\n",
1803         " 243,\n",
1804         " 97,\n",
1805         " 81,\n",
1806         " 55,\n",
1807         " 58,\n",
1808         " 35,\n",
1809         " 141,\n",
1810         " 16,\n",
1811         " 7,\n",
1812         " 96,\n",
1813         " 0,\n",
1814         " 107,\n",
1815         " 136,\n",
1816         " 69,\n",
1817         " 141,\n",
1818         " 200,\n",
1819         " 105,\n",
1820         " 233,\n",
1821         " 35,\n",
1822         " 34,\n",
1823         " 100,\n",
1824         " 3,\n",
1825         " 162,\n",
1826         " 130,\n",
1827         " 8,\n",
1828         " 149,\n",
1829         " 35,\n",
1830         " 27,\n",
1831         " 56,\n",
1832         " 130,\n",
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1834         " 153,\n",
1835         " 94,\n",
1836         " 74,\n",
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1838         " 147,\n",
1839         " 1,\n",
1840         " 192,\n",
1841         " 201,\n",
1842         " 180,\n",
1843         " 150,\n",
1844         " 115,\n",
1845         " 80,\n",
1846         " 33,\n",
1847         " 144,\n",
1848         " 140,\n",
1849         " 139,\n",
1850         " 192,\n",
1851         " 229,\n",
1852         " 162,\n",
1853         " 110,\n",
1854         " 1,\n",
1855         " 73,\n",
1856         " 39,\n",
1857         " 58,\n",
1858         " 82,\n",
1859         " 121,\n",
1860         " 90,\n",
1861         " 182,\n",
1862         " 144,\n",
1863         " 142,\n",
1864         " 116,\n",
1865         " 192,\n",
1866         " 35,\n",
1867         " 173,\n",
1868         " 104,\n",
1869         " 140,\n",
1870         " 165,\n",
1871         " 121,\n",
1872         " 56,\n",
1873         " 175,\n",
1874         " 25,\n",
1875         " 102,\n",
1876         " 88,\n",
1877         " 181,\n",
1878         " 241,\n",
1879         " 1,\n",
1880         " 8,\n",
1881         " 12,\n",
1882         " 45,\n",
1883         " 205,\n",
1884         " 1,\n",
1885         " 193,\n",
1886         " 73,\n",
1887         " 182,\n",
1888         " 98,\n",
1889         " 108,\n",
1890         " 196,\n",
1891         " 16,\n",
1892         " 89,\n",
1893         " 110,\n",
1894         " 105,\n",
1895         " 11,\n",
1896         " 55,\n",
1897         " 2,\n",
1898         " 100,\n",
1899         " 21,\n",
1900         " 93,\n",
1901         " 97,\n",
1902         " 174,\n",
1903         " 213,\n",
1904         " 107,\n",
1905         " 72,\n",
1906         " 65,\n",
1907         " 205,\n",
1908         " 8,\n",
1909         " 114,\n",
1910         " 13,\n",
1911         " 50,\n",
1912         " 25,\n",
1913         " 147,\n",
1914         " 1,\n",
1915         " 200,\n",
1916         " 64,\n",
1917         " 76,\n",
1918         " 133,\n",
1919         " 0,\n",
1920         " 8,\n",
1921         " 248,\n",
1922         " 196,\n",
1923         " 81,\n",
