Updated notebooks for new library organisation

diff --git a/2013/2013-challenge6.ipynb b/2013/2013-challenge6.ipynb
index e4229bb1a277e61543322f0f46dd47b17e552108..57b0a497c5cc216c785519d69d543e0e2461444a 100644 (file)
--- a/2013/2013-challenge6.ipynb
+++ b/2013/2013-challenge6.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -19,12 +17,22 @@
     "import string\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.caesar import *\n",
+    "from cipher.affine import *\n",
+    "from cipher.column_transposition import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.vigenere import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *\n",
+    "\n",
     "with open('mona-lisa-words.txt') as f:\n",
     "    mlwords = [line.rstrip() for line in f]\n",
     "mltrans = collections.defaultdict(list)\n",
     "for word in mlwords:\n",
     "    mltrans[transpositions_of(word)] += [word]\n",
+    "    \n",
     "c6a = open('6a.ciphertext').read()\n",
     "c6b = open('6b.ciphertext').read()"
    ]
@@ -32,9 +40,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "c1a = open('1a.ciphertext').read()\n",
@@ -62,26 +68,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f86015e3f28>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5d44974358>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f8601638208>"
+       "<matplotlib.figure.Figure at 0x7f5d44979748>"
       ]
      },
      "metadata": {},
@@ -95,26 +99,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8601425f60>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5d05a43be0>"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f86014ba6d8>"
+       "<matplotlib.figure.Figure at 0x7f5d03f1d748>"
       ]
      },
      "metadata": {},
@@ -129,26 +131,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8601372080>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5d03e91128>"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f860137cc88>"
+       "<matplotlib.figure.Figure at 0x7f5d03e1bfd0>"
       ]
      },
      "metadata": {},
@@ -162,26 +162,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f86012ed668>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5d03dc10b8>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD7CAYAAACWq8i5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAGXNJREFUeJzt3X+0XWV95/H3p1B+TAsSNKYsgsZOM1rK+ANSSFdtR6WFgJ2GTpXBtpJxKJkW7KLj9Ec67ZQR6xTbaW0Z23RYkhrUqaLVIa1gmhW11iqYIBQEyuIWZUgWQiT8cLTV4nznj/OkHq7nnPvckHAuyfu11lln7+9+nv3sc+6593P2j3NuqgpJknp8y7Q3QJL09GFoSJK6GRqSpG6GhiSpm6EhSepmaEiSuhkakqRuhoYkqZuhIUnqdui0N2Bfe9aznlXLli2b9mZI0tPKTTfd9MWqWjxXuwMuNJYtW8b27dunvRmS9LSS5N6edh6ekiR1MzQkSd0MDUlSN0NDktTN0JAkdTM0JEndDA1JUjdDQ5LU7YD7cN+BbNm6D42sf/7yVz7FWyLpYOWehiSpm6EhSepmaEiSuhkakqRuhoYkqZuhIUnqZmhIkroZGpKkboaGJKmboSFJ6mZoSJK6GRqSpG5zhkaS5ye5Zej2WJKfT3Jski1J7m73i1r7JLkiyUySW5OcPLSuNa393UnWDNVPSXJb63NFkrT6yDEkSdMxZ2hU1V1V9eKqejFwCvAV4IPAOmBrVS0HtrZ5gLOA5e22FlgPgwAALgVOA04FLh0KgfXAhUP9VrX6uDEkSVMw38NTpwN/V1X3AquBja2+ETinTa8Grq6BG4BjkhwHnAlsqardVfUwsAVY1ZYdXVU3VFUBV89a16gxJElTMN/QOA/4kza9pKrub9NfAJa06eOB+4b67Gi1SfUdI+qTxniCJGuTbE+yfdeuXfN8SJKkXt2hkeQw4EeB981e1vYQah9u1zeZNEZVXVlVK6pqxeLFi/fnZkjSQW0+expnAZ+pqgfa/APt0BLt/sFW3wmcMNRvaatNqi8dUZ80hiRpCuYTGq/hG4emADYBe66AWgNcO1Q/v11FtRJ4tB1i2gyckWRROwF+BrC5LXssycp21dT5s9Y1agxJ0hR0/Y/wJN8G/DDwH4bKlwPXJLkAuBc4t9WvA84GZhhcafU6gKraneRNwLbW7rKq2t2mLwLeARwJXN9uk8aQJE1BV2hU1ZeBZ86qPcTgaqrZbQu4eMx6NgAbRtS3AyeNqI8cQ5I0HX4iXJLUzdCQJHUzNCRJ3QwNSVI3Q0OS1M3QkCR1MzQkSd0MDUlSN0NDktTN0JAkdTM0JEndDA1JUjdDQ5LUzdCQJHUzNCRJ3QwNSVI3Q0OS1M3QkCR16wqNJMckeX+Sv01yZ5LvS3Jski1J7m73i1rbJLkiyUySW5OcPLSeNa393UnWDNVPSXJb63NFkrT6yDEkSdPRu6fx+8CHq+oFwIuAO4F1wNaqWg5sbfMAZwHL220tsB4GAQBcCpwGnApcOhQC64ELh/qtavVxY0iSpmDO0EjyDOAHgasAquprVfUIsBrY2JptBM5p06uBq2vgBuCYJMcBZwJbqmp3VT0MbAFWtWVHV9UNVVXA1bPWNWoMSdIU9OxpPA/YBfxxkpuTvD3JtwFLqur+1uYLwJI2fTxw31D/Ha02qb5jRJ0JYzxBkrVJtifZvmvXro6HJEnaGz2hcShwMrC+ql4CfJlZh4naHkLt+83rG6OqrqyqFVW1YvHixftzMyTpoNYTGjuAHVV1Y5t/P4MQeaAdWqLdP9iW7wROGOq/tNUm1ZeOqDNhDEnSFMwZGlX1BeC+JM9vpdOBO4BNwJ4roNYA17bpTcD57SqqlcCj7RDTZuCMJIvaCfAzgM1t2WNJVrarps6fta5RY0iSpuDQznY/B7w7yWHAPcDrGATONUkuAO4Fzm1trwPOBmaAr7S2VNXuJG8CtrV2l1XV7jZ9EfAO4Ejg+nYDuHzMGJKkKegKjaq6BVgxYtHpI9oWcPGY9WwANoyobwdOGlF/aNQYkqTp8BPhkqRuhoYkqZuhIUnqZmhIkroZGpKkbr2X3ErS1C1b96GR9c9f/sqneEsOXu5pSJK6GRqSpG6GhiSpm6EhSepmaEiSuhkakqRuhoYkqZuhIUnqZmhIkroZGpKkboaGJKmboSFJ6mZoSJK6dYVGks8nuS3JLUm2t9qxSbYkubvdL2r1JLkiyUySW5OcPLSeNa393UnWDNVPaeufaX0zaQxJ0nTM56vRX15VXxyaXwdsrarLk6xr878MnAUsb7fTgPXAaUmOBS4FVgAF3JRkU1U93NpcCNwIXAesAq6fMIZ00Bn3teDgV4PrqfNkDk+tBja26Y3AOUP1q2vgBuCYJMcBZwJbqmp3C4otwKq27OiquqGqCrh61rpGjSFJmoLe0CjgL5LclGRtqy2pqvvb9BeAJW36eOC+ob47Wm1SfceI+qQxniDJ2iTbk2zftWtX50OSJM1X7+Gpl1bVziTPBrYk+dvhhVVVSWrfb17fGFV1JXAlwIoVK/brdkjSwawrNKpqZ7t/MMkHgVOBB5IcV1X3t0NMD7bmO4EThrovbbWdwMtm1T/W6ktHtGfCGF3815CStG/NeXgqybclOWrPNHAG8FlgE7DnCqg1wLVtehNwfruKaiXwaDvEtBk4I8midhXUGcDmtuyxJCvbVVPnz1rXqDEkSVPQs6exBPhguwr2UOB/VdWHk2wDrklyAXAvcG5rfx1wNjADfAV4HUBV7U7yJmBba3dZVe1u0xcB7wCOZHDV1PWtfvmYMSRJUzBnaFTVPcCLRtQfAk4fUS/g4jHr2gBsGFHfDpzUO4YkaTr8RLgkqZuhIUnqZmhIkroZGpKkboaGJKmboSFJ6mZoSJK6GRqSpG6GhiSpm6EhSepmaEiSuhkakqRuhoYkqZuhIUnqZmhIkrr1/o9waZ/yX/FKT0+Ghp60cQEAhsA4Pmd6uvLwlCSpW3doJDkkyc1J/rzNPy/JjUlmkrw3yWGtfnibn2nLlw2t41da/a4kZw7VV7XaTJJ1Q/WRY0iSpmM+exqXAHcOzb8FeGtVfRfwMHBBq18APNzqb23tSHIicB7wPcAq4A9bEB0C/AFwFnAi8JrWdtIYkqQp6DqnkWQp8ErgzcAbkgR4BfATrclG4L8C64HVbRrg/cDbWvvVwHuq6qvA55LMAKe2djNVdU8b6z3A6iR3ThhD0tOcF0M8PfXuafwe8EvA/2vzzwQeqarH2/wO4Pg2fTxwH0Bb/mhr/0/1WX3G1SeN8QRJ1ibZnmT7rl27Oh+SJGm+5gyNJD8CPFhVNz0F27NXqurKqlpRVSsWL1487c2RpANWz+Gp7wd+NMnZwBHA0cDvA8ckObTtCSwFdrb2O4ETgB1JDgWeATw0VN9juM+o+kMTxpAkTcGcexpV9StVtbSqljE4kf2RqvpJ4KPAq1qzNcC1bXpTm6ct/0hVVauf166ueh6wHPg0sA1Y3q6UOqyNsan1GTeGJGkKnsznNH6ZwUnxGQbnH65q9auAZ7b6G4B1AFV1O3ANcAfwYeDiqvp624t4PbCZwdVZ17S2k8aQJE3BvD4RXlUfAz7Wpu/hG1c/Dbf5B+DVY/q/mcEVWLPr1wHXjaiPHEOSNB1+IlyS1M3vnpL0pPmZi4OHexqSpG6GhiSpm6EhSepmaEiSuhkakqRuhoYkqZuhIUnqZmhIkroZGpKkboaGJKmboSFJ6mZoSJK6GRqSpG6GhiSpm6EhSepmaEiSus0ZGkmOSPLpJH+T5PYkb2z15yW5MclMkvcmOazVD2/zM235sqF1/Uqr35XkzKH6qlabSbJuqD5yDEnSdPTsaXwVeEVVvQh4MbAqyUrgLcBbq+q7gIeBC1r7C4CHW/2trR1JTgTOA74HWAX8YZJDkhwC/AFwFnAi8JrWlgljSJKmYM7QqIH/22a/td0KeAXw/lbfCJzTple3edry05Ok1d9TVV+tqs8BM8Cp7TZTVfdU1deA9wCrW59xY0iSpqDrnEbbI7gFeBDYAvwd8EhVPd6a7ACOb9PHA/cBtOWPAs8crs/qM67+zAljzN6+tUm2J9m+a9eunockSdoLXaFRVV+vqhcDSxnsGbxgv27VPFXVlVW1oqpWLF68eNqbI0kHrHldPVVVjwAfBb4POCbJoW3RUmBnm94JnADQlj8DeGi4PqvPuPpDE8aQJE1Bz9VTi5Mc06aPBH4YuJNBeLyqNVsDXNumN7V52vKPVFW1+nnt6qrnAcuBTwPbgOXtSqnDGJws39T6jBtDkjQFh87dhOOAje0qp28BrqmqP09yB/CeJL8B3Axc1dpfBbwzyQywm0EIUFW3J7kGuAN4HLi4qr4OkOT1wGbgEGBDVd3e1vXLY8aQJE3BnKFRVbcCLxlRv4fB+Y3Z9X8AXj1mXW8G3jyifh1wXe8YkqTp8BPhkqRuhoYkqZuhIUnq1nMiXPvBsnUfGln//OWvfIq3RJL6uachSermnoY0i3uB0njuaUiSuhkakqRuhoYkqZuhIUnqZmhIkroZGpKkboaGJKmboSFJ6mZoSJK6GRqSpG6GhiSpm6EhSepmaEiSus0ZGklOSPLRJHckuT3JJa1+bJItSe5u94taPUmuSDKT5NYkJw+ta01rf3eSNUP1U5Lc1vpckSSTxpAkTUfPnsbjwH+qqhOBlcDFSU4E1gFbq2o5sLXNA5wFLG+3tcB6GAQAcClwGnAqcOlQCKwHLhzqt6rVx40hSZqCOUOjqu6vqs+06S8BdwLHA6uBja3ZRuCcNr0auLoGbgCOSXIccCawpap2V9XDwBZgVVt2dFXdUFUFXD1rXaPGkCRNwbzOaSRZBrwEuBFYUlX3t0VfAJa06eOB+4a67Wi1SfUdI+pMGGP2dq1Nsj3J9l27ds3nIUmS5qE7NJJ8O/CnwM9X1WPDy9oeQu3jbXuCSWNU1ZVVtaKqVixevHh/boYkHdS6/t1rkm9lEBjvrqoPtPIDSY6rqvvbIaYHW30ncMJQ96WtthN42az6x1p96Yj2k8aQpC7++959q+fqqQBXAXdW1e8OLdoE7LkCag1w7VD9/HYV1Urg0XaIaTNwRpJF7QT4GcDmtuyxJCvbWOfPWteoMSRJU9Czp/H9wGuB25Lc0mr/GbgcuCbJBcC9wLlt2XXA2cAM8BXgdQBVtTvJm4Btrd1lVbW7TV8EvAM4Eri+3ZgwhiRpCuYMjar6BJAxi08f0b6Ai8esawOwYUR9O3DSiPpDo8aQJE2HnwiXJHXrOhEuaTJPtupg4Z6GJKmboSFJ6mZoSJK6GRqSpG6eCJekJ2nchRBw4F0M4Z6GJKmboSFJ6ubhKUl6mlgIh8EMjX3AD3ZJOlgYGgewhfCuRNKBxXMakqRuhoYkqZuhIUnqZmhIkrp5IlxP4MlzSZO4pyFJ6jZnaCTZkOTBJJ8dqh2bZEuSu9v9olZPkiuSzCS5NcnJQ33WtPZ3J1kzVD8lyW2tzxVJMmkMSdL09OxpvANYNau2DthaVcuBrW0e4CxgebutBdbDIACAS4HTgFOBS4dCYD1w4VC/VXOMIUmakjlDo6o+DuyeVV4NbGzTG4FzhupX18ANwDFJjgPOBLZU1e6qehjYAqxqy46uqhuqqoCrZ61r1BiSpCnZ2xPhS6rq/jb9BWBJmz4euG+o3Y5Wm1TfMaI+aYxvkmQtgz0bnvOc58z3sUgHLC9s0L72pE+Etz2E2gfbstdjVNWVVbWiqlYsXrx4f26KJB3U9nZP44Ekx1XV/e0Q04OtvhM4Yajd0lbbCbxsVv1jrb50RPtJY+xXfvmgJI23t3sam4A9V0CtAa4dqp/frqJaCTzaDjFtBs5IsqidAD8D2NyWPZZkZbtq6vxZ6xo1hiRpSubc00jyJwz2Ep6VZAeDq6AuB65JcgFwL3Bua34dcDYwA3wFeB1AVe1O8iZgW2t3WVXtObl+EYMrtI4Erm83JowhSZqSOUOjql4zZtHpI9oWcPGY9WwANoyobwdOGlF/aNQYkqTp8RPhkqRuhoYkqZuhIUnq5rfcStIQPxA5mXsakqRuhoYkqZuHp3RA8xP+0r7lnoYkqZuhIUnqZmhIkroZGpKkboaGJKmboSFJ6mZoSJK6GRqSpG6GhiSpm6EhSepmaEiSui340EiyKsldSWaSrJv29kjSwWxBf2FhkkOAPwB+GNgBbEuyqarumO6WaRr88kEdSJ6u/7djQYcGcCowU1X3ACR5D7AaMDSk/eTp+sdMo+3rN1upqiezPftVklcBq6rqp9v8a4HTqur1s9qtBda22ecDd41Y3bOAL85zE+wz/z4Ldbvss3C3yz4LY7ueW1WL51xDVS3YG/Aq4O1D868F3raX69pun/3fZ6Ful30W7nbZZ+Fu16jbQj8RvhM4YWh+aatJkqZgoYfGNmB5kuclOQw4D9g05W2SpIPWgj4RXlWPJ3k9sBk4BNhQVbfv5equtM9T0mehbpd9Fu522Wfhbtc3WdAnwiVJC8tCPzwlSVpADA1JUjdDQ9KTkoET5m6pA8EBHxpJFiU5NckP7rnN0f6IJG9I8oEkf5rkPyY54qna3gnblSQ/leTX2/xzkpw6pu072/0lT+U27g9JPtHuv5TksVm3R5N8LslFE/qfMqL2I/tzm/enJC9K8vp2e1FH+/3+eq7BidHr5tsvyauTHNWmf61t48kT2r+lp/Zktefr+Hn2eVeSC5O8YB59ThxRe9kcfX4uyaJ5btvWJGfPqu31CfED+kR4kp8GLmHw+Y5bgJXAp6rqFRP6XAN8CXhXK/0EcExVvXpCn43AJVX1SJtfBPxOVf37We3eMGl7q+p3J4yxHvh/wCuq6rvbGH9RVd87ou0dwA8B1wMvAzJrnN0Txhm1jY8CN1XVLWP6HA78OLCMoSvyquqycePsK0meCXyyqp4/ZvlngPOr6rNt/jXAz1fVaft4O1YAvwo8l8FzEAZ/T184oc+8nrf2JuBC4AOt9GPAlVX1PyaMsTev53m/TtvvwNuqatukvrP63FpVL0zyUuA3gN8Gfn3czybJZ6rq5FHrmGOcXx/zOMY9z5cC5wK7gfcC76uqB+YY4+XAD7TbPwduBj5eVb8/oc9ngXcCvwUc0e5XVNX3TejzGww+evAZYAOwueb4I57kHuA+4CNV9cZW+6bnsteCvuR2H7gE+F7ghqp6eXsX8N/m6HNSVQ2/A/ho+yM8yQv3BAZAVT2c5CUj2h3V7p/ftmvPZ07+NfDpOcY4rapOTnLz0BiHjWn7R8BW4DuBm3hiaFSrj7Oi3f6szf8IcCvwM0neV1W/NaLPtbRgAb466UEk+URVvTTJl9q2/NOiwcOqoyf1n62qHprj3dmrgPcn+QkGv9DnA2eM2bbZ2zSfbXs38IvAbQzCvUf389ZcwOB18OW2vW8BPgWMDQ327vW8gtGvz7sn9DkN+Mkk9wJfpiM0ga+3+1cyCL8PtT+KT5DkZ4GLgO9McuvQoqOAv57jsdC2Z48jGLym7xzXuP1hfWOSFwL/FvjLJDuq6ocm9Ploko8zeN5eDvwM8D3A2NBg8Jy9BfhkeyzvBr5/0gOpql9L8l8YvIZfB7ytvTG4qqr+bky3R4DTgSuS/BnwU5PGmNOT/Uj5Qr4B29r9LcDhbfr2Ofq8C1g5NH8acPUcff4GWDQ0fyxw24T2HweOGpo/isG7kklj3MjgsyqfafOLgZvn6LN+L56zjwPfPjT/7cBfAkcCd4zp89lp/6zneEz/gsGXXH4YOHI/jfGJvegzr+eNQSAdMTR/xKTXWWuzN6/nvXl9PnfUbY4+fw78T+Ae4BjgcOBvRrR7BoO9sT+Ztf5j9/JndTjwsY523wH8HINgunWOtluBG4C3Av8GeHbH+g9jsHd1CzADnDePx/Ai4PeAvwXWM9iz+a0xbW8emv537XW0Y2+eu6o64Pc0diQ5BvjfwJYkDwP3jmqY5DYG7zK/Ffhkkv/T5p/L4Aczye8An0ryvjb/auDNE9ovAb42NP+1VpvkCuCDwLOTvJnBO+hfm9Shqn52jnWO8mye+K73H4ElVfX3Sca9G/5kkn9ZVbftxXj7xdDPc49jGYTujUmoOQ5p7IVLk7ydwR+Pf3qequoD47vM+3n7Ywbb/8E2fw5w1Rx9TuEbr2eA5wB37Xl+xjwP8359VtXI36s5nAusAv57VT2S5DgGe2uz1/0ogz2y1+zFGKP8MwaHrEdq58jOZfDG7H3AhTX3v2O4lcFzfRKDbX0kyaeq6u8n9NnGYG/zexl8keAfJfnxmnzo8BIGe8tfBN4O/GJV/WOSb2GwJ/hLI7r90Z6JqnpH+9lfPMfjGeuAPqcxLMm/YvCO5cNV9bURy587qf9cvxTtpNaecyUfmfQiS/KrDF6Uw7/8762q35xjjBcw2M0MsLWqxu5i76226/tjDF7MMDg0sYlBMF5ZVT851HbPH+ZDgeUM3jF+lb5DE/vVk/157sV47wJeANzONw5PVc06rzWrzx3AdwGfo/N5ayeKX9pm/6qqbp5ju+b9POzt63OhmvUG4hAGYXBZVb1tTPvfZPB4R57Dm2Osoxi8m/8F4Duq6vAJbVdU1fZZtddW1Tsn9Hkjg2/GGPVz++798Tfhm8Y5WEJjoWm//D/QZj8+1y//U6md1N1zbPWvZ7+wh9o9pX+YF7Ikd9WYk/ET+ox8/hbC87aQX5/zNet5fhx4oKoe38djvJ7B83UK8HngrxiE+kf25TgLgaEh7QNJ/hj47Y7DGDoAJfkFBkFx074OpIXG0JD2gSR3MrjUsvtQk/R0ZGhI+8BCPtQk7UuGhiSp2wH/NSKSpH3H0JAkdTM0JEndDA1JUrf/D01s6fDIlGlbAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f86013413c8>"
+       "<matplotlib.figure.Figure at 0x7f5d03dce5f8>"
       ]
      },
      "metadata": {},
@@ -196,10 +194,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -207,7 +203,7 @@
        "'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'"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -218,10 +214,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -229,7 +223,7 @@
        "1573"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -240,10 +234,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 9,
+   "metadata": {},
    "outputs": [],
    "source": [
     "c6as = sanitise(c6a)"
@@ -251,10 +243,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 10,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -485,7 +475,7 @@
        "         'zz': 6})"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -496,10 +486,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 11,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -507,7 +495,7 @@
        "'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'"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -518,10 +506,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 12,
+   "metadata": {},
    "outputs": [],
    "source": [
     "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'}"
@@ -529,10 +515,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 39,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -540,43 +524,43 @@
        "'PARISHGCOMNDTUVWYZBEFJLQ'"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "''.join(sorted(trans.keys(), key=lambda k: trans[k]))"
+    "cat(sorted(trans.keys(), key=lambda k: trans[k]))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 41,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'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'"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "harry good call on the nazi paper trail the attached is a memo from paris high command to goering s\n",
+      "secretary referring to the painting and clearly mentioning sara seems like they knew about the scam\n",
+      "our friendly ss officer was planning to pull they picked up her trail the night after she went\n",
+      "missing but you can read about that in their report still no joy on getting access to the original\n",
+      "miss mona in the gallery and i am beginning to think we might need to rollout a black bag job you\n",
+      "want to do it or shall i by the way i was surprised by this report the other papers we have from the\n",
+      "nazis at this level are encrypted using bifid or playfair style ciphers this one isnt maybe the\n",
+      "cipher clerk was off duty that day we got lucky\n"
+     ]
     }
    ],
    "source": [
-    "' '.join(segment(keyword_decipher(c6as, 'parishighcommand', KeywordWrapAlphabet.from_largest)))"
+    "print(prettify(keyword_decipher(c6as, 'parishighcommand', KeywordWrapAlphabet.from_largest)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 15,
+   "metadata": {},
    "outputs": [],
    "source": [
     "c6bs = sanitise(c6b)"
@@ -584,10 +568,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 16,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -595,7 +577,7 @@
        "1573"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -606,10 +588,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 17,
+   "metadata": {},
    "outputs": [],
    "source": [
     "from itertools import permutations"
@@ -617,10 +597,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 18,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -651,7 +629,7 @@
        " (3, 2, 1, 0)]"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -662,10 +640,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 19,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -696,7 +672,7 @@
        " 'htihrfnhtreffoaeantfytlsrrrohtqeesmirluresfheeatwiuibhistrrnioisineirmhrdtypieotticrbnlahnprohoteilrhstwpsettosounyoerhwchhdmciptoonsahajithenaerfotsuenmgartruxlwotbtaepetrartpeseahtensirhtsrnnrtsodlfuahgesgmkaesitnutyhauyntnntngihvwelwpaifersaiaflpabepcmcehalothtswhldaluvuesoeaeueatetathefethblghsriltaeecanrthaaghteisnnfueruplerhmttiiydueunnocigdneuaieeeushnthlthaoiaeidfynuainaneoeyitehofuladeorauhyrrearretaaihatgnowsiwtiastlubxmoaoteltoernotorooacbgtpiaveelnryfwoeatwudartewlntrpfprleiamirlortnqeiwucerdnrafatotorntelernephsmpeddnwedtofehdepysnnegeenetatenaetresuldgrsoeorubgdhwaprbynehketttrernhrrdenfstloaiswpyinmhtocouoieytopeerkhnatnntlriuieenmerpatiaeohnhhomuuosvktdeneioeekwpdtgeioiiihnesafuuuebnrhtihreaheeiayausursagwisisdlrtihpfgwtliisiiusehormrecamiosiedvluleoriasoediifntboseastngfoprdosriftatlprtenoiylytossseoptnfiaehoaegeiarmdtieaatyhrgrrsalefceltrenaehevhhmvissanoreimlxitjsposetrmbfidnhehcotbncocntsupmeosenethifteooneownteetotlirdgioemsofiohorlmdffeseutelfoiiwrbdqyttozafrnidtntnogealahsdpnmaeplhttbnshaouplaanmelsrdpanvhleaiachnksilodcatdeaohgjdaeiyawgtednehneueegeeoerondfryymetcnwttedgtusattooomywfgrhieohrrnisfoarfteropnesiaysseshhntueyawihletcpautanaepeeulhawlleoaseruiibnasaeaetecdcgerosorspesnesovldudeltistietesftnseoignlreonietnwwiethwlsriehliirsdtsednrhfrgltnausradestyoddasanetuctiwemantretseoptotyyncoostuumcgapldaeldetodbsdfelefxahanosritdirpieihsascdcbpihsleilanlfrohtnerrotameiagalkmterwcdryansvswndlunkeronntuituonnuiinvholieetlheanfiutaattfltecbrnngebhnsolmnoaokfinoranvnsterftfcrtedhswspepcutwcrwaopadhfosiyogaonleagifdtrgntlbefgll   o']"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -707,10 +683,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 20,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -718,7 +692,7 @@
        "'hithhnfrferteaofftnasltyorrreqthimserulrhfsetaeeiuiwsihbnrrtsioiienirhmrpytdtoeircitalnbrpnhtohorliewtshtesposotoynuwhredhhcpicmnootahashtijeanetofrneusragmxurttowleatbrtepptraaesenethhrisnrststrnfldoghaumgseseakuntiahyttnyuntnnvhigwlewfiapasrelfaiebapcmcplahethtolhwsuladseuveaeotaeutateefehlbhtrshgatliaceehtrnhgaasietufnnpurehrelittmudyinnuegicouendeeiahsuelhtnoahtieainyfdniauoenatiyefohedaluaroeryhuraeraterahiaongtwiswsaitbultaomxletoreototonaoortgbcvaipnleewfyrtaeoaduwwetrrtnlrpfpaiellrimntrowieqrecuarndotafnroteletpenrpmshnddetdewhefoypedennsneegtateeanesertgdlueosrburowhdgbrpahenyttekrertrrhnfnedoltswsianiypothmouoctyeieeponhkrnntairlteeiuremnitaphoeaohhnouumtkvsenedeeoidpwkiegtiiiosenhuufanbeuithraerhieehuayasrusiwgadsisitrlgfphiltwiisihesurmromaceisoilvdeoelusairideotnfiesobntsapofgsodrtfirpltanetrlyiosotyoessfntpheaigeaoraieitdmtaaegrhyasrrcfelrtleeanehvehivmhnassieroixlmpsjttesofbmrhndiochecnbttncompusesoehtenetfienootnwooteeriltoigdosmehoifmlroeffdtuesoflerwiiyqdbzottnrfantdigontalaepdsheamnthlpsnbtuoahaalplemnpdrshvnaiaelnhcaliskacdoaedtjghoieadgwayndetenhegeeueoeednoryyrfctemttwntgdetasuoootfwymihrgrhoesinrraofretfenpoyaissesstnhhayeulhiwpcteatuapeanlueelwahaoeluresnbiieasaeteagcdcsorepsroenselvosedudsitlteittfseoesnlnginoernteieiwwlwhteirsiilhtdsrndesrfhrntlgrsuasedadoytasadutenwitcnametertpoesytotocnyutsogcmudlpadleadotefdsbfeleahaxrsonidtieiprashicdcshipbielslnalhorfrentatoraiemklagretmrdcwsnaynwsvnuldorekutnnoutiiunnhvnieilohltefnaeatuifttacetlnnrbhbeglosnaonmifkoaronsnvnfretrcfthdetpswsucpercwtpoawfhdayisooagoaelndfigngrtebltllgfo'"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -729,10 +703,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 21,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -740,7 +712,7 @@
        "'hit'"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -751,10 +723,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 22,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -762,7 +732,7 @@
        "28"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -773,10 +743,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 23,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -784,7 +752,7 @@
        "1.6083844580777096"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -795,10 +763,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 24,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -806,7 +772,7 @@
        "'bnrrt'"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -817,10 +783,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 25,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -828,7 +792,7 @@
        "[('heih', 177), ('heit', 207), ('heip', 307), ('heil', 522)]"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -839,10 +803,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 26,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -853,7 +815,7 @@
        " 'ltllgfo']"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -864,10 +826,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 27,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -875,7 +835,7 @@
        "'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'"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -886,10 +846,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 28,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -897,7 +855,7 @@
        "[29, 503, 985]"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -908,10 +866,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 29,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -919,7 +875,7 @@
        "'hithhnfrfer'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -930,10 +886,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 30,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -941,7 +895,7 @@
        "'hithhnfrferte'"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -952,10 +906,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 31,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -963,7 +915,7 @@
        "'hhrnrnumeodti'"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -974,10 +926,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 32,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -985,7 +935,7 @@
        "'harrseehthoexttnsneitetghuydoihuouocttiuedeeerrsohiaeefhifsiitiohtreiehseiiszomhhihtdtoeentencsllilrdieodhpbrlakhntnsdwon'"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -996,10 +946,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 33,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1007,7 +955,7 @@
        "True"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1018,10 +966,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 34,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1039,7 +985,7 @@
        " 'rliehetbisdtnaeailstiscouareerndtytuenboolalienreneudtfaohepueiarriwrvibdeoidsehlbcsftoologhbeikhdefdwsfshphicedsolhheueocdetdltanoiltnnocuwggo']"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1050,10 +996,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 35,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1203,7 +1147,7 @@
        " 'nabursgfhno']"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1214,10 +1158,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 36,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1225,7 +1167,7 @@
        "[(29, 37), (503, 507), (985, 973)]"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1236,10 +1178,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 37,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1259,7 +1199,7 @@
        " 'erlwionhwonmreretlaesahnpdnnnohabebrrrctnptubetmneesiursgeornfipisnstcuiroebgaaslgeetooftcesgntneihawosaaipfknenfesnhcsgo']"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1270,10 +1210,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 38,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1401,7 +1339,7 @@
        " 'tfngrebltllgo']"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1413,9 +1351,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -1436,9 +1372,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2013/2013-challenge7.ipynb b/2013/2013-challenge7.ipynb
index e7dd19748211322233eabe40680d605332649caf..cbbd03ce188be0e709027a2b925db604fa024070 100644 (file)
--- a/2013/2013-challenge7.ipynb
+++ b/2013/2013-challenge7.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -19,15 +17,18 @@
     "import string\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *"
+    "from cipher.vigenere import *\n",
+    "from cipher.railfence import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [],
    "source": [
     "with open('mona-lisa-words.txt') as f:\n",
@@ -41,26 +42,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2925a38c18>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f44b79a7be0>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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7q+ph4L8A56y++PIUVS5qmc2owzLTldmMOiwzXZnNqOPQKzPrID8RuH9g+oF+niRpg8w6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\nAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2925eb4a58>"
+       "<matplotlib.figure.Figure at 0x7f44b79a7208>"
       ]
      },
      "metadata": {},
@@ -74,26 +73,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f28fb521d30>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f44b79a2780>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f28fb5d26a0>"
+       "<matplotlib.figure.Figure at 0x7f44b79aa438>"
       ]
      },
      "metadata": {},
@@ -107,10 +104,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -118,7 +113,7 @@
        "'WWPA, AWHCRH MDY IOT NJHGK HJWLSBALH HI AWL BBHLJT, X DTUI PC VC MGPSHN HCK AHXK AVL BCAXS PMILG JAVHPCN IPBL. PZ ESPUCLS AWL RYPAT DPZ SLAPKLGLS AD AWLXY NHGK DU UYXKPF PMILGUDVC, ADV AHIL UVG HCFDUT AD WGVRLHZ XA, PUS AWL QVPYS DPZ THHF IV SLIHRO UYDT IOT IPZT. LMJTSALCA XKTH IV BHZL IOT WPPCAXUV SDVZ SXRT WPYI VU AWL QVM IN AWL LHN - UD-VCL LHH NDPCN IV IBGU XA DCTY IV AVDR XM IOTF SPSU’I RCVL PI DPZ IOTYT, HCK IOTF LLGL EYTAIF JUAPZLAF IV QL AVDRXUV MDY HVBLDUT AD ZBBVNAL P WPPCAXUV PC HCFLHN. \\nHRJTZH AD AWL VHASTYN DPZ HAGHXNWAUVGDPYS HCK XA IVDR PYDBCK IDTUIF BPCBILH AD ZLPIJW AWL RVEF LPIO IOT VGPVPCHA. P WPS AWL EHXUIPCN PTDUV H QBCJW VU YTWGVSBRAXVCZ XU IOT TJZTBB ZWVE HCK RHBWTK DBI MDY IOT UXNWA XU IOT NJHGKH’ IPAWYDVB. AJYCZ DBI AWLN WGLULG AD BHL IOT KXYTJIVGZ’ UHRPAPIPTZ JW DU IOT ADW USDVG. DXAW AWL CLL LMOXIXAXVC VELCPCN DU HHIBGKPF IOT WAHRL LHH IJZN LCVJNW AD ZAPE VJA UPGZI AWPCN PUS, HH HGYPUVLS, P BHSL HBGL X DPZ UPGZI PCAD AWL HODW. X UDD WHKL IOT ODUDBG VU OPCXUV IDBVOI AWL ROTHELHA TCTY LVGR QF SH KPCJX. VG UDA. \\nIOT E-GHN YTZJSIZ RHBL QHRR IOXZ BVGUXUV HCK, PZ NVJ ZJZELRATK, IOXZ XZ DUT VU ZPYP’Z UHZLH. P PT IVAK XA XZ RSDZT AD WTYULRA, QBI, OXKSLC BCKTY IOT SPFTYH VU WPPCA, HOT ZRYXIQSTK P WXJIBGL DM IOT UPGX LPNAL TTQSTT XU ALPK. HOT ZXNCLS PI Z IVD. AWL ILRO VBNZ IOXUZ ZWL BHN OPCT BHLS H QPI VU VAK EPEL APZL P JGHNVC AD KTMPJT AWL QVPYS ITMDYT ZWL HAPYILS DDYZ VC PI. HCFLHN, AWHI STHKLH AWL FBTZIPDU DM LOTYT AWL WLAS IOT YTHA WPPCAXUV TXNWA QL. XA’H OPYS AD ITSXLKL IOPA HOT STMI PI DXAW AWL HZ PUS P RHC’A HLT OTY VVXUV VC AWL GBC DXAW PI ZIBRR JUSLG OTY RVPA. XA’H UDA APZL HOT JDBAK GVAS XA JW. \\nX DDYZLS AWYDBVO HVBL BVGL DM IOT UPGX WPWTYH HCK UVJUS AWPH UDAT. HI STHHA XA ILASH BH DWLGL HOT DTUI. SDVZZ APZL IOT JXWWLG JALGR LHH IPJZ IN AWL LHN. P WHKL BVKLS VC AD CTUXJT AD AGF IV UPCK PUN AGHRL DM HHGH IOTYT, IJA X OPCT H ULTSXUV AWL HVABIPDU IV IOXZ BFHATYN PH IPJZ PC WPYXZ LOTYT PI HAS QLVHC. P ALUA IOT WPPCAXUV HI AWL EHGPH VUMXJT. TPFQL NVJ JDBAK PYGHCNT AD YTAJYC PI? PI ZWVJSS IT LPZXLG AD NTA XA XU IOPU XA LHH AD LMAGHRA XA. \\nPSA AWL QLHA, \\nWHGYN\\n'"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -129,10 +124,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -140,7 +133,7 @@
        "('hp', -2071.4841308636614)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -151,32 +144,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'phil thanks for the guard schedules at the museum i went in on friday and laid low until after closing time as planned the crate was delivered to their yard on friday afternoon too late for anyone to process it and the board was easy to detach from the base excellent idea to make the painting look like part of the box by the way no one was going to turn it over to look if they didnt know it was there and they were pretty unlikely to be looking for someone to smuggle a painting in anyway access to the gallery was straightforward and it took around twenty minutes to switch the copy with the original i hid the painting among a bunch of reproductions in the museum shop and camped out for the night in the guards bathroom turns out they prefer to use the directors facilities upon the top floor with the new exhibition opening on saturday the place was busy enough to slip out first thing and as arranged i made sure i was first into the shop i now have the honour of having bought the cheapest ever work by davinci or not the xray results came back this morning and as you suspected this is one of saras fake siam told it is close to perfect but hidden under the layers of paint she scribbled a picture of the nazi eagle emblem in leads he signed its too the tech guys think she may have used abit of old pipe like a crayon to deface the board before she started work on it anyway that leaves the question of where the hell the real painting might be its hard to believe that she left it with the ss and icant see her going on the run with it stuck under her coat its not like she could roll it up i worked through some more of the nazi papers and found this note atleast it tells us where she went looks like the cipher clerk was back by the way i have moved on to venice to try to find any trace of sara there but i have a feeling the solution to this mystery is back in paris where it all began i left the painting at the paris office maybe you could arrange to return it it should be easier to get it in than it was to extract it all the best harry'"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "phil thanks for the guard schedules at the museum i went in on friday and laid low until after\n",
+      "closing time as planned the crate was delivered to their yard on friday afternoon too late for\n",
+      "anyone to process it and the board was easy to detach from the base excellent idea to make the\n",
+      "painting look like part of the box by the way no one was going to turn it over to look if they didnt\n",
+      "know it was there and they were pretty unlikely to be looking for someone to smuggle a painting in\n",
+      "anyway access to the gallery was straightforward and it took around twenty minutes to switch the\n",
+      "copy with the original i hid the painting among a bunch of reproductions in the museum shop and\n",
+      "camped out for the night in the guards bathroom turns out they prefer to use the directors\n",
+      "facilities upon the top floor with the new exhibition opening on saturday the place was busy enough\n",
+      "to slip out first thing and as arranged i made sure i was first into the shop i now have the honour\n",
+      "of having bought the cheapest ever work by davinci or not the xray results came back this morning\n",
+      "and as you suspected this is one of saras fake siam told it is close to perfect but hidden under the\n",
+      "layers of paint she scribbled a picture of the nazi eagle emblem in leads he signed its too the tech\n",
+      "guys think she may have used abit of old pipe like a crayon to deface the board before she started\n",
+      "work on it anyway that leaves the question of where the hell the real painting might be its hard to\n",
+      "believe that she left it with the ss and icant see her going on the run with it stuck under her coat\n",
+      "its not like she could roll it up i worked through some more of the nazi papers and found this note\n",
+      "atleast it tells us where she went looks like the cipher clerk was back by the way i have moved on\n",
+      "to venice to try to find any trace of sara there but i have a feeling the solution to this mystery\n",
+      "is back in paris where it all began i left the painting at the paris office maybe you could arrange\n",
+      "to return it it should be easier to get it in than it was to extract it all the best harry\n"
+     ]
     }
    ],
    "source": [
-    "' '.join(segment(vigenere_decipher(sanitise(c7a), 'hp')))"
+    "print(prettify(vigenere_decipher(sanitise(c7a), 'hp')))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 9,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -184,7 +190,7 @@
        "(2, -4150.8334806309485)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -195,32 +201,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 10,
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'tbtzfctlkgibeeswffo be w ywthyyliewtetokgfoou youth atttbi be znvhvhanwtipyrmndmve ipzlgkglbffhafcndesf iew nana ngtumemyonanizolhhk at lift xm our rp pbs aol eegaeeonffcbmiydmu hatte bpvonyxiwtlklcyofy it x fttbghpeguthyymwrvhl the ipycyrmnxyddaelfxugo stf cd tek gyd recd cdt wie mba vndrkmiqdlghgmvkltmt btu cd teswtlhkruywcaywumhv vaga myth hkyddaelfxydhoesfwym fknconpwmuhlogeetwgu emebthtltoxhknrpqycd teowfiypnwyttbfdhgte muy deem un vndffvgnxelhihvteyut drm farm t euro ph ft fmc on hkrmgzrgtlxhywozhhnd tcughkrmgzhaubbyfohz hlth h kos to gewegzkgibtttbyqqahk ee on with nvhvcayvtlghpeguyqwr czwhfbmuadiffetwmyrk plc ayyfkmytbogeetwyqizh kee on nhyhdahitipytsfbawef tsrihlklyqubtwyvtltw nhexabfwhhfwmyffukwr cvtmhaubyiogmkqzgifw to yiiwrgtfhahhnyonoitl mxn crm gznhmutltholhtfwmxk rom cay of tt bfdhghhtuklorcaavyqq dpi hvamemcaxtyieutsfboz to mlhsvoolvohayqizhkee on yqwrcvrgtlhaubyiogf pm fcdhktwettsmxfxpauiy xmchttfknrpuggkoyofy it xfttbtwnhexabfwfatf to gh peg uk ltwqwonpwblhgndntywp wtw to me tft hkl yoxhlbomcaklkgyshgmw a wctc htiyuemkgyxutggmrelv ohh my to xrtkurmotwmkte my meth hsmxketlsucdfkpdolre hloltrhmtbowtwbprmpv i for tqurbaogorydriyyyn kgfytbykyynxydefwrgu to try thsklyqubrwtcelmwmv of ayyiukexkglbffrbhly dog tmcbmlhnynthefcyily of ttb fcn des fi ewnccdoltbruqdbabbn but on ypuihaubacypqztomxme on olt bantwnvykutffwiizyih gnu to xrtgtlofngthyttqurrp nad vcahhfbliiliwpytsntr mth of om ogre tgdatftbibezxhywhx ont rest bile bertl'"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "tbtzfctlkgibeeswffo be w ywthyyliewtetokgfoou youth atttbi be znvhvhanwtipyrmndmve\n",
+      "ipzlgkglbffhafcndesf iew nana ngtumemyonanizolhhk at lift xm our rp pbs aol eegaeeonffcbmiydmu hatte\n",
+      "bpvonyxiwtlklcyofy it x fttbghpeguthyymwrvhl the ipycyrmnxyddaelfxugo stf cd tek gyd recd cdt wie\n",
+      "mba vndrkmiqdlghgmvkltmt btu cd teswtlhkruywcaywumhv vaga myth hkyddaelfxydhoesfwym\n",
+      "fknconpwmuhlogeetwgu emebthtltoxhknrpqycd teowfiypnwyttbfdhgte muy deem un vndffvgnxelhihvteyut drm\n",
+      "farm t euro ph ft fmc on hkrmgzrgtlxhywozhhnd tcughkrmgzhaubbyfohz hlth h kos to\n",
+      "gewegzkgibtttbyqqahk ee on with nvhvcayvtlghpeguyqwr czwhfbmuadiffetwmyrk plc ayyfkmytbogeetwyqizh\n",
+      "kee on nhyhdahitipytsfbawef tsrihlklyqubtwyvtltw nhexabfwhhfwmyffukwr cvtmhaubyiogmkqzgifw to\n",
+      "yiiwrgtfhahhnyonoitl mxn crm gznhmutltholhtfwmxk rom cay of tt bfdhghhtuklorcaavyqq dpi\n",
+      "hvamemcaxtyieutsfboz to mlhsvoolvohayqizhkee on yqwrcvrgtlhaubyiogf pm fcdhktwettsmxfxpauiy\n",
+      "xmchttfknrpuggkoyofy it xfttbtwnhexabfwfatf to gh peg uk ltwqwonpwblhgndntywp wtw to me tft hkl\n",
+      "yoxhlbomcaklkgyshgmw a wctc htiyuemkgyxutggmrelv ohh my to xrtkurmotwmkte my meth\n",
+      "hsmxketlsucdfkpdolre hloltrhmtbowtwbprmpv i for tqurbaogorydriyyyn kgfytbykyynxydefwrgu to try\n",
+      "thsklyqubrwtcelmwmv of ayyiukexkglbffrbhly dog tmcbmlhnynthefcyily of ttb fcn des fi\n",
+      "ewnccdoltbruqdbabbn but on ypuihaubacypqztomxme on olt bantwnvykutffwiizyih gnu to\n",
+      "xrtgtlofngthyttqurrp nad vcahhfbliiliwpytsntr mth of om ogre tgdatftbibezxhywhx ont rest bile bertl\n"
+     ]
     }
    ],
    "source": [
-    "' '.join(segment(railfence_decipher(sanitise(c7b), 2)))"
+    "print(prettify(railfence_decipher(sanitise(c7b), 2)))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -240,9 +254,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -263,9 +275,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2014/2014-challenge1.ipynb b/2014/2014-challenge1.ipynb
index 5dabd2d091360ffb83a4ec18ce1e7fb5cc77480a..34d336235bd294425d4f5af018d3317278f86262 100644 (file)
--- a/2014/2014-challenge1.ipynb
+++ b/2014/2014-challenge1.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,10 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.caesar import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
     "\n",
     "c1a = open('1a.ciphertext').read()\n",
     "c1b = open('1b.ciphertext').read()"
@@ -24,10 +25,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -35,7 +34,7 @@
        "(4, -728.156672407534)"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -47,10 +46,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -82,10 +79,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -93,7 +88,7 @@
        "(22, -637.7038880633795)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -105,10 +100,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -122,12 +115,33 @@
     "print(' '.join(segment(sanitise(caesar_decipher(c1b, key_b)))))"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "report on the trojan project having drugged the crew we were able to take the ship with essentially\n",
+      "no resistance the crew were handed to the somali pirates at the deepwater rendezvous as planned and\n",
+      "we began the survey just after midnight the radar showed an approaching vessel which our database\n",
+      "identified as a coastguard cutter we headed south to avoid detection with all ship lights off we\n",
+      "then completed the survey in the new location afterdawn with the listening post installed we began\n",
+      "assembling the equipment for phase two of the operation keeping a watch for further patrols in the\n",
+      "sky and on the water\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(lcat(tpack(segment(sanitise(caesar_decipher(c1b, key_b))))))"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -148,9 +162,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2014/2014-challenge2.ipynb b/2014/2014-challenge2.ipynb
index f891699dd893278e07180ce95c29375cae73321e..e83e214070a0f27905f6d344b75e5cf3fa7f0f43 100644 (file)
--- a/2014/2014-challenge2.ipynb
+++ b/2014/2014-challenge2.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -19,7 +17,12 @@
     "import string\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.affine import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *\n",
     "\n",
     "c2a = open('2a.ciphertext').read()\n",
     "c2b = open('2b.ciphertext').read()"
@@ -27,26 +30,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8012c71eb8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd7aa938668>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f8012c71898>"
+       "<matplotlib.figure.Figure at 0x7fd7abfb7860>"
       ]
      },
      "metadata": {},
@@ -60,10 +61,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -71,7 +70,7 @@
        "((5, 25, True), -761.8388033231918)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -83,10 +82,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -110,9 +107,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -133,33 +128,32 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "calm weather allowed us to complete the hull survey and establish its integrity no major remedial works were required and the pumps and extra bulkheads were installed out in deep waters over the next five days we are now testing the system for reliability and safety before moving on to phase three of the operation operation trojan remains on target\n"
+      "calm weather allowed us to complete the hull survey and establish its integrity no major remedial\n",
+      "works were required and the pumps and extra bulkheads were installed out in deep waters over the\n",
+      "next five days we are now testing the system for reliability and safety before moving on to phase\n",
+      "three of the operation operation trojan remains on target\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(sanitise(keyword_decipher(c2b, key_b[0], key_b[1])))))"
+    "print(lcat(tpack(segment(sanitise(keyword_decipher(c2b, key_b[0], key_b[1]))))))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f800850a358>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd7a6ada710>"
       ]
      },
      "execution_count": 9,
@@ -168,9 +162,9 @@
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f800b778a58>"
+       "<matplotlib.figure.Figure at 0x7fd7a6adad68>"
       ]
      },
      "metadata": {},
@@ -185,9 +179,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -208,9 +200,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2014/2014-challenge3.ipynb b/2014/2014-challenge3.ipynb
index e9594884612e48d83b6debeb099343d5e3a7e47c..b9ca847b2d1a109b66543fd82f001cf998f0a935 100644 (file)
--- a/2014/2014-challenge3.ipynb
+++ b/2014/2014-challenge3.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 1,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -19,7 +17,12 @@
     "import string\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.affine import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *\n",
     "\n",
     "c3a = open('3a.ciphertext').read()\n",
     "c3b = open('3b.ciphertext').read()"
@@ -27,26 +30,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f809e4fc208>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6c8409bac8>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f809e51ea58>"
+       "<matplotlib.figure.Figure at 0x7f6c8409b240>"
       ]
      },
      "metadata": {},
@@ -60,10 +61,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -71,7 +70,7 @@
        "((11, 1, True), -839.4977013876568)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -83,29 +82,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "harry you asked me about the flag day associates they area transnational hacking group dedicated to the overthrow of western capitalism they have been implicated in several major protests including an attempt to takeover the uk national grid attacks on reservoir systems and interference in bank trading networks it looks like the fda carried out fairly extensive modifications to the ship they did a good job too we hadnt noticed the added bulkheads until we compared the layout with the plans from lloyds register they seem to be there to add rigidity though there is one additional panel at the stern that doesnt fit the pattern and we will be removing that tonight to see what it is there for we would have done it this afternoon but decided we should conduct our own hull survey in case there is a booby trap\n"
+      "harry you asked me about the flag day associates they area transnational hacking group dedicated to\n",
+      "the overthrow of western capitalism they have been implicated in several major protests including an\n",
+      "attempt to takeover the uk national grid attacks on reservoir systems and interference in bank\n",
+      "trading networks it looks like the fda carried out fairly extensive modifications to the ship they\n",
+      "did a good job too we hadnt noticed the added bulkheads until we compared the layout with the plans\n",
+      "from lloyds register they seem to be there to add rigidity though there is one additional panel at\n",
+      "the stern that doesnt fit the pattern and we will be removing that tonight to see what it is there\n",
+      "for we would have done it this afternoon but decided we should conduct our own hull survey in case\n",
+      "there is a booby trap\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(affine_decipher(sanitise(c3a), key_a[0], key_a[1]))))"
+    "print(lcat(tpack(segment(affine_decipher(sanitise(c3a), key_a[0], key_a[1])))))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -113,7 +116,7 @@
        "(('seahorse', <KeywordWrapAlphabet.from_last: 2>), -681.3308426043137)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -125,45 +128,47 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "phase three the nautilus system was fully tested last night with complete success we sailed within four hundred metres of the target and monitored all radio traffic for two hours with no sign that we were being watched or were even noticed we then conducted a full radar sweep of the area and found three dead spots where we could work on the ship without detection as planned we converted the two adjacent empty containers in the middle of the stack into a large workshop area and carried out a full inspection drill now even if we are boarded our work should remain undetected we retrieved seahorse from the third container and carried out stage one of the assembly\n"
+      "phase three the nautilus system was fully tested last night with complete success we sailed within\n",
+      "four hundred metres of the target and monitored all radio traffic for two hours with no sign that we\n",
+      "were being watched or were even noticed we then conducted a full radar sweep of the area and found\n",
+      "three dead spots where we could work on the ship without detection as planned we converted the two\n",
+      "adjacent empty containers in the middle of the stack into a large workshop area and carried out a\n",
+      "full inspection drill now even if we are boarded our work should remain undetected we retrieved\n",
+      "seahorse from the third container and carried out stage one of the assembly\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(sanitise(keyword_decipher(c3b, key_b[0], key_b[1])))))"
+    "print(lcat(tpack(segment(sanitise(keyword_decipher(c3b, key_b[0], key_b[1]))))))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f809e35e438>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f6c42fd9a20>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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SIwxsSWqEU4RJAsZfdgZezrrRDGxJ8yx/iZ02lkMiktQIA1uSGmFgS1IjHMNWU1r7jpfW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\nRK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f809e35e4e0>"
+       "<matplotlib.figure.Figure at 0x7f6c430c56a0>"
       ]
      },
      "metadata": {},
@@ -178,9 +183,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -201,9 +204,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2014/2014-challenge4.ipynb b/2014/2014-challenge4.ipynb
index d1f240b1e68e7bf320121b730619d41d7eb52a29..5fb6b24d79d1d563320b26cc12682cf8894f80f0 100644 (file)
--- a/2014/2014-challenge4.ipynb
+++ b/2014/2014-challenge4.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -19,7 +17,13 @@
     "import string\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.column_transposition import *\n",
+    "from cipher.railfence import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *\n",
     "\n",
     "c4a = open('4a.ciphertext').read()\n",
     "c4b = open('4b.ciphertext').read()"
@@ -28,14 +32,12 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f775bffe668>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f70e84948d0>"
       ]
      },
      "execution_count": 2,
@@ -44,9 +46,9 @@
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f775bfe5f28>"
+       "<matplotlib.figure.Figure at 0x7f70e8494080>"
       ]
      },
      "metadata": {},
@@ -61,9 +63,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -83,10 +83,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -94,7 +92,7 @@
        "(('stern', <KeywordWrapAlphabet.from_largest: 3>), -830.5838133421847)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -106,29 +104,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "harry we completed the survey and you are not going to believe what we found behind the false bulkhead in the stern there was a large pumping station connected to a number of sea facing outlets it looks like a scuttling valve system similar to the ones used on u boats in world war two icant understand why they would goto so much effort when they could have scuttled her at anytime with a small quantity of plastic explosive the team back at nsa have run some analytics on the remaining text files we extracted from the servers onboard these ciphers are going to be pretty hard to crack the attached report has frequency analysis matching usual english text so we can assume that the sender was a native speaker did you have any thoughts on what the nautilus system might have been or what it was for\n"
+      "harry we completed the survey and you are not going to believe what we found behind the false\n",
+      "bulkhead in the stern there was a large pumping station connected to a number of sea facing outlets\n",
+      "it looks like a scuttling valve system similar to the ones used on u boats in world war two icant\n",
+      "understand why they would goto so much effort when they could have scuttled her at anytime with a\n",
+      "small quantity of plastic explosive the team back at nsa have run some analytics on the remaining\n",
+      "text files we extracted from the servers onboard these ciphers are going to be pretty hard to crack\n",
+      "the attached report has frequency analysis matching usual english text so we can assume that the\n",
+      "sender was a native speaker did you have any thoughts on what the nautilus system might have been or\n",
+      "what it was for\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(keyword_decipher(sanitise(c4a), key_a[0], key_a[1]))))"
+    "print(prettify(keyword_decipher(sanitise(c4a), key_a[0], key_a[1])))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -136,7 +138,7 @@
        "(((6, 0, 1, 7, 9, 4, 2, 3, 5, 8, 10), False, True), -1777.161911681522)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -148,31 +150,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 9,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "et et mlpdshgnbralwrrauiur tep as gsl di ocpedacnscbtsesuotut ira la lee a so at dy de og is as tavrtdeiioalkoducrhe hom tein oarscnegigctuimetyfo so rice lite her a aire iue leer dad tom sub rg mihm it yfflvwhetamioucuer to seo e oleh sri cu fig in ddy lea log ten urs site oawioheikttpohsmpps wlsosinrndshstgverll muut has ra erupt it lit smt mck is yn lace trw a bfi awrr pm eere i uunet or oe wfi a gary ws nsw lal dsb aveo smee mlr hive essor yim eee a osmer n no amf nrad hep no do ie re hywsunroffbnwrretttg hn tear po amd in peet gh au out ale air di serna sue eu now nwyopebyegheplnmshew van me on o an aol w own nbae irc mateo de nubs odys a usoe eau pre e on n west ptbnrenlerrdiacswsoa a dwl to foo ea cob hoc erp rr uses in egf st fast hurn hterneoavcfotsaeocrd int cwo a is y at it wwsncauwsdsoseldlkdf mm levu norm ect\n"
+      "et et mlpdshgnbralwrrauiur tep as gsl di ocpedacnscbtsesuotut ira la lee a so at dy de og is as\n",
+      "tavrtdeiioalkoducrhe hom tein oarscnegigctuimetyfo so rice lite her a aire iue leer dad tom sub rg\n",
+      "mihm it yfflvwhetamioucuer to seo e oleh sri cu fig in ddy lea log ten urs site oawioheikttpohsmpps\n",
+      "wlsosinrndshstgverll muut has ra erupt it lit smt mck is yn lace trw a bfi awrr pm eere i uunet or\n",
+      "oe wfi a gary ws nsw lal dsb aveo smee mlr hive essor yim eee a osmer n no amf nrad hep no do ie re\n",
+      "hywsunroffbnwrretttg hn tear po amd in peet gh au out ale air di serna sue eu now\n",
+      "nwyopebyegheplnmshew van me on o an aol w own nbae irc mateo de nubs odys a usoe eau pre e on n west\n",
+      "ptbnrenlerrdiacswsoa a dwl to foo ea cob hoc erp rr uses in egf st fast hurn hterneoavcfotsaeocrd\n",
+      "int cwo a is y at it wwsncauwsdsoseldlkdf mm levu norm ect\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(sanitise(column_transposition_decipher(sanitise(c4bs), key_b[0], \n",
-    "                                                              fillcolumnwise=key_b[1], \n",
-    "                                                              emptycolumnwise=key_b[2])))))"
+    "print(prettify(sanitise(column_transposition_decipher(sanitise(c4bs), key_b[0], \n",
+    "                                                              fillcolumnwise=key_b[1],\n",
+    "                                                              emptycolumnwise=key_b[2]))))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 10,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -180,7 +186,7 @@
        "(((4, 8, 0, 6, 9, 3, 1, 2, 5, 7, 10), False, True), -2823.7851213306785)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -192,47 +198,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 11,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "te tmpl dsehgbralrwranuirtep sag sul doc pea dc nisc tses out ub tial a lee as road yd egoist as avr ted ii to ako durch el hote in a or smc n gig cut i meet fo soir cey lie her a air te ie leed radu to sub rmg ihmmiyfflwvhettaiouc eur tmo so eol hes re ic fig id nd yule log tn eur ass teoa iwohieittposhmpkpsl so snirnwdsstgvrellhmut has are ru up it list mttmcisynalcektrabfi war rwp mere iuu nee too ew fai garry sns wall dwsbveosememalrivees so rhy ieee a some mr no am frn adn he no do eire phys un rf of bwnwrettgthnrterpo admin a petg hao uu tea laird sie renau eeuonwnswypebygeheo plm she vw ann me no a no al woo wnba eric mn a to den bus oed yau so eea us pre on new step tn rene lrrbdicswsaoadawl of ooaecotbhcerprrusoes neg ft sfa is turn he trn he ovc fost aea ord inc two cas ya ttiw wisc au wds sons ldlkfdmmelvunomrecet\n"
+      "te tmpl dsehgbralrwranuirtep sag sul doc pea dc nisc tses out ub tial a lee as road yd egoist as avr\n",
+      "ted ii to ako durch el hote in a or smc n gig cut i meet fo soir cey lie her a air te ie leed radu\n",
+      "to sub rmg ihmmiyfflwvhettaiouc eur tmo so eol hes re ic fig id nd yule log tn eur ass teoa\n",
+      "iwohieittposhmpkpsl so snirnwdsstgvrellhmut has are ru up it list mttmcisynalcektrabfi war rwp mere\n",
+      "iuu nee too ew fai garry sns wall dwsbveosememalrivees so rhy ieee a some mr no am frn adn he no do\n",
+      "eire phys un rf of bwnwrettgthnrterpo admin a petg hao uu tea laird sie renau eeuonwnswypebygeheo\n",
+      "plm she vw ann me no a no al woo wnba eric mn a to den bus oed yau so eea us pre on new step tn rene\n",
+      "lrrbdicswsaoadawl of ooaecotbhcerprrusoes neg ft sfa is turn he trn he ovc fost aea ord inc two cas\n",
+      "ya ttiw wisc au wds sons ldlkfdmmelvunomrecet\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(sanitise(column_transposition_decipher(sanitise(c4bs), key_b[0], \n",
+    "print(prettify(sanitise(column_transposition_decipher(sanitise(c4bs), key_b[0], \n",
     "                                                              fillcolumnwise=key_b[1], \n",
-    "                                                              emptycolumnwise=key_b[2])))))"
+    "                                                              emptycolumnwise=key_b[2]))))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 12,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f773db9db70>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f70a1377dd8>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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kNcILZ7SptH4lmjRJBrY2oXavRJMmySERSWqEgS1JjTCwJakRqwrsJJclOZLkS0neuVaN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\nCANbkhphYEtSIwxsSWqEgS1Jjfj/D8EMhx4iwpYAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f773daa0400>"
+       "<matplotlib.figure.Figure at 0x7f70a30f36d8>"
       ]
      },
      "metadata": {},
@@ -246,10 +256,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 13,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -257,7 +265,7 @@
        "(5, -1581.9784460662272)"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -268,32 +276,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 14,
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'phase four the decks were cleared by two am and the mounting plates were prepared and measured mounting points were assembled by four am though owing to the approaching dawn deployment of seabird was postponed and we embarked onstage two of seahorse assembly with camouflage plates installed we set to cruising in case of air or sea surveillance following standard routes to avoid suspicion monitoring of airwaves gave no cause for concern but we have raised security levels and are using a column transposition cipher for this communication with keyword seabird future comms will relyon even more security tonight will be used for more sea trials of the nautilus system while the assembly crew rest and the survey team carryout further mapping we will resume the seahorse build at dusk tomorrow'"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "phase four the decks were cleared by two am and the mounting plates were prepared and measured\n",
+      "mounting points were assembled by four am though owing to the approaching dawn deployment of seabird\n",
+      "was postponed and we embarked onstage two of seahorse assembly with camouflage plates installed we\n",
+      "set to cruising in case of air or sea surveillance following standard routes to avoid suspicion\n",
+      "monitoring of airwaves gave no cause for concern but we have raised security levels and are using a\n",
+      "column transposition cipher for this communication with keyword seabird future comms will relyon\n",
+      "even more security tonight will be used for more sea trials of the nautilus system while the\n",
+      "assembly crew rest and the survey team carryout further mapping we will resume the seahorse build at\n",
+      "dusk tomorrow\n"
+     ]
     }
    ],
    "source": [
-    "' '.join(segment(railfence_decipher(c4bs, 5)))"
+    "print(prettify(railfence_decipher(c4bs, 5)))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -314,9 +323,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2014/2014-challenge5.ipynb b/2014/2014-challenge5.ipynb
index 9ab0764b03f0f26a9d9da488a11042b938b6eb3f..f9392fcca7368abc2cac048eeea3d4f8ee85f4e1 100644 (file)
--- a/2014/2014-challenge5.ipynb
+++ b/2014/2014-challenge5.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -19,7 +17,13 @@
     "import string\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.column_transposition import *\n",
+    "from cipher.railfence import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *\n",
     "\n",
     "c5a = open('5a.ciphertext').read()\n",
     "c5b = open('5b.ciphertext').read()"
@@ -28,14 +32,12 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7efd70cf76d8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc6513e1a90>"
       ]
      },
      "execution_count": 2,
@@ -44,9 +46,9 @@
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7efd70cdef98>"
+       "<matplotlib.figure.Figure at 0x7fc6513e14e0>"
       ]
      },
      "metadata": {},
@@ -61,9 +63,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -84,9 +84,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -107,28 +105,36 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "harry i cracked that last message for myself and noticed something really odd the text said it was encrypted using a column transposition with keyword seabird but it was enciphered using a rail fence cipher i can only assume that the text we retrieved was an archive of the original message re encrypted for safety whoever the flag day associates are they have a pretty sophisticated operation if they are filing messages like this more like one of the major terrorist groups than the usual hacker collective the tech guys took a look at the aerial from the boat and they tell me that it is a drag wire usually used to communicate with a submarine when submerged it carried an acoustic transducer array as well as a shortwave transmitter and listening gear one thing that puzzles me now is why we were allowed to find the ship floating at all surely they must have planned to sink her using the scuttling equipment otherwise what was it for they seem too smart to leave it floating for us to find any thoughts mark ps just before i sent this the cipher clerk came in with a decrypt of the attached columnar transposition keyword has length six think it answers some of our questions about the nautilus system\n"
+      "harry i cracked that last message for myself and noticed something really odd the text said it was\n",
+      "encrypted using a column transposition with keyword seabird but it was enciphered using a rail fence\n",
+      "cipher i can only assume that the text we retrieved was an archive of the original message re\n",
+      "encrypted for safety whoever the flag day associates are they have a pretty sophisticated operation\n",
+      "if they are filing messages like this more like one of the major terrorist groups than the usual\n",
+      "hacker collective the tech guys took a look at the aerial from the boat and they tell me that it is\n",
+      "a drag wire usually used to communicate with a submarine when submerged it carried an acoustic\n",
+      "transducer array as well as a shortwave transmitter and listening gear one thing that puzzles me now\n",
+      "is why we were allowed to find the ship floating at all surely they must have planned to sink her\n",
+      "using the scuttling equipment otherwise what was it for they seem too smart to leave it floating for\n",
+      "us to find any thoughts mark ps just before i sent this the cipher clerk came in with a decrypt of\n",
+      "the attached columnar transposition keyword has length six think it answers some of our questions\n",
+      "about the nautilus system\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(keyword_decipher(sanitise(c5a), key_a[0], key_a[1]))))"
+    "print(prettify(keyword_decipher(sanitise(c5a), key_a[0], key_a[1])))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -149,30 +155,36 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "phase five seahorse is ready for trials and the nautilus system is fully functional we engaged the mechanism and lowered the deck to three feet above sealevel approaching the shore by the radar station at all times signals from their communications were monitored and no sign was given that our approach had been monitored or even noticed we backed off the deck was raised by two feet and the approach attempted again once more our incursion was unnoticed overnight we conducted a range of tests and mapped the radar coverage on three separate occasions there seems to have been a flurry of activity and our modeling suggests that the ships masts may have triggered brief alarms on all occasions the automatic dive systems cut incorrectly lowering the decks to sealevel and the alarms were cancelled the seahorse deployment system will be fully mounted tonight and we will conduct a battery of tests on the deployment and emergency recovery systems over the next two nights assuming that sea and air traffic remains low xxxx\n"
+      "phase five seahorse is ready for trials and the nautilus system is fully functional we engaged the\n",
+      "mechanism and lowered the deck to three feet above sealevel approaching the shore by the radar\n",
+      "station at all times signals from their communications were monitored and no sign was given that our\n",
+      "approach had been monitored or even noticed we backed off the deck was raised by two feet and the\n",
+      "approach attempted again once more our incursion was unnoticed overnight we conducted a range of\n",
+      "tests and mapped the radar coverage on three separate occasions there seems to have been a flurry of\n",
+      "activity and our modeling suggests that the ships masts may have triggered brief alarms on all\n",
+      "occasions the automatic dive systems cut incorrectly lowering the decks to sealevel and the alarms\n",
+      "were cancelled the seahorse deployment system will be fully mounted tonight and we will conduct a\n",
+      "battery of tests on the deployment and emergency recovery systems over the next two nights assuming\n",
+      "that sea and air traffic remains low xxxx\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(sanitise(column_transposition_decipher(sanitise(c5bs), key_b[0], \n",
+    "print(prettify(column_transposition_decipher(sanitise(c5bs), key_b[0], \n",
     "                                                              fillcolumnwise=key_b[1], \n",
-    "                                                              emptycolumnwise=key_b[2])))))"
+    "                                                              emptycolumnwise=key_b[2])))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -193,29 +205,36 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "phase five seahorse is ready for trials and the nautilus system is fully functional we engaged the mechanism and lowered the deck to three feet above sealevel approaching the shore by the radar station at all times signals from their communications were monitored and no sign was given that our approach had been monitored or even noticed we backed off the deck was raised by two feet and the approach attempted again once more our incursion was unnoticed overnight we conducted a range of tests and mapped the radar coverage on three separate occasions there seems to have been a flurry of activity and our modeling suggests that the ships masts may have triggered brief alarms on all occasions the automatic dive systems cut incorrectly lowering the decks to sealevel and the alarms were cancelled the seahorse deployment system will be fully mounted tonight and we will conduct a battery of tests on the deployment and emergency recovery systems over the next two nights assuming that sea and air traffic remains low xxxx\n"
+      "phase five seahorse is ready for trials and the nautilus system is fully functional we engaged the\n",
+      "mechanism and lowered the deck to three feet above sealevel approaching the shore by the radar\n",
+      "station at all times signals from their communications were monitored and no sign was given that our\n",
+      "approach had been monitored or even noticed we backed off the deck was raised by two feet and the\n",
+      "approach attempted again once more our incursion was unnoticed overnight we conducted a range of\n",
+      "tests and mapped the radar coverage on three separate occasions there seems to have been a flurry of\n",
+      "activity and our modeling suggests that the ships masts may have triggered brief alarms on all\n",
+      "occasions the automatic dive systems cut incorrectly lowering the decks to sealevel and the alarms\n",
+      "were cancelled the seahorse deployment system will be fully mounted tonight and we will conduct a\n",
+      "battery of tests on the deployment and emergency recovery systems over the next two nights assuming\n",
+      "that sea and air traffic remains low xxxx\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(sanitise(column_transposition_decipher(c5bs, key_b[0], \n",
-    "                                                              fillcolumnwise=key_b[1], emptycolumnwise=key_b[2])))))"
+    "print(prettify(column_transposition_decipher(c5bs, key_b[0], \n",
+    "                                            fillcolumnwise=key_b[1], \n",
+    "                                             emptycolumnwise=key_b[2])))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -271,9 +290,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -294,9 +311,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2014/2014-challenge6.ipynb b/2014/2014-challenge6.ipynb
index df21a3324fac8163c96cb8906f978e47f4638e7d..18a12960de2f1c7d70e7008db3ee7a20f1690704 100644 (file)
--- a/2014/2014-challenge6.ipynb
+++ b/2014/2014-challenge6.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 1,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -19,7 +17,13 @@
     "import string\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.railfence import *\n",
+    "from cipher.hill import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *\n",
+    "\n",
     "\n",
     "c6a = open('6a.ciphertext').read()\n",
     "c6b = open('6b.ciphertext').read()"
@@ -27,26 +31,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f09a09d1240>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4c5027da58>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f09a09f7a58>"
+       "<matplotlib.figure.Figure at 0x7f4c5027d160>"
       ]
      },
      "metadata": {},
@@ -60,26 +62,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f09a09545f8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4c502dacc0>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f09a098c0f0>"
+       "<matplotlib.figure.Figure at 0x7f4c0ed65ef0>"
       ]
      },
      "metadata": {},
@@ -93,26 +93,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f09a087a828>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4c502da780>"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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7PKKv+eVDarsyyVPXbP9y4D8NqW1QTSNrW+MdwFV0AfyD/eWSMW0mvt/6+l4BvB14DLAH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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f09a08630f0>"
+       "<matplotlib.figure.Figure at 0x7f4c0fd5a208>"
       ]
      },
      "metadata": {},
@@ -126,10 +124,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -137,7 +133,7 @@
        "'mtaeglatcleptenopeautelebiiootatwnantateituiiagaeostgvetabdresiacqobwavgrhrsihssaekajbwwttdrsmeetnyafsegilegtkrreocuantteomsgstnsiaeluutrbaiaeteeserhxgtooarrbhpcklialhnaesvearhbepiydcesewtaxuyaerywoeinhteegeisieireaassrbitnhtuorooleewsttereoahyakhlsmsaeodslthsutigqimnidsgetpmwtrnnotfhvselkaumrndvcnrluceryhyeetlnigouncnanrhpnosbhshpslreclvrinfoehniaeennhcrbenrgunruesmlrehiutgteordroeaeoisoeusiknteeslohthdcrmisuteoteaeoshfaiaesemritrseisaigwyrmhrbtetncoenuhorcadeodlcrncomnctosihudtcinagesntisutigytmshthyalatlsnhilguimtlbfldyhrfrnetsaosteetaefhlgokhretcakuteihrlrtlsetshlcpeadhthyutaeennhryraeennihrnbhnsnehyutsdtoywmtiatalwhvbepetlxihuscrtadtikhnxmsaesnwluevgnrcpegvnhteruigeuealsdntikeaeomctwrybusiilephkyodhrsyhecaatrmrltrarretstuoetnuesiduaidoesisaeetbllerpntroisiatsiasesomihsieiaunsaitneelacrfnrnngvetteenslhvpepteonedtnaooutgsotancetimiiwoetiuihclsewtcniieotslfbeecohenpoelsdoctceeemiiirttmhbiuovecegaitjuaborcleentatruyinetsidlaeehitwencceohwvohoatwkteroarhcseer'"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -149,10 +145,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -160,7 +154,7 @@
        "'hwssswxfewhhrfewpdrvttdhxbccleayphalnadhiehaoudrotwnrrvysabjlttbaytmelrkaidopthatlelrtwaamaneksvvzrvllatkcrjquicizgtoqcpnrrkttowandqehtqrvtbaydqealannohulanuzlwextlvjrvivhnohdqmgykaclmswrupdetfioftfelhzpxhaswftwprrsweiseohefpdrvttnvagdvswgoerbetnharvaeevtlltbmgaiatgelinmdawevhatterdhrznbnvoutnefoteveaehlaymhacglzeptvvdimworfisgtuzlwibeqohubtghamqornjnnrumqvjtxeltfovgawdaeevllgrtxibgtibevmpsaateoasevaeyqohameonncfuidoefafattemuimnflznbekofobrliaehhauihnnnwzaeevtlltpaalnanvtzlzuucptaelinanpaahewfthaosetaribnbnvhaevdhyytlmuxb'"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -172,10 +166,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -183,7 +175,7 @@
        "(3, -2314.997881051078)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -195,32 +187,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'mark the last message told usa lot the scuttling equipment is designed to pump water in and out of the vessel like a submarine dive control but clearly they werent planning to turn a container ship into a sub this ship is a largescale version of something i have seen in the caribbean drug runners use a similar technique to get below radar coverage for inshore runs sinking the vessel so that the deck remains just below the wave tops the fda pirates seem more interested in staying away from shore but getting close enough to track and record electronic communications without detection i am guessing this scuttling system is what they call nautilus in their log but i am still baffled by the references to seahorse the next page of the log looks harder to crack but the cipher clerk tells me it is a hill cipher and that they must have been in a hurry or have been enciphering by hand since they just used a two by two matrix actually we have been pretty lax with our security and i think the next message is end will use avi genere cipher given that we are using secure cables i dont think we have too much to worry about so i will keep the keyword short say three characters more later harry'"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mark the last message told usa lot the scuttling equipment is designed to pump water in and out of\n",
+      "the vessel like a submarine dive control but clearly they werent planning to turn a container ship\n",
+      "into a sub this ship is a largescale version of something i have seen in the caribbean drug runners\n",
+      "use a similar technique to get below radar coverage for inshore runs sinking the vessel so that the\n",
+      "deck remains just below the wave tops the fda pirates seem more interested in staying away from\n",
+      "shore but getting close enough to track and record electronic communications without detection i am\n",
+      "guessing this scuttling system is what they call nautilus in their log but i am still baffled by the\n",
+      "references to seahorse the next page of the log looks harder to crack but the cipher clerk tells me\n",
+      "it is a hill cipher and that they must have been in a hurry or have been enciphering by hand since\n",
+      "they just used a two by two matrix actually we have been pretty lax with our security and i think\n",
+      "the next message is end will use avi genere cipher given that we are using secure cables i dont\n",
+      "think we have too much to worry about so i will keep the keyword short say three characters more\n",
+      "later harry\n"
+     ]
     }
    ],
    "source": [
-    "' '.join(segment(railfence_decipher(c6as, key_a)))"
+    "print(prettify(railfence_decipher(c6as, key_a)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 9,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -229,7 +226,7 @@
        "         [1, 1]]), -666.1299098341699)"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -241,32 +238,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 10,
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'phase six seahorse operated exactly as planned with good forward visibility at the trial depths the crew managed several tasks requiring concentration and dexterity and we plan to run a full test overnight on dummy cables dropped from the ship the software seems to be operating as designed but there are still bugs in the firmware that need ironing out before we deploy the collective is working full time to hunt them down and remove them though we are all getting tired mistakes are easy to make and could be fatal time is no longer on our side though and we are still planning to launch the final phase of the operation in three days timex'"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "phase six seahorse operated exactly as planned with good forward visibility at the trial depths the\n",
+      "crew managed several tasks requiring concentration and dexterity and we plan to run a full test\n",
+      "overnight on dummy cables dropped from the ship the software seems to be operating as designed but\n",
+      "there are still bugs in the firmware that need ironing out before we deploy the collective is\n",
+      "working full time to hunt them down and remove them though we are all getting tired mistakes are\n",
+      "easy to make and could be fatal time is no longer on our side though and we are still planning to\n",
+      "launch the final phase of the operation in three days timex\n"
+     ]
     }
    ],
    "source": [
-    "' '.join(segment(hill_decipher(key_b, c6bs)))"
+    "print(prettify(hill_decipher(key_b, c6bs)))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -287,9 +283,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2014/2014-challenge7.ipynb b/2014/2014-challenge7.ipynb
index 7e8f74c8008dd29dfb0894cf45659635ea2b3d80..474b1ad3914f655d1e54618f90c2c2cd0798b3fc 100644 (file)
--- a/2014/2014-challenge7.ipynb
+++ b/2014/2014-challenge7.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -19,7 +17,12 @@
     "import string\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.vigenere import *\n",
+    "from cipher.amsco import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *\n",
     "\n",
     "c7a = open('7a.ciphertext').read()\n",
     "c7b = open('7b.ciphertext').read()"
@@ -28,14 +31,12 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe4081aa6d8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f068ca71908>"
       ]
      },
      "execution_count": 2,
@@ -44,9 +45,9 @@
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe408191f98>"
+       "<matplotlib.figure.Figure at 0x7f068ca71208>"
       ]
      },
      "metadata": {},
@@ -61,14 +62,12 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe3dd3dba20>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f064cd8c710>"
       ]
      },
      "execution_count": 3,
@@ -77,9 +76,9 @@
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe3dd4129e8>"
+       "<matplotlib.figure.Figure at 0x7f064c084b70>"
       ]
      },
      "metadata": {},
@@ -94,14 +93,12 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe3dd3b1390>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f064e351b70>"
       ]
      },
      "execution_count": 4,
@@ -110,9 +107,9 @@
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fe3dd45a240>"
+       "<matplotlib.figure.Figure at 0x7f064bf7d550>"
       ]
      },
      "metadata": {},
@@ -127,9 +124,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -150,9 +145,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -173,9 +166,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -196,31 +187,41 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'dear mark things area lot clearer now i flew out to inspect the ship myself last night and took a good look around the reason the ship was not scuttled was that the valves had jammed it looks like the driftwood was pulled into the mechanism and blocked the inlet presumably the crew had already abandoned the vessel which was lucky for us without the ship we would have had no idea that the fda had been operating in these waters seahorse is no longer a mystery the cutaway on the starboard side cleared an area of around five meters square with a distinctive pattern of bolts fastened to reinforced deck plates i saw something like this on a sub rescue mission a couple of years ago when they fitted a local ship with a jury rigged inspection system the deck plates can carry a crane designed to deploy an rova remote operated vehicle designed for undersea operations i was already concerned about the reference to the cables in the last part of the fda log but the next section has me really worried it is encrypted with a more secure modified amsco transposition cipher and tells us what they were really up to what i dont understand is how the whole assembly is powered the sort of computing they must be doing is really intensive and would burn through a battery in days in that time their intercept might not catch anything useful but they can hardly have hijacked a local socket in the middle of the ocean can you get me a chart showing the deepsea cables in the region i dont imagine the us will be a problem but it may need some diplomacy to get the full coverage maps from the omani government if i am right it is in their best interests to playalong we all have alot to lose here'"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dear mark things area lot clearer now i flew out to inspect the ship myself last night and took a\n",
+      "good look around the reason the ship was not scuttled was that the valves had jammed it looks like\n",
+      "the driftwood was pulled into the mechanism and blocked the inlet presumably the crew had already\n",
+      "abandoned the vessel which was lucky for us without the ship we would have had no idea that the fda\n",
+      "had been operating in these waters seahorse is no longer a mystery the cutaway on the starboard side\n",
+      "cleared an area of around five meters square with a distinctive pattern of bolts fastened to\n",
+      "reinforced deck plates i saw something like this on a sub rescue mission a couple of years ago when\n",
+      "they fitted a local ship with a jury rigged inspection system the deck plates can carry a crane\n",
+      "designed to deploy an rova remote operated vehicle designed for undersea operations i was already\n",
+      "concerned about the reference to the cables in the last part of the fda log but the next section has\n",
+      "me really worried it is encrypted with a more secure modified amsco transposition cipher and tells\n",
+      "us what they were really up to what i dont understand is how the whole assembly is powered the sort\n",
+      "of computing they must be doing is really intensive and would burn through a battery in days in that\n",
+      "time their intercept might not catch anything useful but they can hardly have hijacked a local\n",
+      "socket in the middle of the ocean can you get me a chart showing the deepsea cables in the region i\n",
+      "dont imagine the us will be a problem but it may need some diplomacy to get the full coverage maps\n",
+      "from the omani government if i am right it is in their best interests to playalong we all have alot\n",
+      "to lose here\n"
+     ]
     }
    ],
    "source": [
-    "' '.join(segment(vigenere_decipher(c7as, key_a)))"
+    "print(prettify(vigenere_decipher(c7as, key_a)))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -241,31 +242,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 10,
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'phase seven we approached the cable junction undercover of night with nautilus at an elevation of three feet towing seahorse to starboard comms interception showed that we remained undetected and seahorse was deployed at operating depth the various layers of armoured protection were removed from the cable and as expected once the steel jacket was removed the other layers provided little resistance the divers entered the water and cut into the core to insert the optical repeaters linking them back to the man in the middle unit which was powered up and fully tested initial tests showed that it was operating as expected and three keys have already been recovered from the omani transmissions with daylight approaching the remaining tests were postponed for the following night and the ship returned to deeper waters where it remained at low deck height the divers were left at seahorse to decompress slowly and will be recovered tomorrow once the final tests have been concluded'"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "phase seven we approached the cable junction undercover of night with nautilus at an elevation of\n",
+      "three feet towing seahorse to starboard comms interception showed that we remained undetected and\n",
+      "seahorse was deployed at operating depth the various layers of armoured protection were removed from\n",
+      "the cable and as expected once the steel jacket was removed the other layers provided little\n",
+      "resistance the divers entered the water and cut into the core to insert the optical repeaters\n",
+      "linking them back to the man in the middle unit which was powered up and fully tested initial tests\n",
+      "showed that it was operating as expected and three keys have already been recovered from the omani\n",
+      "transmissions with daylight approaching the remaining tests were postponed for the following night\n",
+      "and the ship returned to deeper waters where it remained at low deck height the divers were left at\n",
+      "seahorse to decompress slowly and will be recovered tomorrow once the final tests have been\n",
+      "concluded\n"
+     ]
     }
    ],
    "source": [
-    "' '.join(segment(amsco_transposition_decipher(c7bs, key_b[0], fillpattern=key_b[1], fillstyle=key_b[2])))"
+    "print(prettify(amsco_transposition_decipher(c7bs, key_b[0], fillpattern=key_b[1], fillstyle=key_b[2])))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 11,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
    "outputs": [
@@ -400,9 +405,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -423,9 +426,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2014/2014-challenge8.ipynb b/2014/2014-challenge8.ipynb
index f6d9d2e5e37fec50951141724a05d68faae5d3ea..d39900b3b758edac7a87b42999e928aa6bb9a105 100644 (file)
--- a/2014/2014-challenge8.ipynb
+++ b/2014/2014-challenge8.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -19,7 +17,12 @@
     "import string\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.vigenere import *\n",
+    "from cipher.cadenus import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *\n",
     "\n",
     "c8a = open('8a.ciphertext').read()\n",
     "c8b = open('8b.ciphertext').read().strip()"
@@ -28,14 +31,12 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f42359ab6a0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f383433e908>"
       ]
      },
      "execution_count": 2,
@@ -44,9 +45,9 @@
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4235991f60>"
+       "<matplotlib.figure.Figure at 0x7f383433e048>"
       ]
      },
      "metadata": {},
@@ -61,14 +62,12 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f420b429860>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f37f28e9f98>"
       ]
      },
      "execution_count": 3,
@@ -77,9 +76,9 @@
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f420b4599b0>"
+       "<matplotlib.figure.Figure at 0x7f37f463ecc0>"
       ]
      },
      "metadata": {},
@@ -94,9 +93,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -117,9 +114,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -140,31 +135,38 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'mark i cracked what appears to be the final document about the trojan deployment and i think i have an idea about how to deal with it and with the flag day associates the principal weakness of any system like the one they have installed is the need to provide large quantities of power the fda came up with an ingenious solution but it is very vulnerable special forces could take it out for us but that would tell the fda that we have cracked their ciphers so instead i suggest we let them destroy trojan for us we will need cooperation from the omani government an armed fighter jet and the flight control systems from a drone meanwhile we need to ensure two things one that we do not send critical information across the ba balm and abstrait and two that we use an on critical key generation protocol on that channel given the level of commitment the fda have shown in developing this plan i am sure that they will reinstate the powersupply within a few months but with luck they will not guess that we know about it and we will put it out of business for long enough to come up with a plan of our own to exploit it in the meantime we now know that their highest security communications are encrypted using a caden us cipher so we can start hunting through the database for other intercepts we can crack this maybe the breakthrough we have been looking for in the fight against the fda lets not screw it up all the best harry'"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mark i cracked what appears to be the final document about the trojan deployment and i think i have\n",
+      "an idea about how to deal with it and with the flag day associates the principal weakness of any\n",
+      "system like the one they have installed is the need to provide large quantities of power the fda\n",
+      "came up with an ingenious solution but it is very vulnerable special forces could take it out for us\n",
+      "but that would tell the fda that we have cracked their ciphers so instead i suggest we let them\n",
+      "destroy trojan for us we will need cooperation from the omani government an armed fighter jet and\n",
+      "the flight control systems from a drone meanwhile we need to ensure two things one that we do not\n",
+      "send critical information across the ba balm and abstrait and two that we use an on critical key\n",
+      "generation protocol on that channel given the level of commitment the fda have shown in developing\n",
+      "this plan i am sure that they will reinstate the powersupply within a few months but with luck they\n",
+      "will not guess that we know about it and we will put it out of business for long enough to come up\n",
+      "with a plan of our own to exploit it in the meantime we now know that their highest security\n",
+      "communications are encrypted using a caden us cipher so we can start hunting through the database\n",
+      "for other intercepts we can crack this maybe the breakthrough we have been looking for in the fight\n",
+      "against the fda lets not screw it up all the best harry\n"
+     ]
     }
    ],
    "source": [
-    "' '.join(segment(vigenere_decipher(c8as, key_a)))"
+    "print(prettify(vigenere_decipher(c8as, key_a)))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -184,9 +186,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1206,9 +1206,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2228,9 +2226,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2250,9 +2246,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2272,9 +2266,27 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'y'"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max([unpos(int(c, 2)) for c in chunks(c8b, 5)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
    "outputs": [],
    "source": [
     "def cadenus_letter(n, doubled='v'):\n",
@@ -2286,41 +2298,116 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def cadenus_letter(n, doubled='v'):\n",
+    "    letter = unpos(n)\n",
+    "    if letter > doubled:\n",
+    "        letter = unpos(n + 1)\n",
+    "    return letter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('afcaeuottacthrioletcserthshtrahkzorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstxientrvoonerhuahravereetsvsielhlostdoalozaesmnndignnrhohhtsnaoilncnssicreanneeiiierxtanesrvogieizxssdgpvoiaisaoaeoaedrnitrnyeigrpsshadhdtoipaateyennesagrobtlesrnroirzpbgedcllixalaleenigrrnxzrlimlpstoleftrdmuarieeeiiaolnexsaohrtlstobetnslvfivdovtpoaeeisciohipseveedtexfarnhebleaotohtttepnckaonhxetmvzprreonnasgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfysoaotctbbsoeirnsadlztrrunrceptthreuhnktaceceelrxnireeeaeseeeidisogceomnrtejhagabsenitlxtrnbmielsaretesrngsnhebiosdienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnzpaidziegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlevasadnnthneiteiisahuhhuamonefzhlonxhaeeeeosneezaneisetogziterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseizclsiantaoltcizmidentthltndytttmasbleaeetlisirtxturpfailteaoefeisiiizisikvtxisprbsinelphrmohiagnlslvitodaisdpnzddcaaotahcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmuppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienniklzsogstcifzpipvidvssmnceiasiitsnneatitomrhbnhnidprlrepoznalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghznxeintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaozaanoeeldoinhusgiteaoriecevemntratmtfpeucutahamtnexonicdeemrpaolitoafesoosspfnlneeootachllirssysofpdftfrnpraeeazlonahautntcntcbaxloneftoatecvoxdlxvnneedtiioigtegmtaheeatefaaeprrcrosheerrpalediengidrreouhvesuroztnsosinuiuiofprda',\n",
+       " -1814.2525644323327)"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "c8bl = ''.join([cadenus_letter(int(c, 2)) for c in chunks(c8b, 5)])\n",
+    "c8bl, Pletters(c8bl)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'afcaeuottacthrioletcserthshtrahkyorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstwientrvoonerhuahravereetsvsielhlostdoaloyaesmnndignnrhohhtsnaoilncnssicreanneeiiierwtanesrvogieiywssdgpvoiaisaoaeoaedrnitrnxeigrpsshadhdtoipaatexennesagrobtlesrnroirypbgedclliwalaleenigrrnwyrlimlpstoleftrdmuarieeeiiaolnewsaohrtlstobetnslvfivdovtpoaeeisciohipseveedtewfarnhebleaotohtttepnckaonhwetmvyprreonnasgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfxsoaotctbbsoeirnsadlytrrunrceptthreuhnktaceceelrwnireeeaeseeeidisogceomnrtejhagabsenitlwtrnbmielsaretesrngsnhebiosdienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnypaidyiegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlevasadnnthneiteiisahuhhuamonefyhlonwhaeeeeosneeyaneisetogyiterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseiyclsiantaoltciymidentthltndxtttmasbleaeetlisirtwturpfailteaoefeisiiiyisikvtwisprbsinelphrmohiagnlslvitodaisdpnyddcaaotahcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmuppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienniklysogstcifypipvidvssmnceiasiitsnneatitomrhbnhnidprlrepoynalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghynweintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaoyaanoeeldoinhusgiteaoriecevemntratmtfpeucutahamtnewonicdeemrpaolitoafesoosspfnlneeootachllirssxsofpdftfrnpraeeaylonahautntcntcbawloneftoatecvowdlwvnneedtiioigtegmtaheeatefaaeprrcrosheerrpalediengidrreouhvesuroytnsosinuiuiofprda'"
+       "('afcaeuottacthrioletcserthshtrahkyorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstwientrvoonerhuahravereetsvsielhlostdoaloyaesmnndignnrhohhtsnaoilncnssicreanneeiiierwtanesrvogieiywssdgpvoiaisaoaeoaedrnitrnxeigrpsshadhdtoipaatexennesagrobtlesrnroirypbgedclliwalaleenigrrnwyrlimlpstoleftrdmuarieeeiiaolnewsaohrtlstobetnslvfivdovtpoaeeisciohipseveedtewfarnhebleaotohtttepnckaonhwetmvyprreonnasgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfxsoaotctbbsoeirnsadlytrrunrceptthreuhnktaceceelrwnireeeaeseeeidisogceomnrtejhagabsenitlwtrnbmielsaretesrngsnhebiosdienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnypaidyiegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlevasadnnthneiteiisahuhhuamonefyhlonwhaeeeeosneeyaneisetogyiterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseiyclsiantaoltciymidentthltndxtttmasbleaeetlisirtwturpfailteaoefeisiiiyisikvtwisprbsinelphrmohiagnlslvitodaisdpnyddcaaotahcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmuppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienniklysogstcifypipvidvssmnceiasiitsnneatitomrhbnhnidprlrepoynalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghynweintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaoyaanoeeldoinhusgiteaoriecevemntratmtfpeucutahamtnewonicdeemrpaolitoafesoosspfnlneeootachllirssxsofpdftfrnpraeeaylonahautntcntcbawloneftoatecvowdlwvnneedtiioigtegmtaheeatefaaeprrcrosheerrpalediengidrreouhvesuroytnsosinuiuiofprda',\n",
+       " -1760.1126100904926)"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "c8bl = ''.join([cadenus_letter(int(c, 2), doubled='z') for c in chunks(c8b, 5)])\n",
-    "c8bl"
+    "c8bl, Pletters(c8bl)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'y'"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max((cl for cl in string.ascii_lowercase),\n",
+    "   key=lambda l: Pletters(cadenus_letter(int(c, 2), doubled=l) for c in chunks(c8b, 5)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('afcaeuottacthrioletcserthshtrahkzorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstxientrvoonerhuahravereetsvsielhlostdoalozaesmnndignnrhohhtsnaoilncnssicreanneeiiierxtanesrvogieizxssdgpvoiaisaoaeoaedrnitrnyeigrpsshadhdtoipaateyennesagrobtlesrnroirzpbgedcllixalaleenigrrnxzrlimlpstoleftrdmuarieeeiiaolnexsaohrtlstobetnslvfivdovtpoaeeisciohipseveedtexfarnhebleaotohtttepnckaonhxetmvzprreonnasgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfysoaotctbbsoeirnsadlztrrunrceptthreuhnktaceceelrxnireeeaeseeeidisogceomnrtejhagabsenitlxtrnbmielsaretesrngsnhebiosdienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnzpaidziegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlevasadnnthneiteiisahuhhuamonefzhlonxhaeeeeosneezaneisetogziterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseizclsiantaoltcizmidentthltndytttmasbleaeetlisirtxturpfailteaoefeisiiizisikvtxisprbsinelphrmohiagnlslvitodaisdpnzddcaaotahcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmuppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienniklzsogstcifzpipvidvssmnceiasiitsnneatitomrhbnhnidprlrepoznalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghznxeintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaozaanoeeldoinhusgiteaoriecevemntratmtfpeucutahamtnexonicdeemrpaolitoafesoosspfnlneeootachllirssysofpdftfrnpraeeazlonahautntcntcbaxloneftoatecvoxdlxvnneedtiioigtegmtaheeatefaaeprrcrosheerrpalediengidrreouhvesuroztnsosinuiuiofprda',\n",
+       " -1814.2525644323327)"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "c8bl = ''.join([cadenus_letter(int(c, 2), doubled='v') for c in chunks(c8b, 5)])\n",
+    "c8bl, Pletters(c8bl)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "('a', 'y')"
+       "('a', 'z')"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2331,10 +2418,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 20,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2342,7 +2427,7 @@
        "(1400, 56.0)"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2353,26 +2438,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 21,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f420b349a20>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f37f275c390>"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f420b349048>"
+       "<matplotlib.figure.Figure at 0x7f37f2757470>"
       ]
      },
      "metadata": {},
@@ -2386,26 +2469,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 22,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f420b2a5d68>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f37f26b4c50>"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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yN7hfkfRR4Crgv1QqGBEfBz4u6c8i4j112i33GeBhSfenvr0T+KykU8jORJ6X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\nzAocGMzMrOD/A5ZV4vqjDJn1AAAAAElFTkSuQmCC\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f420b33ecc0>"
+       "<matplotlib.figure.Figure at 0x7f37f27526a0>"
       ]
      },
      "metadata": {},
@@ -2419,42 +2500,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 23,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['afcaeuottacthrioletcserthshtrahkyorpfrgeoadppjnglternefe',\n",
-       " 'ofiortsddoeeumscruernfetlaafstwientrvoonerhuahravereetsv',\n",
-       " 'sielhlostdoaloyaesmnndignnrhohhtsnaoilncnssicreanneeiiie',\n",
-       " 'rwtanesrvogieiywssdgpvoiaisaoaeoaedrnitrnxeigrpsshadhdto',\n",
-       " 'ipaatexennesagrobtlesrnroirypbgedclliwalaleenigrrnwyrlim',\n",
-       " 'lpstoleftrdmuarieeeiiaolnewsaohrtlstobetnslvfivdovtpoaee',\n",
-       " 'isciohipseveedtewfarnhebleaotohtttepnckaonhwetmvyprreonn',\n",
-       " 'asgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfxs',\n",
-       " 'oaotctbbsoeirnsadlytrrunrceptthreuhnktaceceelrwnireeeaes',\n",
-       " 'eeeidisogceomnrtejhagabsenitlwtrnbmielsaretesrngsnhebios',\n",
-       " 'dienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnypai',\n",
-       " 'dyiegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlev',\n",
-       " 'asadnnthneiteiisahuhhuamonefyhlonwhaeeeeosneeyaneisetogy',\n",
-       " 'iterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseiyclsian',\n",
-       " 'taoltciymidentthltndxtttmasbleaeetlisirtwturpfailteaoefe',\n",
-       " 'isiiiyisikvtwisprbsinelphrmohiagnlslvitodaisdpnyddcaaota',\n",
+       "['afcaeuottacthrioletcserthshtrahkzorpfrgeoadppjnglternefe',\n",
+       " 'ofiortsddoeeumscruernfetlaafstxientrvoonerhuahravereetsv',\n",
+       " 'sielhlostdoalozaesmnndignnrhohhtsnaoilncnssicreanneeiiie',\n",
+       " 'rxtanesrvogieizxssdgpvoiaisaoaeoaedrnitrnyeigrpsshadhdto',\n",
+       " 'ipaateyennesagrobtlesrnroirzpbgedcllixalaleenigrrnxzrlim',\n",
+       " 'lpstoleftrdmuarieeeiiaolnexsaohrtlstobetnslvfivdovtpoaee',\n",
+       " 'isciohipseveedtexfarnhebleaotohtttepnckaonhxetmvzprreonn',\n",
+       " 'asgdedoeeeoaamtcicttifnadresrtserosetrhcictpsaaehldhsfys',\n",
+       " 'oaotctbbsoeirnsadlztrrunrceptthreuhnktaceceelrxnireeeaes',\n",
+       " 'eeeidisogceomnrtejhagabsenitlxtrnbmielsaretesrngsnhebios',\n",
+       " 'dienafleisahocifevmfatanatrniagnhatnmibniufenrtottrnzpai',\n",
+       " 'dziegdnmerhhiotretcesseildrbceprigaesoadltahievebrcenlev',\n",
+       " 'asadnnthneiteiisahuhhuamonefzhlonxhaeeeeosneezaneisetogz',\n",
+       " 'iterlihtcmioirarfdoetnihtnehiikamrdmnadanaodseseizclsian',\n",
+       " 'taoltcizmidentthltndytttmasbleaeetlisirtxturpfailteaoefe',\n",
+       " 'isiiizisikvtxisprbsinelphrmohiagnlslvitodaisdpnzddcaaota',\n",
        " 'hcehtueirredaectosnrhvnaodoikoetcineneurrisdcouraglvimmu',\n",
        " 'ppditeanditmaaiaieleonnreedaodboiumelrotntttgitnrlrienni',\n",
-       " 'klysogstcifypipvidvssmnceiasiitsnneatitomrhbnhnidprlrepo',\n",
-       " 'ynalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghyn',\n",
-       " 'weintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaoyaa',\n",
-       " 'noeeldoinhusgiteaoriecevemntratmtfpeucutahamtnewonicdeem',\n",
-       " 'rpaolitoafesoosspfnlneeootachllirssxsofpdftfrnpraeeaylon',\n",
-       " 'ahautntcntcbawloneftoatecvowdlwvnneedtiioigtegmtaheeatef',\n",
-       " 'aaeprrcrosheerrpalediengidrreouhvesuroytnsosinuiuiofprda']"
+       " 'klzsogstcifzpipvidvssmnceiasiitsnneatitomrhbnhnidprlrepo',\n",
+       " 'znalsnvsdosanesitfaenltgodatteeaisicrootmsmfhauenirsghzn',\n",
+       " 'xeintegodiileedtarnosrcaaendtcuttfdrbehtmfitoordruiaozaa',\n",
+       " 'noeeldoinhusgiteaoriecevemntratmtfpeucutahamtnexonicdeem',\n",
+       " 'rpaolitoafesoosspfnlneeootachllirssysofpdftfrnpraeeazlon',\n",
+       " 'ahautntcntcbaxloneftoatecvoxdlxvnneedtiioigtegmtaheeatef',\n",
+       " 'aaeprrcrosheerrpalediengidrreouhvesuroztnsosinuiuiofprda']"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2466,10 +2545,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 24,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2501,7 +2578,7 @@
        " 'aaep.....shee..pa.e..e......e..h.es......s.s........p..a']"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2512,73 +2589,71 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 25,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['aosriliaoeddaitihpkywnraa',\n",
-       " 'ffiwppssaeiystascplneopha',\n",
-       " 'cietascgoeeiaeoiedyaieaae',\n",
+       "['aosriliaoeddaitihpkzxnraa',\n",
+       " 'ffixppssaeizstascplneopha',\n",
+       " 'cietascgoeeiaeoiedzaieaae',\n",
        " 'aolaatidtinedrlihislneoup',\n",
        " 'erhntooecdagnltittostlltr',\n",
-       " 'utleelhdtifdnicyuegnedinr',\n",
-       " 'ososxeiobslnthiieasvgottc',\n",
-       " 'tdsrefpeboemhtysintsoiocr',\n",
+       " 'utleelhdtifdniczuegnedinr',\n",
+       " 'ososyeiobslnthiieasvgottc',\n",
+       " 'tdsrefpeboemhtzsintsoiocr',\n",
        " 'tdtvntsesgiencmirdcddnano',\n",
        " 'aodonreeocsremikriioihfts',\n",
        " 'ceogedvoeeahiidvetfsiuech',\n",
-       " 'teaismeaiohhtoetdmyalssbe',\n",
-       " 'huleauearmoieinwaapnegoae',\n",
-       " 'rmoigadmnncoirtieaieeiowr',\n",
-       " 'isyyrrttsritiatscipsdtslr',\n",
-       " 'ocawoiecatfrsrhptavitesop',\n",
-       " 'lresbewideeeaflroiitaapna',\n",
+       " 'teaismeaiohhtoetdmzalssbe',\n",
+       " 'huleauearmoieinxaapnegoae',\n",
+       " 'rmoigadmnncoirtieaieeioxr',\n",
+       " 'iszzrrttsritiatscipsdtslr',\n",
+       " 'ocaxoiecatfrsrhptavitesop',\n",
+       " 'lresbexideeeaflroiitaapna',\n",
        " 'eusstefcljvthdtbsedfrofel',\n",
-       " 'temdleatyhmcuonsnlvanrnfe',\n",