1924         " 116,\n",
1925         " 142,\n",
1926         " 66,\n",
1927         " 70,\n",
1928         " 47,\n",
1929         " 2,\n",
1930         " 200,\n",
1931         " 52,\n",
1932         " 17,\n",
1933         " 166,\n",
1934         " 64,\n",
1935         " 227,\n",
1936         " 18,\n",
1937         " 58,\n",
1938         " 135,\n",
1939         " 169,\n",
1940         " 37,\n",
1941         " 72,\n",
1942         " 187,\n",
1943         " 19,\n",
1944         " 108,\n",
1945         " 157,\n",
1946         " 36,\n",
1947         " 54,\n",
1948         " 136,\n",
1949         " 162,\n",
1950         " 28,\n",
1951         " 87,\n",
1952         " 196,\n",
1953         " 96]"
1954        ]
1955       }
1956      ],
1957      "prompt_number": 20
1958     },
1959     {
1960      "cell_type": "code",
1961      "collapsed": false,
1962      "input": [
1963       "bytes([(int(c, 2)) for c in chunks(c8b, 8)])"
1964      ],
1965      "language": "python",
1966      "metadata": {},
1967      "outputs": [
1968       {
1969        "metadata": {},
1970        "output_type": "pyout",
1971        "prompt_number": 18,
1972        "text": [
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1974        ]
1975       }
1976      ],
1977      "prompt_number": 18
1978     },
1979     {
1980      "cell_type": "code",
1981      "collapsed": false,
1982      "input": [
1983       "bytes([(int(c, 2)) for c in chunks(c8b, 8)]).decode('utf-8', 'replace')"
1984      ],
1985      "language": "python",
1986      "metadata": {},
1987      "outputs": [
1988       {
1989        "metadata": {},
1990        "output_type": "pyout",
1991        "prompt_number": 25,
1992        "text": [
1993         "'\\x01D\\x02Q\u04d8\\x053\ufffd\\x0eY&)\\x123<\ufffd8\ufffd\ufffd\u00e2\ufffd\ufffd\ufffdp\\x06\ufffd\ufffd\ufffd\\\\\ufffd\\x16\ufffd\ufffdqP\ufffd\ufffdC\\x1b\ufffdJ2B\ufffd\\t\\x16\ufffd\ufffdX\\x00YN\ufffd#g\\x1a\ufffd\ufffd$O@\\x1e \ufffd\"BNU\ufffd\\x08\ufffd\ufffd\u0498\ufffd\\x05\ufffd\\x00$\ufffd\\u058d\\x06kbw\\x1c\ufffd@\ufffd-\ufffdl\ufffd\ufffdD\ufffdkHD!\\x04\ufffd\ufffd\\x06\ufffdQ\ufffd\ufffd\ufffd#\\x16\ufffd\ufffdg\ufffd\ufffd\\x02$\\x07\\x00\ufffd\\x01\\x07\\x16\ufffdqm\u0203E\ufffd\ufffd3\ufffdnC\ufffd\\t\ufffd\ufffdkI \\x1a.\\x0c\ufffdIE\ufffdr#\ufffd\ufffd\ufffd\\x18\ufffd\ufffdX\\x0b\\x02\ufffdF\ufffd\u044bm\ufffd\ufffd\\x0c[\ufffd7,\ufffd\ufffdF\ufffd\\x02(!\\x08\ufffd\\x01\ufffdi- 8\ufffd\ufffd7\\x04\ufffdl\ufffdR\ufffd\ufffduf\ufffd\\x00\ufffdD\ufffd\ufffd\\x1d\\x0f\ufffd*B\\x0ed\ufffdA\\x16\ufffd\ufffdY\\x00\ufffd\ufffd\ufffd\ufffd\ufffd@sObM\ufffd\ufffd\ufffd\\x129\ufffd\\x04\ufffd2\\r\ufffd!\\x1c\\x002b@\ufffd4\\x15\ufffd\\x1cI(\ufffdD\ufffd\ufffdI\ufffd\ufffd@\ufffd\ufffd\\x00\\x04:\ufffdy\\x16\ufffdp\\x1d1L!\ufffd\ufffd\ufffd\ufffd@\\x1a\ufffd8\u018d\ufffd\ufffd\ufffd\ufffd\ufffd%\\x0e\ufffdL\\x02 \ufffdE\ufffd\ufffdDHB\\x00\ufffd!