+       " 'temdleatzhmcuonsnlvanrnfe',\n",
        " 'crngeirttafehedireseoiltd',\n",
-       " 'snnpsinirgashtxnhosnsenoi',\n",
+       " 'snnpsinirgashtynhosnsenoi',\n",
        " 'efdvrahfratsuntevnmlrceae',\n",
        " 'reionoenubaeaitlnnntceetn',\n",
        " 'ttgirlbansnimhtparcgavoeg',\n",
        " 'hlnaonldrealotmhoeeoaeoci',\n",
        " 'saniieercntdnnardeidemtvd',\n",
-       " 'harsrwaeeirreesmodaannaor',\n",
-       " 'tfhaysosptnbfhboiastdtcwr',\n",
-       " 'rsoopatrtlicyilhkoittrhde',\n",
-       " 'athaboottwaehieiodiecallo',\n",
-       " 'hwheghhshtgplkaaebteutlwu',\n",
+       " 'harsrxaeeirreesmodaannaor',\n",
+       " 'tfhazsosptnbfhboiastdtcxr',\n",
+       " 'rsoopatrtliczilhkoittrhde',\n",
+       " 'athaboottxaehieiodiecallo',\n",
+       " 'hxheghhshtgplkaaebteutlxu',\n",
        " 'kitoerterrnroaegtosatmivh',\n",
-       " 'yesadttrenhinmencinittrnv',\n",
-       " 'onnecltoubagwrtliunsffsne',\n",
+       " 'zesadttrenhinmencinittrnv',\n",
+       " 'onnecltoubagxrtliunsffsne',\n",
        " 'rtadlseshmtahdlsnmeidpses',\n",
-       " 'prorltpenineamileeacrexeu',\n",
+       " 'prorltpenineamileeacreyeu',\n",
        " 'fviniontkemsensvnltrbusdr',\n",
-       " 'roliwbcrtlioeaiierioecoto',\n",
-       " 'gontaekhasbaedrtuotohufiy',\n",
+       " 'rolixbcrtlioeaiierioecoto',\n",
+       " 'gontaekhasbaedrtuotohufiz',\n",
        " 'encrltaccandeatortotttpit',\n",
-       " 'oennanoierilonwdrnmmmadon',\n",
-       " 'arsxlsncceutsataitrsfhfis',\n",
+       " 'oennanoierilonxdrnmmmadon',\n",
+       " 'arsylsncceutsataitrsfhfis',\n",
        " 'dhseelhtetfanouisthmiatgo',\n",
-       " 'puiievwpeeehedrsdtbftmfts',\n",
+       " 'puiievxpeeehedrsdtbftmfts',\n",
        " 'pacgnfeslsniespdcgnhotrei',\n",
-       " 'jhrriitarrreyefpoihaonngn',\n",
-       " 'nrepgvmawntvasanutnurepmu',\n",
-       " 'gaasrdvengoeneiyrniedwrti',\n",
-       " 'lvnsroyhistbeildardnroaau',\n",
-       " 'tenhnvplrntriytdglpiunehi',\n",
-       " 'ereawtrdehrcsceclrrriieeo',\n",
-       " 'reedyprheeneelaavilsacaef',\n",
-       " 'neihroesebyntsoaiergodyap',\n",
-       " 'etidlaofaiploieomnehyeltr',\n",
-       " 'fsitienxeoaegaftmnpyaeoed',\n",
-       " 'eveomensssivyneauionamnfa']"
+       " 'jhrriitarrrezefpoihaonngn',\n",
+       " 'nrepgvmaxntvasanutnurepmu',\n",
+       " 'gaasrdvengoeneizrniedxrti',\n",
+       " 'lvnsrozhistbeildardnroaau',\n",
+       " 'tenhnvplrntriztdglpiunehi',\n",
+       " 'ereaxtrdehrcsceclrrriieeo',\n",
+       " 'reedzprheeneelaavilsacaef',\n",
+       " 'neihroesebzntsoaiergodzap',\n",
+       " 'etidlaofaiploieomnehzeltr',\n",
+       " 'fsitienyeoaegaftmnpzaeoed',\n",
+       " 'eveomensssivzneauionamnfa']"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2590,10 +2665,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 26,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3204,7 +3277,7 @@
        "  (24, 32)]}"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3217,10 +3290,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 27,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3252,7 +3323,7 @@
        " 24: 'b'}"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3265,10 +3336,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 28,
+   "metadata": {},
    "outputs": [],
    "source": [
     "def valid_partial_solution(solution, inverse_keycolumn):\n",
@@ -3280,10 +3349,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 29,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3291,7 +3358,7 @@
        "43005"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3312,10 +3379,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 30,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3323,7 +3388,7 @@
        "True"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3334,10 +3399,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 31,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3357,19 +3420,19 @@
        " 'aed',\n",
        " 'mir',\n",
        " 'inl',\n",
-       " 'lwi',\n",
+       " 'lxi',\n",
        " 'eah',\n",
        " 'eai',\n",
        " 'aps',\n",
        " 'cnl',\n",
        " 'ren',\n",
        " 'ege',\n",
-       " 'xoo',\n",
+       " 'yoo',\n",
        " 'eau',\n",
        " 'uep']"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3386,10 +3449,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 32,
+   "metadata": {},
    "outputs": [],
    "source": [
     "def display_solution(solution, columns):\n",
@@ -3403,10 +3464,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 33,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3426,19 +3485,19 @@
        " 'aea',\n",
        " 'mii',\n",
        " 'int',\n",
-       " 'lwi',\n",
+       " 'lxi',\n",
        " 'eah',\n",
        " 'eap',\n",
        " 'apk',\n",
-       " 'cny',\n",
-       " 'rew',\n",
+       " 'cnz',\n",
+       " 'rex',\n",
        " 'egn',\n",
-       " 'xor',\n",
+       " 'yor',\n",
        " 'eaa',\n",
        " 'uea']"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3449,18 +3508,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 34,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "-109.09171451522874"
+       "-110.74748837196742"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3471,10 +3528,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 35,
+   "metadata": {},
    "outputs": [],
    "source": [
     "def score_solution(solution, columns):\n",
@@ -3489,10 +3544,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 36,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3513,17 +3566,17 @@
        "   'aea',\n",
        "   'mii',\n",
        "   'int',\n",
-       "   'lwi',\n",
+       "   'lxi',\n",
        "   'eah',\n",
        "   'eap',\n",
        "   'apk',\n",
-       "   'cny',\n",
-       "   'rew',\n",
+       "   'cnz',\n",
+       "   'rex',\n",
        "   'egn',\n",
-       "   'xor',\n",
+       "   'yor',\n",
        "   'eaa',\n",
        "   'uea'],\n",
-       "  -112.23213925765266),\n",
+       "  -114.13063154833905),\n",
        " ([(0, 35), (0, 12), (0, 3)],\n",
        "  ['pha',\n",
        "   'ruo',\n",
@@ -3540,17 +3593,17 @@
        "   'aed',\n",
        "   'mir',\n",
        "   'inl',\n",
-       "   'lwi',\n",
+       "   'lxi',\n",
        "   'eah',\n",
        "   'eai',\n",
        "   'aps',\n",
        "   'cnl',\n",
        "   'ren',\n",
        "   'ege',\n",
-       "   'xoo',\n",
+       "   'yoo',\n",
        "   'eau',\n",
        "   'uep'],\n",
-       "  -109.09171451522874),\n",
+       "  -110.74748837196742),\n",
        " ([(0, 35), (0, 12), (0, 9)],\n",
        "  ['pha',\n",
        "   'ruo',\n",
@@ -3567,17 +3620,17 @@
        "   'aee',\n",
        "   'mim',\n",
        "   'ini',\n",
-       "   'lwk',\n",
+       "   'lxk',\n",
        "   'ear',\n",
        "   'eai',\n",
        "   'api',\n",
        "   'cno',\n",
        "   'rei',\n",
        "   'egh',\n",
-       "   'xof',\n",
+       "   'yof',\n",
        "   'eat',\n",
        "   'ues'],\n",
-       "  -105.51902198106185),\n",
+       "  -104.78169431178242),\n",
        " ([(0, 35), (0, 12), (0, 29)],\n",
        "  ['pha',\n",
        "   'rut',\n",
@@ -3588,28 +3641,28 @@
        "   'peo',\n",
        "   'eat',\n",
        "   'nrt',\n",
-       "   'imw',\n",
+       "   'imx',\n",
        "   'noa',\n",
        "   'eie',\n",
        "   'aeh',\n",
        "   'mii',\n",
        "   'ine',\n",
-       "   'lwi',\n",
+       "   'lxi',\n",
        "   'eao',\n",
        "   'ead',\n",
        "   'api',\n",
        "   'cne',\n",
        "   'rec',\n",
        "   'ega',\n",
-       "   'xol',\n",
+       "   'yol',\n",
        "   'eal',\n",
        "   'ueo'],\n",
-       "  -106.91642615054437),\n",
+       "  -109.4716997212109),\n",
        " ([(0, 35), (0, 12), (0, 41)],\n",
        "  ['pha',\n",
        "   'rur',\n",
        "   'ols',\n",
-       "   'rex',\n",
+       "   'rey',\n",
        "   'lal',\n",
        "   'tus',\n",
        "   'pen',\n",
@@ -3621,17 +3674,17 @@
        "   'aes',\n",
        "   'mia',\n",
        "   'int',\n",
-       "   'lwa',\n",
+       "   'lxa',\n",
        "   'eai',\n",
        "   'eat',\n",
        "   'apr',\n",
        "   'cns',\n",
        "   'ref',\n",
        "   'egh',\n",
-       "   'xof',\n",
+       "   'yof',\n",
        "   'eai',\n",
        "   'ues'],\n",
-       "  -100.92420426683796),\n",
+       "  -101.93339111217242),\n",
        " ([(0, 35), (0, 12), (1, 44)],\n",
        "  ['pha',\n",
        "   'ruc',\n",
@@ -3648,17 +3701,17 @@
        "   'aes',\n",
        "   'mip',\n",
        "   'ind',\n",
-       "   'lwc',\n",
+       "   'lxc',\n",
        "   'eag',\n",
        "   'ean',\n",
        "   'aph',\n",
        "   'cno',\n",
        "   'ret',\n",
        "   'egr',\n",
-       "   'xoe',\n",
+       "   'yoe',\n",
        "   'eai',\n",
        "   'uep'],\n",
-       "  -108.53207489276411),\n",
+       "  -108.4937247934099),\n",
        " ([(0, 35), (0, 12), (1, 47)],\n",
        "  ['pha',\n",
        "   'rua',\n",
@@ -3674,18 +3727,18 @@
        "   'ein',\n",
        "   'aee',\n",
        "   'mii',\n",
-       "   'iny',\n",
-       "   'lwr',\n",
+       "   'inz',\n",
+       "   'lxr',\n",
        "   'ean',\n",
        "   'eai',\n",
        "   'ape',\n",
        "   'cnd',\n",
-       "   'rew',\n",
+       "   'rex',\n",
        "   'egr',\n",
-       "   'xot',\n",
+       "   'yot',\n",
        "   'eai',\n",
        "   'ueg'],\n",
-       "  -109.50900823047225),\n",
+       "  -111.05157201209927),\n",
        " ([(0, 35), (0, 12), (2, 47)],\n",
        "  ['pha',\n",
        "   'rus',\n",
@@ -3700,22 +3753,22 @@
        "   'non',\n",
        "   'eie',\n",
        "   'aei',\n",
-       "   'miy',\n",
+       "   'miz',\n",
        "   'inr',\n",
-       "   'lwn',\n",
+       "   'lxn',\n",
        "   'eai',\n",
        "   'eae',\n",
        "   'apd',\n",
-       "   'cnw',\n",
+       "   'cnx',\n",
        "   'rer',\n",
        "   'egt',\n",
-       "   'xoi',\n",
+       "   'yoi',\n",
        "   'eag',\n",
        "   'uea'],\n",
-       "  -114.40196859359595),\n",
+       "  -113.41085773377256),\n",
        " ([(0, 35), (0, 12), (3, 50)],\n",
        "  ['pha',\n",
-       "   'ruw',\n",
+       "   'rux',\n",
        "   'olt',\n",
        "   'rer',\n",
        "   'lad',\n",
@@ -3729,17 +3782,17 @@
        "   'aec',\n",
        "   'mil',\n",
        "   'inr',\n",
-       "   'lwr',\n",
+       "   'lxr',\n",
        "   'ear',\n",
        "   'eai',\n",
        "   'api',\n",
        "   'cne',\n",
        "   'ree',\n",
        "   'ego',\n",
-       "   'xoe',\n",
+       "   'yoe',\n",
        "   'ear',\n",
        "   'uee'],\n",
-       "  -106.68850150792129),\n",
+       "  -107.5080042911796),\n",
        " ([(0, 35), (0, 12), (4, 38)],\n",
        "  ['pha',\n",
        "   'rue',\n",
@@ -3756,20 +3809,20 @@
        "   'aeu',\n",
        "   'mio',\n",
        "   'int',\n",
-       "   'lwo',\n",
+       "   'lxo',\n",
        "   'eah',\n",
        "   'eau',\n",
        "   'apf',\n",
        "   'cni',\n",
-       "   'rey',\n",
+       "   'rez',\n",
        "   'egg',\n",
-       "   'xoo',\n",
+       "   'yoo',\n",
        "   'ean',\n",
        "   'uet'],\n",
-       "  -108.49770543928673)]"
+       "  -111.19702574254387)]"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3780,10 +3833,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 37,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3791,16 +3842,16 @@
        "[[(0, 35), (0, 12), (0, 41)],\n",
        " [(0, 35), (0, 12), (0, 9)],\n",
        " [(0, 35), (0, 12), (3, 50)],\n",
-       " [(0, 35), (0, 12), (0, 29)],\n",
-       " [(0, 35), (0, 12), (4, 38)],\n",
        " [(0, 35), (0, 12), (1, 44)],\n",
+       " [(0, 35), (0, 12), (0, 29)],\n",
        " [(0, 35), (0, 12), (0, 3)],\n",
        " [(0, 35), (0, 12), (1, 47)],\n",
-       " [(0, 35), (0, 12), (0, 0)],\n",
-       " [(0, 35), (0, 12), (2, 47)]]"
+       " [(0, 35), (0, 12), (4, 38)],\n",
+       " [(0, 35), (0, 12), (2, 47)],\n",
+       " [(0, 35), (0, 12), (0, 0)]]"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3811,10 +3862,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 38,
+   "metadata": {},
    "outputs": [],
    "source": [
     "solutions = sorted(solutions, key=lambda s: score_solution(s, columns), reverse=True)[:10000]"
@@ -3822,73 +3871,58 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "10000"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
    "source": [
-    "for letter in 'seseven': #'haseeight':\n",
-    "    new_solutions = []\n",
-    "    for solution in solutions:\n",
-    "        used_columns = [p[1] for p in solution]\n",
-    "        for position in letter_positions[letter]:\n",
-    "            if position[1] not in used_columns:\n",
-    "                if valid_partial_solution(solution + [position], inverse_keycolumn):\n",
-    "                    new_solutions += [solution + [position]]\n",
-    "    solutions = sorted(new_solutions, key=lambda s: score_solution(s, columns), reverse=True)[:10000]\n",
-    "len(solutions)"
+    "# for letter in 'seseven': #'haseeight':\n",
+    "#     new_solutions = []\n",
+    "#     for solution in solutions:\n",
+    "#         used_columns = [p[1] for p in solution]\n",
+    "#         for position in letter_positions[letter]:\n",
+    "#             if position[1] not in used_columns:\n",
+    "#                 if valid_partial_solution(solution + [position], inverse_keycolumn):\n",
+    "#                     new_solutions += [solution + [position]]\n",
+    "#     solutions = sorted(new_solutions, key=lambda s: score_solution(s, columns), reverse=True)[:10000]\n",
+    "# len(solutions)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 40,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['phaseseven',\n",
-       " 'ninmelcalh',\n",
-       " 'andodrinho',\n",
-       " 'lmedyierts',\n",
-       " 'reaapstnen',\n",
-       " 'entaryafts',\n",
-       " 'sconhysefe',\n",
-       " 'birnerctan',\n",
-       " 'entaergeno',\n",
-       " 'wioontomoi',\n",
-       " 'ittretedus',\n",
-       " 'dttheselin',\n",
-       " 'ertalriesn',\n",
-       " 'enpraiaatp',\n",
-       " 'evisateths',\n",
-       " 'aytrvioymi',\n",
-       " 'feewiaihin',\n",
-       " 'lsnaltemai',\n",
-       " 'racessdctr',\n",
-       " 'odreacyugg',\n",
-       " 'itliciaooa',\n",
-       " 'ittrapinds',\n",
-       " 'trareseshh',\n",
-       " 'aecefdanst',\n",
-       " 'ancertalex']"
+       "['pha',\n",
+       " 'reo',\n",
+       " 'oel',\n",
+       " 'rna',\n",
+       " 'lea',\n",
+       " 'tet',\n",
+       " 'pli',\n",
+       " 'ead',\n",
+       " 'nat',\n",
+       " 'ivi',\n",
+       " 'nin',\n",
+       " 'ele',\n",
+       " 'asd',\n",
+       " 'mar',\n",
+       " 'icl',\n",
+       " 'lai',\n",
+       " 'eeh',\n",
+       " 'efi',\n",
+       " 'ars',\n",
+       " 'cel',\n",
+       " 'ren',\n",
+       " 'ede',\n",
+       " 'yzo',\n",
+       " 'epu',\n",
+       " 'urp']"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3899,10 +3933,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 41,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3910,7 +3942,7 @@
        "849"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3922,10 +3954,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 42,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3942,7 +3972,7 @@
        " 'fainted']"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3953,10 +3983,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 43,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3964,7 +3992,7 @@
        "175"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3976,10 +4004,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 44,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -4023,7 +4049,7 @@
        " 'raaorejpftneanrpihes',\n",
        " 'ghrrlanjratnthnpfhri',\n",
        " 'gharnarjreaetvnpnfai',\n",
-       " 'frtroenppwthsredoheo',\n",
+       " 'frtroenppxthsredoheo',\n",
        " 'frahoepppeaearednsus',\n",
        " 'raeaoalpfnsntirprlhi',\n",
        " 'raaiahnpfmotarrpnhis',\n",
@@ -4058,7 +4084,7 @@
        " 'rrlatajpenfisnrerpen',\n",
        " 'rooaeaepenfntaruhpri',\n",
        " 'fiairnhpomopraernhdn',\n",
-       " 'pfomrteddsnnwstcnsno',\n",
+       " 'pfomrteddsnnxstcnsno',\n",
        " 'rrninalpeheofnrearep',\n",
        " 'fonrraeperipmseunodn',\n",
        " 'fonrnrhperirpaeunotd',\n",
@@ -4083,9 +4109,9 @@
        " 'gaanehrjnthrraneiaep',\n",
        " 'raannalpethofnrniaep',\n",
        " 'eaahtktnntaogheeisrj',\n",
-       " 'ftaaormpwtshnneoinen',\n",
-       " 'ftashanpwtnemreoieln',\n",
-       " 'ftashnapwtnenmeoiela',\n",
+       " 'ftaaormpxtshnneoinen',\n",
+       " 'ftashanpxtnemreoieln',\n",
+       " 'ftashnapxtnenmeoiela',\n",
        " 'faasoeppetnearenieus',\n",
        " 'faaeoeppetsearenious',\n",
        " 'farnorppepeevrendauv',\n",
@@ -4102,28 +4128,28 @@
        " 'gaviehrjnvearaneorep',\n",
        " 'raaoorapesneatrnlhuf',\n",
        " 'flaoinrpisnorpeolhrt',\n",
-       " 'ptrlfondwtndhhtohrce',\n",
-       " 'pthafnhdwemdratolncn',\n",
-       " 'ftrhnaipwtartoeohsni',\n",
+       " 'ptrlfondxtndhhtohrce',\n",
+       " 'pthafnhdxemdratolncn',\n",
+       " 'ftrhnaipxtartoeohsni',\n",
        " 'rlaaniapissrefrolntr',\n",
        " 'rlralaepitsnfrrohnrp',\n",
        " 'rlraraepitsnfrrohnnp',\n",
-       " 'fthsranpwenpmreoledn',\n",
-       " 'fthnraepweapmseolidn',\n",
+       " 'fthsranpxenpmreoledn',\n",
+       " 'fthnraepxeapmseolidn',\n",
        " 'plasinpdisnoretolert',\n",
        " 'rlnaniepinfresroaptr',\n",
        " 'faauirlpeslopnennird',\n",
        " 'raaeuaepesalfrrnnsip',\n",
-       " 'flnnrrepinrtpseoatwd',\n",
+       " 'flnnrrepinrtpseoatxd',\n",
        " 'faaeuirpesalopennsir',\n",
-       " 'ptnocemdwnhesntoaeto',\n",
+       " 'ptnocemdxnhesntoaeto',\n",
        " 'raannaepesrofrrnnnep',\n",
        " 'flanrrapisripmeonnod',\n",
-       " 'ftamrropwsnnpseonsnd',\n",
+       " 'ftamrropxsnnpseonsnd',\n",
        " 'plarinpdisnoretonnrt',\n",
        " 'plnninpdineoretoasrt',\n",
        " 'pleinpndisorertoortf',\n",
-       " 'ftehnrapwseapmeoolid',\n",
+       " 'ftehnrapxseapmeoolid',\n",
        " 'fvaaoeppvteeareoinus',\n",
        " 'raaeoaopstnefnrlirup',\n",
        " 'fvaeoeppvtneareoirus',\n",
@@ -4136,7 +4162,7 @@
        " 'frlprlnptirpnhehoidr',\n",
        " 'rvarajapvnetnfroeeio',\n",
        " 'raaoahapseetafrlnuis',\n",
-       " 'frwrohnptopharehades',\n",
+       " 'frxrohnptopharehades',\n",
        " 'rroeanhpthrfrarheppn',\n",
        " 'ranelanpsrrifhrltpop',\n",
        " 'rroeaanpthrsfrrhepnp',\n",
@@ -4156,18 +4182,18 @@
        " 'fhaprhnpemrparelnids',\n",
        " 'frlposrptnrenpehriue',\n",
        " 'paouinpdsnloretlhirt',\n",
-       " 'frliatnptnotwhehrhio',\n",
-       " 'frlwaohptnothaehraie',\n",
+       " 'frliatnptnotxhehrhio',\n",
+       " 'frlxaohptnothaehraie',\n",
        " 'rrliahaptnotafrhrhis',\n",
-       " 'fhawahnpemotarelnais',\n",
+       " 'fhaxahnpemotarelnais',\n",
        " 'raoeooapsnnertrlhrua',\n",
        " 'paoiinpdsnooretlhhrt',\n",
-       " 'frliataptnoswtehrhno',\n",
+       " 'frliataptnosxtehrhno',\n",
        " 'rrlnauaptnhtlfrhraii',\n",
        " 'fhahirnpemaoprelnsrd',\n",
        " 'fharaorpemnsapelnnne',\n",
        " 'fhasrorpemnpanelnede',\n",
-       " 'fhatrmrpeswpnnelnods',\n",
+       " 'fhatrmrpesxpnnelnods',\n",
        " 'paalinpdssioretlnort',\n",
        " 'rraoealptshrfnrhnepp',\n",
        " 'fhnoeaepenarmselaepn',\n",
@@ -4183,13 +4209,13 @@
        " 'goaeehrjntaaranhisep',\n",
        " 'roaeuaapntalferhisip',\n",
        " 'roaeeoapntaaefrhiseu',\n",
-       " 'flanrlepntrtiseritwo',\n",
+       " 'flanrlepntrtiseritxo',\n",
        " 'rlanhoopntraerrritsu',\n",
        " 'faaapnrpmtsroneninie',\n",
        " 'flaeonppntserreriout',\n",
        " 'glhrranjnreathnrpefi',\n",
        " 'flrrpnhpnperoaerdeie',\n",
-       " 'flrwrohpnpothaerdahe',\n",
+       " 'flrxrohpnpothaerdahe',\n",
        " 'rlaninnpnfreohrrptre',\n",
        " 'forosimpspaoenenderu',\n",
        " 'farnrlepmpriisendnoo',\n",
@@ -4207,7 +4233,7 @@
        " 'foapianpnsrotrehlihi',\n",
        " 'foapirnpnsroprehlihd',\n",
        " 'flrliinpntioeherhorr',\n",
-       " 'flrohatpnthatwerhesi',\n",
+       " 'flrohatpnthatxerhesi',\n",
        " 'rlrohaepnthafrrrhesp',\n",
        " 'rahnhaepmerafrrnlnsp',\n",
        " 'rlrhnaepntaofrrrhsep',\n",
@@ -4218,7 +4244,7 @@
        " 'faieoeppseaearenreus',\n",
        " 'faraoeppspeearendnus',\n",
        " 'falaninpsitrorenoitr',\n",
-       " 'fatnrirpswrtopenonhh',\n",
+       " 'fatnrirpsxrtopenonhh',\n",
        " 'paerhomdstneantnvnle',\n",
        " 'gantahrjseierannaenp',\n",
        " 'raetlalpsniifnrnreop',\n",
@@ -4230,7 +4256,7 @@
        " 'fanuirlpsrlopnentird',\n",
        " 'faatonrpsmierienneun',\n",
        " 'pallinpdsnioretnrort',\n",
-       " 'paltropdsnwthetnrohe',\n",
+       " 'paltropdsnxthetnrohe',\n",
        " 'galnaohjsnrtrrnnrtia',\n",
        " 'paaoinedsmhorftnnern',\n",
        " 'fnonisrpnssonpeancre',\n",
@@ -4252,7 +4278,7 @@
        " 'failthoptonheneirral',\n",
        " 'faionoiptosarneirnis',\n",
        " 'faorrasptenilceiunoe',\n",
-       " 'fatlvnnptwivnseioooa',\n",
+       " 'fatlvnnptxivnseioooa',\n",
        " 'gaaavlajtenvcfnineoe',\n",
        " 'ralnahnptirfasrionps',\n",
        " 'falmireptinonseiosrn',\n",
@@ -4266,57 +4292,57 @@
        " 'raoeluvptnnihurihroc',\n",
        " 'galavlajtnmvcfnirnoe',\n",
        " 'raahnanptmaofrrinsep',\n",
-       " 'ganorctjthrehwniaaeo',\n",
+       " 'ganorctjthrehxniaaeo',\n",
        " 'fanroanpthiesreiaoul',\n",
        " 'ganhhnajtrarrfninspt',\n",
-       " 'ranhaoyptrafherinspe',\n",
-       " 'fahattmptacwuneiseor',\n",
+       " 'ranhaozptrafherinspe',\n",
+       " 'fahattmptacxuneiseor',\n",
        " 'gahehfhjtarrtonisepo',\n",
        " 'gahehlajtarrnfnisepr',\n",
        " 'fanlnifptnisoteiaocr',\n",
        " 'faamriaptsnnoceinsnr',\n",
        " 'raalnripftnhtorpirah',\n",
        " 'ghanrtajrtheonnpiaer',\n",
-       " 'raahnylpftaoenrpisen',\n",
-       " 'raarnyopftnoenrpinen',\n",
+       " 'raahnzlpftaoenrpisen',\n",
+       " 'raarnzopftnoenrpinen',\n",
        " 'gharaaajrtnsmfnpinnn',\n",
-       " 'raaraoypftnsserpinnn',\n",
+       " 'raaraozpftnsserpinnn',\n",
        " 'ghtanaojromntnnprnai',\n",
-       " 'ghrosefjraoyttnpfgdt',\n",
+       " 'ghrosefjraozttnpfgdt',\n",
        " 'ghrraocjraamdhnpflns',\n",
-       " 'oykrtcsgegaiatfnjfel',\n",
+       " 'ozkrtcsgegaiatfnjfel',\n",
        " 'ekhrtulngraiheejpfec',\n",
-       " 'rarstolpfpyuherpdere',\n",
-       " 'fryltolppeiuaeednore',\n",
-       " 'ghaatoojrnfsdrnpepys',\n",
+       " 'rarstolpfpzuherpdere',\n",
+       " 'frzltolppeiuaeednore',\n",
+       " 'ghaatoojrnfsdrnpepzs',\n",
        " 'gharooojrnerdrnpeeas',\n",
        " 'raaoithpfeeeuarpnurr',\n",
        " 'raafontpfesrturpnrsn',\n",
        " 'frlanirppisroaedoltr',\n",
        " 'friintnppooruhedhrtr',\n",
        " 'raeirolpfaeeherpsree',\n",
-       " 'frawkrrppmogvnednajv',\n",
+       " 'fraxkrrppmogvnednajv',\n",
        " 'ghonavhjrnrtuonphtir',\n",
        " 'frloiroppnnaeaedrhae',\n",
        " 'raankrspfmaghtrpnije',\n",
        " 'frosanappsnenmedneea',\n",
        " 'rahrinopfaeeoorpsere',\n",
-       " 'frsyoteppnesugedennr',\n",
+       " 'frszoteppnesugedennr',\n",
        " 'raeniaepfsrotarpothi',\n",
        " 'granoahjethrsrneiaal',\n",
        " 'fiihrhepoeaeeaerrsel',\n",
-       " 'roeseooperytonrupevg',\n",
+       " 'roeseooperztonrupevg',\n",
        " 'roeaathperfeuaruppnr',\n",
        " 'grtaooujehsrdhnernas',\n",
        " 'roaaeoopeferonrupnpg',\n",
        " 'rraaesopefnrmhrepepn',\n",
        " 'rraeesspefarmnrepspn',\n",
-       " 'roaliyfpefneetruprrn',\n",
+       " 'roalizfpefneetruprrn',\n",
        " 'roaaionpefmeohrupnrg',\n",
        " 'fopalrrpersneheuinre',\n",
        " 'frainsopeneomaeeeren',\n",
        " 'roaaranpeefvterunpvi',\n",
-       " 'filanvspoieevyeronao',\n",
+       " 'filanvspoieevzeronao',\n",
        " 'fileoonpoindoherorsg',\n",
        " 'roatsecpenrrteruevht',\n",
        " 'roahalrpeeafnprunspr',\n",
@@ -4325,7 +4351,7 @@
        " 'roeaasapeatemirusinn',\n",
        " 'finaltnportiuhertior',\n",
        " 'finalthportiuaertior',\n",
-       " 'roeaaswpeatemfrusinn',\n",
+       " 'roeaasxpeatemfrusinn',\n",
        " 'etravehnuvtuhrervirk',\n",
        " 'greavlrjeatutanesirh',\n",
        " 'rrejaorpeanfnpresoph',\n",
@@ -4339,7 +4365,7 @@
        " 'rooataepenfisnruhpel',\n",
        " 'fiargfipompjteerndnr',\n",
        " 'fiargvapompjvierndno',\n",
-       " 'rolahsepenfaytrurpsd',\n",
+       " 'rolahsepenfaztrurpsd',\n",
        " 'rolasaapenfnterurpei',\n",
        " 'rolasrhpenfnterurpeh',\n",
        " 'filrsroponpntserrdeh',\n",
@@ -4368,15 +4394,15 @@
        " 'faahgtepetajugenisnr',\n",
        " 'gaahehfjntarrtneisep',\n",
        " 'rlahnanpitarfrroistp',\n",
-       " 'rlahiyepitahearoisin',\n",
-       " 'rlahiylpitahenroisin',\n",
-       " 'rlariyopitnhenroinin',\n",
+       " 'rlahizepitahearoisin',\n",
+       " 'rlahizlpitahenroisin',\n",
+       " 'rlarizopitnhenroinin',\n",
        " 'faahntopetatuaenisnr',\n",
-       " 'ftahnrspwtattleoisnh',\n",
+       " 'ftahnrspxtattleoisnh',\n",
        " 'rlarsetpitnntaroinet',\n",
        " 'flaarimpitsnoneoinnr',\n",
        " 'gaannhajeterrfnnisnp',\n",
-       " 'raartsopnfpsmhrepdyn',\n",
+       " 'raartsopnfpsmhrepdzn',\n",
        " 'farrntopepatuaendlnr',\n",
        " 'farnonrpepeehiendaua',\n",
        " 'farnroopephieoendaou',\n",
@@ -4399,20 +4425,20 @@
        " 'plavervdisoeeutolode',\n",
        " 'rlaoanipisnfrerolhpt',\n",
        " 'flrliefpitnorteohrrp',\n",
-       " 'pthafnhdwemdratolncn',\n",
+       " 'pthafnhdxemdratolncn',\n",
        " 'planervdishgeutolahe',\n",
-       " 'ftrhnaipwtartoeohsni',\n",
+       " 'ftrhnaipxtartoeohsni',\n",
        " 'rlrsalrpitnfnprohepr',\n",
        " 'faatctopesieuaennehr',\n",
-       " 'ftnronfpwnphsteoadec',\n",
+       " 'ftnronfpxnphsteoadec',\n",
        " 'flnierhpinoreaeoarpe',\n",
        " 'paaeuivdesaloutnnsir',\n",
        " 'raalofrpesnsdprnnrnc',\n",
        " 'flaadoopismedoeonngs',\n",
        " 'flamrrnpisnipreonsod',\n",
-       " 'ftamrropwsnnpseonsnd',\n",
-       " 'ftardkapwsnogmeonnoj',\n",
-       " 'ftnndkopwnsogneoacoj',\n",
+       " 'ftamrropxsnnpseonsnd',\n",
+       " 'ftardkapxsnogmeonnoj',\n",
+       " 'ftnndkopxnsogneoacoj',\n",
        " 'rletaropishtiorooait',\n",
        " 'flemrropisnipoeoosod',\n",
        " 'grianeajtesrgfnhrnnh',\n",
@@ -4421,12 +4447,12 @@
        " 'prpraordteissvthfoln',\n",
        " 'prinhovdtoraeuthrnsu',\n",
        " 'rrlranoptiatarrhofii',\n",
-       " 'palrnrvdsithtutlowah',\n",
+       " 'palrnrvdsithtutloxah',\n",
        " 'raianhrpsofraprlhpts',\n",
        " 'rrorarrpthatvnrhefiv',\n",
        " 'fveeaoopvareeaeospnu',\n",
        " 'ranhaovpsrateurltsiu',\n",
-       " 'fhafyoipeeseneelernh',\n",
+       " 'fhafzoipeeseneelernh',\n",
        " 'rrhfaiuptetiehrhlrhr',\n",
        " 'rrvdapoptvoceorhooef',\n",
        " 'prvgovgdtvheuftholur',\n",
@@ -4441,7 +4467,7 @@
        " 'gaoherfjsnrrptnlhped',\n",
        " 'frlrlhlptnpireehrdop',\n",
        " 'raoaahepsnfeehrlhpns',\n",
-       " 'fharwanpemposhelndal',\n",
+       " 'fharxanpemposhelndal',\n",
        " 'raoanaipsnfrtorlhpti',\n",
        " 'rhaanhrpemfraprlnpns',\n",
        " 'faormropespnnneendsn',\n",
@@ -4450,19 +4476,19 @@
        " 'fharshepempnraelndep',\n",
        " 'fhaphsrpemdrmnelntpn',\n",
        " 'fhaproipemrpneelnidh',\n",
-       " 'prlrlfadtntidlthrwoc',\n",
-       " 'frliatfptnotwtehrhio',\n",
+       " 'prlrlfadtntidlthrxoc',\n",
+       " 'frliatfptnotxtehrhio',\n",
        " 'frlirdfptnopetehrhdg',\n",
-       " 'frlitrnptnowphehrhod',\n",
-       " 'frlwvyaptnovdcehraoo',\n",
+       " 'frlitrnptnoxphehrhod',\n",
+       " 'frlxvzaptnovdcehraoo',\n",
        " 'rrlnauaptnhtlfrhraii',\n",
        " 'rhansaapemrnftrlnnep',\n",
        " 'frlhorgptnaephehrsud',\n",
-       " 'fhahscepemayaaelnsdl',\n",
+       " 'fhahscepemazaaelnsdl',\n",
        " 'rhasathpemntaorlneii',\n",
        " 'rhnhaarperafmprlnspn',\n",
        " 'rraoataptsrtnnrhnair',\n",
-       " 'fratornptswhprehnoed',\n",
+       " 'fratornptsxhprehnoed',\n",
        " 'faaneoopssrreaelntpu',\n",
        " 'fraoraiptshntoehneni',\n",
        " 'fhaanaspesmrerelnnne',\n",
@@ -4476,18 +4502,18 @@
        " 'foaeeoopntaaeaehiseu',\n",
        " 'foaeuaipntaleoehisin',\n",
        " 'raasoalpmtoefnrnirup',\n",
-       " 'glasntajntoewfnrirto',\n",
+       " 'glasntajntoexfnrirto',\n",
        " 'raasaeopmtoatornircv',\n",
        " 'gohieaajnreanfnhpree',\n",
        " 'rlaiuarpnfelearrprin',\n",
        " 'gohraocjnramdhnhpfns',\n",
        " 'glhraosjnramdtnrpfns',\n",
-       " 'gohassujnrfyrhnhppeh',\n",
-       " 'rlarshtpnfpyerrrpdel',\n",
-       " 'gohytuvjnreohunhpndc',\n",
+       " 'gohassujnrfzrhnhppeh',\n",
+       " 'rlarshtpnfpzerrrpdel',\n",
+       " 'gohztuvjnreohunhpndc',\n",
        " 'roakfrfpnfgttsrhpjuh',\n",
        " 'flrkrolpnpgeaeerdjee',\n",
-       " 'gohyahfjnrenetnhpnes',\n",
+       " 'gohzahfjnrenetnhpnes',\n",
        " 'rlakserpnfgrtvrrpjht',\n",
        " 'faronvlpmpotvcendgno',\n",
        " 'roaoooipsfosrnrnpgns',\n",
@@ -4497,12 +4523,12 @@
        " 'rlansorpnfroeprrptru',\n",
        " 'farosiopmphoooenderr',\n",
        " 'farlahepmposraendsnp',\n",
-       " 'flrnriypnphioeerdaoh',\n",
+       " 'flrnrizpnphioeerdaoh',\n",
        " 'flrhnropnpateaerdsne',\n",
        " 'farrshdpmpnneeendnel',\n",
        " 'fliihrhpnoeaeeerrrse',\n",
-       " 'floposfpnerdyteruise',\n",
-       " 'pafnrofdmdrtettncnwu',\n",
+       " 'floposfpnerdzteruise',\n",
+       " 'pafnrofdmdrtettncnxu',\n",
        " 'plinurvdnohleutrraie',\n",
        " 'rlosnerpneoetprrurtv',\n",
        " 'faisafopmooasoenrrcr',\n",
@@ -4520,18 +4546,18 @@
        " 'paafroadmsdneetnncnu',\n",
        " 'flaitirpnsohopernhar',\n",
        " 'raonnrapsroretrnaene',\n",
-       " 'faesltopsryiuaenpeor',\n",
+       " 'faesltopsrziuaenpeor',\n",
        " 'faraltopspeiuaendnor',\n",
        " 'fnponsopnresmseaiucn',\n",
        " 'fneisaapnuontmealrei',\n",
-       " 'fatiatnpswemneenornr',\n",
+       " 'fatiatnpsxemneenornr',\n",
        " 'gaaetctjsntiasnnevel',\n",
        " 'faoirirpshenotenernr',\n",
        " 'faneoogpsrreafentpue',\n",
        " 'ranalrapsrfnpcrntprd',\n",
-       " 'faoooynpshadereneesn',\n",
+       " 'faoooznpshadereneesn',\n",
        " 'pallrhpdsnitirtnrohi',\n",
-       " 'faodoynpssederenngsn',\n",
+       " 'faodoznpssederenngsn',\n",
        " 'rnaovirpnmsviprannoe',\n",
        " 'faorrrapssnipmennnod',\n",
        " 'faorrrmpssnipnennnod',\n",
@@ -4559,23 +4585,23 @@
        " 'ranhusiptrahnhritsct',\n",
        " 'raaaskaptmfngnrinpej',\n",
        " 'raaieflptmostnrinhoo',\n",
-       " 'ranhaoyptrafherinspe',\n",
-       " 'fahattmptacwuneiseor',\n",
-       " 'faratsnptncwmseineon',\n",
+       " 'ranhaozptrafherinspe',\n",
+       " 'fahattmptacxuneiseor',\n",
+       " 'faratsnptncxmseineon',\n",
        " 'ranaotfptsfgntricpfr',\n",
        " 'faroparptnerseeinuin',\n",
        " 'rahiknoptahgrorisijt',\n",
        " 'rahionoptahorerisigt',\n",
-       " 'raalreyptsinterinonv',\n",
+       " 'raalrezptsinterinonv',\n",
        " 'raaaotfpftmgntrpinfr',\n",
        " 'ghaheotjrtaroanpiseg',\n",
-       " 'ghrosefjraoyttnpfgdt',\n",
-       " 'ghrysorjraeyrnnpfnds',\n",
-       " 'fryltolppeiuaeednore',\n",
+       " 'ghrosefjraozttnpfgdt',\n",
+       " 'ghrzsorjraezrnnpfnds',\n",
+       " 'frzltolppeiuaeednore',\n",
        " 'friintnppooruhedhrtr',\n",
        " 'frnaplkpprsrngedtnir',\n",
        " 'ghorreajrnaeatnphfes',\n",
-       " 'raliyrdpfnoevorprhnv',\n",
+       " 'ralizrdpfnoevorprhnv',\n",
        " 'ghlnavtjrnrturnprtir',\n",
        " 'frloknippnngsoedrhjc',\n",
        " 'frarilrppmnoiaednnro',\n",
@@ -4591,17 +4617,17 @@
        " 'poprhredeeiaeatufose',\n",
        " 'pipaaoedoesmeatrfnnu',\n",
        " 'rraoltrpeneeapreeusi',\n",
-       " 'foaigsrpeeofyaeunrtd',\n",
-       " 'pftterrddwulevtcoroe',\n",
+       " 'foaigsrpeeofzaeunrtd',\n",
+       " 'pftterrddxulevtcoroe',\n",
        " 'foafrripeesanoeunrln',\n",
        " 'foahroopeeaidoeunsos',\n",
        " 'roeaasapeatemirusinn',\n",
        " 'finaltnportiuhertior',\n",
        " 'greavlsjeatutmnesirh',\n",
-       " 'roeotcspeadsemrussyt',\n",
+       " 'roeotcspeadsemrusszt',\n",
        " 'fonsetopermgooeutnhd',\n",
        " 'rrevkdopeaugtrresrjo',\n",
-       " 'grohtsojenroyonehprd',\n",
+       " 'grohtsojenrozonehprd',\n",
        " 'frlrrolpenppeeeerdru',\n",
        " 'filrthsponphenerrdal',\n",
        " 'roaasarpemfntnrunpei',\n",
@@ -4618,9 +4644,9 @@
        " 'rlahnanpitarfrroistp',\n",
        " 'gaahgovjetahounnislg',\n",
        " 'gaahgotjetahoannislg',\n",
-       " 'rlaraeypitnsteroinnv',\n",
+       " 'rlaraezpitnsteroinnv',\n",
        " 'flaarimpitsnoneoinnr',\n",
-       " 'ftashaopwtnemgeoieln',\n",
+       " 'ftashaopxtnemgeoieln',\n",
        " 'raaejaspnfrnemreppon',\n",
        " 'raaretrpefphuarnpdkr',\n",
        " 'farnrorpeprieaendnou',\n",
@@ -4635,17 +4661,17 @@
        " 'flrsrlipitnpnoeohedr',\n",
        " 'gaaorocjesrnoannnans',\n",
        " 'flarpropispdeoeonrte',\n",
-       " 'rlariyspisnheyronnin',\n",
+       " 'rlarizspisnhezronnin',\n",
        " 'rleerucpistpheroovdc',\n",
-       " 'flenrrypisaipeeooiod',\n",
+       " 'flenrrzpisaipeeooiod',\n",
        " 'fapjrrrpsrnehaelioee',\n",
-       " 'frlrahoptitnenehowes',\n",
+       " 'frlrahoptitnenehoxes',\n",
        " 'raaloofpseidrtrlnosa',\n",
-       " 'fhtfhcopewteeoelorsi',\n",
+       " 'fhtfhcopexteeoelorsi',\n",
        " 'frlfhnhptitearehorsi',\n",
        " 'palfacfdsiteedtlorei',\n",
        " 'frhfodsptesoemehlrgg',\n",
-       " 'prhttaedtewuisthlorh',\n",
+       " 'prhttaedtexuisthlorh',\n",
        " 'rrhfaiuptetiehrhlrhr',\n",
        " 'rrvitaaptvhicnrhoiee',\n",
        " 'prviroadtvhienthoiou',\n",
@@ -4671,7 +4697,7 @@
        " 'prlpisodtneonethrfre',\n",
        " 'frlpvdnptnrvotehrioo',\n",
        " 'rrliahiptnotahrhrhis',\n",
-       " 'frlwvyaptnovdcehraoo',\n",
+       " 'frlxvzaptnovdcehraoo',\n",
        " 'rhansaapemrnftrlnnep',\n",
        " 'pharesidemnfnotlnnde',\n",
        " 'rrlhofoptnaepdrhrsue',\n",
@@ -4680,8 +4706,8 @@
        " 'grlsattjtnntahnhreii',\n",
        " 'frneofoptrgetdehnhur',\n",
        " 'fhnhraiperapmoelnsdn',\n",
-       " 'pratiahdtswosithnohl',\n",
-       " 'fratornptswhprehnoed',\n",
+       " 'pratiahdtsxosithnohl',\n",
+       " 'fratornptsxhprehnoed',\n",
        " 'rraoealptshrfnrhnepp',\n",
        " 'rhaaniupesmrerrlnnnr',\n",
        " 'fhaanaspesmrerelnnne',\n",
@@ -4689,22 +4715,22 @@
        " 'goanlfojntentanhirro',\n",
        " 'glanohnjntrrrhnritap',\n",
        " 'rlanoonpntrrehrritau',\n",
-       " 'flaorevpnthtnveriewe',\n",
-       " 'faaoranpmthtlneniewe',\n",
+       " 'flaorevpnthtnveriexe',\n",
+       " 'faaoranpmthtlneniexe',\n",
        " 'rlanuvrpntrluarritir',\n",
        " 'rlahaaopntafmhrrispn',\n",
-       " 'gohrystjnraeyunhpfnd',\n",
-       " 'glhryssjnraeymnrpfnd',\n",
+       " 'gohrzstjnraezunhpfnd',\n",
+       " 'glhrzssjnraezmnrpfnd',\n",
        " 'elkatoenngfirgerjpes',\n",
-       " 'gohyfuvjnreshunhpnrc',\n",
+       " 'gohzfuvjnreshunhpnrc',\n",
        " 'faronnapmpohteendgan',\n",
-       " 'forynhepsperatendnns',\n",
+       " 'forznhepsperatendnns',\n",
        " 'flrrpnhpnperoaerdeie',\n",
        " 'roaeinepnfaeonrhpsre',\n",
-       " 'rlannyrpnfhoehrrpaen',\n",
+       " 'rlannzrpnfhoehrrpaen',\n",
        " 'fornohfpspsgltendcfc',\n",
        " 'glroanejnerthgnreaia',\n",
-       " 'gothrsrjnurayenhrpfd',\n",
+       " 'gothrsrjnurazenhrpfd',\n",
        " 'ploprhrdneeiaetrufos',\n",
        " 'faopohspmerdomenuiso',\n",
        " 'failftrpmoisuaenrorr',\n",
@@ -4712,18 +4738,18 @@
        " 'fainuorpmorldaenrnis',\n",
        " 'foisrropsooaeoenrrte',\n",
        " 'plisaafdnooaedtrrrcn',\n",
-       " 'fahinyopmeordrenlrno',\n",
+       " 'fahinzopmeordrenlrno',\n",
        " 'fahnhirpmeraopenlnsr',\n",
-       " 'foairoypssondeennrns',\n",
-       " 'roamrsfpssnnytrnnsnd',\n",
-       " 'faerylipsaheioenseno',\n",
-       " 'faaihnypsmoendennrla',\n",
+       " 'foairozpssondeennrns',\n",
+       " 'roamrsfpssnnztrnnsnd',\n",
+       " 'faerzlipsaheioenseno',\n",
+       " 'faaihnzpsmoendennrla',\n",
        " 'faaoiropsmhonoennern',\n",
-       " 'raarnaspsmnofyrnnnep',\n",
+       " 'raarnaspsmnofzrnnnep',\n",
        " 'ranaaajpsrfetnrnnpni',\n",
-       " 'pnnftsndnsdwmttaccon',\n",
+       " 'pnnftsndnsdxmttaccon',\n",
        " 'pnnhtsndnslamttaccin',\n",
-       " 'fnstorypnoceheearaue',\n",
+       " 'fnstorzpnoceheearaue',\n",
        " 'gaorasgjtrenmhniaeen',\n",
        " 'raonhvopterauoriutsr',\n",
        " 'garnuecjtehhtanieacv',\n",
@@ -4734,7 +4760,7 @@
        " 'raheltaptatiuiristor',\n",
        " 'rahelfrptatidnristoc',\n",
        " 'raaalonpftmiohrpinog',\n",
-       " 'raahnylpftaoenrpisen',\n",
+       " 'raahnzlpftaoenrpisen',\n",
        " 'raahnoapftaoomrpiseg',\n",
        " 'raaoisrpfeeemnrpnurn',\n",
        " 'friintrppooruvedhrtr',\n",
@@ -4744,8 +4770,8 @@
        " 'frsninsppnsoamedtcri',\n",
        " 'frhonrrppaerieedsuno',\n",
        " 'fiirohrpoeneaeerrnus',\n",
-       " 'roaliyrpefneevruprrn',\n",
-       " 'foadyhepeloeraeueonp',\n",
+       " 'roalizrpefneevruprrn',\n",
+       " 'foadzhepeloeraeueonp',\n",
        " 'foeaasepeatemgeusinn',\n",
        " 'foeaastpeatemceusinn',\n",
        " 'rreavespeatuhmresirk',\n",
@@ -4753,13 +4779,13 @@
        " 'filrtovponphsverrdan',\n",
        " 'gaantcrjetevasnniaul',\n",
        " 'rlanvrapitruanroitrl',\n",
-       " 'raarvylpntvueireivrn',\n",
+       " 'raarvzlpntvueireivrn',\n",
        " 'raanntapetroosrniner',\n",
        " 'gaahoaujetagernnisfe',\n",
-       " 'rlahiylpitahenroisin',\n",
-       " 'ftashnapwtnenmeoiela',\n",
-       " 'rlaneynpitatehroiivn',\n",
-       " 'raaejyfpnfrnetreppon',\n",
+       " 'rlahizlpitahenroisin',\n",
+       " 'ftashnapxtnenmeoiela',\n",
+       " 'rlaneznpitatehroiivn',\n",
+       " 'raaejzfpnfrnetreppon',\n",
        " 'farnrlspepriimendnoo',\n",
        " 'flientrpionhuheorrar',\n",
        " 'flaahcnpistaaseolisl',\n",
@@ -4786,10 +4812,10 @@
        " 'foanpospntrrelehitiu',\n",
        " 'rlanuvrpntrluarritir',\n",
        " 'roakfrfpnfgttsrhpjuh',\n",
-       " 'gohyfuvjnreshunhpnrc',\n",
-       " 'gohyahfjnrenetnhpnes',\n",
-       " 'gohyahfjnrenetnhpnes',\n",
-       " 'forynhepsperatendnns',\n",
+       " 'gohzfuvjnreshunhpnrc',\n",
+       " 'gohzahfjnrenetnhpnes',\n",
+       " 'gohzahfjnrenetnhpnes',\n",
+       " 'forznhepsperatendnns',\n",
        " 'farrlnopmpacooendlee',\n",
        " 'farlahepmposraendsnp',\n",
        " 'glroanejnerthgnreaia',\n",
@@ -4797,29 +4823,29 @@
        " 'gotnfecjnuedranhrrcp',\n",
        " 'flinurrpnohleherraie',\n",
        " 'fairoffpmonestenrnur',\n",
-       " 'flohdydpneaoeeeruson',\n",
+       " 'flohdzdpneaoeeeruson',\n",
        " 'ponfnradsndspstnaccr',\n",
-       " 'roamrsfpssnnytrnnsnd',\n",
-       " 'roamrsfpssnnytrnnsnd',\n",
-       " 'faeryltpsaheiwenseno',\n",
-       " 'fartdrypsnneedennrge',\n",
+       " 'roamrsfpssnnztrnnsnd',\n",
+       " 'roamrsfpssnnztrnnsnd',\n",
+       " 'faerzltpsaheixenseno',\n",
+       " 'fartdrzpsnneedennrge',\n",
        " 'fartdonpsnnedsennrgs',\n",
-       " 'fnstorypnoceheearaue',\n",
+       " 'fnstorzpnoceheearaue',\n",
        " 'raalfhspteidcmrinoch',\n",
        " 'gaanrfijtnheponieaee',\n",
        " 'fanhusiptrahnoeitsct',\n",
        " 'frahiltppmaoiuednsro',\n",
        " 'rahrnnopfaerodrpsene',\n",
-       " 'roaliyrpefneevruprrn',\n",
-       " 'foailsopeeoeyoeunrsd',\n",
-       " 'roeavtspeatusmrusiry',\n",
-       " 'grohosujenrryhnehpad',\n",
+       " 'roalizrpefneevruprrn',\n",
+       " 'foailsopeeoezoeunrsd',\n",
+       " 'roeavtspeatusmrusirz',\n",
+       " 'grohosujenrrzhnehpad',\n",
        " 'frlrrolpenppeeeerdru',\n",
        " 'rooasahpenflmeruhpln',\n",
        " 'gaanhfejnterttneirpr',\n",
        " 'raajafapetnftnrniopr',\n",
-       " 'raarvylpntvueireivrn',\n",
-       " 'gartptfjnerdwtneevto',\n",
+       " 'raarvzlpntvueireivrn',\n",
+       " 'gartptfjnerdxtneevto',\n",
        " 'flientrpionhuheorrar',\n",
        " 'flareoepispndaeonres',\n",
        " 'fharohepempnlaelndhc',\n",
@@ -4835,7 +4861,7 @@
        " 'raallrmpftnianrpirol']"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4846,10 +4872,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 45,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -4857,7 +4881,7 @@
        "[]"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4868,79 +4892,73 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 46,
+   "metadata": {},
    "outputs": [],
    "source": [
-    "def cadenus_break_worker(message, keyword, keycolumn, fitness):\n",
-    "    message_chunks = chunks(message, 175)\n",
-    "    plaintext = ''.join(cadenus_decipher(c, keyword, keycolumn) for c in message_chunks)\n",
-    "    fit = fitness(plaintext)\n",
-    "    return (keyword, keycolumn), fit"
+    "# def cadenus_break_worker(message, keyword, keycolumn, fitness):\n",
+    "#     message_chunks = chunks(message, 175)\n",
+    "#     plaintext = ''.join(cadenus_decipher(c, keyword, keycolumn) for c in message_chunks)\n",
+    "#     fit = fitness(plaintext)\n",
+    "#     return (keyword, keycolumn), fit"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 47,
+   "metadata": {},
    "outputs": [],
    "source": [
-    "def cadenus_break(message, words=keywords, fitness=Pbigrams):\n",
-    "    c = make_cadenus_keycolumn(reverse=True)\n",
-    "    results = starmap(cadenus_break_worker, [(message, \n",
-    "                                              w, \n",
-    "                                              make_cadenus_keycolumn(doubled_letters='vw', start=s, reverse=r), \n",
-    "                                              fitness)\n",
-    "                               for w in words for s in string.ascii_lowercase for r in [True, False]])\n",
-    "    # return list(results)\n",
-    "    return max(results, key=lambda k: k[1])"
+    "# def cadenus_break(message, words=keywords, fitness=Pbigrams):\n",
+    "#     c = make_cadenus_keycolumn(reverse=True)\n",
+    "#     results = starmap(cadenus_break_worker, [(message, \n",
+    "#                                               w, \n",
+    "#                                               make_cadenus_keycolumn(doubled_letters='vw', start=s, reverse=r), \n",
+    "#                                               fitness)\n",
+    "#                                for w in words for s in string.ascii_lowercase for r in [True, False]])\n",
+    "#     # return list(results)\n",
+    "#     return max(results, key=lambda k: k[1])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 48,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "(('finalist',\n",
-       "  {'a': 6,\n",
-       "   'b': 5,\n",
-       "   'c': 4,\n",
-       "   'd': 3,\n",
-       "   'e': 2,\n",
-       "   'f': 1,\n",
-       "   'g': 0,\n",
-       "   'h': 24,\n",
-       "   'i': 23,\n",
-       "   'j': 22,\n",
-       "   'k': 21,\n",
-       "   'l': 20,\n",
-       "   'm': 19,\n",
-       "   'n': 18,\n",
-       "   'o': 17,\n",
-       "   'p': 16,\n",
-       "   'q': 15,\n",
-       "   'r': 14,\n",
-       "   's': 13,\n",
-       "   't': 12,\n",
-       "   'u': 11,\n",
-       "   'v': 10,\n",
-       "   'w': 10,\n",
-       "   'x': 9,\n",
-       "   'y': 8,\n",
-       "   'z': 7}),\n",
-       " -5286.197562931952)"
+       "  {'a': 3,\n",
+       "   'b': 2,\n",
+       "   'c': 1,\n",
+       "   'd': 0,\n",
+       "   'e': 24,\n",
+       "   'f': 23,\n",
+       "   'g': 22,\n",
+       "   'h': 21,\n",
+       "   'i': 20,\n",
+       "   'j': 19,\n",
+       "   'k': 18,\n",
+       "   'l': 17,\n",
+       "   'm': 16,\n",
+       "   'n': 15,\n",
+       "   'o': 14,\n",
+       "   'p': 13,\n",
+       "   'q': 12,\n",
+       "   'r': 11,\n",
+       "   's': 10,\n",
+       "   't': 9,\n",
+       "   'u': 8,\n",
+       "   'v': 7,\n",
+       "   'w': 7,\n",
+       "   'x': 6,\n",
+       "   'y': 5,\n",
+       "   'z': 4}),\n",
+       " -5436.133070290792)"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4952,462 +4970,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 49,
+   "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'wledgctftrojhrtheonovoresoovrpanegoarerufofinaltnportiuhertiorafthehasdwarenncompleeeandoastestssoveconlrudedtlsreisnntignfrrrthesinaaltranlicthaaehesecisityseemiceshuneanykhf'"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "IndexError",
+     "evalue": "string index out of range",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mRemoteTraceback\u001b[0m                           Traceback (most recent call last)",
+      "\u001b[0;31mRemoteTraceback\u001b[0m: \n\"\"\"\nTraceback (most recent call last):\n  File \"/usr/lib/python3.6/multiprocessing/pool.py\", line 119, in worker\n    result = (True, func(*args, **kwds))\n  File \"/usr/lib/python3.6/multiprocessing/pool.py\", line 47, in starmapstar\n    return list(itertools.starmap(args[0], args[1]))\n  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher/cadenus.py\", line 120, in cadenus_break_worker\n    plaintext = ''.join(cadenus_decipher(c, keyword, keycolumn) for c in message_chunks)\n  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher/cadenus.py\", line 120, in <genexpr>\n    plaintext = ''.join(cadenus_decipher(c, keyword, keycolumn) for c in message_chunks)\n  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher/cadenus.py\", line 89, in cadenus_decipher\n    untransposed_rows = [untranspose(r, transpositions) for r in rows]\n  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher/cadenus.py\", line 89, in <listcomp>\n    untransposed_rows = [untranspose(r, transpositions) for r in rows]\n  File \"/home/neil/Documents/programming/national-cipher-challenge/support/utilities.py\", line 101, in untranspose\n    transposed[t] = items[p]\nIndexError: string index out of range\n\"\"\"",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-49-ef8b0c9b9c63>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mkey8b\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfitness\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcadenus_break\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc8bl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfitness\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mPtrigrams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mkey8b\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfitness\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/Documents/programming/national-cipher-challenge/cipher/cadenus.py\u001b[0m in \u001b[0;36mcadenus_break\u001b[0;34m(message, words, doubled_letters, fitness)\u001b[0m\n\u001b[1;32m    106\u001b[0m                         start=s, reverse=r), \n\u001b[1;32m    107\u001b[0m                     fitness)\n\u001b[0;32m--> 108\u001b[0;31m                 \u001b[0;32mfor\u001b[0m \u001b[0mw\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mwords\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    109\u001b[0m                 \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mascii_lowercase\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    110\u001b[0m                 \u001b[0;32mfor\u001b[0m \u001b[0mr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/usr/lib/python3.6/multiprocessing/pool.py\u001b[0m in \u001b[0;36mstarmap\u001b[0;34m(self, func, iterable, chunksize)\u001b[0m\n\u001b[1;32m    272\u001b[0m         \u001b[0;31m`\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;31m`\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0mbecomes\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    273\u001b[0m         '''\n\u001b[0;32m--> 274\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_map_async\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstarmapstar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    275\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    276\u001b[0m     def starmap_async(self, func, iterable, chunksize=None, callback=None,\n",
+      "\u001b[0;32m/usr/lib/python3.6/multiprocessing/pool.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    642\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    643\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 644\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_value\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    645\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    646\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_set\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mIndexError\u001b[0m: string index out of range"
+     ]
     }
    ],
+   "source": [
+    "key8b, fitness = cadenus_break(c8bl, fitness=Ptrigrams)\n",
+    "key8b, fitness"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "cadenus_decipher(first_chunk, key8b[0], key8b[1])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[('finalist', 'z', 'az', True),\n",
-       " ('finalist', 'a', 'no', True),\n",
-       " ('finalist', 'n', 'no', True),\n",
-       " ('finalist', 'a', 'nu', True),\n",
-       " ('finalist', 'n', 'nu', True),\n",
-       " ('finalist', 'a', 'nz', True),\n",
-       " ('finalist', 'n', 'nz', True),\n",
-       " ('finalist', 'a', 'op', True),\n",
-       " ('finalist', 'o', 'op', True),\n",
-       " ('finalist', 'a', 'oq', True),\n",
-       " ('finalist', 'o', 'oq', True),\n",
-       " ('finalist', 'a', 'or', True),\n",
-       " ('finalist', 'o', 'or', True),\n",
-       " ('finalist', 'a', 'os', True),\n",
-       " ('finalist', 'o', 'os', True),\n",
-       " ('finalist', 'a', 'ot', True),\n",
-       " ('finalist', 'o', 'ot', True),\n",
-       " ('finalist', 'a', 'ou', True),\n",
-       " ('finalist', 'o', 'ou', True),\n",
-       " ('finalist', 'a', 'ov', True),\n",
-       " ('finalist', 'o', 'ov', True),\n",
-       " ('finalist', 'a', 'ow', True),\n",
-       " ('finalist', 'o', 'ow', True),\n",
-       " ('finalist', 'a', 'ox', True),\n",
-       " ('finalist', 'o', 'ox', True),\n",
-       " ('finalist', 'a', 'oy', True),\n",
-       " ('finalist', 'o', 'oy', True),\n",
-       " ('finalist', 'a', 'oz', True),\n",
-       " ('finalist', 'o', 'oz', True),\n",
-       " ('finalist', 'a', 'pq', True),\n",
-       " ('finalist', 'p', 'pq', True),\n",
-       " ('finalist', 'a', 'pr', True),\n",
-       " ('finalist', 'p', 'pr', True),\n",
-       " ('finalist', 'a', 'ps', True),\n",
-       " ('finalist', 'p', 'ps', True),\n",
-       " ('finalist', 'a', 'pt', True),\n",
-       " ('finalist', 'p', 'pt', True),\n",
-       " ('finalist', 'a', 'pu', True),\n",
-       " ('finalist', 'p', 'pu', True),\n",
-       " ('finalist', 'a', 'pv', True),\n",
-       " ('finalist', 'p', 'pv', True),\n",
-       " ('finalist', 'a', 'pw', True),\n",
-       " ('finalist', 'p', 'pw', True),\n",
-       " ('finalist', 'a', 'px', True),\n",
-       " ('finalist', 'p', 'px', True),\n",
-       " ('finalist', 'a', 'py', True),\n",
-       " ('finalist', 'p', 'py', True),\n",
-       " ('finalist', 'a', 'pz', True),\n",
-       " ('finalist', 'p', 'pz', True),\n",
-       " ('finalist', 'a', 'qr', True),\n",
-       " ('finalist', 'q', 'qr', True),\n",
-       " ('finalist', 'a', 'qs', True),\n",
-       " ('finalist', 'q', 'qs', True),\n",
-       " ('finalist', 'a', 'qt', True),\n",
-       " ('finalist', 'q', 'qt', True),\n",
-       " ('finalist', 'a', 'qu', True),\n",
-       " ('finalist', 'q', 'qu', True),\n",
-       " ('finalist', 'a', 'qv', True),\n",
-       " ('finalist', 'q', 'qv', True),\n",
-       " ('finalist', 'a', 'qw', True),\n",
-       " ('finalist', 'q', 'qw', True),\n",
-       " ('finalist', 'a', 'qx', True),\n",
-       " ('finalist', 'q', 'qx', True),\n",
-       " ('finalist', 'a', 'qy', True),\n",
-       " ('finalist', 'q', 'qy', True),\n",
-       " ('finalist', 'a', 'qz', True),\n",
-       " ('finalist', 'q', 'qz', True),\n",
-       " ('finalist', 'a', 'rs', True),\n",
-       " ('finalist', 'r', 'rs', True),\n",
-       " ('finalist', 'a', 'rt', True),\n",
-       " ('finalist', 'r', 'rt', True),\n",
-       " ('finalist', 'a', 'ru', True),\n",
-       " ('finalist', 'r', 'ru', True),\n",
-       " ('finalist', 'a', 'rv', True),\n",
-       " ('finalist', 'r', 'rv', True),\n",
-       " ('finalist', 'a', 'rw', True),\n",
-       " ('finalist', 'r', 'rw', True),\n",
-       " ('finalist', 'a', 'rx', True),\n",
-       " ('finalist', 'r', 'rx', True),\n",
-       " ('finalist', 'a', 'ry', True),\n",
-       " ('finalist', 'r', 'ry', True),\n",
-       " ('finalist', 'a', 'rz', True),\n",
-       " ('finalist', 'r', 'rz', True),\n",
-       " ('finalist', 'a', 'st', True),\n",
-       " ('finalist', 's', 'st', True),\n",
-       " ('finalist', 'a', 'su', True),\n",
-       " ('finalist', 's', 'su', True),\n",
-       " ('finalist', 'a', 'sv', True),\n",
-       " ('finalist', 's', 'sv', True),\n",
-       " ('finalist', 'a', 'sw', True),\n",
-       " ('finalist', 's', 'sw', True),\n",
-       " ('finalist', 'a', 'sx', True),\n",
-       " ('finalist', 's', 'sx', True),\n",
-       " ('finalist', 'a', 'sy', True),\n",
-       " ('finalist', 's', 'sy', True),\n",
-       " ('finalist', 'a', 'sz', True),\n",
-       " ('finalist', 's', 'sz', True),\n",
-       " ('finalist', 'a', 'tu', True),\n",
-       " ('finalist', 't', 'tu', True),\n",
-       " ('finalist', 'a', 'tv', True),\n",
-       " ('finalist', 't', 'tv', True),\n",
-       " ('finalist', 'a', 'tw', True),\n",
-       " ('finalist', 't', 'tw', True),\n",
-       " ('finalist', 'a', 'tx', True),\n",
-       " ('finalist', 't', 'tx', True),\n",
-       " ('finalist', 'a', 'ty', True),\n",
-       " ('finalist', 't', 'ty', True),\n",
-       " ('finalist', 'a', 'tz', True),\n",
-       " ('finalist', 't', 'tz', True),\n",
-       " ('finalist', 'a', 'uv', True),\n",
-       " ('finalist', 'u', 'uv', True),\n",
-       " ('finalist', 'a', 'uw', True),\n",
-       " ('finalist', 'u', 'uw', True),\n",
-       " ('finalist', 'a', 'ux', True),\n",
-       " ('finalist', 'u', 'ux', True),\n",
-       " ('finalist', 'a', 'uy', True),\n",
-       " ('finalist', 'u', 'uy', True),\n",
-       " ('finalist', 'a', 'uz', True),\n",
-       " ('finalist', 'u', 'uz', True),\n",
-       " ('finalist', 'a', 'vw', True),\n",
-       " ('finalist', 'v', 'vw', True),\n",
-       " ('finalist', 'a', 'vx', True),\n",
-       " ('finalist', 'v', 'vx', True),\n",
-       " ('finalist', 'a', 'vy', True),\n",
-       " ('finalist', 'v', 'vy', True),\n",
-       " ('finalist', 'a', 'vz', True),\n",
-       " ('finalist', 'v', 'vz', True),\n",
-       " ('finalist', 'a', 'wx', True),\n",
-       " ('finalist', 'w', 'wx', True),\n",
-       " ('finalist', 'a', 'wy', True),\n",
-       " ('finalist', 'w', 'wy', True),\n",
-       " ('finalist', 'a', 'wz', True),\n",
-       " ('finalist', 'w', 'wz', True),\n",
-       " ('finalist', 'a', 'xy', True),\n",
-       " ('finalist', 'x', 'xy', True),\n",
-       " ('finalist', 'a', 'xz', True),\n",
-       " ('finalist', 'x', 'xz', True),\n",
-       " ('finalist', 'a', 'yz', True),\n",
-       " ('finalist', 'y', 'yz', True),\n",
-       " ('finality', 'z', 'az', True),\n",
-       " ('finality', 'a', 'no', True),\n",
-       " ('finality', 'n', 'no', True),\n",
-       " ('finality', 'a', 'nu', True),\n",
-       " ('finality', 'n', 'nu', True),\n",
-       " ('finality', 'a', 'nz', True),\n",
-       " ('finality', 'n', 'nz', True),\n",
-       " ('finality', 'a', 'op', True),\n",
-       " ('finality', 'o', 'op', True),\n",
-       " ('finality', 'a', 'oq', True),\n",
-       " ('finality', 'o', 'oq', True),\n",
-       " ('finality', 'a', 'or', True),\n",
-       " ('finality', 'o', 'or', True),\n",
-       " ('finality', 'a', 'os', True),\n",
-       " ('finality', 'o', 'os', True),\n",
-       " ('finality', 'a', 'ot', True),\n",
-       " ('finality', 'o', 'ot', True),\n",
-       " ('finality', 'a', 'ou', True),\n",
-       " ('finality', 'o', 'ou', True),\n",
-       " ('finality', 'a', 'ov', True),\n",
-       " ('finality', 'o', 'ov', True),\n",
-       " ('finality', 'a', 'ow', True),\n",
-       " ('finality', 'o', 'ow', True),\n",
-       " ('finality', 'a', 'ox', True),\n",
-       " ('finality', 'o', 'ox', True),\n",
-       " ('finality', 'a', 'oy', True),\n",
-       " ('finality', 'o', 'oy', True),\n",
-       " ('finality', 'a', 'oz', True),\n",
-       " ('finality', 'o', 'oz', True),\n",
-       " ('finality', 'a', 'pq', True),\n",
-       " ('finality', 'p', 'pq', True),\n",
-       " ('finality', 'a', 'pr', True),\n",
-       " ('finality', 'p', 'pr', True),\n",
-       " ('finality', 'a', 'ps', True),\n",
-       " ('finality', 'p', 'ps', True),\n",
-       " ('finality', 'a', 'pt', True),\n",
-       " ('finality', 'p', 'pt', True),\n",
-       " ('finality', 'a', 'pu', True),\n",
-       " ('finality', 'p', 'pu', True),\n",
-       " ('finality', 'a', 'pv', True),\n",
-       " ('finality', 'p', 'pv', True),\n",
-       " ('finality', 'a', 'pw', True),\n",
-       " ('finality', 'p', 'pw', True),\n",
-       " ('finality', 'a', 'px', True),\n",
-       " ('finality', 'p', 'px', True),\n",
-       " ('finality', 'a', 'py', True),\n",
-       " ('finality', 'p', 'py', True),\n",
-       " ('finality', 'a', 'pz', True),\n",
-       " ('finality', 'p', 'pz', True),\n",
-       " ('finality', 'a', 'qr', True),\n",
-       " ('finality', 'q', 'qr', True),\n",
-       " ('finality', 'a', 'qs', True),\n",
-       " ('finality', 'q', 'qs', True),\n",
-       " ('finality', 'a', 'qt', True),\n",
-       " ('finality', 'q', 'qt', True),\n",
-       " ('finality', 'a', 'qu', True),\n",
-       " ('finality', 'q', 'qu', True),\n",
-       " ('finality', 'a', 'qv', True),\n",
-       " ('finality', 'q', 'qv', True),\n",
-       " ('finality', 'a', 'qw', True),\n",
-       " ('finality', 'q', 'qw', True),\n",
-       " ('finality', 'a', 'qx', True),\n",
-       " ('finality', 'q', 'qx', True),\n",
-       " ('finality', 'a', 'qy', True),\n",
-       " ('finality', 'q', 'qy', True),\n",
-       " ('finality', 'a', 'qz', True),\n",
-       " ('finality', 'q', 'qz', True),\n",
-       " ('finality', 'a', 'rs', True),\n",
-       " ('finality', 'r', 'rs', True),\n",
-       " ('finality', 'a', 'rt', True),\n",
-       " ('finality', 'r', 'rt', True),\n",
-       " ('finality', 'a', 'ru', True),\n",
-       " ('finality', 'r', 'ru', True),\n",
-       " ('finality', 'a', 'rv', True),\n",
-       " ('finality', 'r', 'rv', True),\n",
-       " ('finality', 'a', 'rw', True),\n",
-       " ('finality', 'r', 'rw', True),\n",
-       " ('finality', 'a', 'rx', True),\n",
-       " ('finality', 'r', 'rx', True),\n",
-       " ('finality', 'a', 'ry', True),\n",
-       " ('finality', 'r', 'ry', True),\n",
-       " ('finality', 'a', 'rz', True),\n",
-       " ('finality', 'r', 'rz', True),\n",
-       " ('finality', 'a', 'st', True),\n",
-       " ('finality', 's', 'st', True),\n",
-       " ('finality', 'a', 'su', True),\n",
-       " ('finality', 's', 'su', True),\n",
-       " ('finality', 'a', 'sv', True),\n",
-       " ('finality', 's', 'sv', True),\n",
-       " ('finality', 'a', 'sw', True),\n",
-       " ('finality', 's', 'sw', True),\n",
-       " ('finality', 'a', 'sx', True),\n",
-       " ('finality', 's', 'sx', True),\n",
-       " ('finality', 'a', 'sy', True),\n",
-       " ('finality', 's', 'sy', True),\n",
-       " ('finality', 'a', 'sz', True),\n",
-       " ('finality', 's', 'sz', True),\n",
-       " ('finality', 'a', 'tu', True),\n",
-       " ('finality', 't', 'tu', True),\n",
-       " ('finality', 'a', 'tv', True),\n",
-       " ('finality', 't', 'tv', True),\n",
-       " ('finality', 'a', 'tw', True),\n",
-       " ('finality', 't', 'tw', True),\n",
-       " ('finality', 'a', 'tx', True),\n",
-       " ('finality', 't', 'tx', True),\n",
-       " ('finality', 'a', 'ty', True),\n",
-       " ('finality', 't', 'ty', True),\n",
-       " ('finality', 'a', 'tz', True),\n",
-       " ('finality', 't', 'tz', True),\n",
-       " ('finality', 'a', 'uv', True),\n",
-       " ('finality', 'u', 'uv', True),\n",
-       " ('finality', 'a', 'uw', True),\n",
-       " ('finality', 'u', 'uw', True),\n",
-       " ('finality', 'a', 'ux', True),\n",
-       " ('finality', 'u', 'ux', True),\n",
-       " ('finality', 'a', 'uy', True),\n",
-       " ('finality', 'u', 'uy', True),\n",
-       " ('finality', 'a', 'uz', True),\n",
-       " ('finality', 'u', 'uz', True),\n",
-       " ('finality', 'a', 'vw', True),\n",
-       " ('finality', 'v', 'vw', True),\n",
-       " ('finality', 'a', 'vx', True),\n",
-       " ('finality', 'v', 'vx', True),\n",
-       " ('finality', 'a', 'vy', True),\n",
-       " ('finality', 'v', 'vy', True),\n",
-       " ('finality', 'a', 'vz', True),\n",
-       " ('finality', 'v', 'vz', True),\n",
-       " ('finality', 'a', 'wx', True),\n",
-       " ('finality', 'w', 'wx', True),\n",
-       " ('finality', 'a', 'wy', True),\n",
-       " ('finality', 'w', 'wy', True),\n",
-       " ('finality', 'a', 'wz', True),\n",
-       " ('finality', 'w', 'wz', True),\n",
-       " ('finality', 'a', 'xy', True),\n",
-       " ('finality', 'x', 'xy', True),\n",
-       " ('finality', 'a', 'xz', True),\n",
-       " ('finality', 'x', 'xz', True),\n",
-       " ('finality', 'a', 'yz', True),\n",
-       " ('finality', 'y', 'yz', True),\n",
-       " ('foulness', 'x', 'ov', True),\n",
-       " ('finalists', 'z', 'az', True),\n",
-       " ('finalists', 'a', 'no', True),\n",
-       " ('finalists', 'n', 'no', True),\n",
-       " ('finalists', 'a', 'nu', True),\n",
-       " ('finalists', 'n', 'nu', True),\n",
-       " ('finalists', 'a', 'nz', True),\n",
-       " ('finalists', 'n', 'nz', True),\n",
-       " ('finalists', 'a', 'op', True),\n",
-       " ('finalists', 'o', 'op', True),\n",
-       " ('finalists', 'a', 'oq', True),\n",
-       " ('finalists', 'o', 'oq', True),\n",
-       " ('finalists', 'a', 'or', True),\n",
-       " ('finalists', 'o', 'or', True),\n",
-       " ('finalists', 'a', 'os', True),\n",
-       " ('finalists', 'o', 'os', True),\n",
-       " ('finalists', 'a', 'ot', True),\n",
-       " ('finalists', 'o', 'ot', True),\n",
-       " ('finalists', 'a', 'ou', True),\n",
-       " ('finalists', 'o', 'ou', True),\n",
-       " ('finalists', 'a', 'ov', True),\n",
-       " ('finalists', 'o', 'ov', True),\n",
-       " ('finalists', 'a', 'ow', True),\n",
-       " ('finalists', 'o', 'ow', True),\n",
-       " ('finalists', 'a', 'ox', True),\n",
-       " ('finalists', 'o', 'ox', True),\n",
-       " ('finalists', 'a', 'oy', True),\n",
-       " ('finalists', 'o', 'oy', True),\n",
-       " ('finalists', 'a', 'oz', True),\n",
-       " ('finalists', 'o', 'oz', True),\n",
-       " ('finalists', 'a', 'pq', True),\n",
-       " ('finalists', 'p', 'pq', True),\n",
-       " ('finalists', 'a', 'pr', True),\n",
-       " ('finalists', 'p', 'pr', True),\n",
-       " ('finalists', 'a', 'ps', True),\n",
-       " ('finalists', 'p', 'ps', True),\n",
-       " ('finalists', 'a', 'pt', True),\n",
-       " ('finalists', 'p', 'pt', True),\n",
-       " ('finalists', 'a', 'pu', True),\n",
-       " ('finalists', 'p', 'pu', True),\n",
-       " ('finalists', 'a', 'pv', True),\n",
-       " ('finalists', 'p', 'pv', True),\n",
-       " ('finalists', 'a', 'pw', True),\n",
-       " ('finalists', 'p', 'pw', True),\n",
-       " ('finalists', 'a', 'px', True),\n",
-       " ('finalists', 'p', 'px', True),\n",
-       " ('finalists', 'a', 'py', True),\n",
-       " ('finalists', 'p', 'py', True),\n",
-       " ('finalists', 'a', 'pz', True),\n",
-       " ('finalists', 'p', 'pz', True),\n",
-       " ('finalists', 'a', 'qr', True),\n",
-       " ('finalists', 'q', 'qr', True),\n",
-       " ('finalists', 'a', 'qs', True),\n",
-       " ('finalists', 'q', 'qs', True),\n",
-       " ('finalists', 'a', 'qt', True),\n",
-       " ('finalists', 'q', 'qt', True),\n",
-       " ('finalists', 'a', 'qu', True),\n",
-       " ('finalists', 'q', 'qu', True),\n",
-       " ('finalists', 'a', 'qv', True),\n",
-       " ('finalists', 'q', 'qv', True),\n",
-       " ('finalists', 'a', 'qw', True),\n",
-       " ('finalists', 'q', 'qw', True),\n",
-       " ('finalists', 'a', 'qx', True),\n",
-       " ('finalists', 'q', 'qx', True),\n",
-       " ('finalists', 'a', 'qy', True),\n",
-       " ('finalists', 'q', 'qy', True),\n",
-       " ('finalists', 'a', 'qz', True),\n",
-       " ('finalists', 'q', 'qz', True),\n",
-       " ('finalists', 'a', 'rs', True),\n",
-       " ('finalists', 'r', 'rs', True),\n",
-       " ('finalists', 'a', 'rt', True),\n",
-       " ('finalists', 'r', 'rt', True),\n",
-       " ('finalists', 'a', 'ru', True),\n",
-       " ('finalists', 'r', 'ru', True),\n",
-       " ('finalists', 'a', 'rv', True),\n",
-       " ('finalists', 'r', 'rv', True),\n",
-       " ('finalists', 'a', 'rw', True),\n",
-       " ('finalists', 'r', 'rw', True),\n",
-       " ('finalists', 'a', 'rx', True),\n",
-       " ('finalists', 'r', 'rx', True),\n",
-       " ('finalists', 'a', 'ry', True),\n",
-       " ('finalists', 'r', 'ry', True),\n",
-       " ('finalists', 'a', 'rz', True),\n",
-       " ('finalists', 'r', 'rz', True),\n",
-       " ('finalists', 'a', 'st', True),\n",
-       " ('finalists', 's', 'st', True),\n",
-       " ('finalists', 'a', 'su', True),\n",
-       " ('finalists', 's', 'su', True),\n",
-       " ('finalists', 'a', 'sv', True),\n",
-       " ('finalists', 's', 'sv', True),\n",
-       " ('finalists', 'a', 'sw', True),\n",
-       " ('finalists', 's', 'sw', True),\n",
-       " ('finalists', 'a', 'sx', True),\n",
-       " ('finalists', 's', 'sx', True),\n",
-       " ('finalists', 'a', 'sy', True),\n",
-       " ('finalists', 's', 'sy', True),\n",
-       " ('finalists', 'a', 'sz', True),\n",
-       " ('finalists', 's', 'sz', True),\n",
-       " ('finalists', 'a', 'tu', True),\n",
-       " ('finalists', 't', 'tu', True),\n",
-       " ('finalists', 'a', 'tv', True),\n",
-       " ('finalists', 't', 'tv', True),\n",
-       " ('finalists', 'a', 'tw', True),\n",
-       " ('finalists', 't', 'tw', True),\n",
-       " ('finalists', 'a', 'tx', True),\n",
-       " ('finalists', 't', 'tx', True),\n",
-       " ('finalists', 'a', 'ty', True),\n",
-       " ('finalists', 't', 'ty', True),\n",
-       " ('finalists', 'a', 'tz', True),\n",
-       " ('finalists', 't', 'tz', True),\n",
-       " ('finalists', 'a', 'uv', True),\n",
-       " ('finalists', 'u', 'uv', True),\n",
-       " ('finalists', 'a', 'uw', True),\n",
-       " ('finalists', 'u', 'uw', True),\n",
-       " ('finalists', 'a', 'ux', True),\n",
-       " ('finalists', 'u', 'ux', True),\n",
-       " ('finalists', 'a', 'uy', True),\n",
-       " ('finalists', 'u', 'uy', True),\n",
-       " ('finalists', 'a', 'uz', True),\n",
-       " ('finalists', 'u', 'uz', True),\n",
-       " ('finalists', 'a', 'vw', True),\n",
-       " ('finalists', 'v', 'vw', True),\n",
-       " ('finalists', 'a', 'vx', True),\n",
-       " ('finalists', 'v', 'vx', True),\n",
-       " ('finalists', 'a', 'vy', True),\n",
-       " ('finalists', 'v', 'vy', True),\n",
-       " ('finalists', 'a', 'vz', True),\n",
-       " ('finalists', 'v', 'vz', True),\n",
-       " ('finalists', 'a', 'wx', True),\n",
-       " ('finalists', 'w', 'wx', True),\n",
-       " ('finalists', 'a', 'wy', True),\n",
-       " ('finalists', 'w', 'wy', True),\n",
-       " ('finalists', 'a', 'wz', True),\n",
-       " ('finalists', 'w', 'wz', True),\n",
-       " ('finalists', 'a', 'xy', True),\n",
-       " ('finalists', 'x', 'xy', True),\n",
-       " ('finalists', 'a', 'xz', True),\n",
-       " ('finalists', 'x', 'xz', True),\n",
-       " ('finalists', 'a', 'yz', True),\n",
-       " ('finalists', 'y', 'yz', True),\n",
-       " ('foulnesss', 'x', 'ov', True)]"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "[(w, s, d1+d2, r)\n",
     " for w in hinted_keywords \n",
@@ -5422,22 +5024,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "[(w, s, d1+d2, r, cadenus_decipher(first_chunk, w, \n",
     "                                   make_cadenus_keycolumn(doubled_letters=d1+d2, start=s, reverse=r))[:50])\n",
@@ -5453,94 +5042,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[('finalist', 'a', 'no', True),\n",
-       " ('finalist', 'n', 'no', True),\n",
-       " ('finalist', 'a', 'op', True),\n",
-       " ('finalist', 'o', 'op', True),\n",
-       " ('finalist', 'a', 'pq', True),\n",
-       " ('finalist', 'p', 'pq', True),\n",
-       " ('finalist', 'a', 'qr', True),\n",
-       " ('finalist', 'q', 'qr', True),\n",
-       " ('finalist', 'a', 'rs', True),\n",
-       " ('finalist', 'r', 'rs', True),\n",
-       " ('finalist', 'a', 'st', True),\n",
-       " ('finalist', 's', 'st', True),\n",
-       " ('finalist', 'a', 'tu', True),\n",
-       " ('finalist', 't', 'tu', True),\n",
-       " ('finalist', 'a', 'uv', True),\n",
-       " ('finalist', 'u', 'uv', True),\n",
-       " ('finalist', 'a', 'vw', True),\n",
-       " ('finalist', 'v', 'vw', True),\n",
-       " ('finalist', 'a', 'wx', True),\n",
-       " ('finalist', 'w', 'wx', True),\n",
-       " ('finalist', 'a', 'xy', True),\n",
-       " ('finalist', 'x', 'xy', True),\n",
-       " ('finalist', 'a', 'yz', True),\n",
-       " ('finalist', 'y', 'yz', True),\n",
-       " ('finality', 'a', 'no', True),\n",
-       " ('finality', 'n', 'no', True),\n",
-       " ('finality', 'a', 'op', True),\n",
-       " ('finality', 'o', 'op', True),\n",
-       " ('finality', 'a', 'pq', True),\n",
-       " ('finality', 'p', 'pq', True),\n",
-       " ('finality', 'a', 'qr', True),\n",
-       " ('finality', 'q', 'qr', True),\n",
-       " ('finality', 'a', 'rs', True),\n",
-       " ('finality', 'r', 'rs', True),\n",
-       " ('finality', 'a', 'st', True),\n",
-       " ('finality', 's', 'st', True),\n",
-       " ('finality', 'a', 'tu', True),\n",
-       " ('finality', 't', 'tu', True),\n",
-       " ('finality', 'a', 'uv', True),\n",
-       " ('finality', 'u', 'uv', True),\n",
-       " ('finality', 'a', 'vw', True),\n",
-       " ('finality', 'v', 'vw', True),\n",
-       " ('finality', 'a', 'wx', True),\n",
-       " ('finality', 'w', 'wx', True),\n",
-       " ('finality', 'a', 'xy', True),\n",
-       " ('finality', 'x', 'xy', True),\n",
-       " ('finality', 'a', 'yz', True),\n",
-       " ('finality', 'y', 'yz', True),\n",
-       " ('finalists', 'a', 'no', True),\n",
-       " ('finalists', 'n', 'no', True),\n",
-       " ('finalists', 'a', 'op', True),\n",
-       " ('finalists', 'o', 'op', True),\n",
-       " ('finalists', 'a', 'pq', True),\n",
-       " ('finalists', 'p', 'pq', True),\n",
-       " ('finalists', 'a', 'qr', True),\n",
-       " ('finalists', 'q', 'qr', True),\n",
-       " ('finalists', 'a', 'rs', True),\n",
-       " ('finalists', 'r', 'rs', True),\n",
-       " ('finalists', 'a', 'st', True),\n",
-       " ('finalists', 's', 'st', True),\n",
-       " ('finalists', 'a', 'tu', True),\n",
-       " ('finalists', 't', 'tu', True),\n",
-       " ('finalists', 'a', 'uv', True),\n",
-       " ('finalists', 'u', 'uv', True),\n",
-       " ('finalists', 'a', 'vw', True),\n",
-       " ('finalists', 'v', 'vw', True),\n",
-       " ('finalists', 'a', 'wx', True),\n",
-       " ('finalists', 'w', 'wx', True),\n",
-       " ('finalists', 'a', 'xy', True),\n",
-       " ('finalists', 'x', 'xy', True),\n",
-       " ('finalists', 'a', 'yz', True),\n",
-       " ('finalists', 'y', 'yz', True)]"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "[(w, s, d1+chr(ord(d1)+1), r)\n",
     " for w in hinted_keywords \n",
@@ -5554,44 +5060,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'phasennrkmffnhignsdaaojsrcisrncheentoeetueweisvhsounsucoaleyrhreitdioseotototdhsoagreeysifaglenhtlhonriuelseairscnrteameteiwnntneefefcrartataieposrlandrlvtartalvhctofnorehdpro'"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "cadenus_decipher(first_chunk, 'filbert', make_cadenus_keycolumn(doubled_letters='lu', start='m', reverse=False))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['afcaeuottacthrioletcserthshtrahkyorpfrgeoadppjnglternefeofiortsddoeeumscruernfetlaafstwientrvoonerhuahravereetsvsielhlostdoaloyaesmnndignnrhohhtsnaoilncnssicreanneeiiierwtanes']"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "chunks(first_chunk, 175)"
    ]
@@ -5599,9 +5079,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -5622,9 +5100,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2015/2015-challenge1.ipynb b/2015/2015-challenge1.ipynb
index 7d73732132faf395d4ac1fd4fe04468b969bf3c7..47cdd36accf0d75196ddda95aa7fe070bd821472 100644 (file)
--- a/2015/2015-challenge1.ipynb
+++ b/2015/2015-challenge1.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,9 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.caesar import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c1a = open('1a.ciphertext').read()\n",
     "c1b = open('1b.ciphertext').read()"
@@ -25,9 +25,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -48,9 +46,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -70,9 +66,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -93,9 +87,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -112,9 +104,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -135,9 +125,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2015/2015-challenge2.ipynb b/2015/2015-challenge2.ipynb
index 7438ce249e24f5634900049bfaa16328804a6d22..24130725030b2053064b80a7b8fe19c202f58e87 100644 (file)
--- a/2015/2015-challenge2.ipynb
+++ b/2015/2015-challenge2.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,9 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.caesar import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c2a = open('2a.ciphertext').read()\n",
     "c2b = open('2b.ciphertext').read()"
@@ -25,9 +25,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -48,9 +46,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -70,9 +66,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -93,9 +87,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -112,9 +104,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -135,9 +125,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2015/2015-challenge3.ipynb b/2015/2015-challenge3.ipynb
index 65deaa840343cfb62ec7071be94e4780627a81e0..118f461e4bd00b1c0c45617331f24f9a994c83d1 100644 (file)
--- a/2015/2015-challenge3.ipynb
+++ b/2015/2015-challenge3.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,9 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.affine import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c3a = open('3a.ciphertext').read()\n",
     "c3b = open('3b.ciphertext').read()"
@@ -25,9 +25,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -48,9 +46,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -68,9 +64,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -91,9 +85,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -110,9 +102,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -133,9 +123,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2015/2015-challenge4.ipynb b/2015/2015-challenge4.ipynb
index f2a1c9d594d0c13bf4925e8d72cf42ba62cad6f2..3d00e6ebe4aade197668bfbf607ebffdc79c1696 100644 (file)
--- a/2015/2015-challenge4.ipynb
+++ b/2015/2015-challenge4.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 14,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,10 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
     "\n",
     "c4a = open('4a.ciphertext').read()\n",
     "c4b = open('4b.ciphertext').read()"
@@ -25,9 +26,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -48,9 +47,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -68,9 +65,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -117,9 +112,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -172,9 +165,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -192,9 +183,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -215,9 +204,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -234,9 +221,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -255,86 +240,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 16,
+   "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0 remniatsuvwxyzbcdfghjklopq -1262.9588058797406 hgfaoju, sgu fssfhgux qesu yft ouzs jq equ ez pc xufx xaemt ofts qjigs fqx fmmufat se ru zaep eva pctsuajevt tevahu. js heqsfjqt sye aufooc tjiqjzjhfqs mjuhut ez jqsuoojiuqhu. sgu zjats jt sgfs sgu ajuhgtxelsea pjigs qes auzua se fq jqxjwjxvfo fzsua foo. js tuupt se ru sgu hexuqfpu zea sgu eaifqjdfsjeq avqqjqi sgu afsojqut. fhheaxjqi se pc esgua tevahut sgjt jt f heoouhsjeq ez aevsut, fiuqst fqx tfzu gevtut vtux se safqtmeas qfdj tcpmfsgjtuat fqx yfa hajpjqfot evs ez iuapfqc fqx eq se tevsg fpuajhf. yu gfwu lqeyq sgfs tvhg fq eaifqjtfsjeq ubjtst tjqhu sgu uqx ez sgu yfa, rvs sgjt jt sgu zjats sjpu j gfwu tuuq js qfpux. sgu esgua mjuhu ez jqzeapfsjeq jt pvhg peau tvrsou. j fp ruijqqjqi se yeqxua jz eva tevahu jt hoetua se gepu sgfq yu gfx aufojtux. fqx j fp qes auzuaajqi se zafqhejt! tuu jz cev hfq tmes sgu sye sgjqit j qesjhux. rc sgu yfc, yge safqthajrux sgu afxje jqsuahums cev tuqs pu ofts yuul? gfaac\n",
-      "\n",
-      "1 remniatsuvwxyzbcdfghokljpq -1178.441293417976 hgfajou, sgu fssfhgux qesu yft juzs oq equ ez pc xufx xaemt jfts qoigs fqx fmmufat se ru zaep eva pctsuaoevt tevahu. os heqsfoqt sye aufjjc toiqozohfqs mouhut ez oqsujjoiuqhu. sgu zoats ot sgfs sgu aouhgtxelsea poigs qes auzua se fq oqxowoxvfj fzsua fjj. os tuupt se ru sgu hexuqfpu zea sgu eaifqodfsoeq avqqoqi sgu afsjoqut. fhheaxoqi se pc esgua tevahut sgot ot f hejjuhsoeq ez aevsut, fiuqst fqx tfzu gevtut vtux se safqtmeas qfdo tcpmfsgotuat fqx yfa haopoqfjt evs ez iuapfqc fqx eq se tevsg fpuaohf. yu gfwu lqeyq sgfs tvhg fq eaifqotfsoeq ubotst toqhu sgu uqx ez sgu yfa, rvs sgot ot sgu zoats sopu o gfwu tuuq os qfpux. sgu esgua mouhu ez oqzeapfsoeq ot pvhg peau tvrsju. o fp ruioqqoqi se yeqxua oz eva tevahu ot hjetua se gepu sgfq yu gfx aufjotux. fqx o fp qes auzuaaoqi se zafqheot! tuu oz cev hfq tmes sgu sye sgoqit o qesohux. rc sgu yfc, yge safqthaorux sgu afxoe oqsuahums cev tuqs pu jfts yuul? gfaac\n",
-      "\n",
-      "2 cemniatsuvwxyzbrdfghokljpq -1176.749704780956 hgfajou, sgu fssfhgux qesu yft juzs oq equ ez pr xufx xaemt jfts qoigs fqx fmmufat se cu zaep eva prtsuaoevt tevahu. os heqsfoqt sye aufjjr toiqozohfqs mouhut ez oqsujjoiuqhu. sgu zoats ot sgfs sgu aouhgtxelsea poigs qes auzua se fq oqxowoxvfj fzsua fjj. os tuupt se cu sgu hexuqfpu zea sgu eaifqodfsoeq avqqoqi sgu afsjoqut. fhheaxoqi se pr esgua tevahut sgot ot f hejjuhsoeq ez aevsut, fiuqst fqx tfzu gevtut vtux se safqtmeas qfdo trpmfsgotuat fqx yfa haopoqfjt evs ez iuapfqr fqx eq se tevsg fpuaohf. yu gfwu lqeyq sgfs tvhg fq eaifqotfsoeq ubotst toqhu sgu uqx ez sgu yfa, cvs sgot ot sgu zoats sopu o gfwu tuuq os qfpux. sgu esgua mouhu ez oqzeapfsoeq ot pvhg peau tvcsju. o fp cuioqqoqi se yeqxua oz eva tevahu ot hjetua se gepu sgfq yu gfx aufjotux. fqx o fp qes auzuaaoqi se zafqheot! tuu oz rev hfq tmes sgu sye sgoqit o qesohux. cr sgu yfr, yge safqthaocux sgu afxoe oqsuahums rev tuqs pu jfts yuul? gfaar\n",
-      "\n",
-      "3 vemniatsucwxyzbrdfghokljpq -1172.734320973362 hgfajou, sgu fssfhgux qesu yft juzs oq equ ez pr xufx xaemt jfts qoigs fqx fmmufat se vu zaep eca prtsuaoect tecahu. os heqsfoqt sye aufjjr toiqozohfqs mouhut ez oqsujjoiuqhu. sgu zoats ot sgfs sgu aouhgtxelsea poigs qes auzua se fq oqxowoxcfj fzsua fjj. os tuupt se vu sgu hexuqfpu zea sgu eaifqodfsoeq acqqoqi sgu afsjoqut. fhheaxoqi se pr esgua tecahut sgot ot f hejjuhsoeq ez aecsut, fiuqst fqx tfzu gectut ctux se safqtmeas qfdo trpmfsgotuat fqx yfa haopoqfjt ecs ez iuapfqr fqx eq se tecsg fpuaohf. yu gfwu lqeyq sgfs tchg fq eaifqotfsoeq ubotst toqhu sgu uqx ez sgu yfa, vcs sgot ot sgu zoats sopu o gfwu tuuq os qfpux. sgu esgua mouhu ez oqzeapfsoeq ot pchg peau tcvsju. o fp vuioqqoqi se yeqxua oz eca tecahu ot hjetua se gepu sgfq yu gfx aufjotux. fqx o fp qes auzuaaoqi se zafqheot! tuu oz rec hfq tmes sgu sye sgoqit o qesohux. vr sgu yfr, yge safqthaovux sgu afxoe oqsuahums rec tuqs pu jfts yuul? gfaar\n",
-      "\n",
-      "10 vfmniatsulxpyzcrdbgqokejwh -1138.6987012040154 qgbajou, sgu bssbqgup hfsu ybt juzs oh fhu fz wr pubp pafmt jbts hoigs bhp bmmubat sf vu zafw fla wrtsuaoflt tflaqu. os qfhsboht syf aubjjr toihozoqbhs mouqut fz ohsujjoiuhqu. sgu zoats ot sgbs sgu aouqgtpfesfa woigs hfs auzua sf bh ohpoxoplbj bzsua bjj. os tuuwt sf vu sgu qfpuhbwu zfa sgu faibhodbsofh alhhohi sgu absjohut. bqqfapohi sf wr fsgua tflaqut sgot ot b qfjjuqsofh fz aflsut, biuhst bhp tbzu gfltut ltup sf sabhtmfas hbdo trwmbsgotuat bhp yba qaowohbjt fls fz iuawbhr bhp fh sf tflsg bwuaoqb. yu gbxu ehfyh sgbs tlqg bh faibhotbsofh ucotst tohqu sgu uhp fz sgu yba, vls sgot ot sgu zoats sowu o gbxu tuuh os hbwup. sgu fsgua mouqu fz ohzfawbsofh ot wlqg wfau tlvsju. o bw vuiohhohi sf yfhpua oz fla tflaqu ot qjftua sf gfwu sgbh yu gbp aubjotup. bhp o bw hfs auzuaaohi sf zabhqfot! tuu oz rfl qbh tmfs sgu syf sgohit o hfsoqup. vr sgu ybr, ygf sabhtqaovup sgu abpof ohsuaqums rfl tuhs wu jbts yuue? gbaar\n",
-      "\n",
-      "20 vfyniadsgkxpwzmcqhutolejrb -1125.2537605606442 tuhajog, sug hsshtugp bfsg whd jgzs ob fbg fz rc pghp pafyd jhds boius hbp hyyghad sf vg zafr fka rcdsgaofkd dfkatg. os tfbshobd swf aghjjc doibozothbs yogtgd fz obsgjjoigbtg. sug zoads od suhs sug aogtudpfesfa roius bfs agzga sf hb obpoxopkhj hzsga hjj. os dggrd sf vg sug tfpgbhrg zfa sug faihboqhsofb akbbobi sug ahsjobgd. httfapobi sf rc fsuga dfkatgd suod od h tfjjgtsofb fz afksgd, higbsd hbp dhzg ufkdgd kdgp sf sahbdyfas bhqo dcryhsuodgad hbp wha taorobhjd fks fz igarhbc hbp fb sf dfksu hrgaoth. wg uhxg ebfwb suhs dktu hb faihbodhsofb gmodsd dobtg sug gbp fz sug wha, vks suod od sug zoads sorg o uhxg dggb os bhrgp. sug fsuga yogtg fz obzfarhsofb od rktu rfag dkvsjg. o hr vgiobbobi sf wfbpga oz fka dfkatg od tjfdga sf ufrg suhb wg uhp aghjodgp. hbp o hr bfs agzgaaobi sf zahbtfod! dgg oz cfk thb dyfs sug swf suobid o bfsotgp. vc sug whc, wuf sahbdtaovgp sug ahpof obsgatgys cfk dgbs rg jhds wgge? uhaac\n",
-      "\n",
-      "41 cfjowbdsexuikqmryngtalpzhv -1124.2920779257197 tgnbzae, sge nssntgei vfse knd zeqs av fve fq hr ieni ibfjd znds vawgs nvi njjenbd sf ce qbfh fxb hrdsebafxd dfxbte. as tfvsnavd skf benzzr dawvaqatnvs jaeted fq avsezzawevte. sge qabds ad sgns sge baetgdifpsfb hawgs vfs beqeb sf nv aviauaixnz nqseb nzz. as deehd sf ce sge tfievnhe qfb sge fbwnvaynsafv bxvvavw sge bnszaved. nttfbiavw sf hr fsgeb dfxbted sgad ad n tfzzetsafv fq bfxsed, nwevsd nvi dnqe gfxded xdei sf sbnvdjfbs vnya drhjnsgadebd nvi knb tbahavnzd fxs fq webhnvr nvi fv sf dfxsg nhebatn. ke gnue pvfkv sgns dxtg nv fbwnvadnsafv emadsd davte sge evi fq sge knb, cxs sgad ad sge qabds sahe a gnue deev as vnhei. sge fsgeb jaete fq avqfbhnsafv ad hxtg hfbe dxcsze. a nh cewavvavw sf kfvieb aq fxb dfxbte ad tzfdeb sf gfhe sgnv ke gni benzadei. nvi a nh vfs beqebbavw sf qbnvtfad! dee aq rfx tnv djfs sge skf sgavwd a vfsatei. cr sge knr, kgf sbnvdtbacei sge bniaf avsebtejs rfx devs he znds keep? gnbbr\n",
-      "\n",
-      "42 cfjzwbdsexuikqmryngtalpohv -1085.6036078813306 tgnboae, sge nssntgei vfse knd oeqs av fve fq hr ieni ibfjd onds vawgs nvi njjenbd sf ce qbfh fxb hrdsebafxd dfxbte. as tfvsnavd skf benoor dawvaqatnvs jaeted fq avseooawevte. sge qabds ad sgns sge baetgdifpsfb hawgs vfs beqeb sf nv aviauaixno nqseb noo. as deehd sf ce sge tfievnhe qfb sge fbwnvaynsafv bxvvavw sge bnsoaved. nttfbiavw sf hr fsgeb dfxbted sgad ad n tfooetsafv fq bfxsed, nwevsd nvi dnqe gfxded xdei sf sbnvdjfbs vnya drhjnsgadebd nvi knb tbahavnod fxs fq webhnvr nvi fv sf dfxsg nhebatn. ke gnue pvfkv sgns dxtg nv fbwnvadnsafv emadsd davte sge evi fq sge knb, cxs sgad ad sge qabds sahe a gnue deev as vnhei. sge fsgeb jaete fq avqfbhnsafv ad hxtg hfbe dxcsoe. a nh cewavvavw sf kfvieb aq fxb dfxbte ad tofdeb sf gfhe sgnv ke gni benoadei. nvi a nh vfs beqebbavw sf qbnvtfad! dee aq rfx tnv djfs sge skf sgavwd a vfsatei. cr sge knr, kgf sbnvdtbacei sge bniaf avsebtejs rfx devs he onds keep? gnbbr\n",
-      "\n",
-      "45 bvjzycdsexuikqmrwngtalpohf -1079.7756157738888 tgncoae, sge nssntgei fvse knd oeqs af vfe vq hr ieni icvjd onds faygs nfi njjencd sv be qcvh vxc hrdsecavxd dvxcte. as tvfsnafd skv cenoor dayfaqatnfs jaeted vq afseooayefte. sge qacds ad sgns sge caetgdivpsvc haygs fvs ceqec sv nf afiauaixno nqsec noo. as deehd sv be sge tviefnhe qvc sge vcynfawnsavf cxffafy sge cnsoafed. nttvciafy sv hr vsgec dvxcted sgad ad n tvooetsavf vq cvxsed, nyefsd nfi dnqe gvxded xdei sv scnfdjvcs fnwa drhjnsgadecd nfi knc tcahafnod vxs vq yechnfr nfi vf sv dvxsg nhecatn. ke gnue pfvkf sgns dxtg nf vcynfadnsavf emadsd dafte sge efi vq sge knc, bxs sgad ad sge qacds sahe a gnue deef as fnhei. sge vsgec jaete vq afqvchnsavf ad hxtg hvce dxbsoe. a nh beyaffafy sv kvfiec aq vxc dvxcte ad tovdec sv gvhe sgnf ke gni cenoadei. nfi a nh fvs ceqeccafy sv qcnftvad! dee aq rvx tnf djvs sge skv sgafyd a fvsatei. br sge knr, kgv scnfdtcabei sge cniav afsectejs rvx defs he onds keep? gnccr\n",
-      "\n",
-      "47 bvjzycdtexpikqmrwngsaluohf -1072.6883675689066 sgncoae, tge nttnsgei fvte knd oeqt af vfe vq hr ieni icvjd ondt faygt nfi njjencd tv be qcvh vxc hrdtecavxd dvxcse. at svftnafd tkv cenoor dayfaqasnft jaesed vq afteooayefse. tge qacdt ad tgnt tge caesgdivutvc haygt fvt ceqec tv nf afiapaixno nqtec noo. at deehd tv be tge sviefnhe qvc tge vcynfawntavf cxffafy tge cntoafed. nssvciafy tv hr vtgec dvxcsed tgad ad n svooestavf vq cvxted, nyeftd nfi dnqe gvxded xdei tv tcnfdjvct fnwa drhjntgadecd nfi knc scahafnod vxt vq yechnfr nfi vf tv dvxtg nhecasn. ke gnpe ufvkf tgnt dxsg nf vcynfadntavf emadtd dafse tge efi vq tge knc, bxt tgad ad tge qacdt tahe a gnpe deef at fnhei. tge vtgec jaese vq afqvchntavf ad hxsg hvce dxbtoe. a nh beyaffafy tv kvfiec aq vxc dvxcse ad sovdec tv gvhe tgnf ke gni cenoadei. nfi a nh fvt ceqeccafy tv qcnfsvad! dee aq rvx snf djvt tge tkv tgafyd a fvtasei. br tge knr, kgv tcnfdscabei tge cniav aftecsejt rvx deft he ondt keeu? gnccr\n",
-      "\n",
-      "50 brjzkcdtespiyqmvwngxaluohf -1048.0345619644993 xgncoae, tge nttnxgei frte ynd oeqt af rfe rq hv ieni icrjd ondt fakgt nfi njjencd tr be qcrh rsc hvdtecarsd drscxe. at xrftnafd tyr cenoov dakfaqaxnft jaexed rq afteooakefxe. tge qacdt ad tgnt tge caexgdirutrc hakgt frt ceqec tr nf afiapaisno nqtec noo. at deehd tr be tge xriefnhe qrc tge rcknfawntarf csffafk tge cntoafed. nxxrciafk tr hv rtgec drscxed tgad ad n xrooextarf rq crsted, nkeftd nfi dnqe grsded sdei tr tcnfdjrct fnwa dvhjntgadecd nfi ync xcahafnod rst rq kechnfv nfi rf tr drstg nhecaxn. ye gnpe ufryf tgnt dsxg nf rcknfadntarf emadtd dafxe tge efi rq tge ync, bst tgad ad tge qacdt tahe a gnpe deef at fnhei. tge rtgec jaexe rq afqrchntarf ad hsxg hrce dsbtoe. a nh bekaffafk tr yrfiec aq rsc drscxe ad xordec tr grhe tgnf ye gni cenoadei. nfi a nh frt ceqeccafk tr qcnfxrad! dee aq vrs xnf djrt tge tyr tgafkd a frtaxei. bv tge ynv, ygr tcnfdxcabei tge cniar aftecxejt vrs deft he ondt yeeu? gnccv\n",
-      "\n",
-      "52 vrjzkcdtespiyqmbwngxaluohf -1047.4217167696756 xgncoae, tge nttnxgei frte ynd oeqt af rfe rq hb ieni icrjd ondt fakgt nfi njjencd tr ve qcrh rsc hbdtecarsd drscxe. at xrftnafd tyr cenoob dakfaqaxnft jaexed rq afteooakefxe. tge qacdt ad tgnt tge caexgdirutrc hakgt frt ceqec tr nf afiapaisno nqtec noo. at deehd tr ve tge xriefnhe qrc tge rcknfawntarf csffafk tge cntoafed. nxxrciafk tr hb rtgec drscxed tgad ad n xrooextarf rq crsted, nkeftd nfi dnqe grsded sdei tr tcnfdjrct fnwa dbhjntgadecd nfi ync xcahafnod rst rq kechnfb nfi rf tr drstg nhecaxn. ye gnpe ufryf tgnt dsxg nf rcknfadntarf emadtd dafxe tge efi rq tge ync, vst tgad ad tge qacdt tahe a gnpe deef at fnhei. tge rtgec jaexe rq afqrchntarf ad hsxg hrce dsvtoe. a nh vekaffafk tr yrfiec aq rsc drscxe ad xordec tr grhe tgnf ye gni cenoadei. nfi a nh frt ceqeccafk tr qcnfxrad! dee aq brs xnf djrt tge tyr tgafkd a frtaxei. vb tge ynb, ygr tcnfdxcavei tge cniar aftecxejt brs deft he ondt yeeu? gnccb\n",
-      "\n",
-      "53 vrjzkcdtespiyqwbmngxaluohf -1047.3736493946644 xgncoae, tge nttnxgei frte ynd oeqt af rfe rq hb ieni icrjd ondt fakgt nfi njjencd tr ve qcrh rsc hbdtecarsd drscxe. at xrftnafd tyr cenoob dakfaqaxnft jaexed rq afteooakefxe. tge qacdt ad tgnt tge caexgdirutrc hakgt frt ceqec tr nf afiapaisno nqtec noo. at deehd tr ve tge xriefnhe qrc tge rcknfamntarf csffafk tge cntoafed. nxxrciafk tr hb rtgec drscxed tgad ad n xrooextarf rq crsted, nkeftd nfi dnqe grsded sdei tr tcnfdjrct fnma dbhjntgadecd nfi ync xcahafnod rst rq kechnfb nfi rf tr drstg nhecaxn. ye gnpe ufryf tgnt dsxg nf rcknfadntarf ewadtd dafxe tge efi rq tge ync, vst tgad ad tge qacdt tahe a gnpe deef at fnhei. tge rtgec jaexe rq afqrchntarf ad hsxg hrce dsvtoe. a nh vekaffafk tr yrfiec aq rsc drscxe ad xordec tr grhe tgnf ye gni cenoadei. nfi a nh frt ceqeccafk tr qcnfxrad! dee aq brs xnf djrt tge tyr tgafkd a frtaxei. vb tge ynb, ygr tcnfdxcavei tge cniar aftecxejt brs deft he ondt yeeu? gnccb\n",
-      "\n",
-      "56 zrjvkcdtespihqwbmngualxoyf -1026.091865606169 ugncoae, tge nttnugei frte hnd oeqt af rfe rq yb ieni icrjd ondt fakgt nfi njjencd tr ze qcry rsc ybdtecarsd drscue. at urftnafd thr cenoob dakfaqaunft jaeued rq afteooakefue. tge qacdt ad tgnt tge caeugdirxtrc yakgt frt ceqec tr nf afiapaisno nqtec noo. at deeyd tr ze tge uriefnye qrc tge rcknfamntarf csffafk tge cntoafed. nuurciafk tr yb rtgec drscued tgad ad n urooeutarf rq crsted, nkeftd nfi dnqe grsded sdei tr tcnfdjrct fnma dbyjntgadecd nfi hnc ucayafnod rst rq kecynfb nfi rf tr drstg nyecaun. he gnpe xfrhf tgnt dsug nf rcknfadntarf ewadtd dafue tge efi rq tge hnc, zst tgad ad tge qacdt taye a gnpe deef at fnyei. tge rtgec jaeue rq afqrcyntarf ad ysug yrce dsztoe. a ny zekaffafk tr hrfiec aq rsc drscue ad uordec tr grye tgnf he gni cenoadei. nfi a ny frt ceqeccafk tr qcnfurad! dee aq brs unf djrt tge thr tgafkd a frtauei. zb tge hnb, hgr tcnfducazei tge cniar aftecuejt brs deft ye ondt heex? gnccb\n",
-      "\n",
-      "59 zrjvkcatedpihqwbxnguslmoyf -1019.2155510698342 ugncose, tge nttnugei frte hna oeqt sf rfe rq yb ieni icrja onat fskgt nfi njjenca tr ze qcry rdc ybatecsrda ardcue. st urftnsfa thr cenoob askfsqsunft jseuea rq sfteooskefue. tge qscat sa tgnt tge cseugairmtrc yskgt frt ceqec tr nf sfispsidno nqtec noo. st aeeya tr ze tge uriefnye qrc tge rcknfsxntsrf cdffsfk tge cntosfea. nuurcisfk tr yb rtgec ardcuea tgsa sa n urooeutsrf rq crdtea, nkefta nfi anqe grdaea daei tr tcnfajrct fnxs abyjntgsaeca nfi hnc ucsysfnoa rdt rq kecynfb nfi rf tr ardtg nyecsun. he gnpe mfrhf tgnt adug nf rcknfsantsrf ewsata asfue tge efi rq tge hnc, zdt tgsa sa tge qscat tsye s gnpe aeef st fnyei. tge rtgec jseue rq sfqrcyntsrf sa ydug yrce adztoe. s ny zeksffsfk tr hrfiec sq rdc ardcue sa uoraec tr grye tgnf he gni cenosaei. nfi s ny frt ceqeccsfk tr qcnfursa! aee sq brd unf ajrt tge thr tgsfka s frtsuei. zb tge hnb, hgr tcnfaucszei tge cnisr sftecuejt brd aeft ye onat heem? gnccb\n",
-      "\n",
-      "63 zelvkcatrdpmhjwbxngusqioyf -1017.7604294276406 ugncosr, tgr nttnugrm fetr hna orjt sf efr ej yb mrnm mcela onat fskgt nfm nllrnca te zr jcey edc ybatrcseda aedcur. st ueftnsfa the crnoob askfsjsunft lsrura ej sftrooskrfur. tgr jscat sa tgnt tgr csrugameitec yskgt fet crjrc te nf sfmspsmdno njtrc noo. st arrya te zr tgr uemrfnyr jec tgr ecknfsxntsef cdffsfk tgr cntosfra. nuuecmsfk te yb etgrc aedcura tgsa sa n ueoorutsef ej cedtra, nkrfta nfm anjr gedara darm te tcnfalect fnxs abylntgsarca nfm hnc ucsysfnoa edt ej krcynfb nfm ef te aedtg nyrcsun. hr gnpr ifehf tgnt adug nf ecknfsantsef rwsata asfur tgr rfm ej tgr hnc, zdt tgsa sa tgr jscat tsyr s gnpr arrf st fnyrm. tgr etgrc lsrur ej sfjecyntsef sa ydug yecr adztor. s ny zrksffsfk te hefmrc sj edc aedcur sa uoearc te geyr tgnf hr gnm crnosarm. nfm s ny fet crjrccsfk te jcnfuesa! arr sj bed unf alet tgr the tgsfka s fetsurm. zb tgr hnb, hge tcnfaucszrm tgr cnmse sftrcurlt bed arft yr onat hrri? gnccb\n",
-      "\n",
-      "401 ytmpcnrhakvslzdfqigeoxwbju -1014.7565957992581 eginboa, hga ihhiegas utha lir bazh ou tua tz jf sais sntmr birh uocgh ius immainr ht ya zntj tkn jfrhanotkr rtknea. oh etuhiour hlt naibbf rocuozoeiuh moaear tz ouhabbocauea. hga zonrh or hgih hga noaegrstwhtn jocgh uth nazan ht iu ousovoskib izhan ibb. oh raajr ht ya hga etsauija ztn hga tnciuoqihotu nkuuouc hga nihbouar. ieetnsouc ht jf thgan rtknear hgor or i etbbaehotu tz ntkhar, icauhr ius riza gtkrar kras ht hniurmtnh uiqo rfjmihgoranr ius lin enojouibr tkh tz canjiuf ius tu ht rtkhg ijanoei. la giva wutlu hgih rkeg iu tnciuorihotu adorhr rouea hga aus tz hga lin, ykh hgor or hga zonrh hoja o giva raau oh uijas. hga thgan moaea tz ouztnjihotu or jkeg jtna rkyhba. o ij yacouuouc ht ltusan oz tkn rtknea or ebtran ht gtja hgiu la gis naiboras. ius o ij uth nazannouc ht zniuetor! raa oz ftk eiu rmth hga hlt hgoucr o uthoeas. yf hga lif, lgt hniurenoyas hga nisot ouhaneamh ftk rauh ja birh laaw? ginnf\n",
-      "\n",
-      "11879 jtlqogfshdxnbrcwzeamupkvyi -991.2276834904978 maegvuh, sah essemahn itsh bef vhrs ui tih tr yw nhen ngtlf vefs iuoas ein ellhegf st jh rgty tdg ywfshgutdf ftdgmh. us mtiseuif sbt ghevvw fuoiurumeis luhmhf tr uishvvuohimh. sah rugfs uf saes sah guhmafntkstg yuoas its ghrhg st ei uinuxundev ershg evv. us fhhyf st jh sah mtnhieyh rtg sah tgoeiuzesuti gdiiuio sah gesvuihf. emmtgnuio st yw tsahg ftdgmhf sauf uf e mtvvhmsuti tr gtdshf, eohisf ein ferh atdfhf dfhn st sgeifltgs iezu fwylesaufhgf ein beg mguyuievf tds tr ohgyeiw ein ti st ftdsa eyhgume. bh aexh kitbi saes fdma ei tgoeiufesuti hcufsf fuimh sah hin tr sah beg, jds sauf uf sah rugfs suyh u aexh fhhi us ieyhn. sah tsahg luhmh tr uirtgyesuti uf ydma ytgh fdjsvh. u ey jhouiiuio st btinhg ur tdg ftdgmh uf mvtfhg st atyh saei bh aen ghevufhn. ein u ey its ghrhgguio st rgeimtuf! fhh ur wtd mei flts sah sbt sauiof u itsumhn. jw sah bew, bat sgeifmgujhn sah genut uishgmhls wtd fhis yh vefs bhhk? aeggw\n",
-      "\n",
-      "11882 jtlqigfshdknbrcmzeawupxvyo -988.5494150402712 waegvuh, sah essewahn otsh bef vhrs uo toh tr ym nhen ngtlf vefs ouias eon ellhegf st jh rgty tdg ymfshgutdf ftdgwh. us wtoseuof sbt ghevvm fuiouruweos luhwhf tr uoshvvuihowh. sah rugfs uf saes sah guhwafntxstg yuias ots ghrhg st eo uonukundev ershg evv. us fhhyf st jh sah wtnhoeyh rtg sah tgieouzesuto gdoouoi sah gesvuohf. ewwtgnuoi st ym tsahg ftdgwhf sauf uf e wtvvhwsuto tr gtdshf, eihosf eon ferh atdfhf dfhn st sgeofltgs oezu fmylesaufhgf eon beg wguyuoevf tds tr ihgyeom eon to st ftdsa eyhguwe. bh aekh xotbo saes fdwa eo tgieoufesuto hcufsf fuowh sah hon tr sah beg, jds sauf uf sah rugfs suyh u aekh fhho us oeyhn. sah tsahg luhwh tr uortgyesuto uf ydwa ytgh fdjsvh. u ey jhiuoouoi st btonhg ur tdg ftdgwh uf wvtfhg st atyh saeo bh aen ghevufhn. eon u ey ots ghrhgguoi st rgeowtuf! fhh ur mtd weo flts sah sbt sauoif u otsuwhn. jm sah bem, bat sgeofwgujhn sah genut uoshgwhls mtd fhos yh vefs bhhx? aeggm\n",
-      "\n",
-      "38275 ylupsroeakjbiwgxzdmchqftvn -978.2449056535245 cmdrtha, ema deedcmab nlea ido tawe hn lna lw vx badb brluo tdoe nhsme dnb duuadro el ya wrlv lkr vxoearhlko olkrca. he clnedhno eil radttx ohsnhwhcdne uhacao lw hneatthsanca. ema whroe ho emde ema rhacmoblfelr vhsme nle rawar el dn hnbhjhbkdt dwear dtt. he oaavo el ya ema clbandva wlr ema lrsdnhzdehln rknnhns ema rdethnao. dcclrbhns el vx lemar olkrcao emho ho d clttacehln lw rlkeao, dsaneo dnb odwa mlkoao koab el erdnoulre ndzh oxvudemhoaro dnb idr crhvhndto lke lw sarvdnx dnb ln el olkem dvarhcd. ia mdja fnlin emde okcm dn lrsdnhodehln aghoeo ohnca ema anb lw ema idr, yke emho ho ema whroe ehva h mdja oaan he ndvab. ema lemar uhaca lw hnwlrvdehln ho vkcm vlra okyeta. h dv yashnnhns el ilnbar hw lkr olkrca ho ctloar el mlva emdn ia mdb radthoab. dnb h dv nle rawarrhns el wrdnclho! oaa hw xlk cdn oule ema eil emhnso h nlehcab. yx ema idx, iml erdnocrhyab ema rdbhl hnearcaue xlk oane va tdoe iaaf? mdrrx\n",
-      "\n",
-      "38276 yluvsroeakjbiwgxzdmchqftpn -974.4830434072574 cmdrtha, ema deedcmab nlea ido tawe hn lna lw px badb brluo tdoe nhsme dnb duuadro el ya wrlp lkr pxoearhlko olkrca. he clnedhno eil radttx ohsnhwhcdne uhacao lw hneatthsanca. ema whroe ho emde ema rhacmoblfelr phsme nle rawar el dn hnbhjhbkdt dwear dtt. he oaapo el ya ema clbandpa wlr ema lrsdnhzdehln rknnhns ema rdethnao. dcclrbhns el px lemar olkrcao emho ho d clttacehln lw rlkeao, dsaneo dnb odwa mlkoao koab el erdnoulre ndzh oxpudemhoaro dnb idr crhphndto lke lw sarpdnx dnb ln el olkem dparhcd. ia mdja fnlin emde okcm dn lrsdnhodehln aghoeo ohnca ema anb lw ema idr, yke emho ho ema whroe ehpa h mdja oaan he ndpab. ema lemar uhaca lw hnwlrpdehln ho pkcm plra okyeta. h dp yashnnhns el ilnbar hw lkr olkrca ho ctloar el mlpa emdn ia mdb radthoab. dnb h dp nle rawarrhns el wrdnclho! oaa hw xlk cdn oule ema eil emhnso h nlehcab. yx ema idx, iml erdnocrhyab ema rdbhl hnearcaue xlk oane pa tdoe iaaf? mdrrx\n",
-      "\n",
-      "78883 beuzxnalopgyivqkwtrchjfmds -957.1987270553409 crtnmho, lro tlltcroy selo ita movl hs eso ev dk yoty yneua mtal shxrl tsy tuuotna le bo vned epn dkalonhepa aepnco. hl ceslthsa lie notmmk ahxshvhctsl uhocoa ev hslommhxosco. lro vhnal ha lrtl lro nhocrayeflen dhxrl sel novon le ts hsyhghyptm tvlon tmm. hl aooda le bo lro ceyostdo ven lro enxtshwtlhes npsshsx lro ntlmhsoa. tccenyhsx le dk elron aepncoa lrha ha t cemmoclhes ev neploa, txosla tsy atvo repaoa paoy le lntsauenl stwh akdutlrhaona tsy itn cnhdhstma epl ev xondtsk tsy es le aeplr tdonhct. io rtgo fseis lrtl apcr ts enxtshatlhes oqhala ahsco lro osy ev lro itn, bpl lrha ha lro vhnal lhdo h rtgo aoos hl stdoy. lro elron uhoco ev hsvendtlhes ha dpcr deno apblmo. h td boxhsshsx le iesyon hv epn aepnco ha cmeaon le redo lrts io rty notmhaoy. tsy h td sel novonnhsx le vntsceha! aoo hv kep cts auel lro lie lrhsxa h selhcoy. bk lro itk, ire lntsacnhboy lro ntyhe hsloncoul kep aosl do mtal ioof? rtnnk\n",
-      "\n",
-      "465709 dojzgtrasuqvmlypbeifhxkwcn -941.3015373634643 fietwhs, ais eaaefisv noas mer wsla hn ons ol cp vsev vtojr wera nhgia env ejjsetr ao ds ltoc out cprasthour routfs. ha fonaehnr amo tsewwp rhgnhlhfena jhsfsr ol hnaswwhgsnfs. ais lhtra hr aiea ais thsfirvokaot chgia noa tslst ao en hnvhqhvuew elast eww. ha rsscr ao ds ais fovsnecs lot ais otgenhbeahon tunnhng ais teawhnsr. effotvhng ao cp oaist routfsr aihr hr e fowwsfahon ol touasr, egsnar env rels ioursr ursv ao atenrjota nebh rpcjeaihrstr env met fthchnewr oua ol gstcenp env on ao rouai ecsthfe. ms ieqs knomn aiea rufi en otgenhreahon syhrar rhnfs ais snv ol ais met, dua aihr hr ais lhtra ahcs h ieqs rssn ha necsv. ais oaist jhsfs ol hnlotceahon hr cufi cots rudaws. h ec dsghnnhng ao monvst hl out routfs hr fworst ao iocs aien ms iev tsewhrsv. env h ec noa tslstthng ao ltenfohr! rss hl pou fen rjoa ais amo aihngr h noahfsv. dp ais mep, mio atenrfthdsv ais tevho hnastfsja pou rsna cs wera mssk? iettp\n",
-      "\n",
-      "1750157 qhyxutaieljkvwzdmsofrpbgcn -941.2815644870221 fostgre, ioe siisfoek nhie vsa gewi rn hne hw cd kesk kthya gsai nruoi snk syyesta ih qe wthc hlt cdaietrhla ahltfe. ri fhnisrna ivh tesggd arunrwrfsni yrefea hw rnieggruenfe. ioe wrtai ra iosi ioe trefoakhbiht cruoi nhi tewet ih sn rnkrjrklsg swiet sgg. ri aeeca ih qe ioe fhkensce wht ioe htusnrmsirhn tlnnrnu ioe tsigrnea. sffhtkrnu ih cd hioet ahltfea iora ra s fhggefirhn hw thliea, suenia snk aswe ohlaea laek ih itsnayhti nsmr adcysioraeta snk vst ftrcrnsga hli hw uetcsnd snk hn ih ahlio scetrfs. ve osje bnhvn iosi alfo sn htusnrasirhn ezraia arnfe ioe enk hw ioe vst, qli iora ra ioe wrtai irce r osje aeen ri nscek. ioe hioet yrefe hw rnwhtcsirhn ra clfo chte alqige. r sc qeurnnrnu ih vhnket rw hlt ahltfe ra fghaet ih ohce iosn ve osk tesgraek. snk r sc nhi tewettrnu ih wtsnfhra! aee rw dhl fsn ayhi ioe ivh iornua r nhirfek. qd ioe vsd, voh itsnaftrqek ioe tskrh rnietfeyi dhl aeni ce gsai veeb? osttd\n",
-      "\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "('qhyxutaieljkvwzdmsofrpbgcn', -941.2815644870221)"
+       "('firzuyhgjkmopqatlnesvwxbcd', -2435.9305949573036)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "monoalphabetic_break_hillclimbing(c4a, alphabet=keyword_cipher_alphabet_of(key_a_word, wrap_alphabet=key_a_wrap))"
+    "monoalphabetic_break_hillclimbing(c4a, \n",
+    "            plain_alphabet=keyword_cipher_alphabet_of(key_a_word, wrap_alphabet=key_a_wrap),\n",
+    "            fitness=Ptrigrams)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -355,9 +284,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2015/2015-challenge5.ipynb b/2015/2015-challenge5.ipynb
index 7b963ffac83c0a6fc326e703c7e060637707a319..299bedb060dedb7a62ba782f0e3de070d243d937 100644 (file)
--- a/2015/2015-challenge5.ipynb
+++ b/2015/2015-challenge5.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,10 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.vigenere import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c5a = open('5a.ciphertext').read()\n",
     "c5b = open('5b.ciphertext').read()"
@@ -25,9 +26,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -48,9 +47,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -76,9 +73,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -98,10 +93,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -118,9 +111,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -141,9 +132,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2015/2015-challenge6.ipynb b/2015/2015-challenge6.ipynb
index e01a50cd8efe5644638cc305399f70a80c440507..33b5b7baa043aa3fe168f9829656dc0a58c8cf4d 100644 (file)
--- a/2015/2015-challenge6.ipynb
+++ b/2015/2015-challenge6.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,10 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.vigenere import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c6a = sanitise(open('6a.ciphertext').read())\n",
     "c6b = sanitise(open('6b.ciphertext').read())"