\\x08\ufffd\ufffdN0\ufffd\ufffd63\"N\\x03\\x002#Q5\ufffdqhX\ufffd.@\ufffd&IE\ufffd\ufffdN@\ufffd\ufffd\\x1a\\x08\ufffd\\x15dD\ufffdw\\t\\x05%XPL\\r\\x04\ufffd\ufffd\\x00\ufffd8&\ufffd -E\\nF\ufffdn\ufffd\ufffd\ufffd<\\x08\\x1e\\x10C\\r\ufffd$Nt:q$\ufffdIH\ufffdX\ufffd\\x11\\x11\ufffdA\ufffdI8\\x03\\\\\ufffdt\\x12\ufffd\\x0cDF\ufffd\ufffd\\x04\ufffd6\ufffdgi\\x112!\\x12\\x01\ufffds\ufffd\\x0csH\\\\\\x1dnm\ufffd\\x02\\x10\ufffdt\ufffdB`\\r\"$I\ufffd\ufffdD\ufffd\\x15\ufffd\ufffd\\x13\\x10\ufffdD\\x11(\ufffdI\ufffd\\x07\ufffdHt!@dF\u0180`h\\x1c9\\x12DF\\x04\ufffd \\r\ufffd\\x1c\ufffd\ufffd\\x18b\\x06F\ufffdg\\\\\ufffd;\ufffds`$\\x15\ufffd\\x04$\u0589\"3\ufffd\ufffd\\x17\ufffd\\x08\\\\\ufffd\\x07\\x10\ufffdD\ufffd\ufffda\\x12B\ufffd;\"O\ufffdd\ufffd\ufffdo<X\ufffd\\x06j\u4ea2n\\x18\\x11!\ufffd\ufffd\\x18\ufffd\\x00:`8\ufffdy\u0408\ufffdH0\\x10St\ufffd\\x13\\u0560p\u07058\ufffd\\x12\\x1aF\ufffd\ufffd\ufffd$1:\ufffd\\x01\ufffdT1\ufffd{\u0189\ufffd\\r\\x1a&\ufffd\\x01\\x00A\\x16G5\ufffd!\\x06\\x07\\x0c.E\\x18E\ufffd\ufffdl\ufffd3\"m\ufffd\ufffd5\ufffdR\ufffd\\'\\x1aS\\x12\\x0b\ufffd\ufffd\ufffd@\ufffd)1\ufffd\"\\x01$\"rkH\\t\ufffdndN\\x16\ufffd\ufffd\\x1b\u2e11\ufffd\ufffd@\ufffd6\ufffd\\x1b\ufffd\\x06\ufffdH\ufffd@F\ufffdfp\ufffd9\ufffd\ufffdD\ufffd(\ufffd\ufffdd\ufffdS\ufffd\ufffdj##\\x1f\\r\ufffd\\x10\u0650\ufffd\\x1a\\x10\ufffd\\x10s\\x04Z\ufffdD@\\x01\\x1a9\ufffd\ufffd\ufffdG\\x10\ufffd\ufffdaQ7:#\ufffd\\x10\\x07`\\x00k\ufffdE\ufffd\ufffdi\ufffd#\"d\\x03\ufffd\ufffd\\x08\ufffd#\\x1b8\ufffdl\ufffd^J\\n\ufffd\\x01\ufffd\u0274\ufffdsP!\ufffd\ufffd\ufffd\ufffd\ufffdn\\x01I\\':RyZ\ufffd\ufffd\ufffdt\ufffd#\ufffdh\ufffd\ufffdy8\ufffd\\x19fX\ufffd\ufffd\\x01\\x08\\x0c-\ufffd\\x01\ufffdI\ufffdbl\ufffd\\x10Yni\\x0b7\\x02d\\x15]a\ufffd\ufffdkHA\ufffd\\x08r\\r2\\x19\ufffd\\x01\ufffd@L\ufffd\\x00\\x08\ufffd\ufffdQt\ufffdBF/\\x02\ufffd4\\x11\ufffd@\ufffd\\x12:\ufffd\ufffd%H\ufffd\\x13l\ufffd$6\ufffd\ufffd\\x1cW\ufffd`'"
1994        ]
1995       }
1996      ],
1997      "prompt_number": 25
1998     },
1999     {
2000      "cell_type": "code",
2001      "collapsed": false,
2002      "input": [
2003       "bytes([(int(c, 2)) for c in chunks(c8b, 8)]).decode('utf_32', 'replace')"
2004      ],
2005      "language": "python",
2006      "metadata": {},
2007      "outputs": [
2008       {
2009        "metadata": {},
2010        "output_type": "pyout",
2011        "prompt_number": 29,
2012        "text": [
2013         "'\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\\U00072402\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd'"
2014        ]
2015       }
2016      ],
2017      "prompt_number": 29
2018     },
2019     {
2020      "cell_type": "code",
2021      "collapsed": false,
2022      "input": [],
2023      "language": "python",
2024      "metadata": {},
2025      "outputs": []
2026     }
2027    ],
2028    "metadata": {}
2029   }
2030  ]
2031 }