@@ -25,9 +26,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -48,9 +47,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -67,9 +64,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -89,9 +84,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -116,9 +109,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -138,9 +129,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -161,9 +150,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -183,9 +170,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -202,9 +187,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -225,9 +208,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -241,12 +222,50 @@
     "print(' '.join(segment(sanitise(vigenere_decipher(sanitise(c6b), key_b)))))"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('railfencstuvwxyzbdghjkmopq', -5965.858211099189)"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "simulated_annealing_break(c6a, fitness=Ptrigrams)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'charlieitwasthetypoinratilinesthatgaveitawayitappearedbothinthetypedmessageswepickedupandinthetranscriptoftheradiomessageprettyunlikelycoincidencesoifigureyourjuniorcipherclerkwasinvolvedmightbeworthcheckingherbackgroundandbankaccountsthatisallimeantwhenisaidthesourcewasclosetohomebutthinkingaboutitiamnotsureitmakessensetothinkshewasthesourcethemessagesstillkeepcomingandiamguessingthatshehasgonesotheremustbesomeothersourceforourintelligencesomethingisbotheringmeaboutthetoneofthemessageswhydoesourantagonistkeeptauntingusaboutouralliesitisnotlikethethingswearebeingaskedtobidforarethingswearelikelytohidefromoneanotherafterallanywayifollowedoneofourfrenchcolleaguestofriedrichstrasseandwatchedhertrytopickupthekeyfromlockerseemstohavebeenaconicouldntclearlyseewhatwasgoingonbutshedidntseemtobeabletoopenlockerandleftobviouslyupsetaftershehadgoneitookalookatlockerithasafalsebacksoiamguessingthemoneywastakenbutnothingprovidedinexchangecouldyoudigaroundwithyourcontactsinthebritishandrussianembassiesandseeiftheyaregettingthesamesortofcommunicationsmaybeyoucouldwarnthembythewaydiealchemistenprojectwasthecodenameforthenaziatombombeffortihadaruninwiththemduringthewarwhenweweretryingtokeeptheirhandsofftheheavywatersupplyrememberthebombinginvemorkthatwasusorratherournordicalliesanywayitisstilltopsecretsothefactourprotagonistknowsaboutitissignificantisuspectthekeytothiswholemysteryliesintheiridentityifweknewwhotheywereworkingforwemightbeabletofigureoutwhattheyareuptoonelastthingactingonahunchitookalookatsomeofthefrenchdeaddropsafterthefriedrichstrasseincidentandfoundtheattachedcommunicationihaventhadtimetocrackitbutithinkitmaybeavigenereagainbutihaventhadachancetotrybabbagestrickonityetgiveittoyourblackchamberandseewhattheycanmakeofitallthebestharry'"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "keyword_decipher(c6a, 'railfencstuvwxyzbdghjkmopq')"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -267,9 +286,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2015/2015-challenge7.ipynb b/2015/2015-challenge7.ipynb
index 4fb1a18071eab3fbcfd472ce76f5f09ac550c291..dcfa20581c0e1c175d7284969cf2f800919684a2 100644 (file)
--- a/2015/2015-challenge7.ipynb
+++ b/2015/2015-challenge7.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 12,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,12 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.column_transposition import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.amsco import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
     "\n",
     "c7a = sanitise(open('7a.ciphertext').read())\n",
     "c7b = sanitise(open('7b.ciphertext').read())"
@@ -24,10 +27,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -35,7 +36,7 @@
        "(('annmarie', <KeywordWrapAlphabet.from_largest: 3>), -1865.8708508162845)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -47,10 +48,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -66,9 +65,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 4,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
    "outputs": [
@@ -103,7 +101,7 @@
        " 'Z': 'n'}"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -115,10 +113,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -126,7 +122,7 @@
        "'charlie i think i know what is going on but i need to check a few things before i report we may have an opportunity here i checked the cipher clerks background and it turns out she is white russian her family left moscow in but she has relatives in the gulag at perm she clearly has no love for the soviet government so i am still not sure who she was working for but i think this is key intelligence in the meantime i have been watching the brits they seem to have been in contact with our friends in the reichs doktor and they in turn have been watching the french it seems like we are all working against one another which i really didnt expect and given what we read in the french document last week i dont think that is a coincidence my own guess is that the russians know what is going on and that our best hope of uncovering it is to break into their hq and try to find something there unfortunately according to my source yuri they have taken to using a new cipher solitaire for archive storage of top secret files so even if we manage to steal the relevant file it will take alot of computing to break the cipher i attach a brief message from yuri encrypted using an amsco cipher keyword length is six in which he describes the cipher it is very clever simple to implement but a devil to crack and my one hope is that we can also find the cipher key while in the hq or atleast part of it i plan to enter in two weeks on december sixteenth the russians are hosting a large propaganda event as part of the international ebau ausstellung with leading politburo members in attendance most of the security team will be occupied with that and hq security will be relatively light with luck i will get in and out with the files we need that night and then we can get to the bottom of the whole reichs doktor stratagem all the best harry'"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -166,10 +162,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -177,7 +171,7 @@
        "'oapqbrsteuvdwfxyzcghijklmn'"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -188,10 +182,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -199,7 +191,7 @@
        "'BERLINSTUVWXYZACDFGHJKMOPQ'"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -211,10 +203,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -222,7 +212,7 @@
        "'berlinstuvwxyzacdfghjkmopq'"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -233,10 +223,64 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('berlinstudwxyzacvfghjkmopq', -5028.125895049484)"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "k7a, fit7a = simulated_annealing_break(c7a, fitness=Ptrigrams)\n",
+    "k7a, fit7a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "charlie i think i know what is going on but i need to check a few things before i report we may have\n",
+      "an opportunity here i checked the cipher clerks background and it turns out she is white russian her\n",
+      "family left moscow in but she has relatives in the gulag at perm she clearly has no love for the\n",
+      "soviet government so i am still not sure who she was working for but i think this is key\n",
+      "intelligence in the meantime i have been watching the brits they seem to have been in contact with\n",
+      "our friends in the reichs doktor and they in turn have been watching the french it seems like we are\n",
+      "all working against one another which i really didnt expect and given what we read in the french\n",
+      "document last week i dont think that is a coincidence my own guess is that the russians know what is\n",
+      "going on and that our best hope of uncovering it is to break into their hj and try to find something\n",
+      "there unfortunately according to my source yuri they have taken to using a new cipher solitaire for\n",
+      "archive storage of top secret files so even if we manage to steal the relevant file it will take\n",
+      "alot of computing to break the cipher i attach a brief message from yuri encrypted using an amsco\n",
+      "cipher keyword length is six in which he describes the cipher it is very clever simple to implement\n",
+      "but a devil to crack and my one hope is that we can also find the cipher key while in the hj or\n",
+      "atleast part of it i plan to enter in two weeks on december sixteenth the russians are hosting a\n",
+      "large propaganda event as part of the international ebau ausstellung with leading politburo members\n",
+      "in attendance most of the security team will be occupied with that and hj security will be\n",
+      "relatively light with luck i will get in and out with the files we need that night and then we can\n",
+      "get to the bottom of the whole reichs doktor stratagem all the best harry\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(lcat(tpack(segment(keyword_decipher(c7a, k7a)))))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -252,10 +296,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 10,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -982,7 +1024,7 @@
        " (5, 4, 3, 2, 1, 0): (5, 4, 3, 2, 1, 0)}"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -994,10 +1036,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 13,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1006,7 +1046,7 @@
        " -1437.9908206760847)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1018,10 +1058,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 14,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -1436,7 +1474,7 @@
        "  AmscoSlice(index=407, start=611, end=612)]]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1449,9 +1487,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 15,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
    "outputs": [
@@ -1513,7 +1550,7 @@
        " 'statisticians']"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1524,10 +1561,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 16,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -1549,9 +1584,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -1572,9 +1605,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2015/2015-challenge8.ipynb b/2015/2015-challenge8.ipynb
index 8f6195b514704006da735a4a0f20b048374c7af7..9ab6fdcb812e5c614fddc17478fc073d6bf0c2bc 100644 (file)
--- a/2015/2015-challenge8.ipynb
+++ b/2015/2015-challenge8.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,9 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.vigenere import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c8a = sanitise(open('8a.ciphertext').read())\n",
     "c8b = sanitise(open('8b.ciphertext').read())"
@@ -25,9 +25,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -47,21 +45,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "harry i am so sorry we went into the russian hq last night without you but the station chief wanted it to be his team that got the glory i am really grateful to you for coming back and putting us on the right track though the stolen file from soviet headquarters was as you expected encrypted with the solitaire cipher fortunately the cipher clerk who managed the encryption was incredibly careless i found a sheet of burnt paper in the bin which gave me a list of thirty eight cards and i am hoping that this is a large part of the key it will still be hard to break but maybe not impossible especially as the erased part was still intact there maybe another clue in that the page appears to have been torn from an economics textbook i found on the desk anyway i figure the chemists at langley may help us to reconstruct the whole key given time though i wouldnt expect them to manage more than one card a day given how careful they will have to be not to destroy the document it will take usa while to crack this but maybe time is on our side with christmas things seem to be quiet and i am hoping that within the next three weeks we may know precisely what the soviets were trying to do here whatever the outcome i think it is clear that the future of europe is not likely to be settled for a while i hear rumours everyday about shortages in the soviet bloc and border controls are going up in places you wouldnt expect to prevent largescale migration there are problems in greece and turkey and divisions between the british and french and the brits are having real trouble paying off their war debts whether or not we crack the reichs doktor mystery i think there is going to be plenty for you to do i know we had to work hard to persuade you to flyover but we really do need you here even the chief recognizes that so if i can i want to persuade you to stay francois and i are being posted to paris kind of a thankyou for our work on this project but icant go unless i know the berlin station has someone i trust hope youll agree to take the job charlie\n"
+      "harry i am so sorry we went into the russian hq last night without you but the station chief wanted\n",
+      "it to be his team that got the glory i am really grateful to you for coming back and putting us on\n",
+      "the right track though the stolen file from soviet headquarters was as you expected encrypted with\n",
+      "the solitaire cipher fortunately the cipher clerk who managed the encryption was incredibly careless\n",
+      "i found a sheet of burnt paper in the bin which gave me a list of thirty eight cards and i am hoping\n",
+      "that this is a large part of the key it will still be hard to break but maybe not impossible\n",
+      "especially as the erased part was still intact there maybe another clue in that the page appears to\n",
+      "have been torn from an economics textbook i found on the desk anyway i figure the chemists at\n",
+      "langley may help us to reconstruct the whole key given time though i wouldnt expect them to manage\n",
+      "more than one card a day given how careful they will have to be not to destroy the document it will\n",
+      "take usa while to crack this but maybe time is on our side with christmas things seem to be quiet\n",
+      "and i am hoping that within the next three weeks we may know precisely what the soviets were trying\n",
+      "to do here whatever the outcome i think it is clear that the future of europe is not likely to be\n",
+      "settled for a while i hear rumours everyday about shortages in the soviet bloc and border controls\n",
+      "are going up in places you wouldnt expect to prevent largescale migration there are problems in\n",
+      "greece and turkey and divisions between the british and french and the brits are having real trouble\n",
+      "paying off their war debts whether or not we crack the reichs doktor mystery i think there is going\n",
+      "to be plenty for you to do i know we had to work hard to persuade you to flyover but we really do\n",
+      "need you here even the chief recognizes that so if i can i want to persuade you to stay francois and\n",
+      "i are being posted to paris kind of a thankyou for our work on this project but icant go unless i\n",
+      "know the berlin station has someone i trust hope youll agree to take the job charlie\n"
      ]
     }
    ],
    "source": [
-    "print(' '.join(segment(vigenere_decipher(c8a, key_a))))"
+    "print(lcat(tpack(segment(vigenere_decipher(c8a, key_a)))))"
    ]
   },
   {
@@ -90,9 +106,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.4.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }

diff --git a/2016/2016-challenge1.ipynb b/2016/2016-challenge1.ipynb
index 13171911417d4fcb657d74606b448a2e0c9b5322..5bb058176f16fa3d9094e43e47ce132b56f24de5 100644 (file)
--- a/2016/2016-challenge1.ipynb
+++ b/2016/2016-challenge1.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,9 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.caesar import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c1a = open('1a.ciphertext').read()\n",
     "c1b = open('1b.ciphertext').read()"
@@ -25,9 +25,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -48,9 +46,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -75,9 +71,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -98,9 +92,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -119,10 +111,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -138,9 +128,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
    "outputs": [
@@ -150,7 +139,7 @@
        "[1, 5, 7, 15, 18, 23, 28, 33, 34, 40]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -162,10 +151,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 10,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -173,7 +160,7 @@
        "'icantbelieveheleftlikethataftereverythingwesaidaftereverythingweagreedbuthehasgoneandicantfindhimandthisistoobigtodealwithaloneicantblamehimmorethanmewewerebothblindtowhatwashappeningandwearebothguiltybuttogetherwemighthavestartedtofixiticantseehowicandothataloneherenowsoidonthaveanoptionithastoendihavetoendit'"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -185,10 +172,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 11,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -196,7 +181,7 @@
        "\"i can't believe he left like that. after everything we said, after everything we agreed. but he has gone, and i can't find him, and this is too big to deal with alone. i can't blame him more than me, we were both blind to what was happening and we are both guilty, but together we might have started to fix it. i can't see how i can do that alone, here, now. so i don't have an option. it has to end. i have to end it.\\n\""
       ]
      },
-     "execution_count": 12,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -234,7 +219,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2016/2016-challenge2.ipynb b/2016/2016-challenge2.ipynb
index 6a6cc4e342d8e712d51a9608e33548ca34f2e8e5..6298f3f65a214bcaf2e5780dea8ce2667757a17c 100644 (file)
--- a/2016/2016-challenge2.ipynb
+++ b/2016/2016-challenge2.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,10 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.caesar import *\n",
+    "from cipher.affine import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c2a = open('2a.ciphertext').read()\n",
     "c2b = open('2b.ciphertext').read()"
@@ -25,9 +26,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -47,10 +46,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -85,10 +82,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -96,7 +91,7 @@
        "(17, -1552.2481210949848)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -108,10 +103,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -140,10 +133,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -172,10 +163,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -183,7 +172,7 @@
        "((5, 7, True), -1275.2927860232996)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -195,10 +184,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -251,7 +238,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2016/2016-challenge3.ipynb b/2016/2016-challenge3.ipynb
index 51e27a8e94584b2e647b12ec82c18ff3d613b0e3..6ef30cef57d569dc59e43bae772210aa4f55c8f9 100644 (file)
--- a/2016/2016-challenge3.ipynb
+++ b/2016/2016-challenge3.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,9 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c3a = open('3a.ciphertext').read()\n",
     "c3b = open('3b.ciphertext').read()"
@@ -24,10 +24,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -35,7 +33,7 @@
        "(('weston', <KeywordWrapAlphabet.from_largest: 3>), -1706.5657011593255)"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -47,10 +45,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -75,10 +71,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -86,7 +80,7 @@
        "(('neural', <KeywordWrapAlphabet.from_largest: 3>), -1476.8535205989874)"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -98,10 +92,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -141,7 +133,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2016/2016-challenge4.ipynb b/2016/2016-challenge4.ipynb
index c8bb5a481608166fdd8b28869cd3227f2142720f..26cdb083b3405e52a8cbfc25a8d06edd70e938b0 100644 (file)
--- a/2016/2016-challenge4.ipynb
+++ b/2016/2016-challenge4.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,10 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.column_transposition import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c4a = open('4a.ciphertext').read()\n",
     "c4b = open('4b.ciphertext').read()"
@@ -25,9 +26,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -47,9 +46,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -70,9 +67,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -88,10 +83,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -99,7 +92,7 @@
        "'tetheabmpnpskirytetfalulnhtdiiewnkhaeavrcleahecanoiufblgndiatssyeahmttlucodutacapyllrneevtemsooehftacattkehstksieytraohvtteshgierhtntiegilleaenctrethittghinamedgaflirotfaoictnofberiteislotoatitehwkinerncaeylalhtpelhegeansecicdloubawesmwdpeiafthllaseessrtofrouireltilanggtiorhsamhtreobeylalstrmabhtuteahntthwisaaetwrooegdiratghthtetstedpaatdorspvdeidiamsazlginyatdeiadlenkadmemtsiuaechstrieotesehtaeptsneritndokhwnooehwtylucodevhagosotmihucnmrfoanotiatuboplpeoetearhtseyognrieyrvetgnhiplpeoenodolieinnreevtguhohehtwnteisonoutaidphnhtmaeitmachpalyscsitithatlucoddaletmoosenithghtwisihucmidmeamitepitacslltilceovolosmoubgytretheraiseubalzppzalgnyiwwthaeralenuoedterheanytdaaxminacdinletbiheevocuwlkmayitvaohesithoroppttiunytemeiiwngtmohsefeonricomtleadlihetsetafrnonoillwityleloroumeetlarkoloiofngrdrwateeosioynguiaagnnosomitarn'"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -111,10 +104,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [],
    "source": [
     "transpositions[transpositions_of('edgarallenpoe')] += ['edgarallenpoe']"
@@ -122,10 +113,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -133,7 +122,7 @@
        "(((3, 2, 0, 1, 4), False, False), -1959.882702003483)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -144,32 +133,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'the temp bank is pretty full and i think we have a real chance of building a system that could actually prevent some of the attacks the key is to harvest the right intelligence at the right time and flag it for action before it is too late i think we can really help the agencies could be swamped with false alerts so our filtering algorithm has to be really smart but then that is what we are good at right the test data pds provided is amazingly detailed and makes it much easier to see the patterns i dont know how they could have got so much information about people are they storing everything people do online in ever thought when i set out on a phd in mathematical physics that it could lead to something with such immediate impact i still love cosmology but there is a real buzz applying what we learned out here at dynamix and icant believe how lucky i am to have this opportunity meeting with someone from citadelle this afternoon i will tell you more later looking forward to seeing you again soon martin'"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "wcat(segment(column_transposition_decipher(c4br, (3, 2, 0, 1, 4), False, False)))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 9,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -307,7 +272,7 @@
        " 'indianans']"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -318,10 +283,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 10,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -329,7 +292,7 @@
        "(3, 1, 0, 2, 4)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -338,12 +301,50 @@
     "transpositions_of('edgar')"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0, 3, 4, 2, 1)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "transpositions_of('dupin')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'the temp bank is pretty full and i think we have a real chance of building a system that could actually prevent some of the attacks the key is to harvest the right intelligence at the right time and flag it for action before it is too late i think we can really help the agencies could be swamped with false alerts so our filtering algorithm has to be really smart but then that is what we are good at right the test data pds provided is amazingly detailed and makes it much easier to see the patterns i dont know how they could have got so much information about people are they storing everything people do online in ever thought when i set out on a phd in mathematical physics that it could lead to something with such immediate impact i still love cosmology but there is a real buzz applying what we learned out here at dynamix and icant believe how lucky i am to have this opportunity meeting with someone from citadelle this afternoon i will tell you more later looking forward to seeing you again soon martin'"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "wcat(segment(column_transposition_decipher(c4br, 'debar', False, False)))"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -364,7 +365,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2016/2016-challenge5.ipynb b/2016/2016-challenge5.ipynb
index d3a69a787f3e5381ad8b8d62ea35e88bb0edc510..e63ab86f209dc11551136522f0d48b4eeda5cc0b 100644 (file)
--- a/2016/2016-challenge5.ipynb
+++ b/2016/2016-challenge5.ipynb
@@ -3,9 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,10 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.column_transposition import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c5a = open('5a.ciphertext').read()\n",
     "c5b = open('5b.ciphertext').read()"
@@ -25,9 +26,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -47,9 +46,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -70,9 +67,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -88,10 +83,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [],
    "source": [
     "transpositions[transpositions_of('edgarallenpoe')] += ['edgarallenpoe']"
@@ -99,10 +92,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -110,7 +101,7 @@
        "(((1, 2, 4, 3, 0), False, True), -3669.618471067677)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -121,10 +112,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -132,7 +121,7 @@
        "'harry and charlie not much time and i need to spend the time i have carefully i have access to the dynamix network and used it to hack into citadelle they have a large database that a number of people here are working on mostly maintenance and data entry but jamelia steam seem to have been working on mining the data nothing too surprising really and at first i couldnt see what the fuss was about but again i got lucky jamelia s account on the machine they gave me had been wiped but they missed a configfile that showed me that she had used an online storage service for some of her files and one of them was huge the client software kept metadata about the file and it looks like a clone of the database i have seen here but the filesize is way off and the storage scheme seems to have been formatted with pointers to hidden parts of the file that dwarf the database i have seen in the citadelle servers i dont know about the database itself but i also found what looks like an encrypted db scheme file if you can send me jamelia sold laptop or phone i think there is a chance we could recover some of the documents that she had deleted by syncing it to the server if her keychain has been copied over that might also give me access to the citadelle database which i have codenamed titan i think we might be getting close to the truth but i am also sure that i am not trusted here and that will make it hard to get much more intelligence without raising alarm others seem to have fairly free access to the building but my pass only gets me to one floor and three rooms everyone is friendly but no one is talking and i dont want to push too hard and make them more suspicious i would suggest we switchback to substitution ciphers in the future this is getting serious maybe avi genere or hill cipher next time trinity'"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -143,10 +132,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -287,7 +274,7 @@
        " 'velveteen']"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -299,9 +286,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -322,7 +307,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2016/2016-challenge6.ipynb b/2016/2016-challenge6.ipynb
index 93431fc26b4782104380436fe0ffb9600260bd81..c18936b3fb3e33f2108bd2e4ef4eaa6b2ac60895 100644 (file)
--- a/2016/2016-challenge6.ipynb
+++ b/2016/2016-challenge6.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 1,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,9 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.vigenere import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c6a = open('6a.ciphertext').read()\n",
     "c6b = open('6b.ciphertext').read()"
@@ -24,10 +24,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -35,7 +33,7 @@
        "'\\nPZAED IRAHN NESGU AVMNJ TVFHR OAFUA ZHEQG UGSTN ZAPCE EUOYD EPLII WIAGS YGWUA CUZEZ MSGZA IWTUG UTZTJ SSFSF RTUGL UEFEQ GUGLO OWAZS JBJEE JOELO NNOVV SHKPV UIBFF EGMGZ EBLHR JHNUK RJSUW HNVTB KPRFD NDOGG FGAMR GNYAN RSNQL HRFSN OEEWW NLCUA NTGNR GFGZE YSPGG PFZEJ SSHKI AYHNV BRWNP GMCJO ZASRV AAVAA SUGGM NLEQK CNFFY SGTWD GZEFL RRSMS GRNFA YQSVK WRZAI WATWN GKOAL HROAL LOVFT RJVVW WUAMN FDVSM UGPVF GGZIF OIYDG VNEHK EAGUT ZTBMN ESVRD TUASZ QSGWR LANGZ EZWAA LIZWI PSLYW DVFAS WWSSV BMRFO IGZTU WEGBE AWSGW NJZOS GLYGW RVMNJ TVFTB SLBUA YTAAC HRASP SREQI AYOHL AYDCN KHGJA AKAPL IBFSV FAAWF SGRGL OFLAL GFSYR VVWUA CUASN DIGLL RARBF IPYII WNGZE JSYJW FBMNQ ZIZZE VKTES VRDLV FGHFD RJTUW NNEEW SMRKA AVIJG NQWRR VISLH NLWNK AUANG LHNLH RKTVD LUSSS WEYAN TKFBJ JNEEY AAUWI FMSVF GNXAX WPNKS CGRGO HVUHJ SSTGO QWNBM GULOS GOYLH RTAAC AAVIN ELBGK VFGSG RJSRQ LORPA ZANVF GVLAF AAZFO GKUEW HBOHR OOHDD USVRG BGSIA WDBFE BXTUA SDMAY ATLGU GKIQW TUWTE SDROE USVRL IRVHV KNBJW RYINF TESNF SCGAO AKTBS NNUCB MNGAN FOIGR EEDAA VWUAC UAGHW SFASA GSHJP EASRO EUSDG ZEHKU NDDVX FVUUY LIRKG RLTVF GNUCR KSSJO ZLHRK WVKSN MTUGR VLIRK BHLTU ANTKA EWAYG TRSSV WRGZE EWTUS NGZEL MSRVT BTENF DJATU UOBHE ESTVG NSJOZ LHRXI FAGNA NRVAP UEFKT BSSGJ OAYBB PHRDD VFMNJ TVFSA WWASM RLHRW NPDOF WDYWT GWRSJ OZLHN LBBPP EGMVK EFLOF ZEQDI TZTBF HVKRB DEVFA YDTUA SOMTH FFBJT HFAGW LLATV KATSI AWNPJ YCLEQ SNQLH VKTVE EGZEP APUWR VKAOA TFLRB FGRJT USNGZ EBFEF OEUSV RTERF DRSLV FGJAT UACBM LQOAV LFBJT UWIAL EENIR OWVLH ZSRGA NOMTV ZAIWA SWEYA NTLHN LTUWI ALEEN IROWV DLTGB RLTRJ ISAKA GWZGR RANNV VNFCR KOVOI YDSCW NQSLV LTYWT VEENF AYQSV FGVLI ALHRZ OCWOS YEGLI AYAOJ ENCOA WTUAN TLHNL PHRZY WSZWT UWMNF ATWRN LTUWS JASFT AACMR FTVGN RVTUS TGZEY SSGLI ZWHRK AJEAE LIAAN CWRFG NUWWN KTESV RDLVF GJATU SYBMN TOOZS NNFDG ZEQWS PJICL IBFSB MNQWD NDOGD IXWJN EEYAA VVIQF TCACX MPBFT UASNL FVJSG TEPSU FWINK SHEEQ LHNLT UASJS SCJIB JTBZE EVENL HOMTJ ZEAAC UWCXW DGZEQ STRKI GVIQF TGAEH HTUWY FWEZL OUSVR TERFA GLHRT AACTB YEGZE ELHEW EQSYF SFGWR WSMRD INKDR STUEO EWLNL EEZAE JY\\n'"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -46,10 +44,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -57,7 +53,7 @@
        "('nsa', -2139.1561825446256)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -69,10 +65,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -88,10 +82,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -104,15 +96,15 @@
        " ('M', 90),\n",
        " ('T', 77),\n",
        " ('B', 76),\n",
-       " ('K', 74),\n",
        " ('G', 74),\n",
+       " ('K', 74),\n",
        " ('Z', 61),\n",
        " ('L', 59),\n",
        " ('X', 57),\n",
        " ('F', 54),\n",
        " ('W', 53),\n",
-       " ('A', 51),\n",
        " ('C', 51),\n",
+       " ('A', 51),\n",
        " ('P', 46),\n",
        " ('J', 46),\n",
        " ('S', 43),\n",
@@ -126,7 +118,7 @@
        " ('\\n', 1)]"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -137,10 +129,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -148,7 +138,7 @@
        "('trainer', -1995.616991556106)"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -160,10 +150,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -194,7 +182,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2016/2016-challenge7.ipynb b/2016/2016-challenge7.ipynb
index 0b1cf5b86808a1da1221e08cec78ed3236a420ef..15cf412d5e4d7d10f1755de09ddd4163e2acfce1 100644 (file)
--- a/2016/2016-challenge7.ipynb
+++ b/2016/2016-challenge7.ipynb
@@ -2,10 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 1,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os,sys,inspect\n",
@@ -16,7 +14,10 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.vigenere import *\n",
+    "from cipher.bifid import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c7a = open('7a.ciphertext').read()\n",
     "c7b = open('7b.ciphertext').read()"
@@ -24,10 +25,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -35,7 +34,7 @@
        "'ELUOP PAIJO NPAVX VHLDQ ZCDUY LZVJK WTDVL VGZZE LLWKU AYMLF KUSSK PLOJZ EXHPK LZYGH VLHZD MSMXX PEXFV UHPPP ARAXP YQHXF INPJF EEHZT BHQJI QYQAE ZNQZT SEJIP XWZXS BEPDL MDYMP EYEEF LOLUE JIYJI YXFCE DMYIL HTRVV VLMLP DHLQY SEGOA VHLEA YIVHF JTSYX YHZLY SFYWW MKELC NOVHB AGLYG KILUN TLUCK MOAMO XFYPH BLFFI TEKHV WNYTM OXXIP CCAGA JCLMS GSYGL PASFI OWTPX KYHOV HLLUP OZLLW ELQWA HWPTC BUSUL LXTHH OISOV HXKLP OVBXG HZOMD RAAYT AVPUM TEMUI ZNELP AIJUH LMISL SWPSP PQFSR QOAGH SEWII JUJPP AXSBE OVHSD MZCIL RJIYT OUMNC WSBVF WLLJM OXLUS EMCIA FPMMD WWCCL QKMKV FDAAM XIPYW YSWFW PLHXA WJMLL XUYEZ ZWKFC PMPAS TYCLL UEJYS EWUEW HZSBP AFITE IJMFO XXWJR AYCLG LLLYG PQSIT YHCIT PSXLT TLQSD DTMNE LIZQM OXFCY LUVAW BEEIO XVHLC WUCSL EYQAV SGDTB JIHMF DMOXL USEGA RAUEC MJVSY YSBPA WPPTT LFWQD YWPWM FNYWJ IUHLW TPINL FDVLZ WMCFW MCLHP HBYIV HFDQR RSVZW AVIZN OYIKI JIETV VQYHT PJLVS GCTND EDYSE UVVXX YLWAW DFLNT SEVYS NBHAQ FPDWS GYHTP JZMVH LVVHF WBEEI FKGFZ YPJIL LPECW QGWZE AZIUW LOMZM JISEC HRMHT POHKF YZEGJ EJCAD VVGXI DPOYE ZWRYQ KRWJW TIIRG XPDIL PWLDL EAGWJ DFALL LYWWM KELCN CMYYL WLQCU EEMXC ILLLL ZQARV GQSNQ OAELT QEHPS IEOMN RGFPM OUEJY SEIOX WFTMW TIZNO PEVLK YNLZA PDUNL TSEUY SEMRE EIEOM DSDFL YMLFV USPPS MLHFD VVMLM PFYLV GGJYI YIOMY LWAHW MFQMY XUYAD CZIZN EFJYI FCLEM YRGLP JEHPS YGLPV XWPTE KLPDI NRVPO UUSLN VVWVX PUHVG ZWLCZ YFODL EAMLU SEBBS VYEYQ VTWQC PGDED MTSTS EUIEO MKRSG POGSH WNLPX LVVHL OMAEL CRLGS LYCSP UHGWV ENMWW MMPSB ZMZNE FWIEV YVDIU IZQYZ QAEYC EDMCR ALPOV BHGCC PXLLL AYTZB HZWYL ZIIEU DPPAX SXPZM KMNHP ENVWS QYZQA TALND MKWJU XWIKK FCSNB HQFUX ZEHXS BEOMJ MLIYZ ASEWQ CPDLA GBHPQ CVWNY TBHHW VTCKZ IVYSD MPXAP TEKHI ZNSEQ DHWCW WIAIJ YSEAA MKCGD QOXSB EOMDS ZMDTA FPSHL CMOXJ OQOVH OFUMD QOXXI PRIAS GZJMJ VPWPP TZAIJ IEEVL WWLPH AARWA LSKUE JVZWA VRSHT XQOJG YRLBV SXXLS MDXSB EPDLM DYMZB KIEYP DMOKF CCZBP RGGYP MIHSB PHSUE TMDTE ZIZNX ZZMOF UMEVL VWZQT LFPWL TEVLR SNFZJ HKFCV WIAWS QENMW WMMPS BAEZN EYMYE HJLPU HGWVE TZLZW QZSOU MFITE ALYIL PSBYY XLPOV BINCE NMSPG WPSBF FFYVL BUIWV OLPUS ANNLZ LLLLF QWUSK XYFWM RWYMO IOWWM DPVRE WQZYB HLLXY LMZMU LPIMA EZYET PDEKU HEQKI ECLWK LLKCS ENVCL CWLOL PWBEE CVFSX PRVLP DUSNV LLOSE TZBGW MDVVH FWBEQ WAWWN YZQAE JNPYM WIUHL WMLVX UYZVV MLCOP XEIYH TSAPL HUQZB YEHML PDPXU YWWWJ IZNQZ NSEZY MYWKI LCDTD KEZYS EIOXV YXTIS GWBOY IRRSV LQWFF TIWPP ARAGT SNVIY UEZWM HSBPH BHLLX PWILZ WLPHZ LHJUS RVPLK OASBB SEIEO VHLYH TGQSI FIPXW ZVGZQ QWSPW QZZBL FGNOP ZHIHJ LPPAE ZNEFW KILHT ZXLAF YSHVL ZWYGC MZIJB DLKZM ZNAPS LLWLP SEUMS FAIMA SFXWF WDVGN ZYLSY GWPSA PLLHZ OMZWW LAYMO ALOME VBSUW LVVHF SYGLP VXLIY OVHWA MLMPZ EUUYZ GSIJC EYMRV GQZEL LQAUW NMOXK LTQBH WLHPX MNRSL CLTHM UHLYQ MWLWP AABWW BEZBK IFLFE MDOFU MDAPA KYSEP AMOJT SAUSA NLWMY WJIYJ IYXLO ZMIUA GHVJL HIJFL DIDXS BHWIL ZWLZE BVRWL LNOUM CUEEQ AYGVL VTHXG NOPZH TWLAE WUWSQ OYIKR ABPMB HLLFW LBMID XLSMO XSBEO MAELM ENMWW MMPSB KPABN LAHIJ YSEMT MLZZE VBSEU PWJHV WXTDV VGSNY PXZIZ NDPON YKMNT BZMJY ENIYE ZWPNQ VZLUS EBJEX YSEMA MHMPO TSELU VFMOX ZNTHA RRAFZ YLUYG ZDRVP KFIWP JZXUY ADCZI ZNQZP JVSYD LVVMK MPCXW SXIWZ WAEWL PHALW SVLEI KEFXE LPAKF CELBZ WAMJW IUEJI QPTWQ SMLYL HIVCG ZZWSL MEDMB UWLOP ABJWL PSVPX JUXPJ VXKYX LRKIL WPAAB WWQEL PAPSY GPZAS FXTOM DXMVC ZVFEJ NYTBY EEZZO VHXUY ADCZI ZNQZA JMJNP XWPFW BEYML ALYMY WPXSF PCZVG XIPPZ NIVBR TPHHW QZSAZ MKSWL VHWWC ETZVL LOLJB PWJYG TVBIZ NSEQD XMIOP SJIZW JCWAW KCSWM AEZWF PVUMW WYPQJ WJYEF XTSUH TPUTE JAZCX LXSOO LZNEE ICQBB SHICO ILFGN OPUPE DWOYI UMLLL XALQS DQZMT EFYSE VPWLH PXCJS VSETB UIVCJ EQSEM KSRQO KFCJC ZHGKU HEKLT KODPP AWAHX ZZMWH YCOVH EKHTX MJRSX YPBAE FCCZV FEJNY TBYEE BETED IAPCP BUMEI CQALX GH\\n'"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -48,10 +47,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -59,7 +56,7 @@
        "('esullih', -3786.443520764479)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -71,10 +68,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 4,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -82,7 +77,7 @@
        "('usehill', -3786.443520764477)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -94,10 +89,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 5,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -113,10 +106,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -124,7 +115,7 @@
        "'HTPEG WEEHW AOHCP NIRXE IEXZG OGDQK UEGBY KHWAO CDOTQ OTSLY OELDU MOSEQ OQYTP RNNIG ABADV QIAXV OODEE GWSSF QRGGS YEGWS SEQSX BTKBR FTGBY KBKEU QNETC KSOQB FOTSY QEOSU RBCTE KYORM TPLRA TTKMO BKEUO KCNDZ MROTR NCOYW QKPSH VTCVN FTQET CALWA VVFUK BSKFH RASAQ VFCRS GBTTT QWNEV YFRHE AQCHS QQTNN DPBTC PZEGR EAKKO HURRO CXNQG KNCQS TBSNQ BMTZO OSEBO RXKDE HEHRO YKEOB BFIKQ TTCIZ CCORU IHGYT IMBAH OAWOO ZSOQR OCDSS OQDGE YMKLO AQKXO BKPSF HSVLK WTEHN ATKTO UKNSI OCYDL TQGIT NUOCR KCEPO SRQCQ QCQSR HLWNO SKENN BTFLO LENAW BOCYT NETRN OWDEK SOQIP DWHEA WLOVV YFSCD OTLIN SOSYQ OPYNH TOCON RPTHN AWCOO DYTCO RETHL ULAEQ RPBNZ CSEHC ISDNR TNDTS PSQFC RBNPS YSRBE UELKE QTEYQ QLZLY KSOBD KNTGT WBURR BLQAK BSCVL IIUVT FQBPA KGSTC LSFSC KSKSO BAORE BQEVC BHQBL SVIQO ULKOT HQNFO IOSAH RATKT OXQUE HRYNB KPSKQ OFNWS EUOCX SOQYO VEFSC NREQS PUOED LFWKF ORUIN GTKGO ASDQS GEYMK QOPIO DEVSF NCERS QUPES OQYWB EKBQK PIADC OIUGN CTOII VOQBT ZCPEN BHZKA GOYCQ PCDET MIWFE BGEUE ORYCG SYEKM OQIPD AOCUI NGTHW AOQVT ETVCU BTOYS OQYBQ YBGLT NKVTF VQTFH STQES RQDEU MUKNS IOCYF ERRBL SRHQS THKPE TRPEW BEOSB QKQMP ZBRUE BLHTH HCSBD ACIGC YRENT HRAUQ NENKT ONOTW THUIK HIOOS GQEGO HXIRW TEINS QYFFQ NKTLT RSCNE TRGEY DANRL HFPTK TOFDQ TSOQR AGFTL HVNTS NYIIV OQETS BKFYO SEPQI VLTOY EHMIR WHEAW GOTBO QXRHR AKBRR GTXPR SEHFL RBIFL QOODE GAENO OUXWL ELSEH THMIR UDKQA DVTIH ROICC QTOYE HMIRI HWOIB CRQLP LWHEA WXOBO FYQEV RTRGX QLBQN TBYYR EBTRT TEENR MSDHQ OQXTC LOIFE QTHUA TOOUW BNTSI BDUKH SNQVR ARCTH VRSEC QSNSO QYSFH RGUTR OUREI OVUQP UTTLA VNVMT SLXDN HOAWB OEPGQ ECKEO THEAU OTUVL CLBPE QGCEE KQNTB GEUEO RYEBT QGELR SOQYV TTYHM IRVTT XHQOV FOKRK QFENK NOBLE LCQRR WGOEO LSOGE YNHUA TOVUF NHTZX DSTUL QFSCQ QGHYC NVSCU EURLK ASLOD TSBQR MRPET LMENH TASGS TFOTD HQTUN IWQIP OKOME GGFTT GOEXV TCMBM ARGEY NKFOS KTYEO BDUKB SEMCT RQVRI UITZB RYDCF SOSCQ RLIQO EAEBB SRQGP ECDAQ VBDUB GCYEQ ETSBK FYGEY NOUTE QTTNG SUQDK SYSGB ZUFKR LOBGT VWIWS OQOKD YSGBZ UCKRG EYIGO ENKKO MANE'"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -137,10 +128,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -165,14 +154,14 @@
        " ('f', 46),\n",
        " ('d', 43),\n",
        " ('v', 42),\n",
-       " ('w', 37),\n",
        " ('p', 37),\n",
+       " ('w', 37),\n",
        " ('m', 25),\n",
        " ('x', 20),\n",
        " ('z', 15)]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -183,18 +172,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(('ligo', <KeywordWrapAlphabet.from_a: 1>), -2505.924490942904)"
+       "(('ligo', <KeywordWrapAlphabet.from_a: 1>, 4), -2067.501010592418)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -205,10 +192,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 9,
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -216,7 +201,7 @@
        "'martin we have made a dreadful mistake and i have been too slow to admit that to myself i have had a visit from the woman from the syndicate and i confronted her about the source of the templates she confirmed my worst fears and now i want to crawl away and die what have we done our software has led to so much suffering when it was designed to do the opposite i asked her how the cabinet office could possibly have authorised this and she laughed and explained that the syndicate no longer worked for the british government call it private enterprises he said we have always been good at that my horror must have been written all over myfaces he didnt seem surprised at my reaction but equally she didnt take it well and civility was abandoned i asked her how it could be legal let alone moral to do what they proposed and her answer was that it was necessary i said we wouldnt help them and she said it was necessary that we did i said i wouldnt be able to face my family and friends if we cooperated and she said i wouldnt have to worry about that for long one way or another the pds syndicate were going to make sure we both disappeared looking back i can see that from the start this whole thing has acted to draw us into its centre and now i am at the event horizon almost unable to escape its pull but i think we have one last chance i am sure she will be visiting you as well she thinks we have no choice but i think a choice is all we have whatever you do hold out for better terms she has to believe that you are on side and motivated by greed so that she wont worry about any qualms you might have convince her that you will convince me to cooperate tell her that you think you should work from the collective in oslo and that you want payment via the bank in switzerland i got the impression that money is not a problem with money in a swiss bank and the expertise and connectivity afforded by the collective i think we have a chance to escape and to try to stop them perhaps we will survive this perhaps we can bring them down'"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -228,9 +213,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -251,7 +234,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2016/2016-challenge8.ipynb b/2016/2016-challenge8.ipynb
index 6c673e0d12759dd8c793e886fb417ccbaf3ad048..d990f8cc28dc3a755d32b6ee79447ce2295d8c2d 100644 (file)
--- a/2016/2016-challenge8.ipynb
+++ b/2016/2016-challenge8.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,7 +14,9 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.hill import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c8a = open('8a.ciphertext').read()\n",
     "c8b = open('8b.ciphertext').read()\n",
@@ -25,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -35,7 +37,7 @@
        "         [11, 11]]), -5760.41300554484)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -94,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -111,7 +113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -128,7 +130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -137,7 +139,7 @@
        "[('0', 15368), ('1', 11257), (' ', 6508), ('2', 5920), ('\\n', 1)]"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -170,7 +172,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2016/2016-challenge8b.ipynb b/2016/2016-challenge8b.ipynb
index fc0d8511b3530f96585e71060b18b16ccae07448..5a4982e880990824c665e51f0a030835994b8f3a 100644 (file)
--- a/2016/2016-challenge8b.ipynb
+++ b/2016/2016-challenge8b.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -16,7 +16,12 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.column_transposition import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from logger import *\n",
     "\n",
     "c8a = open('8a.ciphertext').read()\n",
     "c8b = open('8b.ciphertext').read()\n",
@@ -27,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -36,19 +41,19 @@
        "3226615"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "wap = open('../war-and-peace.txt').read()\n",
+    "wap = open('../support/war-and-peace.txt').read()\n",
     "len(wap)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -57,7 +62,7 @@
        "['10', '00', '00', '01', '00', '111', '000', '100', '010', '101']"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -69,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -87,7 +92,7 @@
        " ['0010', '0010', '0100', '0100', '0000']]"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -99,7 +104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -117,7 +122,7 @@
        " ['00000', '00110', '11000', '00000']]"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -130,7 +135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -139,7 +144,7 @@
        "(25, 0)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -151,7 +156,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -160,7 +165,7 @@
        "'bi vjr dom omdabhx qzbp qzmh b gdv ym amda dxdbh ebffma qtbnm hjt yv qzm kjpq abxbqdf prosmbffdhnm p'"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -172,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -181,7 +186,7 @@
        "5325"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -192,7 +197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -201,7 +206,7 @@
        "5325"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -213,7 +218,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -222,7 +227,7 @@
        "5325"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -234,16 +239,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(-32687.168128732188, -20426.14140719279, -30376.82045021536)"
+       "(-32687.168128732188, -20426.14140719279, -30689.376594117315)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -254,7 +259,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -263,7 +268,7 @@
        "40669.896112351824"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -274,7 +279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -283,7 +288,7 @@
        "3476.059496782207"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -294,7 +299,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -303,7 +308,7 @@
        "2391.2432630309268"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -314,7 +319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -323,7 +328,7 @@
        "2.788846178301471e+22"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -334,7 +339,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -343,7 +348,7 @@
        "0.951229424500714"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -354,7 +359,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -363,7 +368,7 @@
        "1738.0297483911036"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -381,7 +386,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -390,7 +395,7 @@
        "'etoainhsrdlumwycfgpbvkxjqz'"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -402,7 +407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -411,7 +416,7 @@
        "'mqdbjhopzafrntgxvkiyseuclw'"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -423,7 +428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 45,
    "metadata": {
     "scrolled": true
    },
@@ -444,7 +449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -453,7 +458,7 @@
        "-21381.986189863124"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -464,7 +469,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -473,7 +478,7 @@
        "'dajoklynpigqemhstuvwxfzcbr'"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -485,7 +490,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -495,7 +500,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 49,
    "metadata": {
     "scrolled": true
    },
@@ -506,7 +511,7 @@
        "('mqjdbhzpoafrgtvnixkyseuclw', -17922.293053151883)"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -522,7 +527,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 50,
    "metadata": {
     "scrolled": true
    },
@@ -533,7 +538,7 @@
        "'if you are reading this then i may be dead again killed twice now by the post digital surveillance syndicate if i am still alive then you may be my only hope if they have killed me then this letter will have been distributed in unencrypted form to all the social media sites and all the news agencies in the world their name will be known to everyone and the story of what they tried to do will be headline news if not then my hope is that you will keep this quiet for now for your sake as well as for mine my name is jamelia dalmar and i am partly responsible for this mess this letter is my attempt to explain my role in what happened in the hope that nothing like it will ever happen again the syndicate was a government initiative to prepare for a world in which encryption will be so secure that no one can crack it that world is almost here and the quantum technology revolution is likely to give birth to it soon if nothing changes privacy will be absolute and so will secrecy how you feel about that depends a lot on who you are and who you think has most to gain i was neutral but when my friend martin suggested that we could adapt some of the technology we developed for the ligo project i was excited at the possibilities our plan was to build behavioural template filters to track group activities on the web originally we hoped to model the spread of ideas martin was interested in the marketing angle and saw it as a way of selling products by understanding how memes propagate i was more interested in understanding how political ideas spread through a population it was a million miles from our real areas of expertise and i should have realised the dangers much earlier the war games department at dynamix saw the potential for this tool to be used as a twenty first century version of sigint allowing intelligence agencies and governments to track small group activities by matching online behaviour to known templates small groups including terrorist cells the pds syndicate had agents at just about every arms manufacturer in the west including dynamix when they became aware of our work they arranged for dynamix to recruit us on their intern scheme it was an amazing time we had every resource we could want and at first the freedom to do what we wanted gently they brought us round to working on small group dynamic tracking and following some of the recent tragedies i worked out for myself the potential of our software to detect and prevent terrorism but we needed data we called it the temp bank a database of behavioural templates which we would use to match against live online traffic to highlight areas of interest no one had ever worked on this sort of pattern based tracking before so we had no data on which to base the templates modelling communication patterns between members of a terrorist group without the templates it was impossible to carry out real time monitoring as the data rate was far too high for live analysis i raised my concerns with the head of research at dynamix and that was when i was introduced to someone from the syndicate they promised us data based on mathematical models developed by the department of defence and the project continued it was more successful than we had dared to hope a stream of high quality data filled the temp bank and the algorithm began to spot real world examples that closely matched the templates of course a lot of that was just chatter there is a world of difference between discussing and carrying out an attack and no security service can investigate every deluded fantasy online in order to find the one real plot dynamix were excited by what we had achieved but as the results rolled in they demanded more accuracy and for that we needed much better data the syndicate were happy to oblige and that is when i realised the how far they were prepared to go i tried to convince myself that the syndicate had access to a large database of existing communications that they were using to extract behavioural templates but the more i thought about it the more unlikely it seemed our software was seeing real world attack patterns that were suspiciously similar almost choreographed and i began to wonder if the pds syndicate were not just tracking terrorist activity but were encouraging it among groups that they had penetrated in order to build an encyclopaedia of behavioural templates that could be used to spot future attacks before they happened the syndicate had an achilles heel it was not possible to coordinate their research programme without leaving their own digital footprint martin and i refocused our efforts on tracking them down and found all the evidence we needed but they were the experts not us and we must have triggered an alarm somewhere they gave us one choice my death was now inevitable the only question was whether or not it would be faked once i was officially dead i would have no protection but we were valuable to them and that was the key to our survival i never knew the name of the girl they used to fake my suicide but they did assure me that she had died of natural causes i hope that much was true the syndicate were the real experts in espionage but martin and i had the edge in coding they watched us carefully but we managed to plant a virus in the database engine and it will have been triggered long before you read this it is designed to infect every copy of our algorithm and to encrypt crucial elements of the code rendering it unusable we learned a lot from studying stuxnet and the temp bank will suffer the same fate as the iranian centrifuges now the virus is released we convinced the syndicate to fund a hacker collective in norway and to allow martin to work there undercover as far as they were concerned he will be harvesting baseline data for noise filtering in social media traffic but he will be distributing this file and the virus to as many servers as he can without alerting them martin is good at this he has already hacked a number of back up company and app servers and used them as a distribution mechanism we have also been leaving a trail for the intelligence services we have no reason to believe the governments are connected with this and every reason to believe they may be our best hope of stopping them are we safe probably not or this insurance policy would have remained just that we might be on the run though unable to trigger the dead man switch that was keeping these files safe we do not plan on giving up and we urge you not to either'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -545,7 +550,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 51,
    "metadata": {
     "scrolled": true
    },
@@ -562,7 +567,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -596,7 +601,7 @@
        " 'z': 'w'}"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -607,7 +612,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 53,
    "metadata": {
     "scrolled": true
    },
@@ -618,7 +623,7 @@
        "'if you are reading this then i may be dead again killed twice now by the post digital surveillance syndicate if i am still alive then you may be my only hope if they have killed me then this letter will have been distributed in unencrypted form to all the social media sites and all the news agencies in the world their name will be known to everyone and the story of what they tried to do will be headline news if not then my hope is that you will keep this quiet for now for your sake as well as for mine my name is jamelia dalmar and i am partly responsible for this mess this letter is my attempt to explain my role in what happened in the hope that nothing like it will ever happen again the syndicate was a government initiative to prepare for a world in which encryption will be so secure that no one can crack it that world is almost here and the quantum technology revolution is likely to give birth to it soon if nothing changes privacy will be absolute and so will secrecy how you feel about that depends a lot on who you are and who you think has most to gain i was neutral but when my friend martin suggested that we could adapt some of the technology we developed for the ligo project i was excited at the possibilities our plan was to build behavioural template filters to track group activities on the web originally we hoped to model the spread of ideas martin was interested in the marketing angle and saw it as a way of selling products by understanding how memes propagate i was more interested in understanding how political ideas spread through a population it was a million miles from our real areas of expertise and i should have realised the dangers much earlier the war games department at dynamix saw the potential for this tool to be used as a twenty first century version of sigint allowing intelligence agencies and governments to track small group activities by matching online behaviour to known templates small groups including terrorist cells the pds syndicate had agents at just about every arms manufacturer in the west including dynamix when they became aware of our work they arranged for dynamix to recruit us on their intern scheme it was an amazing time we had every resource we could want and at first the freedom to do what we wanted gently they brought us round to working on small group dynamic tracking and following some of the recent tragedies i worked out for myself the potential of our software to detect and prevent terrorism but we needed data we called it the temp bank a database of behavioural templates which we would use to match against live online traffic to highlight areas of interest no one had ever worked on this sort of pattern based tracking before so we had no data on which to base the templates modelling communication patterns between members of a terrorist group without the templates it was impossible to carry out real time monitoring as the data rate was far too high for live analysis i raised my concerns with the head of research at dynamix and that was when i was introduced to someone from the syndicate they promised us data based on mathematical models developed by the department of defence and the project continued it was more successful than we had dared to hope a stream of high quality data filled the temp bank and the algorithm began to spot real world examples that closely matched the templates of course a lot of that was just chatter there is a world of difference between discussing and carrying out an attack and no security service can investigate every deluded fantasy online in order to find the one real plot dynamix were excited by what we had achieved but as the results rolled in they demanded more accuracy and for that we needed much better data the syndicate were happy to oblige and that is when i realised the how far they were prepared to go i tried to convince myself that the syndicate had access to a large database of existing communications that they were using to extract behavioural templates but the more i thought about it the more unlikely it seemed our software was seeing real world attack patterns that were suspiciously similar almost choreographed and i began to wonder if the pds syndicate were not just tracking terrorist activity but were encouraging it among groups that they had penetrated in order to build an encyclopaedia of behavioural templates that could be used to spot future attacks before they happened the syndicate had an achilles heel it was not possible to coordinate their research programme without leaving their own digital footprint martin and i refocused our efforts on tracking them down and found all the evidence we needed but they were the experts not us and we must have triggered an alarm somewhere they gave us one choice my death was now inevitable the only question was whether or not it would be faked once i was officially dead i would have no protection but we were valuable to them and that was the key to our survival i never knew the name of the girl they used to fake my suicide but they did assure me that she had died of natural causes i hope that much was true the syndicate were the real experts in espionage but martin and i had the edge in coding they watched us carefully but we managed to plant a virus in the database engine and it will have been triggered long before you read this it is designed to infect every copy of our algorithm and to encrypt crucial elements of the code rendering it unusable we learned a lot from studying stuxnet and the temp bank will suffer the same fate as the iranian centrifuges now the virus is released we convinced the syndicate to fund a hacker collective in norway and to allow martin to work there undercover as far as they were concerned he will be harvesting baseline data for noise filtering in social media traffic but he will be distributing this file and the virus to as many servers as he can without alerting them martin is good at this he has already hacked a number of back up company and app servers and used them as a distribution mechanism we have also been leaving a trail for the intelligence services we have no reason to believe the governments are connected with this and every reason to believe they may be our best hope of stopping them are we safe probably not or this insurance policy would have remained just that we might be on the run though unable to trigger the dead man switch that was keeping these files safe we do not plan on giving up and we urge you not to either'"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -629,7 +634,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -638,7 +643,7 @@
        "('mqjdbhzpoafrgtvnixkyseuclw', -17922.293053151883)"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -654,7 +659,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 55,
    "metadata": {
     "scrolled": true
    },
@@ -665,7 +670,7 @@
        "('dynamixzbcefghjklopqrstuvw', -17922.293053151883)"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -681,7 +686,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 56,
    "metadata": {
     "scrolled": true
    },
@@ -692,7 +697,7 @@
        "'if you are reading this then i may be dead again killed twice now by the post digital surveillance syndicate if i am still alive then you may be my only hope if they have killed me then this letter will have been distributed in unencrypted form to all the social media sites and all the news agencies in the world their name will be known to everyone and the story of what they tried to do will be headline news if not then my hope is that you will keep this quiet for now for your sake as well as for mine my name is jamelia dalmar and i am partly responsible for this mess this letter is my attempt to explain my role in what happened in the hope that nothing like it will ever happen again the syndicate was a government initiative to prepare for a world in which encryption will be so secure that no one can crack it that world is almost here and the quantum technology revolution is likely to give birth to it soon if nothing changes privacy will be absolute and so will secrecy how you feel about that depends a lot on who you are and who you think has most to gain i was neutral but when my friend martin suggested that we could adapt some of the technology we developed for the ligo project i was excited at the possibilities our plan was to build behavioural template filters to track group activities on the web originally we hoped to model the spread of ideas martin was interested in the marketing angle and saw it as a way of selling products by understanding how memes propagate i was more interested in understanding how political ideas spread through a population it was a million miles from our real areas of expertise and i should have realised the dangers much earlier the war games department at dynamix saw the potential for this tool to be used as a twenty first century version of sigint allowing intelligence agencies and governments to track small group activities by matching online behaviour to known templates small groups including terrorist cells the pds syndicate had agents at just about every arms manufacturer in the west including dynamix when they became aware of our work they arranged for dynamix to recruit us on their intern scheme it was an amazing time we had every resource we could want and at first the freedom to do what we wanted gently they brought us round to working on small group dynamic tracking and following some of the recent tragedies i worked out for myself the potential of our software to detect and prevent terrorism but we needed data we called it the temp bank a database of behavioural templates which we would use to match against live online traffic to highlight areas of interest no one had ever worked on this sort of pattern based tracking before so we had no data on which to base the templates modelling communication patterns between members of a terrorist group without the templates it was impossible to carry out real time monitoring as the data rate was far too high for live analysis i raised my concerns with the head of research at dynamix and that was when i was introduced to someone from the syndicate they promised us data based on mathematical models developed by the department of defence and the project continued it was more successful than we had dared to hope a stream of high quality data filled the temp bank and the algorithm began to spot real world examples that closely matched the templates of course a lot of that was just chatter there is a world of difference between discussing and carrying out an attack and no security service can investigate every deluded fantasy online in order to find the one real plot dynamix were excited by what we had achieved but as the results rolled in they demanded more accuracy and for that we needed much better data the syndicate were happy to oblige and that is when i realised the how far they were prepared to go i tried to convince myself that the syndicate had access to a large database of existing communications that they were using to extract behavioural templates but the more i thought about it the more unlikely it seemed our software was seeing real world attack patterns that were suspiciously similar almost choreographed and i began to wonder if the pds syndicate were not just tracking terrorist activity but were encouraging it among groups that they had penetrated in order to build an encyclopaedia of behavioural templates that could be used to spot future attacks before they happened the syndicate had an achilles heel it was not possible to coordinate their research programme without leaving their own digital footprint martin and i refocused our efforts on tracking them down and found all the evidence we needed but they were the experts not us and we must have triggered an alarm somewhere they gave us one choice my death was now inevitable the only question was whether or not it would be faked once i was officially dead i would have no protection but we were valuable to them and that was the key to our survival i never knew the name of the girl they used to fake my suicide but they did assure me that she had died of natural causes i hope that much was true the syndicate were the real experts in espionage but martin and i had the edge in coding they watched us carefully but we managed to plant a virus in the database engine and it will have been triggered long before you read this it is designed to infect every copy of our algorithm and to encrypt crucial elements of the code rendering it unusable we learned a lot from studying stuxnet and the temp bank will suffer the same fate as the iranian centrifuges now the virus is released we convinced the syndicate to fund a hacker collective in norway and to allow martin to work there undercover as far as they were concerned he will be harvesting baseline data for noise filtering in social media traffic but he will be distributing this file and the virus to as many servers as he can without alerting them martin is good at this he has already hacked a number of back up company and app servers and used them as a distribution mechanism we have also been leaving a trail for the intelligence services we have no reason to believe the governments are connected with this and every reason to believe they may be our best hope of stopping them are we safe probably not or this insurance policy would have remained just that we might be on the run though unable to trigger the dead man switch that was keeping these files safe we do not plan on giving up and we urge you not to either'"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -726,7 +731,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2017/1b.plaintext b/2017/1b.plaintext
index e90d092e77de50f1d84816dba89d55a4c26b3fd5..27762f0336c619235a56eaaf4be76af9ddc10d55 100644 (file)
--- a/2017/1b.plaintext
+++ b/2017/1b.plaintext
@@ -1 +1,21 @@
-the shame of my esteemed and noble kinsmen gnaeus julius agricola is a story too often told in the taverns of rome for the entertainment of fools and cowards who never once left the safety of that great city the loss of the ixth legions standard in battle haunted him throughout his life and only his untimely death brought him relief and yet the full depth of his suffering is known only to a few and even i was not taken into his confidence until after his death the truth of the peril in which he placed the entire roman army was finally revealed to me in the paper she left to me in his will among them i found this despatch from sextus varus legatus of the ixth legion to gaius suetonius paul linus proconsul and governor of britannia describing the defeat of then in that camu lo donum at the writing of this message the iceni have successfully sacked the city including the temple of claudius where the procurators guard took their heroic final stand we were almost encircled by the enemy force who seemed possessed of the power to know our thoughts where we were strong they posted only holding forces where we were weak they attacked in strength and when reinforcements attempted to join us they were attacked on route we survivors owe our lives and our thanks to gnaeus julius agricola who in a time of great emergency recognised the strategy of the insurgent forces on our left flank and commanded our retreat with moments to spare due to this action the majority of our cavalry were saved along with the reserve forces all other frontline troops have been slaughtered and it is with great sadness and deepest anger i have to report that the ixth legion lost its aquila to the enemy i fear that if we are to save londinium and ver ulan ium from a similar fate we must find the strength to crush this rebellion if we fail then all of britannia is lost this much of agricola s story is widely known but the full truth must remain hidden for now and as remarked by my trusted slave and confidant tiro what better place to hide a book than among books
\ No newline at end of file
+the shame of my esteemed and noble kinsmen gnaeus julius agricola is a story too often told in the
+taverns of rome for the entertainment of fools and cowards who never once left the safety of that
+great city the loss of the ixth legions standard in battle haunted him throughout his life and only
+his untimely death brought him relief and yet the full depth of his suffering is known only to a few
+and even i was not taken into his confidence until after his death the truth of the peril in which
+he placed the entire roman army was finally revealed to me in the paper she left to me in his will
+among them i found this despatch from sextus varus legatus of the ixth legion to gaius suetonius
+paul linus proconsul and governor of britannia describing the defeat of then in that camu lo donum
+at the writing of this message the iceni have successfully sacked the city including the temple of
+claudius where the procurators guard took their heroic final stand we were almost encircled by the
+enemy force who seemed possessed of the power to know our thoughts where we were strong they posted
+only holding forces where we were weak they attacked in strength and when reinforcements attempted
+to join us they were attacked on route we survivors owe our lives and our thanks to gnaeus julius
+agricola who in a time of great emergency recognised the strategy of the insurgent forces on our
+left flank and commanded our retreat with moments to spare due to this action the majority of our
+cavalry were saved along with the reserve forces all other frontline troops have been slaughtered
+and it is with great sadness and deepest anger i have to report that the ixth legion lost its aquila
+to the enemy i fear that if we are to save londinium and ver ulan ium from a similar fate we must
+find the strength to crush this rebellion if we fail then all of britannia is lost this much of
+agricola s story is widely known but the full truth must remain hidden for now and as remarked by my
+trusted slave and confidant tiro what better place to hide a book than among books
\ No newline at end of file

diff --git a/2017/2017-challenge1.ipynb b/2017/2017-challenge1.ipynb
index 67c11888f0f084261ee5b4803b67f3e7d1363157..e030a1ab6af234998a2914c15990a344403a5ae2 100644 (file)
--- a/2017/2017-challenge1.ipynb
+++ b/2017/2017-challenge1.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,7 +14,8 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.caesar import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "c1a = open('1a.ciphertext').read()\n",
     "c1b = open('1b.ciphertext').read()"
@@ -22,16 +23,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(21, -1118.7370341550713)"
+       "(21, -1118.7224542255447)"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -43,7 +44,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -64,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -73,7 +74,7 @@
        "1113"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -84,16 +85,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(9, -2106.6033294392596)"
+       "(9, -2106.574575493358)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -105,27 +106,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'the shame of my esteemed and noble kinsmen gnaeus julius agricola is a story too often told in the taverns of rome for the entertainment of fools and cowards who never once left the safety of that great city the loss of the ixth legions standard in battle haunted him throughout his life and only his untimely death brought him relief and yet the full depth of his suffering is known only to a few and even i was not taken into his confidence until after his death the truth of the peril in which he placed the entire roman army was finally revealed to me in the paper she left to me in his will among them i found this despatch from sextus varus legatus of the ixth legion to gaius suetonius paul linus proconsul and governor of britannia describing the defeat of then in that camu lo donum at the writing of this message the iceni have successfully sacked the city including the temple of claudius where the procurators guard took their heroic final stand we were almost encircled by the enemy force who seemed possessed of the power to know our thoughts where we were strong they posted only holding forces where we were weak they attacked in strength and when reinforcements attempted to join us they were attacked on route we survivors owe our lives and our thanks to gnaeus julius agricola who in a time of great emergency recognised the strategy of the insurgent forces on our left flank and commanded our retreat with moments to spare due to this action the majority of our cavalry were saved along with the reserve forces all other frontline troops have been slaughtered and it is with great sadness and deepest anger i have to report that the ixth legion lost its aquila to the enemy i fear that if we are to save londinium and ver ulan ium from a similar fate we must find the strength to crush this rebellion if we fail then all of britannia is lost this much of agricola s story is widely known but the full truth must remain hidden for now and as remarked by my trusted slave and confidant tiro what better place to hide a book than among books'"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "the shame of my esteemed and noble kinsmen gnaeus julius agricola is a story too often told in the\n",
+      "taverns of rome for the entertainment of fools and cowards who never once left the safety of that\n",
+      "great city the loss of the ixth legions standard in battle haunted him throughout his life and only\n",
+      "his untimely death brought him relief and yet the full depth of his suffering is known only to a few\n",
+      "and even i was not taken into his confidence until after his death the truth of the peril in which\n",
+      "he placed the entire roman army was finally revealed to me in the paper she left to me in his will\n",
+      "among them i found this despatch from sextus varus legatus of the ixth legion to gaius suetonius\n",
+      "paul linus proconsul and governor of britannia describing the defeat of then in that camu lo donum\n",
+      "at the writing of this message the iceni have successfully sacked the city including the temple of\n",
+      "claudius where the procurators guard took their heroic final stand we were almost encircled by the\n",
+      "enemy force who seemed possessed of the power to know our thoughts where we were strong they posted\n",
+      "only holding forces where we were weak they attacked in strength and when reinforcements attempted\n",
+      "to join us they were attacked on route we survivors owe our lives and our thanks to gnaeus julius\n",
+      "agricola who in a time of great emergency recognised the strategy of the insurgent forces on our\n",
+      "left flank and commanded our retreat with moments to spare due to this action the majority of our\n",
+      "cavalry were saved along with the reserve forces all other frontline troops have been slaughtered\n",
+      "and it is with great sadness and deepest anger i have to report that the ixth legion lost its aquila\n",
+      "to the enemy i fear that if we are to save londinium and ver ulan ium from a similar fate we must\n",
+      "find the strength to crush this rebellion if we fail then all of britannia is lost this much of\n",
+      "agricola s story is widely known but the full truth must remain hidden for now and as remarked by my\n",
+      "trusted slave and confidant tiro what better place to hide a book than among books\n"
+     ]
     }
    ],
    "source": [
-    "wcat(segment(sanitise(caesar_decipher(c1b, key_b))))"
+    "print(prettify(sanitise(caesar_decipher(c1b, key_b))))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -134,13 +152,13 @@
        "2058"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "open('1b.plaintext', 'w').write(wcat(segment(sanitise(caesar_decipher(c1b, key_b)))))"
+    "open('1b.plaintext', 'w').write(prettify(sanitise(caesar_decipher(c1b, key_b))))"
    ]
   },
   {
@@ -167,7 +185,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2017/2017-challenge2.ipynb b/2017/2017-challenge2.ipynb
index 4f5eae39c1053ae85544d8453b91321380ffdf85..ff2624d3c598719330636a7ad855322307929587 100644 (file)
--- a/2017/2017-challenge2.ipynb
+++ b/2017/2017-challenge2.ipynb
@@ -14,7 +14,11 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.caesar import *\n",
+    "from cipher.affine import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.column_transposition import *\n",
+    "from support.text_prettify import *\n",
     "\n",
     "ca = open('2a.ciphertext').read()\n",
     "cb = open('2b.ciphertext').read()"
@@ -22,16 +26,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(14, -3007.03777360488)"
+       "(14, -3006.9125209110575)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -43,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -65,16 +69,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "((5, 16, True), -2842.001592719175)"
+       "((5, 16, True), -2842.062950889474)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -86,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -108,16 +112,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(('cairo', <KeywordWrapAlphabet.from_largest: 3>), -2538.6915458754715)"
+       "(('cairo', <KeywordWrapAlphabet.from_largest: 3>), -2538.6487026668074)"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -129,7 +133,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -151,7 +155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -160,7 +164,7 @@
        "2530"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -171,16 +175,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(0, -2059.1045635741802)"
+       "(0, -2059.063429379348)"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -192,7 +196,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -201,7 +205,7 @@
        "'tel uutrfetnehioyitbephn da he i ood rul tie rate fre haedugsioafdeiielcgn esr pine oe reo on rhftodcrdvlsrvtdbtm moss an fnsrwturawteernofgvp uhehloastieeaooenxih btn rees tv armed hb lccelrocshnpicctvvbu a esd adam a at ids neat res at mwr oitdteoafutoteeiltiu song lro a ae alle of lts htnirwtalnrdornnef sort y ont frith lee doer do i gewitneeyolivmedttud are on du th gti set tfbrosfnrtmrutlkwg to dinu do by rfr deot tut see e ov yeeeah yau at fdot a i at rec ihfnhpaouerseselupsh lsr to wcg to eu to at raoeceyvteeeiadesmaw aetna ihieysrlemritmtchrei or nh et stop eeg mhi hau at bal of uno ho is hceoirnsdgasbboohaes ileaigageefiwgtyhwuh tue ruts held ei on oe fniienhosasnoueiytih net tsnfbsueihossiurdenl md oh yom re a as i wst gmt nrao ocmfihlnaedcariwrrd tel nsgjerurncsoegttlfca a tri rels sri do eeo ssi knuth ndt ltnribbaadsehyetppbo am thd neg epic nj chf ciypiuireectlsdewodc ter fi set et dnntgabopgsenlaaodc bed htrmoelrserruuevstrw id ftb as bott tah wear o lori bnc kg mft to cree vt seb nmr ur heed see sioylsioeuoioroubtao cneacaadlttnndeobeea niue yu cee dc no in ich mm tte oyaauwerodolstiiheiy pro hltvoueeoisdpuoiohlr hla iaea du loel pepa ahnohtarnuiibcdtsh set uaihulalcnooefawo an rene hhreuvecfdoidotrwlrr tslsa iv uta ebi i hi a heat scc we sdetwihntehettuuohh teidvttereoybcsttehh need tart to dau maes gaed muurveoxnssftnnmiehn note to svbolrhwebuentvdsrs cleb gats us do to a ihl nst nish doo a lee hon rsc pstn i this pdb nc soes ft nei see sebi wtewuretnyltaadeutdd noce ruh a edie le marino c insmod an few si see ocle lroefcldhiaatihoeaw der hls etna cyan mhoaihtftahacoehaes lrtwkeodnltehhonbnqo at hhaeltnjbrnihutinltz ctrn copes mag flo en tures n led an env n he an i eio set r the hm faa co arni uri guoesneeethdntuowpg afc eng us ie it esoeosrtebcefrnhutr fiigs das ah pate due retd berr tec in hey serr end is sdet dmo css pres gei eu ups erath ferfbceoacsmhsefgq at eaettlwttoavteefepao aol as oee et to ie i int fay lo lee fs'"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -212,16 +216,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "((1, 0, True), -2059.1045635741802)"
+       "((1, 0, True), -2059.063429379348)"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -233,7 +237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -250,7 +254,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -273,27 +277,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'the rebellion led by queen boudicca took strength from the defeat of the ninth legion the iceni were joined by the trinovantes tribe as they setup on both londinium and verulam ium they razed the cities to the ground and desecrated our temples suetonius informed by varus legatus of the ix legion of the seriousness of the situation returned from subduing rebels on the island of mona and confronted the enemy at viro conium a she travelled back along watling street in his own words despite being outnumbered ten to one the bravery and heroism of our forces and my careful choice of the battleground and tactics ensured our decisive and glorious victory whoever masterminded the battle the enemy lost many thousands against just a few hundred of our own troops and agricola was left to secure the region acting with ruthless efficiency perhaps in part to at one for his guilt over the previous loss he supressed the rebellion boudicca possessed of the perilous ness of her situation took her own life cursing the ixth legion as she died but a battle is not a war and the true peril was about to be revealed a captured enemy spy revealed that they had be enable to decipher captured battle orders and communications which had been encrypted using the caesar cipher this device invented by julius caesar himself had secured military and diplomatic communications across the empire for decades it was no longer safe and neither were we suetonius s despatches to the emperor were careful to give himself the credit for the defeat of boudicca and left no doubt that agricola was to blame for the uprising the loss of the legions aquila was said to have encouraged the local tribes to rebel and it was hinted that agricola may also have been to blame for the loss of the caesar cipher what suetonius failed to reveal was that it was agricola who engineered the defeat of the tribes on watling street but if you wish to know the truth of that day then you will need to travel further to the isle of thorns'"
-      ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "the rebellion led by queen boudicca took strength from the defeat of the ninth legion the iceni were\n",
+      "joined by the trinovantes tribe as they setup on both londinium and verulam ium they razed the\n",
+      "cities to the ground and desecrated our temples suetonius informed by varus legatus of the ix legion\n",
+      "of the seriousness of the situation returned from subduing rebels on the island of mona and\n",
+      "confronted the enemy at viro conium a she travelled back along watling street in his own words\n",
+      "despite being outnumbered ten to one the bravery and heroism of our forces and my careful choice of\n",
+      "the battleground and tactics ensured our decisive and glorious victory whoever masterminded the\n",
+      "battle the enemy lost many thousands against just a few hundred of our own troops and agricola was\n",
+      "left to secure the region acting with ruthless efficiency perhaps in part to at one for his guilt\n",
+      "over the previous loss he supressed the rebellion boudicca possessed of the perilous ness of her\n",
+      "situation took her own life cursing the ixth legion as she died but a battle is not a war and the\n",
+      "true peril was about to be revealed a captured enemy spy revealed that they had be enable to\n",
+      "decipher captured battle orders and communications which had been encrypted using the caesar cipher\n",
+      "this device invented by julius caesar himself had secured military and diplomatic communications\n",
+      "across the empire for decades it was no longer safe and neither were we suetonius s despatches to\n",
+      "the emperor were careful to give himself the credit for the defeat of boudicca and left no doubt\n",
+      "that agricola was to blame for the uprising the loss of the legions aquila was said to have\n",
+      "encouraged the local tribes to rebel and it was hinted that agricola may also have been to blame for\n",
+      "the loss of the caesar cipher what suetonius failed to reveal was that it was agricola who\n",
+      "engineered the defeat of the tribes on watling street but if you wish to know the truth of that day\n",
+      "then you will need to travel further to the isle of thorns\n"
+     ]
     }
    ],
    "source": [
-    "wcat(segment(cat(cat(zr) for zr in zip(*[sanitise(r) for r in cb.split('\\n')]))))"
+    "print(prettify(cat(cat(zr) for zr in zip(*[sanitise(r) for r in cb.split('\\n')]))))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -302,7 +323,7 @@
        "274"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -313,7 +334,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -322,7 +343,7 @@
        "6"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -333,22 +354,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'the rebellion led by queen boudicca took strength from the defeat of the ninth legion the iceni were joined by the trinovantes tribe as they setup on both londinium and verulam ium they razed the cities to the ground and desecrated our temples suetonius informed by varus legatus of the ix legion of the seriousness of the situation returned from subduing rebels on the island of mona and confronted the enemy at viro conium a she travelled back along watling street in his own words despite being outnumbered ten to one the bravery and heroism of our forces and my careful choice of the battleground and tactics ensured our decisive and glorious victory whoever masterminded the battle the enemy lost many thousands against just a few hundred of our own troops and agricola was left to secure the region acting with ruthless efficiency perhaps in part to at one for his guilt over the previous loss he supressed the rebellion boudicca possessed of the perilous ness of her situation took her own life cursing the ixth legion as she died but a battle is not a war and the true peril was about to be revealed a captured enemy spy revealed that they had be enable to decipher captured battle orders and communications which had been encrypted using the caesar cipher this device invented by julius caesar himself had secured military and diplomatic communications across the empire for decades it was no longer safe and neither were we suetonius s despatches to the emperor were careful to give himself the credit for the defeat of boudicca and left no doubt that agricola was to blame for the uprising the loss of the legions aquila was said to have encouraged the local tribes to rebel and it was hinted that agricola may also have been to blame for the loss of the caesar cipher what suetonius failed to reveal was that it was agricola who engineered the defeat of the tribes on watling street but if you wish to know the truth of that day then you will need to travel further to the isle of thorns'"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "the rebellion led by queen boudicca took strength from the defeat of the ninth legion the iceni were\n",
+      "joined by the trinovantes tribe as they setup on both londinium and verulam ium they razed the\n",
+      "cities to the ground and desecrated our temples suetonius informed by varus legatus of the ix legion\n",
+      "of the seriousness of the situation returned from subduing rebels on the island of mona and\n",
+      "confronted the enemy at viro conium a she travelled back along watling street in his own words\n",
+      "despite being outnumbered ten to one the bravery and heroism of our forces and my careful choice of\n",
+      "the battleground and tactics ensured our decisive and glorious victory whoever masterminded the\n",
+      "battle the enemy lost many thousands against just a few hundred of our own troops and agricola was\n",
+      "left to secure the region acting with ruthless efficiency perhaps in part to at one for his guilt\n",
+      "over the previous loss he supressed the rebellion boudicca possessed of the perilous ness of her\n",
+      "situation took her own life cursing the ixth legion as she died but a battle is not a war and the\n",
+      "true peril was about to be revealed a captured enemy spy revealed that they had be enable to\n",
+      "decipher captured battle orders and communications which had been encrypted using the caesar cipher\n",
+      "this device invented by julius caesar himself had secured military and diplomatic communications\n",
+      "across the empire for decades it was no longer safe and neither were we suetonius s despatches to\n",
+      "the emperor were careful to give himself the credit for the defeat of boudicca and left no doubt\n",
+      "that agricola was to blame for the uprising the loss of the legions aquila was said to have\n",
+      "encouraged the local tribes to rebel and it was hinted that agricola may also have been to blame for\n",
+      "the loss of the caesar cipher what suetonius failed to reveal was that it was agricola who\n",
+      "engineered the defeat of the tribes on watling street but if you wish to know the truth of that day\n",
+      "then you will need to travel further to the isle of thorns\n"
+     ]
     }
    ],
    "source": [
-    "wcat(segment(column_transposition_decipher(sanitise(cb), \n",
+    "print(prettify(column_transposition_decipher(sanitise(cb), \n",
     "                                           tuple(range(274)), \n",
     "                                           fillcolumnwise=True, \n",
     "                                           emptycolumnwise=False)))"
@@ -356,22 +394,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'the rebellion led by queen boudicca took strength from the defeat of the ninth legion the iceni were joined by the trinovantes tribe as they setup on both londinium and verulam ium they razed the cities to the ground and desecrated our temples suetonius informed by varus legatus of the ix legion of the seriousness of the situation returned from subduing rebels on the island of mona and confronted the enemy at viro conium a she travelled back along watling street in his own words despite being outnumbered ten to one the bravery and heroism of our forces and my careful choice of the battleground and tactics ensured our decisive and glorious victory whoever masterminded the battle the enemy lost many thousands against just a few hundred of our own troops and agricola was left to secure the region acting with ruthless efficiency perhaps in part to at one for his guilt over the previous loss he supressed the rebellion boudicca possessed of the perilous ness of her situation took her own life cursing the ixth legion as she died but a battle is not a war and the true peril was about to be revealed a captured enemy spy revealed that they had be enable to decipher captured battle orders and communications which had been encrypted using the caesar cipher this device invented by julius caesar himself had secured military and diplomatic communications across the empire for decades it was no longer safe and neither were we suetonius s despatches to the emperor were careful to give himself the credit for the defeat of boudicca and left no doubt that agricola was to blame for the uprising the loss of the legions aquila was said to have encouraged the local tribes to rebel and it was hinted that agricola may also have been to blame for the loss of the caesar cipher what suetonius failed to reveal was that it was agricola who engineered the defeat of the tribes on watling street but if you wish to know the truth of that day then you will need to travel further to the isle of thorns'"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "the rebellion led by queen boudicca took strength from the defeat of the ninth legion the iceni were\n",
+      "joined by the trinovantes tribe as they setup on both londinium and verulam ium they razed the\n",
+      "cities to the ground and desecrated our temples suetonius informed by varus legatus of the ix legion\n",
+      "of the seriousness of the situation returned from subduing rebels on the island of mona and\n",
+      "confronted the enemy at viro conium a she travelled back along watling street in his own words\n",
+      "despite being outnumbered ten to one the bravery and heroism of our forces and my careful choice of\n",
+      "the battleground and tactics ensured our decisive and glorious victory whoever masterminded the\n",
+      "battle the enemy lost many thousands against just a few hundred of our own troops and agricola was\n",
+      "left to secure the region acting with ruthless efficiency perhaps in part to at one for his guilt\n",
+      "over the previous loss he supressed the rebellion boudicca possessed of the perilous ness of her\n",
+      "situation took her own life cursing the ixth legion as she died but a battle is not a war and the\n",
+      "true peril was about to be revealed a captured enemy spy revealed that they had be enable to\n",
+      "decipher captured battle orders and communications which had been encrypted using the caesar cipher\n",
+      "this device invented by julius caesar himself had secured military and diplomatic communications\n",
+      "across the empire for decades it was no longer safe and neither were we suetonius s despatches to\n",
+      "the emperor were careful to give himself the credit for the defeat of boudicca and left no doubt\n",
+      "that agricola was to blame for the uprising the loss of the legions aquila was said to have\n",
+      "encouraged the local tribes to rebel and it was hinted that agricola may also have been to blame for\n",
+      "the loss of the caesar cipher what suetonius failed to reveal was that it was agricola who\n",
+      "engineered the defeat of the tribes on watling street but if you wish to know the truth of that day\n",
+      "then you will need to travel further to the isle of thorns\n"
+     ]
     }
    ],
    "source": [
-    "wcat(segment(column_transposition_decipher(sanitise(cb), \n",
+    "print(prettify(column_transposition_decipher(sanitise(cb), \n",
     "                                           tuple(range(6)), \n",
     "                                           fillcolumnwise=False, \n",
     "                                           emptycolumnwise=True)))"
@@ -379,7 +434,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -388,16 +443,16 @@
        "1999"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "open('2b.plaintext', 'w').write(wcat(segment(column_transposition_decipher(sanitise(cb), \n",
+    "open('2b.plaintext', 'w').write(prettify(column_transposition_decipher(sanitise(cb), \n",
     "                                           tuple(range(274)), \n",
     "                                           fillcolumnwise=True, \n",
-    "                                           emptycolumnwise=False))))"
+    "                                           emptycolumnwise=False)))"
    ]
   },
   {
@@ -424,7 +479,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2017/2017-challenge3.ipynb b/2017/2017-challenge3.ipynb
index 715c7f2eb5aa66144bf450db4123ec21b8878c0f..29b37cf51fe75b8a6becfa5797c20998563a18f4 100644 (file)
--- a/2017/2017-challenge3.ipynb
+++ b/2017/2017-challenge3.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,7 +14,11 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.caesar import *\n",
+    "from cipher.affine import *\n",
+    "from cipher.polybius import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
     "\n",
     "ca = open('3a.ciphertext').read()\n",
     "cb = open('3b.ciphertext').read()"
@@ -22,16 +26,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(24, -2521.8292883073464)"
+       "(24, -2521.8122372384537)"
       ]
      },
-     "execution_count": 117,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -43,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 4,
    "metadata": {
     "scrolled": true
    },
@@ -77,16 +81,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "((7, 22, True), -2146.2748427553324)"
+       "((7, 22, True), -2146.240223193519)"
       ]
      },
-     "execution_count": 119,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -98,7 +102,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -130,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -139,7 +143,7 @@
        "2163"
       ]
      },
-     "execution_count": 121,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -150,7 +154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -159,7 +163,7 @@
        "Counter({'c': 1064, 'd': 1368, 'l': 756, 'm': 566, 'x': 1092})"
       ]
      },
-     "execution_count": 122,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -170,7 +174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -195,14 +199,14 @@
        " ('ll', 45),\n",
        " ('lx', 41),\n",
        " ('md', 36),\n",
-       " ('mx', 27),\n",
        " ('xl', 27),\n",
+       " ('mx', 27),\n",
        " ('lm', 12),\n",
        " ('mc', 5),\n",
        " ('dx', 1)]"
       ]
      },
-     "execution_count": 123,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -213,7 +217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 183,
+   "execution_count": 10,
    "metadata": {
     "scrolled": true
    },
@@ -224,7 +228,7 @@
        "'etoainhsrdlumwycfgpbvkxqz'"
       ]
      },
-     "execution_count": 183,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -236,16 +240,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 184,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'etoanisrhdlufcmwgbypvkxqz'"
+       "'etoanisrhdlufcmwgybpvkxqz'"
       ]
      },
-     "execution_count": 184,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -259,7 +263,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 185,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -268,7 +272,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 186,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -293,14 +297,14 @@
        " 'll',\n",
        " 'lx',\n",
        " 'md',\n",
-       " 'mx',\n",
        " 'xl',\n",
+       " 'mx',\n",
        " 'lm',\n",
        " 'mc',\n",
        " 'dx']"
       ]
      },
-     "execution_count": 186,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -312,7 +316,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 187,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -321,7 +325,7 @@
        "24"
       ]
      },
-     "execution_count": 187,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -332,7 +336,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 188,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -356,15 +360,15 @@
        " 'mc': 'X',\n",
        " 'md': 'B',\n",
        " 'ml': 'M',\n",
-       " 'mx': 'P',\n",
+       " 'mx': 'V',\n",
        " 'xc': 'U',\n",
        " 'xd': 'D',\n",
-       " 'xl': 'V',\n",
+       " 'xl': 'P',\n",
        " 'xm': 'E',\n",
        " 'xx': 'O'}"
       ]
      },
-     "execution_count": 188,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -376,7 +380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 189,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -1385,7 +1389,7 @@
        " ...]"
       ]
      },
-     "execution_count": 189,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1398,16 +1402,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 190,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'MHALEATASTIFETHOTSFETNRAFSSETFWTHEYAROLVOTTLEMATHVNFDAUUOOTMOTLARGSTIEETHEHODREATHEITHETINNWSRNITHETOUTAUOLOVALATBTNNPEIUNCETHEHFGERFCEIAUOLDASODPORTOGEYOUEDVBHASOICBMATHNFTTHESFWWNITNYOGIAUNLOORDHASTOLERTEDSUNFTSDEYEOTMNFLDHOPEVEERAREPATOVLEORDMATHATTHELNSSNYVIATORRAOHOPARGIEOLASEDTHOTTHEAUERAMEIEIEODARGHASUNCCFRAUOTANRSOGIAUNLOOIIORGEDTNWLORTYOLSEARYNICOTANROVNFTTHEWLORREDDASWNSATANRNYTINNWSSETTARGOTIOWARTNMHAUHTHEAUERAYELLATASSTALLFRULEOIHNMTHESOPOGETIAVESHODLEOIREDTNDEUAWHEINFIOICBSUNCCFRAUOTANRSOSTHEBHODRNMIATARGNYTHEAINMRHNMEPEIEPEIBOICBHOSATSTIOATNISORDATSEECSLAKELBTNCETHOTNRENICNIENYTHELNUOLTIAVESWENWLETFIREDSNCENRESHEODLNPENICNREBATASOLLTIEOUHEIBVFTTHASOUTTHIEOTEREDTNFRDEICARETHEECWAIESERTAIESBSTECNYSEUFIEUNCCFRAUOTANRTHEUOESOIUAWHEIWEIHOWSCNIETHORINODSHODEROVLEDTHEECWAIETNYFRUTANRSEUFIELBORDATSLNSSMOSODASOSTEITFIRARGTHOTLNSSARTNOPAUTNIBNRTHEVOTTLEYAELDDESEIPEDCNIEIEUNGRATANRTHORATIEUEAPEDWEIHOWSSFETNRAFSREPEIKREMNIWEIHOWSHEYOALEDTNFRDEISTORDTHEUFRRARGNYTHEWLORVFTEATHEIMOBDESWATETHEPAUTNIBOGIAUNLOORDTHERARTHLEGANRIECOAREDARDASGIOUENRHEOIARGTHASREMSULOFDAFSUOESOIOFGFSTFSGEICORAUFSREINECWEINIASSFEDOSEUIETWINULOCOTANRESTOVLASHARGOUAWHEISUHNNLTNDEPELNWOREMSBSTECNYACWEIAOLUAWHEISATMNIKEDARSEUIETYNINPEITMERTBBEOISDEPELNWARGREMCETHNDSTNSEUFIEUNCCFRAUOTANRSOUINSSTHEECWAIESTFDBARGTHEMNIKSNYTHEGIEEKSOGESEFULADORDHBWOTAOORDEPERNLDEIMNIKSYINCORUAERTVOVBLNRTHESUHNNLDEPELNWEDREMMOBSTNSOYEGFOIDUNCCFRAUOTANRSYINCINCESERECAESTHESEREMSBSTECSMEIEMIATTERDNMRORDDASTIAVFTEDARTHEUNDEXNUUFLTNIFCWEIHOWSTHECNSTSTIAUTLBGFOIDEDDNUFCERTAROLLHASTNIBMHERATMOSYAROLLBUNCWLETEDCORBBEOISLOTEITHEECWEINIDNCATAORASSFEDOREXEUFTAPENIDEIMHAUHWIEYOUEDEPEIBUNWBNYTHEUNDEXTHOTATMOSTNVEGFOIDEDVBEPEIBLEGANRTNTHELOSTCORTHEDEYEOTNYTHEAUERAORDTHESFAUADENYVNFDAUUOWEIHOWSWINTEUTEDTHERARTHLEGANRYINCDASSNLFTANROGIAUNLOMOSLOIGELBLEYTTNHASNMRDEPAUESARTHEWINPARUETHNFGHATMOSCODEULEOITNHACTHOTTNIETFIRMNFLDCEOROTVESTDASGIOUEORDOTMNISTDEOTHAROVIEOKMATHTIODATANRTHERARTHIOASEDOREMSTORDOIDTHELEGANRMOSEXALEDARDASGIOUETNERDFIETHEHOIDORDDORGEINFSMNIKNYSFVDFARGTHEUOLEDNRAAARTHEVLEOKMALDEIRESSESNYUOLEDNRAOSFETNRAFSNIDEIEDTHERARTHTNCOIUHTNEVNIOUFCMHAUHTHEBMEIETNCOKETHEAIVOSEYNIIOADSARTNUOLEDNRAOTHEFRSWNKERIEOSNRYNITHEAIEXALEMOSTHOTARTELLAGERUEIEWNITSSFGGESTEDTHOTTHASMOSMHEIETHEBCAGHTYARDTHEAILNSTOQFALOTHNSEMHNMNFLDIEODNRCFSTYNLLNMCBYOATHYFLSLOPETAINMHNYOUESOGIOPETOSKWEIHOWSTHELOIGESTTNDOTEOSHETIOPELSTNUNRUEOLTHEYNFITHUHOWTEINYTHASTIOGAUTOLE'"
+       "'MHALEATASTIFETHOTSFETNRAFSSETFWTHEYAROLPOTTLEMATHPNFDAUUOOTMOTLARGSTIEETHEHODREATHEITHETINNWSRNITHETOUTAUOLOPALATBTNNVEIUNCETHEHFGERFCEIAUOLDASODVORTOGEYOUEDPBHASOICBMATHNFTTHESFWWNITNYOGIAUNLOORDHASTOLERTEDSUNFTSDEYEOTMNFLDHOVEPEERAREVATOPLEORDMATHATTHELNSSNYPIATORRAOHOVARGIEOLASEDTHOTTHEAUERAMEIEIEODARGHASUNCCFRAUOTANRSOGIAUNLOOIIORGEDTNWLORTYOLSEARYNICOTANROPNFTTHEWLORREDDASWNSATANRNYTINNWSSETTARGOTIOWARTNMHAUHTHEAUERAYELLATASSTALLFRULEOIHNMTHESOVOGETIAPESHODLEOIREDTNDEUAWHEINFIOICBSUNCCFRAUOTANRSOSTHEBHODRNMIATARGNYTHEAINMRHNMEVEIEVEIBOICBHOSATSTIOATNISORDATSEECSLAKELBTNCETHOTNRENICNIENYTHELNUOLTIAPESWENWLETFIREDSNCENRESHEODLNVENICNREBATASOLLTIEOUHEIBPFTTHASOUTTHIEOTEREDTNFRDEICARETHEECWAIESERTAIESBSTECNYSEUFIEUNCCFRAUOTANRTHEUOESOIUAWHEIWEIHOWSCNIETHORINODSHODEROPLEDTHEECWAIETNYFRUTANRSEUFIELBORDATSLNSSMOSODASOSTEITFIRARGTHOTLNSSARTNOVAUTNIBNRTHEPOTTLEYAELDDESEIVEDCNIEIEUNGRATANRTHORATIEUEAVEDWEIHOWSSFETNRAFSREVEIKREMNIWEIHOWSHEYOALEDTNFRDEISTORDTHEUFRRARGNYTHEWLORPFTEATHEIMOBDESWATETHEVAUTNIBOGIAUNLOORDTHERARTHLEGANRIECOAREDARDASGIOUENRHEOIARGTHASREMSULOFDAFSUOESOIOFGFSTFSGEICORAUFSREINECWEINIASSFEDOSEUIETWINULOCOTANRESTOPLASHARGOUAWHEISUHNNLTNDEVELNWOREMSBSTECNYACWEIAOLUAWHEISATMNIKEDARSEUIETYNINVEITMERTBBEOISDEVELNWARGREMCETHNDSTNSEUFIEUNCCFRAUOTANRSOUINSSTHEECWAIESTFDBARGTHEMNIKSNYTHEGIEEKSOGESEFULADORDHBWOTAOORDEVERNLDEIMNIKSYINCORUAERTPOPBLNRTHESUHNNLDEVELNWEDREMMOBSTNSOYEGFOIDUNCCFRAUOTANRSYINCINCESERECAESTHESEREMSBSTECSMEIEMIATTERDNMRORDDASTIAPFTEDARTHEUNDEXNUUFLTNIFCWEIHOWSTHECNSTSTIAUTLBGFOIDEDDNUFCERTAROLLHASTNIBMHERATMOSYAROLLBUNCWLETEDCORBBEOISLOTEITHEECWEINIDNCATAORASSFEDOREXEUFTAVENIDEIMHAUHWIEYOUEDEVEIBUNWBNYTHEUNDEXTHOTATMOSTNPEGFOIDEDPBEVEIBLEGANRTNTHELOSTCORTHEDEYEOTNYTHEAUERAORDTHESFAUADENYPNFDAUUOWEIHOWSWINTEUTEDTHERARTHLEGANRYINCDASSNLFTANROGIAUNLOMOSLOIGELBLEYTTNHASNMRDEVAUESARTHEWINVARUETHNFGHATMOSCODEULEOITNHACTHOTTNIETFIRMNFLDCEOROTPESTDASGIOUEORDOTMNISTDEOTHAROPIEOKMATHTIODATANRTHERARTHIOASEDOREMSTORDOIDTHELEGANRMOSEXALEDARDASGIOUETNERDFIETHEHOIDORDDORGEINFSMNIKNYSFPDFARGTHEUOLEDNRAAARTHEPLEOKMALDEIRESSESNYUOLEDNRAOSFETNRAFSNIDEIEDTHERARTHTNCOIUHTNEPNIOUFCMHAUHTHEBMEIETNCOKETHEAIPOSEYNIIOADSARTNUOLEDNRAOTHEFRSWNKERIEOSNRYNITHEAIEXALEMOSTHOTARTELLAGERUEIEWNITSSFGGESTEDTHOTTHASMOSMHEIETHEBCAGHTYARDTHEAILNSTOQFALOTHNSEMHNMNFLDIEODNRCFSTYNLLNMCBYOATHYFLSLOVETAINMHNYOUESOGIOVETOSKWEIHOWSTHELOIGESTTNDOTEOSHETIOVELSTNUNRUEOLTHEYNFITHUHOWTEINYTHASTIOGAUTOLE'"
       ]
      },
-     "execution_count": 190,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1419,16 +1423,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 192,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'while it is true that suetonius setup the final battle with boudicca at watling street he had neither the troops nor the tactical ability to overcome the huge numerical disadvantage faced by his army without the support of agricola and his talented scouts defeat would have been inevitable and with it the loss of britannia having realised that the iceni were reading his communications agricola arranged to plant false information about the planned disposition of troops setting a trap into which the iceni fell it is still unclear how the savage tribes had learned to decipher our army s communications as they had no writing of their own however every army has its traitors and it seems likely to me that one or more of the local tribespeople turned someones head love or money it is all treachery but this act threatened to undermine the empires entire system of secure communication the caesar cipher perhaps more than roads had enabled the empire to function securely and its loss was a disaster turning that loss into a victory on the battlefield deserved more recognition than it received perhaps suetonius never knew or perhaps he failed to understand the cunning of the plan but either way despite the victory agricola and the ninth legion remained in disgrace on hearing this news claudius caesar augustus germanicus nero emperor issued a secret proclamation establishing a cipher school to develop a new system of imperial ciphers it worked in secret for over twenty years developing new methods to secure communications across the empire studying the works of the greeks ages euclid and hypatia and even older works from ancient babylon the school developed new ways to safeguard communications from rome s enemies these new systems were written down and distributed in the codex occult orum perhaps the most strictly guarded document in all history when it was finally completed many years later the emperor domitian issued an executive order which prefaced every copy of the codex that it was to be guarded by every legion to the last man the defeat of the iceni and the suicide of boudicca perhaps protected the ninth legion from dissolution agricola was largely left to his own devices in the province though it was made clear to him that to return would mean at best disgrace and at worst death in a break with tradition the ninth raised a new standard the legion was exiled in disgrace to endure the hard and dangerous work of subduing the caledon ii in the bleak wildernesses of caledonia suetonius ordered the ninth to march toe bora cum which they were to make their base for raids into caledonia the unspoken reason for their exile was that intelligence reports suggested that this was where they might find their lost aquila those who would read on must follow my faithful slave tiro who faces a grave task perhaps the largest to date a she travels to conceal the fourth chapter of this tragic tale'"
+       "'while it is true that suetonius setup the final vat tle with vou di ccaat watling street he had neither the troops nor the tactical avi lity to ober come the huge numerical disad ban tage faced vy his army without the support of agricola and his talented scouts defeat would habe veen in ebita vle and with it the loss of vr it anni ahab ing realised that the iceni were reading his communications agricola arranged to plant false information av out the planned disposition of troops setting a trap into which the iceni fell it is still unclear how the saba get rives had learned to decipher our army s communications as they had no writing of their own howe be reber y army has its traitors and it seems likely to me that one or more of the local t rives people turned someones head lobe or money it is all treachery vut this act threatened to undermine the empires entire system of secure communication the caesar cipher perhaps more than road shade nav led the empire to function securely and its loss was a disaster turning that loss into a bic tory on the vat tle field deser bed more recognition than it recei bed perhaps suetonius ne berk new or perhaps he failed to understand the cunning of the plan vut either way despite the bic tory agricola and the ninth legion remained in disgrace on hearing this news claudius caesar augustus germanicus nero emperor issued a secret proclamation est av lishing a cipher school to de belo pa new system of imperial ciphers it worked in secret for ober twenty years deb eloping new methods to secure communications across the empire studying the works of the greeks ages euclid and hypatia and eben older works from ancient vav yl on the school deb eloped new ways to safeguard communications from rome s enemies these new systems were written down and distri vu ted in the codex occult orum perhaps the most strictly guarded document in all history when it was finally completed many years later the emperor domitian issued an execut i be order which preface de bery copy of the codex that it was to ve guarded vye bery legion to the last man the defeat of the iceni and the suicide of vou dic ca perhaps protected the ninth legion from dissolution agricola was largely left to his own debi ces in the prob in ce though it was made clear to him that to return would mean at vest disgrace and at worst death in av reak with tradition the ninth raised a new standard the legion was exiled in disgrace to endure the hard and dangerous work of suv du ing the caledon ii in the v leak wildernesses of caledonia suetonius ordered the ninth to march to evora cum which they were to make their vase for raids into caledonia the unspoken reason for their exile was that intelligence reports suggested that this was where they might find their lost aquila those who would read on must follow my faithful sla be tiro who faces agra be task perhaps the largest to date a she trabel s to conceal the fourth chapter of this tragic tale'"
       ]
      },
-     "execution_count": 192,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1470,27 +1474,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 193,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "2922"
+       "2969"
       ]
      },
-     "execution_count": 193,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "open('3b.plaintext', 'w').write(wcat(segment(scbpt.translate(tt))))"
+    "open('3b.plaintext', 'w').write(prettify(scbpt.translate(tt)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 194,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1522,7 +1526,7 @@
        " 'Y': 'f'}"
       ]
      },
-     "execution_count": 194,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1533,7 +1537,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 195,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1557,15 +1561,15 @@
        " 'mc': 'x',\n",
        " 'md': 'y',\n",
        " 'ml': 'w',\n",
-       " 'mx': 'v',\n",
+       " 'mx': 'b',\n",
        " 'xc': 'c',\n",
        " 'xd': 'd',\n",
-       " 'xl': 'b',\n",
+       " 'xl': 'v',\n",
        " 'xm': 'e',\n",
        " 'xx': 'a'}"
       ]
      },
-     "execution_count": 195,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1577,7 +1581,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 196,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1586,18 +1590,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 197,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "abcde\n",
+      "avcde\n",
       "fghik\n",
       "lmnop\n",
       "qrstu\n",
-      "vwxy\n"
+      "bwxy\n"
      ]
     }
    ],
@@ -1611,7 +1615,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 198,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1620,36 +1624,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 199,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'while it is true that suetonius setup the final battle with boudicca at watling street he had neither the troops nor the tactical ability to overcome the huge numerical disadvantage faced by his army without the support of agricola and his talented scouts defeat would have been inevitable and with it the loss of britannia having realised that the iceni were reading his communications agricola arranged to plant false information about the planned disposition of troops setting a trap into which the iceni fell it is still unclear how the savage tribes had learned to decipher our army s communications as they had no writing of their own however every army has its traitors and it seems likely to me that one or more of the local tribespeople turned someones head love or money it is all treachery but this act threatened to undermine the empires entire system of secure communication the caesar cipher perhaps more than roads had enabled the empire to function securely and its loss was a disaster turning that loss into a victory on the battlefield deserved more recognition than it received perhaps suetonius never knew or perhaps he failed to understand the cunning of the plan but either way despite the victory agricola and the ninth legion remained in disgrace on hearing this news claudius caesar augustus germanicus nero emperor issued a secret proclamation establishing a cipher school to develop a new system of imperial ciphers it worked in secret for over twenty years developing new methods to secure communications across the empire studying the works of the greeks ages euclid and hypatia and even older works from ancient babylon the school developed new ways to safeguard communications from rome s enemies these new systems were written down and distributed in the codex occult orum perhaps the most strictly guarded document in all history when it was finally completed many years later the emperor domitian issued an executive order which prefaced every copy of the codex that it was to be guarded by every legion to the last man the defeat of the iceni and the suicide of boudicca perhaps protected the ninth legion from dissolution agricola was largely left to his own devices in the province though it was made clear to him that to return would mean at best disgrace and at worst death in a break with tradition the ninth raised a new standard the legion was exiled in disgrace to endure the hard and dangerous work of subduing the caledon ii in the bleak wildernesses of caledonia suetonius ordered the ninth to march toe bora cum which they were to make their base for raids into caledonia the unspoken reason for their exile was that intelligence reports suggested that this was where they might find their lost aquila those who would read on must follow my faithful slave tiro who faces a grave task perhaps the largest to date a she travels to conceal the fourth chapter of this tragic tale'"
-      ]
-     },
-     "execution_count": 199,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "while it is true that suetonius setup the final battle with boudicca at watling street he had\n",
+      "neither the troops nor the tactical ability to overcome the huge numerical disadvantage faced by his\n",
+      "army without the support of agricola and his talented scouts defeat would have been inevitable and\n",
+      "with it the loss of britannia having realised that the iceni were reading his communications\n",
+      "agricola arranged to plant false information about the planned disposition of troops setting a trap\n",
+      "into which the iceni fell it is still unclear how the savage tribes had learned to decipher our army\n",
+      "s communications as they had no writing of their own however every army has its traitors and it\n",
+      "seems likely to me that one or more of the local tribespeople turned someones head love or money it\n",
+      "is all treachery but this act threatened to undermine the empires entire system of secure\n",
+      "communication the caesar cipher perhaps more than roads had enabled the empire to function securely\n",
+      "and its loss was a disaster turning that loss into a victory on the battlefield deserved more\n",
+      "recognition than it received perhaps suetonius never knew or perhaps he failed to understand the\n",
+      "cunning of the plan but either way despite the victory agricola and the ninth legion remained in\n",
+      "disgrace on hearing this news claudius caesar augustus germanicus nero emperor issued a secret\n",
+      "proclamation establishing a cipher school to develop a new system of imperial ciphers it worked in\n",
+      "secret for over twenty years developing new methods to secure communications across the empire\n",
+      "studying the works of the greeks ages euclid and hypatia and even older works from ancient babylon\n",
+      "the school developed new ways to safeguard communications from rome s enemies these new systems were\n",
+      "written down and distributed in the codex occult orum perhaps the most strictly guarded document in\n",
+      "all history when it was finally completed many years later the emperor domitian issued an executive\n",
+      "order which prefaced every copy of the codex that it was to be guarded by every legion to the last\n",
+      "man the defeat of the iceni and the suicide of boudicca perhaps protected the ninth legion from\n",
+      "dissolution agricola was largely left to his own devices in the province though it was made clear to\n",
+      "him that to return would mean at best disgrace and at worst death in a break with tradition the\n",
+      "ninth raised a new standard the legion was exiled in disgrace to endure the hard and dangerous work\n",
+      "of subduing the caledon ii in the bleak wildernesses of caledonia suetonius ordered the ninth to\n",
+      "march toe bora cum which they were to make their base for raids into caledonia the unspoken reason\n",
+      "for their exile was that intelligence reports suggested that this was where they might find their\n",
+      "lost aquila those who would read on must follow my faithful slave tiro who faces a grave task\n",
+      "perhaps the largest to date a she travels to conceal the fourth chapter of this tragic tale\n"
+     ]
     }
    ],
    "source": [
-    "wcat(segment(polybius_decipher(scb, '', order, order)))"
+    "print(prettify(polybius_decipher(scb, '', order, order)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 200,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "True"
+       "False"
       ]
      },
-     "execution_count": 200,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1682,7 +1712,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2017/2017-challenge4.ipynb b/2017/2017-challenge4.ipynb
index d500a15798c4ec6f3d8f1a2b374d76fc6038b217..25e04d08a6661ed47f950d4d49510be36c6afaeb 100644 (file)
--- a/2017/2017-challenge4.ipynb
+++ b/2017/2017-challenge4.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,7 +14,10 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.vigenere import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
     "\n",
     "ca = open('4a.ciphertext').read()\n",
     "cb = open('4b.ciphertext').read()"
@@ -22,23 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def tpack(text, width=100):\n",
-    "    lines = [text[0]]\n",
-    "    for word in text[1:]:\n",
-    "        if len(lines[-1]) + 1 + len(word) <= width:\n",
-    "            lines[-1] += (' ' + word)\n",
-    "        else:\n",
-    "            lines += [word]\n",
-    "    return lines"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -68,7 +55,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -77,7 +64,7 @@
        "(('comportment', <KeywordWrapAlphabet.from_largest: 3>), -2417.7329224996606)"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -89,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -119,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -151,7 +138,7 @@
        "         'z': 61})"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -162,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 6,
    "metadata": {
     "scrolled": true
    },
@@ -173,7 +160,7 @@
        "'etoainhsrdlumwycfgpbvkxjqz'"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -185,7 +172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -217,7 +204,7 @@
        " 's']"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -229,7 +216,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -238,7 +225,7 @@
        "24"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -249,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -281,7 +268,7 @@
        " 'Z': 'u'}"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -293,7 +280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -324,7 +311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -380,7 +367,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -413,7 +400,7 @@
        " 'y': 'V'}"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -424,7 +411,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -457,7 +444,7 @@
        " 'Z': 'c'}"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -468,7 +455,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -477,7 +464,7 @@
        "'bmoqfdaulxtkpivwgejshyrnc'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -488,7 +475,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -497,7 +484,7 @@
        "'GAZFREQUNSLIBYCMDXTKHOPJV'"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -508,7 +495,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -517,7 +504,7 @@
        "2229"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -528,135 +515,126 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "('arcanaimperii', -4159.598618934157)"
+       "2229"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "kb, sb = vigenere_frequency_break(sanitise(cb))\n",
-    "kb, sb"
+    "keyphrase_4a = 'gaza frequens Libycum: duxit Karthago triumphum!'\n",
+    "pa = keyword_decipher(ca, keyphrase_4a)\n",
+    "\n",
+    "open('4a.plaintext', 'w').write(pa)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 18,
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'over the years the heroic role of agricola at watling street came to the notice of rome and two decades later he was appointed proconsul and governor of britannia by emperor vespasian a few years after his appointment vespasian ss on domitian became emperor and one of his first acts was to issue the order to implement the new imperial ciphers invented by the cipher school in the intervening years the ninth had been left to fight lonely skirmishes and battles from their base ate bora cum with fortitude and resolve they repeatedly drove the barbarians back into the cold heartlands of caledonia during one such skirmish varus was mortally wounded and agricola promoted the tribune marcus fidel i usca to to the legatus of the ninth one day the luck of the ninth seemed to change a reconnaissance squad reported that they had seen the aquila flying from a tree at mons grau pius in a camp ruled by a tribesman called cal gac us the new legatus recognised that the privations of along march had exhausted his men they were not ready for battle and ca to should have sent for reinforcements but the joy of seeing the lost aquila so close at hand clouded his judgement and he launched an attack under the cover of darkness fighting uphill against wave upon wave of barbarians the legions heroic efforts were frustrated by the sun rising to blind them as dawn broke the troops in the frontline gave way with exhaustion and the wild cal gac us dashed out of the sundown the blood soaked slope with his cavalry into the heart of the legion the legion rained flaming arrows upon the enemy and managed to un horse cal gac us taking him prisoner but could make no headway against the savage hordes and were unable to reach the stolen aquila worse was to come while ca to organised a retreat with the prisoner cal gac us in chains the remaining soldiers held the line against repeated charges by caledonian and iceni an tribesmen when the line finally broke ca to and many of the ninth legion had reached safety and took stock the cavalry were safe as were many of the brave legionnaires but to his horror ca to realised that in the battle he had lost the second aquila and worse the legions copy of the codex had also gone the documents left to me by agricola are unclear on this point did he know that the codex might have fallen into enemy hands and that a second aquila had been lost or did ca to assure him that the codex had been destroyed as part of an orderly retreat perhaps ca to was yet to rejoin agricola at the fort and communications from the battle had yet to reach him in a letter to emperor domitian agricola wrote most excellent emperor as you have most graciously requested i have finished my affairs herein britannia in preparation for returning to your side in rome it please sme to report to you that by acts of diplomacy and strength i have persuaded the northern rebels to yield to our army and to turnover to us the rebel cal gac us who has remained free since the wars against boudicca and the iceni his letter appears to have been a reply to new orders from rome in which domitian wrote my esteemed gnaeus upon receipt of your most recent letter i have been most troubled it appears clear to me that the situation in britannia has worsened and so i must ask you to return to meat rome with the utmost speed conduct your remaining affairs in the province and do not undertake any action which mayen flame the current tensions between yourself and the caledon ii the final line of the emperors letter set a deadline for agricola s return i shall expect you to have crossed the rubicon by the end of the year and perhaps he felt that contrition was a safer refuge whatever agricola knew at that point within a month his world had been turned upsidedown as further reports from caledonia made clear that his hope of restoration in the eyes of the emperor were in real jeopardy he set out to recover the two aquilae and to determine what had happened to the codex before returning to rome those who read on must search for the truth in the spiritual home of the amazons'"
+       "('arcanaimperii', -4159.598618934157)"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "wcat(segment(vigenere_decipher(sanitise(cb), kb)))"
+    "kb, sb = vigenere_frequency_break(sanitise(cb))\n",
+    "kb, sb"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
+   "execution_count": 19,
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "4084"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "over the years the heroic role of agricola at watling street came to the notice of rome and two\n",
+      "decades later he was appointed proconsul and governor of britannia by emperor vespasian a few years\n",
+      "after his appointment vespasian ss on domitian became emperor and one of his first acts was to issue\n",
+      "the order to implement the new imperial ciphers invented by the cipher school in the intervening\n",
+      "years the ninth had been left to fight lonely skirmishes and battles from their base ate bora cum\n",
+      "with fortitude and resolve they repeatedly drove the barbarians back into the cold heartlands of\n",
+      "caledonia during one such skirmish varus was mortally wounded and agricola promoted the tribune\n",
+      "marcus fidel i usca to to the legatus of the ninth one day the luck of the ninth seemed to change a\n",
+      "reconnaissance squad reported that they had seen the aquila flying from a tree at mons grau pius in\n",
+      "a camp ruled by a tribesman called cal gac us the new legatus recognised that the privations of\n",
+      "along march had exhausted his men they were not ready for battle and ca to should have sent for\n",
+      "reinforcements but the joy of seeing the lost aquila so close at hand clouded his judgement and he\n",
+      "launched an attack under the cover of darkness fighting uphill against wave upon wave of barbarians\n",
+      "the legions heroic efforts were frustrated by the sun rising to blind them as dawn broke the troops\n",
+      "in the frontline gave way with exhaustion and the wild cal gac us dashed out of the sundown the\n",
+      "blood soaked slope with his cavalry into the heart of the legion the legion rained flaming arrows\n",
+      "upon the enemy and managed to un horse cal gac us taking him prisoner but could make no headway\n",
+      "against the savage hordes and were unable to reach the stolen aquila worse was to come while ca to\n",
+      "organised a retreat with the prisoner cal gac us in chains the remaining soldiers held the line\n",
+      "against repeated charges by caledonian and iceni an tribesmen when the line finally broke ca to and\n",
+      "many of the ninth legion had reached safety and took stock the cavalry were safe as were many of the\n",
+      "brave legionnaires but to his horror ca to realised that in the battle he had lost the second aquila\n",
+      "and worse the legions copy of the codex had also gone the documents left to me by agricola are\n",
+      "unclear on this point did he know that the codex might have fallen into enemy hands and that a\n",
+      "second aquila had been lost or did ca to assure him that the codex had been destroyed as part of an\n",
+      "orderly retreat perhaps ca to was yet to rejoin agricola at the fort and communications from the\n",
+      "battle had yet to reach him in a letter to emperor domitian agricola wrote most excellent emperor as\n",
+      "you have most graciously requested i have finished my affairs herein britannia in preparation for\n",
+      "returning to your side in rome it please sme to report to you that by acts of diplomacy and strength\n",
+      "i have persuaded the northern rebels to yield to our army and to turnover to us the rebel cal gac us\n",
+      "who has remained free since the wars against boudicca and the iceni his letter appears to have been\n",
+      "a reply to new orders from rome in which domitian wrote my esteemed gnaeus upon receipt of your most\n",
+      "recent letter i have been most troubled it appears clear to me that the situation in britannia has\n",
+      "worsened and so i must ask you to return to meat rome with the utmost speed conduct your remaining\n",
+      "affairs in the province and do not undertake any action which mayen flame the current tensions\n",
+      "between yourself and the caledon ii the final line of the emperors letter set a deadline for\n",
+      "agricola s return i shall expect you to have crossed the rubicon by the end of the year and perhaps\n",
+      "he felt that contrition was a safer refuge whatever agricola knew at that point within a month his\n",
+      "world had been turned upsidedown as further reports from caledonia made clear that his hope of\n",
+      "restoration in the eyes of the emperor were in real jeopardy he set out to recover the two aquilae\n",
+      "and to determine what had happened to the codex before returning to rome those who read on must\n",
+      "search for the truth in the spiritual home of the amazons\n"
+     ]
     }
    ],
    "source": [
-    "open('4b.plaintext', 'w').write(wcat(segment(vigenere_decipher(sanitise(cb), kb))))"
+    "print(prettify(vigenere_decipher(sanitise(cb), kb)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pb = segment(vigenere_decipher(sanitise(cb), kb))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['over the years the heroic role of agricola at watling street came to the notice of rome and two',\n",
-       " 'decades later he was appointed proconsul and governor of britannia by emperor vespasian a few years',\n",
-       " 'after his appointment vespasian ss on domitian became emperor and one of his first acts was to issue',\n",
-       " 'the order to implement the new imperial ciphers invented by the cipher school in the intervening',\n",
-       " 'years the ninth had been left to fight lonely skirmishes and battles from their base ate bora cum',\n",
-       " 'with fortitude and resolve they repeatedly drove the barbarians back into the cold heartlands of',\n",
-       " 'caledonia during one such skirmish varus was mortally wounded and agricola promoted the tribune',\n",
-       " 'marcus fidel i usca to to the legatus of the ninth one day the luck of the ninth seemed to change a',\n",
-       " 'reconnaissance squad reported that they had seen the aquila flying from a tree at mons grau pius in',\n",
-       " 'a camp ruled by a tribesman called cal gac us the new legatus recognised that the privations of',\n",
-       " 'along march had exhausted his men they were not ready for battle and ca to should have sent for',\n",
-       " 'reinforcements but the joy of seeing the lost aquila so close at hand clouded his judgement and he',\n",
-       " 'launched an attack under the cover of darkness fighting uphill against wave upon wave of barbarians',\n",
-       " 'the legions heroic efforts were frustrated by the sun rising to blind them as dawn broke the troops',\n",
-       " 'in the frontline gave way with exhaustion and the wild cal gac us dashed out of the sundown the',\n",
-       " 'blood soaked slope with his cavalry into the heart of the legion the legion rained flaming arrows',\n",
-       " 'upon the enemy and managed to un horse cal gac us taking him prisoner but could make no headway',\n",
-       " 'against the savage hordes and were unable to reach the stolen aquila worse was to come while ca to',\n",
-       " 'organised a retreat with the prisoner cal gac us in chains the remaining soldiers held the line',\n",
-       " 'against repeated charges by caledonian and iceni an tribesmen when the line finally broke ca to and',\n",
-       " 'many of the ninth legion had reached safety and took stock the cavalry were safe as were many of the',\n",
-       " 'brave legionnaires but to his horror ca to realised that in the battle he had lost the second aquila',\n",
-       " 'and worse the legions copy of the codex had also gone the documents left to me by agricola are',\n",
-       " 'unclear on this point did he know that the codex might have fallen into enemy hands and that a',\n",
-       " 'second aquila had been lost or did ca to assure him that the codex had been destroyed as part of an',\n",
-       " 'orderly retreat perhaps ca to was yet to rejoin agricola at the fort and communications from the',\n",
-       " 'battle had yet to reach him in a letter to emperor domitian agricola wrote most excellent emperor as',\n",
-       " 'you have most graciously requested i have finished my affairs herein britannia in preparation for',\n",
-       " 'returning to your side in rome it please sme to report to you that by acts of diplomacy and strength',\n",
-       " 'i have persuaded the northern rebels to yield to our army and to turnover to us the rebel cal gac us',\n",
-       " 'who has remained free since the wars against boudicca and the iceni his letter appears to have been',\n",
-       " 'a reply to new orders from rome in which domitian wrote my esteemed gnaeus upon receipt of your most',\n",
-       " 'recent letter i have been most troubled it appears clear to me that the situation in britannia has',\n",
-       " 'worsened and so i must ask you to return to meat rome with the utmost speed conduct your remaining',\n",
-       " 'affairs in the province and do not undertake any action which mayen flame the current tensions',\n",
-       " 'between yourself and the caledon ii the final line of the emperors letter set a deadline for',\n",
-       " 'agricola s return i shall expect you to have crossed the rubicon by the end of the year and perhaps',\n",
-       " 'he felt that contrition was a safer refuge whatever agricola knew at that point within a month his',\n",
-       " 'world had been turned upsidedown as further reports from caledonia made clear that his hope of',\n",
-       " 'restoration in the eyes of the emperor were in real jeopardy he set out to recover the two aquilae',\n",
-       " 'and to determine what had happened to the codex before returning to rome those who read on must',\n",
-       " 'search for the truth in the spiritual home of the amazons']"
+       "4084"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "tpack(pb)"
+    "open('4b.plaintext', 'w').write(prettify(vigenere_decipher(sanitise(cb), kb)))"
    ]
   },
   {
@@ -683,7 +661,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2017/2017-challenge5.ipynb b/2017/2017-challenge5.ipynb
index 214034c35df882d3d6b95cf25dfbd858af41537c..609d0179f5dfaeae78719a2e2e632a4cd50ad142 100644 (file)
--- a/2017/2017-challenge5.ipynb
+++ b/2017/2017-challenge5.ipynb
@@ -14,8 +14,13 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
-    "from text_prettify import *\n",
+    "from cipher.caesar import *\n",
+    "from cipher.affine import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from cipher.vigenere import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
     "\n",
     "ca = open('5a.ciphertext').read()\n",
     "cb = open('5b.ciphertext').read()"
@@ -25,22 +30,6 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "# def tpack(text, width=100):\n",
-    "#     lines = [text[0]]\n",
-    "#     for word in text[1:]:\n",
-    "#         if len(lines[-1]) + 1 + len(word) <= width:\n",
-    "#             lines[-1] += (' ' + word)\n",
-    "#         else:\n",
-    "#             lines += [word]\n",
-    "#     return lines"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -56,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -84,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -93,7 +82,7 @@
        "(24, -1733.3180566179738)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -105,7 +94,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -122,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -131,7 +120,7 @@
        "((17, 21, True), -1723.2877779777489)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -143,7 +132,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -160,7 +149,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(('decoy', <KeywordWrapAlphabet.from_last: 2>), -1505.1870286708981)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ka, score = keyword_break_mp(sca_text)\n",
+    "ka, score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -169,7 +179,7 @@
        "('decoyzabfghijklmnpqrstuvwx', -4117.559010215594)"
       ]
      },
-     "execution_count": 50,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -185,7 +195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -232,12 +242,12 @@
    ],
    "source": [
     "cipher_translation = ''.maketrans(cipher_alphabet, string.ascii_lowercase)\n",
-    "print(lcat(tpack(segment(sanitise(ca).translate(cipher_translation)))))"
+    "print(prettify(sanitise(ca).translate(cipher_translation)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -246,7 +256,7 @@
        "'etoainhsrdlumwycfgpbvkxjqz'"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -258,16 +268,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'yrkfdlbqpoisjcumzeathwxgvn'"
+       "'yrkfdlbqpoisjcumzaewthgxnv'"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -279,41 +289,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'A': 'p',\n",
+       "{'A': 'g',\n",
        " 'B': 'h',\n",
        " 'C': 'w',\n",
        " 'D': 'i',\n",
-       " 'E': 'g',\n",
+       " 'E': 'p',\n",
        " 'F': 'a',\n",
-       " 'G': 'j',\n",
-       " 'H': 'v',\n",
+       " 'G': 'x',\n",
+       " 'H': 'k',\n",
        " 'I': 'l',\n",
        " 'J': 'm',\n",
        " 'K': 'o',\n",
        " 'L': 'n',\n",
        " 'M': 'c',\n",
-       " 'N': 'z',\n",
+       " 'N': 'q',\n",
        " 'O': 'd',\n",
        " 'P': 'r',\n",
        " 'Q': 's',\n",
        " 'R': 't',\n",
        " 'S': 'u',\n",
-       " 'T': 'b',\n",
+       " 'T': 'v',\n",
        " 'U': 'y',\n",
-       " 'V': 'q',\n",
-       " 'W': 'k',\n",
-       " 'X': 'x',\n",
+       " 'V': 'z',\n",
+       " 'W': 'b',\n",
+       " 'X': 'j',\n",
        " 'Y': 'e',\n",
        " 'Z': 'f'}"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -325,14 +335,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "mirki mjnda ehisp noeai rrabe daose lwuvi sclio oedgu tshed adotm iveth ereod exbnu sthel nwils titan othao vshem ikhib egeeo vadoi ccedg utthe rehis geeoo nrios nmdem iodio dther eason thaop muwht npnno herrn nmhid geeor iosiw vedio dshel efton messi pegut snmet haopt ellsm eshea snvio dyesh nuldm nbeno athao vshem ikhib eclio oedth asmei oyhal eahib ethed nwume otjnd aeyio tedfr nmlno dnoad notvo nyhny shevo eygut thefa fthwh icter yisha ddeoa oiwib atkao istno elaot elaos nmere miaos aothe eches usrnn mitth egrat ashmu seuma tyise owrkc tedus aopio nther cnlki lchig etaww acher aobeo tedao theoa oetee othwe oturk aisve dthem useum tntes tatio dthed nwume otasi utheo tawsn apues sthea mcera ilwac hersw hnnlr eillk hidmn bedno cerhi csash nuldo thibe geeos urcra sedif terth edasw nberk itgnd rumgu tatle ibesm eynod eraop yhite lseth ekdeb elnce dnoen ddfei turey isifr aexer uooao prnuo dthre esade snfth elaot elwno sasta opnfi saopl ernyn fgliw viody hatet alest hitth emuse umtha ovyer eidde daoth ernmi ocera ndthe kreid aosez ueowe yyggy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg gyyyg yygyg ygygy gygyg ygygy gygyg ygygy gygyg ygygy gygyg ygygy gygyg ygygy gygyg ygygy gygyg ygyyg yyygy gggyg ggygg gyggg ygggy gggyg ggygg gyggg ygggy gggyg ggygg gyggg ygggy gggyg ggygg gyggg ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yygyy ygyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy ygyyy gyyyy gyyyg ggyyy yyggg yyygy yygyy ygyyy gyyyy gggyy gyyyg ygggy yyggg gyygg gyyyg ggyyg ggygy yygyy yygyg yygyy gyyyg yyyyy gygyy ggyyg yygyg yyyyg yyygg yggyg yygyy gyyyy ygyyg yyygy yyygy yygyy ygyyg yyygy gyyyg ygyyy yygyy ygygy gygyg yyygy yygyy ygygy gygyy gyygy yyyyg yyygy ygyyy ygyyg yyygy yyggg ggygg ggyyg yyyyy ggggg ygygy gyggg ggyyy gyyyg yyygy ggggy ygggy yyggg gyyyg yyyyg yyygy yygyy gyyyg ygygy yygyy yyygy yygyg ygygy gyyyg yyygy yygyy ygygy yyyyg yyyyy gygyy yygyy yygyy gyyyg yyygy yygyg yygyy ygyyy ygyyy gygyy ggygy yygyy ygyyy gyyyg ygyyy yygyy yyygy ygyyy gyyyy gyyyg yyygy ygyyy gygyy ygyyy gggyg yyygy gyyyg ygyyy gyygg gyygy yygyg yyyyy ggggy ygyyy gyggg yyggg ygyyy gyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy gyyyg yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yygyy ygygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg ygyyy gygyg ygygy gygyg ygygy gygyg ygygy gygyg ygygy gygyg ygygy gygyg ygygy gygyg ygygy gygyg ygygy yygyy gggyg ggygg gyggg ygggy gggyg ggygg gyggg ygggy gggyg ggygg gyggg ygggy gggyg ggygg gyggg yygyy ygyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyy gyyyg yyygy yygyy ygyyg yyahi beuse dgfnr thegl iwvta lesio dyfnr theyh ateno esatt nnvme iyhal etnfa puren utthi tthef raexe asste pionp richk wnowe ilaop theve kynrd fnrth ewach eraow hicte rfabe yathn utjnd aeaim ontsu reyhe retnp noeqt there ireno lktyn cnssa galat aesis firis awios eegut ahibe onade iyher enoen fthem asiod isfir isawi otell onnoe elsev onyse ather snapu essay allhe idfnr nlkmc aisee knuth ere\n"
+      "mirbi mxnda ehisg noeai rrave daose lwuki sclio oedpu tshed adotm iketh ereod ejvnu sthel nwils titan othao kshem ibhiv epeeo kadoi ccedp utthe rehis peeoo nrios nmdem iodio dther eason thaog muwht ngnno herrn nmhid peeor iosiw kedio dshel efton messi geput snmet haogt ellsm eshea snkio dyesh nuldm nveno athao kshem ibhiv eclio oedth asmei oyhal eahiv ethed nwume otxnd aeyio tedfr nmlno dnoad notko nyhny sheko eyput thefa fthwh icter yisha ddeoa oiwiv atbao istno elaot elaos nmere miaos aothe eches usrnn mitth eprat ashmu seuma tyise owrbc tedus aogio nther cnlbi lchip etaww acher aoveo tedao theoa oetee othwe oturb aiske dthem useum tntes tatio dthed nwume otasi utheo tawsn agues sthea mcera ilwac hersw hnnlr eillb hidmn vedno cerhi csash nuldo thive peeos urcra sedif terth edasw nverb itpnd rumpu tatle ivesm eynod eraog yhite lseth ebdev elnce dnoen ddfei turey isifr aejer uooao grnuo dthre esade snfth elaot elwno sasta ognfi saogl ernyn fpliw kiody hatet alest hitth emuse umtha okyer eidde daoth ernmi ocera ndthe breid aoseq ueowe yyppy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp pyyyp yypyp ypypy pypyp ypypy pypyp ypypy pypyp ypypy pypyp ypypy pypyp ypypy pypyp ypypy pypyp ypyyp yyypy pppyp ppypp pyppp ypppy pppyp ppypp pyppp ypppy pppyp ppypp pyppp ypppy pppyp ppypp pyppp ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yypyy ypyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy ypyyy pyyyy pyyyp ppyyy yyppp yyypy yypyy ypyyy pyyyy pppyy pyyyp ypppy yyppp pyypp pyyyp ppyyp ppypy yypyy yypyp yypyy pyyyp yyyyy pypyy ppyyp yypyp yyyyp yyypp yppyp yypyy pyyyy ypyyp yyypy yyypy yypyy ypyyp yyypy pyyyp ypyyy yypyy ypypy pypyp yyypy yypyy ypypy pypyy pyypy yyyyp yyypy ypyyy ypyyp yyypy yyppp ppypp ppyyp yyyyy ppppp ypypy pyppp ppyyy pyyyp yyypy ppppy ypppy yyppp pyyyp yyyyp yyypy yypyy pyyyp ypypy yypyy yyypy yypyp ypypy pyyyp yyypy yypyy ypypy yyyyp yyyyy pypyy yypyy yypyy pyyyp yyypy yypyp yypyy ypyyy ypyyy pypyy ppypy yypyy ypyyy pyyyp ypyyy yypyy yyypy ypyyy pyyyy pyyyp yyypy ypyyy pypyy ypyyy pppyp yyypy pyyyp ypyyy pyypp pyypy yypyp yyyyy ppppy ypyyy pyppp yyppp ypyyy pyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy pyyyp yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yyyyy yypyy ypypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp ypyyy pypyp ypypy pypyp ypypy pypyp ypypy pypyp ypypy pypyp ypypy pypyp ypypy pypyp ypypy pypyp ypypy yypyy pppyp ppypp pyppp ypppy pppyp ppypp pyppp ypppy pppyp ppypp pyppp ypppy pppyp ppypp pyppp yypyy ypyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyy pyyyp yyypy yypyy ypyyp yyahi veuse dpfnr thepl iwkta lesio dyfnr theyh ateno esatt nnkme iyhal etnfa guren utthi tthef raeje asste giong richb wnowe ilaog theke bynrd fnrth ewach eraow hicte rfave yathn utxnd aeaim ontsu reyhe retng noezt there ireno lbtyn cnssa palat aesis firis awios eeput ahive onade iyher enoen fthem asiod isfir isawi otell onnoe elsek onyse ather snagu essay allhe idfnr nlbmc aisee bnuth ere\n"
      ]
     }
    ],
@@ -343,7 +353,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -418,12 +428,12 @@
     " 'Z': 'f'}\n",
     "\n",
     "tt = ''.maketrans(trans)\n",
-    "print('\\n'.join(tpack(segment(sanitise(ca.translate(tt))))))"
+    "print(prettify(sanitise(ca.translate(tt))))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -457,7 +467,7 @@
        " 'Z': 'f'}"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -468,7 +478,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -502,7 +512,7 @@
        " 'z': 'X'}"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -513,7 +523,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -559,12 +569,12 @@
     }
    ],
    "source": [
-    "print('\\n'.join(tpack(segment(keyword_decipher(sanitise(ca), 'decoy', KeywordWrapAlphabet.from_last)))))"
+    "print(prettify(keyword_decipher(sanitise(ca), ka[0], ka[1])))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -573,18 +583,18 @@
        "3362"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "open('5a.plaintext', 'w').write('\\n'.join(tpack(segment(sanitise(ca.translate(tt))))))"
+    "open('5a.plaintext', 'w').write(prettify(keyword_decipher(sanitise(ca), ka[0], ka[1])))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -613,7 +623,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -622,7 +632,7 @@
        "1577"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -633,7 +643,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -642,7 +652,7 @@
        "1577"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -653,7 +663,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -680,7 +690,7 @@
        " '  ⌷  ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷   ⌷  ⌷  ']"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -692,7 +702,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -701,7 +711,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -710,7 +720,7 @@
        "('fwruffnquevmp', -1750.4576000271347)"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -722,7 +732,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -731,7 +741,7 @@
        "'nieyqmhcenwlqvchdporosweiohtsshreoihpsvrvusdcostmjezkdeytdhrtasupknropbklngeutgnssthjhhnowgbdwvucncdvofhbdltfpvobiuicirayodpwkpoutibtgcenuhpwachchnbrjydhsfvhqszeuvdcpswatvzmxhsiigkobvcagqcdikfstrvkfggbdkvcvstuvufienwiniasbcecmvdwemkwgtnsyjridowjamhuhnrvxssgewikqxpxhashvwvteulpavioctweavlhtikkkximoikdloikrwswfiojrynulrsgtoktknqcporlruoigivdpeddhrntdmrnucnrioiuetpdnftaipjrewjqtercxzvydhiswrtrneonknnfsyrifcdhedoweptjrechehcptdcehirohbcpniloorntrrrtohgeoandszehilxywfqkrgnphglvcojfbetcietpqmfetkalnahiwixdppersmrihrctseahkhtifbokasoozrjgvvkehjsufarunbrtiswzdmriwcrovhdsdeihdteiiustmjupvkhdiisibjloyrdpyxkusdlwfpsehvevdoiudppehzgvcewnhifrvkfggbdkbidptartnotloihpseehrdipeotmlwbcousicucctsktsrlritcanhpdmrehuinioiuuwirsxtanvjshfwyrkacfihfctdipytegvprdowhfldhycrqhfctswdbnagevitctsufsrofoccprycjgnifeikrthnowgcedfedjwiisdtihszeecfvlwjqgehoeicssaqflthagmncpvvifnreneoiioiulytddhuhkrtzsdpevphodehkctsvfhltophksiepsgcohnrnuseajettlhdwhiepjwcenbtbuecihpijncohouidiqjikpovimvsrfridohvchdporhrmhlpnikpacvjiswwgszeyxrcpragclkvxbporlruoigoviferifridicrskiporsyypwgprszenephnicczvttucvqesuiivqleesvfrhcfgchuswrocjslotcnxtiiswkoieatruninitradpaortylcouoahdpehgukcvlrmrafrntaovetrxvyinpenvniquglltisxgy'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -742,7 +752,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -751,7 +761,7 @@
        "('arcanaimperii', -1506.8637359274674)"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -761,112 +771,10 @@
     "kb, score"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'inhisjournaldatedtheidesofoctoberintheyearoftheconsulshipsofcaeceliustulliuscapitopomponianusplotiusfirmusandgaiuscorneliusgallicanusagricolawrotethemysteryofthebattleatcamulodonumisatlastsolvedcalgacusmaybeabarbariannowbuthewasaromancitizenthenwhobetrayedusallforloveofabarbarianithastakenallmyskillsasaleaderofmentokeephimalivethelegionnairesspendtheireveningsdesigningnewandcruelwaystoexecutehiminrevengefortheshamehebroughtuponusbuthislifeispreciousitistheonlycardlefttoplayinoursearchforsalvationandthereturnofthestolenaquilaeifwecanalsorecoverthecodexthenperhapsitslosscanbeconcealedandourliveswillbesparedreleasingtheromantraitorcalgacusmusthavestuckintheproudagricolasthroatbuthemadeapactwiththeremainingcaledoniiandtravellednorthtoexchangetheprisonerfortheaquilaeandthecodexbutthecunningcaledoniantribesmansetanothertrapandpresentedagricolawithaforgerycunninglyassembledwithpagesfromthebooksstolenwhenthetriberansackedmonsgraupiusfortoolongthesonsofromehadunderestimatedthepeopleinbritanniaandwhiletheaquilaofthelegionhadbeenrestoredbytheexchangetheirhonourwasnotagricolafacedareturntoromehumiliationandalmostcertaindeaththesixthchapterofmytaleofwoeisguardedbylightningbullandoak'"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "beaufort_decipher(sanitise(cb), kb)"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 34,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'a'"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "unpos(25 - pos('z'))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'zyxwvutsrqponmlkjihgfedcba'"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cat(unpos(25 - pos(l)) for l in string.ascii_lowercase)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'hveheifhbiicuzbbcfgvvnzafwnkqnndivxopvpdionrsyrmjvjlkaehbrfsmvmtvkqrrftcyspatroqqnbndcyiqretamkaszhcaqidtaxmpfrvenkfimmihgrxnvgqtrmcpzsqzpygininbbstddlcomipnnqgqargdgmrkbijtxnubxpuzjzbizesjbvqmutztdzotjzktjvraioamqznxiwnstbedizjnbjurebqqhldegrzvnynjbsdzprnparcknlqxnmryaisrqjxquzevdcijkzsbmmkczinszckaxrmkvnnzzfwlmksajvrzcqdrkqsdfgvyobqfemifqqrjcoilkydqodhdevxbauvrqdmumxaorieubzrdxvrlcowvodkrsqgzzsizvmdvddrnigrzayrlmednqfhqcblgnvrrntkusntzwdqpoddtvypazkhaqgqneyixiiukmcsfngyktqeftzpdmqtupjzjrkdxsunenxybyvqmqtdmfsdcmjkntbmmplvvvmzwvmzzzzcfymmtfumostdtbnzfkydvmddgrccdbjcnapbmmsrmjvtvztbcmmubemtzmdathxksrckiivczbkqzjvxbbyvqwjzzsinsowitztdzotjzenbyrumpsgbbvxopvgqwrcmfivmjtrjsponmsshdcmdrcmxombkjsopkydzblmhevxbkrcdllmuhranozrmdtidpmfedcbfvwkezzfvgrzxizrwkddefedcmrhtqizqzeqdcmtfcmuagskuoxceehvdbmkvqyiqreszfaqrdnxnmkrmwqgqqkekkieuozbrqmkrnvoizbwizihkukawixdzvbgmevxbtprrablnkvqgdbygzobrrqfzdcmsfnsprfncrxrpvespbsdhsrbvvjrbsbcynefqmilghcpeaqkbygwexspbramjbpmwdvgiatzcveonbzdzbbcfgvcojxcvhvyqusraxdireceehxdkuovylzkilefgvyobqfegiaaqdeeonbfidlyxfgvrhxprefmqgqhiuyiwlivipmasrtbdkfcznxbqcreoocieswonydyhwdtzrsqlmmmunvhwjkbmosmheqovbykgmphjsyprvxkvqwclksryojnnfdqpfgziqoyjpchoeszhetlptcrmllzw'"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "rscb = cat(unpos(25 - pos(l)) for l in scb)\n",
-    "rscb"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "('zixzmzrnkvirr', -1506.8637359274674)"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "kb, score = vigenere_frequency_break(rscb)\n",
-    "kb, score"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -874,198 +782,18 @@
        "'inhisjournaldatedtheidesofoctoberintheyearoftheconsulshipsofcaeceliustulliuscapitopomponianusplotiusfirmusandgaiuscorneliusgallicanusagricolawrotethemysteryofthebattleatcamulodonumisatlastsolvedcalgacusmaybeabarbariannowbuthewasaromancitizenthenwhobetrayedusallforloveofabarbarianithastakenallmyskillsasaleaderofmentokeephimalivethelegionnairesspendtheireveningsdesigningnewandcruelwaystoexecutehiminrevengefortheshamehebroughtuponusbuthislifeispreciousitistheonlycardlefttoplayinoursearchforsalvationandthereturnofthestolenaquilaeifwecanalsorecoverthecodexthenperhapsitslosscanbeconcealedandourliveswillbesparedreleasingtheromantraitorcalgacusmusthavestuckintheproudagricolasthroatbuthemadeapactwiththeremainingcaledoniiandtravellednorthtoexchangetheprisonerfortheaquilaeandthecodexbutthecunningcaledoniantribesmansetanothertrapandpresentedagricolawithaforgerycunninglyassembledwithpagesfromthebooksstolenwhenthetriberansackedmonsgraupiusfortoolongthesonsofromehadunderestimatedthepeopleinbritanniaandwhiletheaquilaofthelegionhadbeenrestoredbytheexchangetheirhonourwasnotagricolafacedareturntoromehumiliationandalmostcertaindeaththesixthchapterofmytaleofwoeisguardedbylightningbullandoak'"
       ]
      },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "vigenere_decipher(rscb, kb)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'arcanaimperii'"
-      ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cat(unpos(25 - pos(l)) for l in kb)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "in his journal dated the ides of october in the year of the consulships of caec eli us tullius\n",
-      "capito pompon ian us plot i us firm us and gaius cornelius galli can us agricola wrote the mystery\n",
-      "of the battle at camu lo donum is at last solved cal gac us maybe a barbarian now but he was a roman\n",
-      "citizen then who betrayed us all for love of a barbarian it has taken all my skills as a leader of\n",
-      "men to keep him alive the legionnaires spend their evenings designing new and cruel ways to execute\n",
-      "him in revenge for the shame he brought upon us but his life is precious it is the only card left to\n",
-      "play in our search for salvation and the return of the stolen aquilae if we can also recover the\n",
-      "codex then perhaps its loss can be concealed and our lives will be spared releasing the roman\n",
-      "traitor cal gac us must have stuck in the proud agricola s throat but he made a pact with the\n",
-      "remaining caledon ii and travelled north to exchange the prisoner for the aquilae and the codex but\n",
-      "the cunning caledonian tribesman set another trap and presented agricola with a forgery cunningly\n",
-      "assembled with pages from the books stolen when the tribe ransacked mons grau pius for too long the\n",
-      "sons of rome had underestimated the people in britannia and while the aquila of the legion had been\n",
-      "restored by the exchange their honour was not agricola faced a return to rome humiliation and almost\n",
-      "certain death the sixth chapter of my tale of woe is guarded by lightning bull and oak\n"
-     ]
-    }
-   ],
-   "source": [
-    "print('\\n'.join(tpack(segment(vigenere_decipher(rscb, kb)))))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1465"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "open('5b.plaintext', 'w').write('\\n'.join(tpack(segment(vigenere_decipher(rscb, kb)))))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# def beaufort_encipher(message, keyword):\n",
-    "#     \"\"\"Beaufort encipher\n",
-    "\n",
-    "#     >>> beaufort_encipher('inhisjournaldatedtheidesofoctober', 'arcanaimperii')\n",
-    "#     'sevsvrusyrrxfayyxuteemazudmpjmmwr'\n",
-    "#     \"\"\"\n",
-    "#     shifts = [pos(l) for l in sanitise(keyword)]\n",
-    "#     pairs = zip(message, cycle(shifts))\n",
-    "#     return cat([unpos(k - pos(l)) for l, k in pairs])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'sevsvrusyrrxfayyxuteemazudmpjmmwr'"
-      ]
-     },
-     "execution_count": 36,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# beaufort_encipher('inhisjournaldatedtheidesofoctober', 'arcanaimperii')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# beaufort_decipher = beaufort_encipher"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# beaufort_decipher('sevsvrusyrrxfayyxuteemazudmpjmmwr', 'arcanaimperii')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# def beaufort_sub_break(message, fitness=Pletters):\n",
-    "#     best_shift = 0\n",
-    "#     best_fit = float('-inf')\n",
-    "#     for key in range(26):\n",
-    "#         plaintext = [unpos(key - pos(l)) for l in message]\n",
-    "#         fit = fitness(plaintext)\n",
-    "#         logger.debug('Beaufort sub break attempt using key {0} gives fit of {1} '\n",
-    "#                      'and decrypt starting: {2}'.format(key, fit,\n",
-    "#                                                         plaintext[:50]))\n",
-    "#         if fit > best_fit:\n",
-    "#             best_fit = fit\n",
-    "#             best_key = key\n",
-    "#     logger.info('Beaufort sub break best fit: key {0} gives fit of {1} and '\n",
-    "#                 'decrypt starting: {2}'.format(best_key, best_fit, \n",
-    "#                     cat([unpos(best_key - pos(l)) for l in message[:50]])))\n",
-    "#     return best_key, best_fit"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# def beaufort_frequency_break(message, max_key_length=20, fitness=Pletters):\n",
-    "#     \"\"\"Breaks a Beaufort cipher with frequency analysis\n",
-    "\n",
-    "#     >>> beaufort_frequency_break(beaufort_encipher(sanitise(\"It is time to \" \\\n",
-    "#             \"run. She is ready and so am I. I stole Daniel's pocketbook this \" \\\n",
-    "#             \"afternoon when he left his jacket hanging on the easel in the \" \\\n",
-    "#             \"attic. I jump every time I hear a footstep on the stairs, \" \\\n",
-    "#             \"certain that the theft has been discovered and that I will \" \\\n",
-    "#             \"be caught. The SS officer visits less often now \" \\\n",
-    "#             \"that he is sure\"), 'florence')) # doctest: +ELLIPSIS\n",
-    "#     ('florence', -307.5473096791...)\n",
-    "#     \"\"\"\n",
-    "#     def worker(message, key_length, fitness):\n",
-    "#         splits = every_nth(message, key_length)\n",
-    "#         key = cat([unpos(beaufort_sub_break(s)[0]) for s in splits])\n",
-    "#         plaintext = beaufort_decipher(message, key)\n",
-    "#         fit = fitness(plaintext)\n",
-    "#         return key, fit\n",
-    "#     sanitised_message = sanitise(message)\n",
-    "#     results = starmap(worker, [(sanitised_message, i, fitness)\n",
-    "#                                for i in range(1, max_key_length+1)])\n",
-    "#     return max(results, key=lambda k: k[1])"
+    "beaufort_decipher(sanitise(cb), kb)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -1074,7 +802,7 @@
        "('arcanaimperii', -1506.8637359274674)"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1086,7 +814,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -1117,6 +845,26 @@
     "print(lcat(tpack(repunctuate(pb, pub).split())))"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1470"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "open('5b.plaintext', 'w').write(lcat(tpack(repunctuate(pb, pub).split())))"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -1141,7 +889,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2017/2017-challenge6.ipynb b/2017/2017-challenge6.ipynb
index 131f5206a55c52c463011cc89519641a2bf6919c..a03628ece1317c2bc36ceebbc3030a06d98c9f99 100644 (file)
--- a/2017/2017-challenge6.ipynb
+++ b/2017/2017-challenge6.ipynb
@@ -14,8 +14,13 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
-    "from text_prettify import *\n",
+    "from cipher.affine import *\n",
+    "from cipher.vigenere import *\n",
+    "from cipher.keyword_cipher import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.language_models import *\n",
+    "from support.plot_frequency_histogram import *\n",
     "\n",
     "ca = open('6a.ciphertext').read()\n",
     "cb = open('6b.ciphertext').read()"
@@ -25,22 +30,6 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "# def tpack(text, width=100):\n",
-    "#     lines = [text[0]]\n",
-    "#     for word in text[1:]:\n",
-    "#         if len(lines[-1]) + 1 + len(word) <= width:\n",
-    "#             lines[-1] += (' ' + word)\n",
-    "#         else:\n",
-    "#             lines += [word]\n",
-    "#     return lines"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -56,44 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# def depunctuate_character(c):\n",
-    "#     if c in string.ascii_uppercase:\n",
-    "#         return 'UPPER'\n",
-    "#     elif c in string.ascii_lowercase:\n",
-    "#         return 'LOWER'\n",
-    "#     else:\n",
-    "#         return c\n",
-    "\n",
-    "# def depunctuate(text):\n",
-    "#     return [depunctuate_character(c) for c in text]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# def repunctuate_character(letters, punctuation):\n",
-    "#     if punctuation == 'UPPER':\n",
-    "#         return next(letters).upper()\n",
-    "#     elif punctuation == 'LOWER':\n",
-    "#         return next(letters).lower()\n",
-    "#     else:\n",
-    "#         return punctuation\n",
-    "\n",
-    "# def repunctuate(text, punctuation):\n",
-    "#     letters = iter(text)\n",
-    "#     return cat(repunctuate_character(letters, p) for p in punctuation)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -102,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -111,7 +63,7 @@
        "('zeus', -1960.8847716972107)"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -123,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -132,7 +84,7 @@
        "\"Maryam, I found Jodie at Olympia and she has chapter six already. She had been leading the MIDAS operatives on a wild goose chase around Selcuk making a lot of noise about looking for the missing chapter at the Temple of Artemis. That gave me time to retrieve it from Jodie's friend at the British Museum, which has a collection of artefacts from the Temple. Jodie says she knew we would figure out where to go next. The clue was in the locations. The first one was at the Great Pyramid, the second at the fort of Qaitbay which was built from the ruins of the Lighthouse at Alexandria and the third on Rhodes, among the ruins of the Colossus. The Knight's castle at Bodrum was built from the remains of the Mausoleum at Halicarnassus, hence the “grave” task of guarding the book. So all five chapters were found at the site of one of the Seven Wonders of the ancient world. The only remaining locations are the Statue of Zeus at Olympia and the Hanging Gardens of Babylon, and no-one has any idea where the gardens might have been, so the only place we could go next is Olympia. The clue at the end of chapter five points straight there, since lighting, bull and oak are all symbols of Zeus. We should be safe here because Jodie's network has sent her attackers on to London by laying a long trail of forged documents revealing the location of chapter five. That bought us enough time to locate and decipher chapter six. We had been thinking about the evolution of the Imperial Ciphers. Tacitus used both the Vigenere and Beaufort ciphers which are polyalphabetic versions of the Caesar shift, and at first we assumed that chapter six would be encrypted the same way. We were almost right. Meanwhile Jodie's unexpected talent for forgery has given me an idea. I think we might be able to turn our enemies on one another by exploiting her gift, but I know her current focus is figuring out where on earth the seventh wonder might be.\""
       ]
      },
-     "execution_count": 10,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -144,46 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['Maryam, I found Jodie at Olympia and she has chapter six already. She had been leading the MIDAS',\n",
-       " 'operatives on a wild goose chase around Selcuk making a lot of noise about looking for the missing',\n",
-       " \"chapter at the Temple of Artemis. That gave me time to retrieve it from Jodie's friend at the\",\n",
-       " 'British Museum, which has a collection of artefacts from the Temple. Jodie says she knew we would',\n",
-       " 'figure out where to go next. The clue was in the locations. The first one was at the Great Pyramid,',\n",
-       " 'the second at the fort of Qaitbay which was built from the ruins of the Lighthouse at Alexandria and',\n",
-       " \"the third on Rhodes, among the ruins of the Colossus. The Knight's castle at Bodrum was built from\",\n",
-       " 'the remains of the Mausoleum at Halicarnassus, hence the “grave” task of guarding the book. So all',\n",
-       " 'five chapters were found at the site of one of the Seven Wonders of the ancient world. The only',\n",
-       " 'remaining locations are the Statue of Zeus at Olympia and the Hanging Gardens of Babylon, and no-one',\n",
-       " 'has any idea where the gardens might have been, so the only place we could go next is Olympia. The',\n",
-       " 'clue at the end of chapter five points straight there, since lighting, bull and oak are all symbols',\n",
-       " \"of Zeus. We should be safe here because Jodie's network has sent her attackers on to London by\",\n",
-       " 'laying a long trail of forged documents revealing the location of chapter five. That bought us',\n",
-       " 'enough time to locate and decipher chapter six. We had been thinking about the evolution of the',\n",
-       " 'Imperial Ciphers. Tacitus used both the Vigenere and Beaufort ciphers which are polyalphabetic',\n",
-       " 'versions of the Caesar shift, and at first we assumed that chapter six would be encrypted the same',\n",
-       " \"way. We were almost right. Meanwhile Jodie's unexpected talent for forgery has given me an idea. I\",\n",
-       " 'think we might be able to turn our enemies on one another by exploiting her gift, but I know her',\n",
-       " 'current focus is figuring out where on earth the seventh wonder might be.']"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "tpack(repunctuate(pa, pua).split())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -214,13 +127,12 @@
     }
    ],
    "source": [
-    "lcat = '\\n'.join\n",
     "print(lcat(tpack(repunctuate(pa, pua).split())))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -229,7 +141,7 @@
        "1932"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -240,7 +152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -250,7 +162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -259,7 +171,7 @@
        "('jcarykujniqadmv', -3289.3609056830232)"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -271,7 +183,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -280,7 +192,7 @@
        "'Piuo tgnlqva rdn uggsvzeuvlr ed lurg nrubgg ve dyp kztmitehdd flrmqantm bvn enarvtu vd Zgvhrerir rez nttcgegm uy Tlxt lk unu tez la hbt dten, rm mgmggtz ld uog Axruglt. Ot ngrgtz bos orxg utttvyqg ael sn xgutz ybu yq Tlwwuvee uy lluo Enbpueba Gbaiufba yel Ptgrevoa Ntegmvk, zbu hot Uymn pgnt guettlba eem, ggerfkrydd ubg qlna sa tpt Fymtj ttxriltl s ntsgth, welpr sepe ul e atc dldrd mlwhrmgn atyx uog Lvdvo. Soyqisqd fbslmweh hl ggurgm bcn lmhhgm sotnbvh sa tpt Rmbvde rn r kygi ma fybgeut, uog Axruglt nsettm oie unu arht ln yuott tvmigrstm ugetgexn qfm, uy uog abgstcns ma nyxt, bg prn ewrfntm hgvoksord ttemgrhvlra. R nuebbs qrn ggtshtm yq bos Oteeut yr uot ynmsh la hot Gkstgyn, yav, urwte idq, Rhtcfkrr pen ngru ul dcis abvguqq ye ova hrwwqd gnueht pognt nu pra utrztm yq bos Uxsgglt’a lpe fvdmwfveen. Bin mtebo osn r ugvgvlbn avlek ul kt, rrz r srilaar tigeu hy rqq bcn zhvtrmn. Ih prn naqt sn r ttrd dlnn gptd zd ublng hl poye os qrn rlu fggnlryqpe jeype. Roxyttu, xkhtlvtg, yn uot fssarrfg rez hot youd wsnngn fekt ul bcn nmbng; rez ie sblxve tqrstn, erm pognthug jrlua ya urdqtfo pttt raatxydam, nwn eext cen le exq pwsn; rlg zim r nilhpu nloq lr btrgilh kb ova mteho gtpsveu ru hot rgpn lt hlfitu iu zoifjqq. Bouo ndksrhbd pra ceehtratm lq uot ccms-osggrm toxlbt boqv ot brm lgte ggelhum yq sliale lr bos Uxsgglt’a flxkyel. Nlxiuver qlnh ll twxt ie rfflvehceg vot exyihvlba Urpcnuibn Dofbqdin qo uog etc ulittllf ma ubt styivesa. Os qrn sortutm pibo mufbtveu hot atyhurt sgrfg cvuo Syqsnleir rrz otrzam tptgg ul syeagylu Esqhefba. Iu pra sepe uoge ubeu uog xlmo la hot Symtw cyn fuiteqtz. Arqbabvao pgyut yn ovn avlek ru hot rgpn vr y qsvutt ul Seul mebtl vot nvahb mrd laakht ubt jedtema sa Wsd vr uog qtrg yh unu flrnbdaovsa sa Wsgfon Rtttfvrin Ertxgen II rem Difucn Yetyion Olrsgqvbn. “Ct rtg twstanmrd fbrgugm yd yig wmnu kbeinvftrb rdn hggru Gkstgyn Mkyvuire hy ntfont Rsw Gyxrre ve uba Ekhuogge Wiehmyen qfm dgu dyo pgvha uk yt ln uog dlnn yh unu Flztw Ysfbqhsgay. Dlog qgemtg Eoguglqe ora eqgtetd rsvm hot ftvft yh nago r dlna, lbu vn kla nl eyu ggslitt bos Glmgw ygnlgt hvt rsnnieh yn uot qarf votr dlo krd yg ubfu uoeu dyo pvqd jluf ovk. Dlo htqq ka unsu vrutddvhtrmt zhlx e frfhbgtz usc obhutnha uorh bos vgriult Srqhembm prn hot Symtw elm uo xranvru ovn aisrmguggn ir uot Rsgtp. Poiqt hbt Yrtfrfwrea uogkntqvan qht brqvwgqd uy eriu xbso ln hot Fyttv, Grqurfoa vn rr amagrugm Gykre rrt os ybnh yt ahlssgt ysblgg ot see mtabgke uog ntsogvuq sa tpt Vksttirq fizoshn. Ubt Fyztw pixq xu gtsligttm, lt kla, elbt arkiqd rrt thugdyet qyb jeyw purq sed ubg sgvsa. Rdn nl hl ubg ntiglun trgh la hbt ugoa ntmgd ya Rutvfldy vd qovso ubg arug sa tpt eieub dthvyl rdn la hot Symtw ibnsra piqq ir uvxg ft fuiteqtz. Oeuvd bosf vu cvqd lt hbenmsn yd hot erfvtrb Yqzdqyever Hlmzanm ma Peg.'"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -291,7 +203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -300,7 +212,7 @@
        "('hnypjvriltvyzlt', -3351.460892110415)"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -312,7 +224,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -321,7 +233,7 @@
        "'jdeksfkoiqfhtmesfgdmhdenubvlfhsyhekfreuihjmafmdfueiuunutiwmfmkdlhyxidsldtasdehuudgiumsfdxsufmensmcfavejffumnyekewfhshknsmfsfmaufkffbffsnskfyfgtfmekelhbfefsscbiffulhlbfefmnwfavmnadedhuenamfkhsxhfuxlsxldduxlhulkfsuudxlkguftdmaxeekfrnlmjfsfqfufsnxlhtnsfbhrphaivekfhollnydkftnmfcsechduflhlftsfeptojunuhvenhyfjimwhitnashmflysnafkfudtekgxaidthwtknnkdurensfrgtmkdllnrrfmgxskydenydkfhzxdihgmhbhsonytnxshrefkffbffsnslghsenkdbejfyhefnyndlfsmdkrshtfmrftgshilgumenekflwtgsdlenylnbfkfiilhjhrmfmesdxbflhimfsnshednulgmehexejhlfsfteenavekelfuhefnudlfnsmesnyekffbfgsnsaweehpfudihirsdtmihjhllfudfnidqezxdfeivntldlyhadivfleheekkfsfjfjhlefumenavekefbgfsnslmkugkvkdtdhulkdknfhekihlhrsdfqmyllknspenbfhumghhduywifqfueengjikdlxsdfumldeiilyfidhlhsfhiimmlfqftaveknlfemkknbkejhlunegfrmnuhihvpunjuuxabfslbmsfnqfsnydlfgngwihtfhumejgaxlvahllflthbefnkdljnxlfhumdthxaidsgihtflhulkkfsfpfspunelnxfhipfrljfsfhllecaifmjdluhbfjhkouhiihdglunsmdlildurhflnxinukeisdurmykdlmfhejtfwndsfheekfufimnsynrrfedezxdsqivekcllvbghekukhldussfhlfmavdlfjdmelgsfhmsxaoxsekgekfkhmafevsfbnpfmavgndlmvnuekefbgfsnslsobbhulmnbdedhuholeunddbfduhggmeueduqekfhbadecoxllhhxledxlixsyiixlglekfufjrmrfsunrnyekfgsnpeutfkejhltkhsrenjdekkftxsdurejgyshrcifgfhtfjcfkthiemnudhhumjghmfmdkfsfentntzsnueshirhtxlddkhlnuhvekfuekhdfkfinklnyekftnlgcjhlrfqfhifmlgjxledwljsnefnyjellknspheekfufimduhieeefsenthdomheflekfydyeklivafymsfekfphievmlnyahvduekfveisnyejftnulxiljeglnyahstxlhsseuduxlsifbfulddgvmixtcxlahfadxklnunsgexljfhsfedgsflkivtkhsrflbvnxsanlebxudycufuehtmrsfhefbfgsnsmmbdedhuenkgtxsffhcsnbhuhcvekfumsekfsupdtsmnblgumvfevnxitdefembfnyekfimmlnyejftnmfcntsyienswbvnxsifhlgshrsctnihkhlhhtfhmvfhdmekfgscufnylwtkhinllawfdyvnwmnunesftmrfseketnmfcafymtfekffhlldurnydlfvfhrekfuvnxbgwaflxrfekhevnxieiiwncukdbvnxeejibfejheduefiicsfutfxsnbhthgewtfmlgulxrrfleldlheekeeshdenstgjrhtxkkhlekftnlgchumclbhlldurjellxgfnsefsldudlfunsdkjkdifekebhsahrdhulekfbkgiqflgsfxuidpfhwenbhofbxtknyejgtnmfbthirhtxlcmhufmwthefmsnbgvhumkebxleaflemhgfmaeynsfkfthtnflesmvekflftxreevnydkfdbgfsdgjtdgkeslekftnmedjdiizfsftnqfsennsvnwvnxsyhbdhwhumfpfsvnufvnwqunjjciighvekfftdtfhtmlnenekfkgqfuejghsenyekefsxfldnsvnyhrscunihdtjkdtkekfxiefnydkfuduekiesdnuhtmnyekftnlgcdeleiyjdiidudebfafrfqfhifmxtfdiekeudejdiiaesxhsmemavekfhusefueagavinudhuqommflknyjhs'"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -332,7 +244,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -341,7 +253,7 @@
        "('ryajcqgrnskaxof', -3289.3609056830232)"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -353,7 +265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -362,7 +274,7 @@
        "'piuotgnlqvardnuggsvzeuvlredlurgnrubggvedypkztmitehddflrmqantmbvnenarvtuvdzgvhrerirreznttcgegmuytlxtlkunutezlahbtdtenrmmgmggtzlduogaxrugltotngrgtzbosorxgutttvyqgaelsnxgutzybuyqtlwwuveeuylluoenbpuebagbaiufbayelptgrevoantegmvkzbuhotuymnpgntguettlbaeemggerfkryddubgqlnasatptfymtjttxriltlsntsgthwelprsepeuleatcdldrdmlwhrmgnatyxuoglvdvosoyqisqdfbslmwehhlggurgmbcnlmhhgmsotnbvhsatptrmbvdernrkygimafybgeutuogaxrugltnsettmoieunuarhtlnyuotttvmigrstmugetgexnqfmuyuogabgstcnsmanyxtbgprnewrfntmhgvoksordttemgrhvlrarnuebbsqrnggtshtmyqbosoteeutyruotynmshlahotgkstgynyavurwteidqrhtcfkrrpenngruuldcisabvguqqyeovahrwwqdgnuehtpogntnuprautrztmyqbosuxsggltalpefvdmwfveenbinmteboosnrugvgvlbnavlekulktrrzrsrilaartigeuhyrqqbcnzhvtrmnihprnnaqtsnrttrddlnngptdzdublnghlpoyeosqrnrlufggnlryqpejeyperoxyttuxkhtlvtgynuotfssarrfgrezhotyoudwsnngnfektulbcnnmbngreziesblxvetqrstnermpognthugjrluayaurdqtfoptttraatxydamnwneextcenleexqpwsnrlgzimrnilhpunloqlrbtrgilhkbovamtehogtpsveuruhotrgpnlthlfituiuzoifjqqbouondksrhbdpraceehtratmlquotccmsosggrmtoxlbtboqvotbrmlgteggelhumyqslialelrbosuxsggltaflxkyelnlxiuverqlnhlltwxtierfflvehcegvotexyihvlbaurpcnuibndofbqdinqouogetculittllfmaubtstyivesaosqrnsortutmpibomufbtveuhotatyhurtsgrfgcvuosyqsnleirrrzotrzamtptggulsyeagyluesqhefbaiuprasepeuogeubeuuogxlmolahotsymtwcynfuiteqtzarqbabvaopgyutynovnavlekruhotrgpnvryqsvuttulseulmebtlvotnvahbmrdlaakhtubtjedtemasawsdvruogqtrgyhunuflrnbdaovsasawsgfonrtttfvrinertxgeniiremdifucnyetyionolrsgqvbnctrtgtwstanmrdfbrgugmydyigwmnukbeinvftrbrdnhggrugkstgynmkyvuirehyntfontrswgyxrreveubaekhuoggewiehmyenqfmdgudyopgvhaukytlnuogdlnnyhunuflztwysfbqhsgaydlogqgemtgeoguglqeoraeqgtetdrsvmhotftvftyhnagordlnalbuvnklanleyuggslittbosglmgwygnlgthvtrsnniehynuotqarfvotrdlokrdygubfuuoeudyopvqdjlufovkdlohtqqkaunsuvrutddvhtrmtzhlxefrfhbgtzuscobhutnhauorhbosvgriultsrqhembmprnhotsymtwelmuoxranvruovnaisrmguggniruotrsgtppoiqthbtyrtfrfwreauogkntqvanqhtbrqvwgqduyeriuxbsolnhotfyttvgrqurfoavnrramagrugmgykrerrtosybnhytahlssgtysblggotseemtabgkeuogntsogvuqsatptvksttirqfizoshnubtfyztwpixqxugtsligttmltklaelbtarkiqdrrtthugdyetqybjeywpurqsedubgsgvsardnnlhlubgntigluntrghlahbtugoantmgdyarutvfldyvdqovsoubgarugsatpteieubdthvylrdnlahotsymtwibnsrapiqqiruvxgftfuiteqtzoeuvdbosfvucvqdlthbenmsnydhoterfvtrbyqzdqyeverhlmzanmmapeg'"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -373,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -382,7 +294,7 @@
        "'ytsfeqziozzjyzynifmpczahrmdxemcpjzkmjwjlxnnyonyerofpohxcddrcgzewuxdyioknuwxnbjvyqlnrzresxtfivjwqfyuewdiyowzlefdbxcvvjphzvvgclgtmtgqgsgouncvhzdhgqpoiaeutqtjvpqbodegstcrmcxrtdyybzkeywyeuuvsdtaoxbyrkleslsgczexwgbxntrmeysyaguvwjwqjgydepouomrjtzujwohgqvcmueioasbmdrqtsaviskmkxsekqbnteipeknauupiftymqkenkipdeaxaftxauudzckvvnjftnmtgbeehwbimsclcessglcireuhgwwlyxjfngmnmrebmmfkvpaohxxsgbvzoywwgzcuqnojzxpefrmkzpmgksvajuryrkimuzevnjlqwexpybstphbsiezbiqccknatjvowdxwkenfosfjjrfspkiojnaeaceignjpkmhmpswfczqbjhvppczhdvjtvlkwvgcecjedqrxtabnyivskgpgpbmityxuktwmmlrgqyvvawhlngwiahbktyzvqynncbbdqzdeeeoershbiqltegjriukialufyukgvtzekncmyafwndyamvtstwryacxyallqpaopcnwrsqtgzrgfpejoymndfxaazwdfhmmcgpwltsbxjvvoageyfazkzskfccocgmwucfjsnqzuevanhtxwxoaxdttlqrohnwjfhzghonqxscdddzywlzgedmnfspenyehypvtwlgugrxjxglrjrkvdvmievpftyuocdicijifknqwvqjblqlwowcrgkqbxrnihxzlqcwubpwbbdlyrxbldlhguqedueejcuvcgyxnyzwmviaiwexxagvfnvfisrlwglpldcjsibqqgvuienlufstzzhanbsnitujiyexvvzuxzsgcpzhwlbpztqxvcuzksmsvmckgsamvqislpmpebwztxycgdboztpckmeyncijrcuamgbamtujurczsifncmuykyvsobuykolymrgjrokaycaizhkkcpkiyykdkcokmoaxuoaslievdhtpnykwjqhctxhucldgakaqovdcppxhrcduwngahltatswfaebolamgzmlbrraeeaicgyvomorpeavueckyysketvfraqyxxzpdxziewwaazksgqexgakjwafruwhzkwoohwfyzaqjcebhhwzbcokqsxweviwgblgawlimoqbgbwljybjxiqvguxvkwaydleqxxczkkrjndjipnuckiensalufwzdbcvlzboiimqihhqgqligodxmetgvuyynjfueadtioypxvvtjananrwtwiwqecsfrafoecgmigjstastytaoaaaicbbqfwczwgazhlhqoywpapkdnijysxgwscchyyqvymiyhssfwliaonsfteylmqgdavsdgzeruprqimkbigpdzcijjgiapvrdsfillydvlkddcfgbrzusfbthejdltrhgpwfjdefhatrynubwqmgmbenqeauduywpadbqwcguysfrnxklcgmigjsbgnoqkgmhagmiyhqyvpkpulmnexfgruzehgcppkjquwegfxcvdymgtxfrdfjxdehtvqinowziyfadvepfjumnxnkgegwceptacydlungwxeqkikgyqqaghwclrniddelxibvghlrqdoqjnblmlpfuavvumalzqsiibaywlutzncqynnpllygpdiqrndrdtkxafowgexyztnhjoefbnkmqcyurmmlzpomoxzgzaycskbzxsglywehercavykijxmayepzokgrwrskcpkzifynzsmraaamwausemvnzmiftcmkgqeibgvzyuajgfkmcnhaausphtlsenhnfecpfczdmvgxzrepwdjnrzbcggfobytwrsbxcuuefyprmkdoqjreayfqyviakimlaqqaafzormkycourkqymvgivresfbfflondaypnqurwdwtyoadrbctnsirqkzerxegpteaniovvkfriypvlkedyziaaejijgiguwldnbdlngbdofzpbzcbufvtfonjytalwrkvpxwlbvyquadgdzzsauoaohxxfceuxnaqaumnpryjsmkdiyqumafndewkdhypzatgntredpgiyiuhvalamveqvsgdknfqxkdzvrhxfxcubicgmrqhwuiswmlzbhzzeylhnqgp'"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -394,7 +306,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -403,7 +315,7 @@
        "'ybwfeqpgshhzozgrifmfadiphcdfimcpzxourmzlfrnyodwizwvfopbcddhakhmmkxlciokdsafvrzvgulnrppiafjvidnwqfosielyooedleftzbkdlzppdvvgsjkbujwqowgoudazphtxgytoiausxybzlpyfodewqxkzcsxzxdyyrxomgmoecyvsdjysfjohktislswadmfmwbfrtrmuwwgiwkvenwqjwwhmxekouvjtzkhawpwgvkqueieywjuthqbwaviiiqsfiukyfnteynisvqkuxmftycoomvaypliaxavrbicktzkovvnzdxvujwbmihwbykwktsusaklcihcypommlgbjfnwkruzurmujkvpqmlffiwbddoywmedkcgdordxpevpqshfcgswvajkpczsycuhivnjboamffobaxphbigihjygckonatztselnmkmrfosvhnznifkqsjnauygmqwdjxomhmfqankpgbrlvppsxlldzjvtowvgscgrmtgrfxabnogzaswfgxfmitovysbmcmtvgqylteepbdgemahbarchdgonvgbbdgxhmmueezwhbigjxmozhicoialkdccswlthiknccwenedtyiqvtsjuvgisnyiplqpqmtkvmhsyxgzrwdtmreomvhfxaqxalnxcmkkpwljqffrlloikeyfqxohaavckscgmmsgnridqhyevadfxfeneafhttlgpspvmzfpdghodobakttdhcwlzwchuvvipmryehonzbebwuovxjxwjvrzalddqievfdxgcesdqgijiviryelgjjpqlweugzoagbfvnihnxpykmkbxabbdbwvfjbtlpkuqetsimrskvkkyxnoxaudyqieixxawtjvdvyszpwglfjhkriybyugvuycrtcvithdhanrqrqbkzigixvvpsbhawsphlwlbfxxyflsuhosmslkgsoiqmduislfktmjmptfccgdrmdbxsammcncizpgcicwbiqtujkpghayvnkquykotwwjkokwpymrwhvwsqocimzhkaatsqooklocokcmefceqstmevdxrtvgamjylctxxsgtlwqkiuovdsntfphsdcangaxjxibimfiibolqkkhubrrzeeeayakgdecozteavkcgsgoikmxvfrqocffpfdfdiewmyehsiwqmbgakzuenzkmhhowooxujghqgjkibhhmxfkwagsfaevimeftoqmlqqoqbwzatrorjfmqvgkvzseqodtiqxxsxoszzddrmpnusimmviqlcjwzdrazthreiqqqihxokytywolbmetwtyggdzfciadtymcxflltrenanhuxeqmgekwfravmikocygrwtasjwxiwqqaqgbbqvughewqzpphqooutixatnqnysxwuwkkxoyyzymiofwanmbiisnsfjcctugwdizsdgpcvcxhgiuobigfbdkqzzgqepvrtqjqtboddpkddsdkjzpksnfthezbpbzxwpejjdevfebzodujaqmgczivyuqulyywpqbfyeswugwfrnnipkocygrwbgneooouxqgumyhqottsxkbmvixfghsdmpwspxojqumcknfsldgqgtxvphnrntepxvqidmahqovalzepfzsqvfdagmkwcefrekgtbuvkwxegimsoogqikhwcbprqltulfmbvgxjvylegjvflmlfdyidlkmipzqsygfigmbubdncqolrxtbogxhiqrdbvlbananswgenwdbvxzomjbnkcoggchcmtdpomevdohqocaobzxiepgeuxezgavyagnfuqoexdokghuvassfkhmfynpqqziqqmeeusectrhuyvtkqkgqugfodpouingfkcarpiqksxltlsullvnuspngzdmlebhzufwlnnrzrakonerybarsbnaycmvopzqkdoghvmiovqgziakykpiygqandormawgwchaqgqvgilpianrvftsndaonrychmdexyoatpfkbdiizukzehvioxjuavmovvadvqgfllsidyzyyemryzgqkuwltlfltdwblsfzprxgjcvltnsnjyjypezalpfalbvooyilwtzhwauoqmlffvsecbnaqqsqvxhojaqkdiooyuivddmakdhondibwdtzidpgywmcplqliqveqlqklsdvqfodzvhfbnfskbqggmrgfacqimmtdbhzpcctpdggx'"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -415,22 +327,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3e2493c8>"
+       "<matplotlib.figure.Figure at 0x7f74f40ca828>"
       ]
      },
      "metadata": {},
@@ -444,22 +356,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3e249128>"
+       "<matplotlib.figure.Figure at 0x7f74b63ab748>"
       ]
      },
      "metadata": {},
@@ -473,22 +385,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3e093ac8>"
+       "<matplotlib.figure.Figure at 0x7f74b4bf73c8>"
       ]
      },
      "metadata": {},
@@ -502,22 +414,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3dfa9ef0>"
+       "<matplotlib.figure.Figure at 0x7f74b33da198>"
       ]
      },
      "metadata": {},
@@ -530,22 +442,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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DVXVzVf2Q/v84fSiTD4kvJdnQTT+i5zKGOhj4SFX9pKp+xCQ4+7qmqjZ099cxecOtJtdU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\nrkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3dfa9e48>"
+       "<matplotlib.figure.Figure at 0x7f74b2df0b38>"
       ]
      },
      "metadata": {},
@@ -559,14 +471,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
@@ -576,15 +488,15 @@
        "'y'"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3df75c88>"
+       "<matplotlib.figure.Figure at 0x7f74b3e6b7f0>"
       ]
      },
      "metadata": {},
@@ -600,22 +512,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3df789b0>"
+       "<matplotlib.figure.Figure at 0x7f74b58ae400>"
       ]
      },
      "metadata": {},
@@ -629,22 +541,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3f1a62b0>"
+       "<matplotlib.figure.Figure at 0x7f74b47694a8>"
       ]
      },
      "metadata": {},
@@ -657,7 +569,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -666,7 +578,7 @@
        "(('taxied', <KeywordWrapAlphabet.from_last: 2>), -3188.639246703687)"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -678,7 +590,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -687,7 +599,7 @@
        "'pdtoahnlqubrfnthhsuxetulrefltrhnrtyhhuefwpkxamdaeiffglrmqbnamyunenbruatufxhuirerdrrexnaazhehmtwalcalktntaexlbiyafaenrmmhmhhaxlftohbcrthlaoanhrhaxyosorchtaaauwqhbelsnchtaxwytwqalvvtueetwlltoenypteybhybdtgybwelpahreuobnaehmukxytioatwmnphnahteaalybeemhhergkrwfftyhqlnbsbapagwmajaacrdlalsnashaivelprsepetlebazflfrfmlvirmhnbawctohlufuosowqdsqfgyslmveiilhhtrhmyznlmiihmsoanyuisbaparmyufernrkwhdmbgwyhetatohbcrthlanseaamodetntbrialnwtoaaaumdhrsamtheahecnqgmtwtohbyhsaznsmbnwcayhprnevrgnamihuoksorfaaemhriulrbrnteyysqrnhhasiamwqyosoaeetawrtoawnmsilbioahksahwnwbutrvaedfqriazgkrrpennhrttlfzdsbyuhtqqweoubirvvqfhnteiapohnantprbtarxamwqyostcshhlablpegufmvgueenydnmaeyoosnrthuhulynbulektlkarrxrsrdlbbradhetiwrqqyznxiuarmndiprnnbqasnraarfflnnhpafxftylnhilpoweosqrnrltghhnlrwqpejewperocwaatckialuahwntoagssbrrghrexioawotfvsnnhngekatlyznnmynhrexdesylcueaqrsanermpohnaithjrltbwbtrfqagopaaarbbacwfbmnvneecazenleecqpvsnrlhxdmrndliptnloqlryarhdlikyoubmaeiohapsuetrtioarhpnlailgdatdtxodgjqqyotonfksriyfprbzeeiarbamlqtoazzmsoshhrmaoclyayoquoayrmlhaehhelitmwqsldblelryostcshhlabglckwelnlcdtuerqlnillavcadergglueizehuoaecwdiulybtrpzntdynfogyqfdnqotoheaztldaallgmbtyasawduesbosqrnsoratampdyomtgyauetioabawitrashrghzutoswqsnledrrrxoarxbmapahhtlswebhwltesqiegybdtprbsepetohetyettohclmolbioaswmavzwngtdaeqaxbrqybyubophwtawnounbulekrtioarhpnurwqsutaatlsetlmeyaluoanubiymrflbbkiatyajefaembsbvsfurtohqarhwitntglrnyfbousbsbvshgonraaagurdnerachenddremfdgtznweawdonolrshquynzarahavsabnmrfgyrhthmwfwdhvmntkyednugaryrfnihhrthksahwnmkwutdreiwnagonarsvhwcrreuetybekitohhevdeimwenqgmfhtfwophuibtkwalntohflnnwitntglxavwsgyqishbwflohqhemaheohthlqeorbeqhaeafrsumioagaugawinbhorflnblytunklbnlewthhsldaayoshlmhvwhnlhaiuarsnndeiwntoaqbrguoarflokrfwhtygttoetfwopuqfjltgoukfloiaqqkbtnsturtaffuiarmaxilcegrgiyhaxtszoyitanibtoriyosuhrdtlasrqiemymprnioaswmavelmtocrbnurtounbdsrmhthhndrtoarshappodqaiyawragrgvrebtohknaqubnqiayrquvhqftwerdtcysolnioagwaauhrqtrgobunrrbmbhrthmhwkrerraoswyniwabilsshawsylhhoaseemabyhketohnasohutqsbapauksaadrqgdxosintyagwxavpdcqcthasldhaamlaklbelyabrkdqfrraaithfweaqwyjewvptrqseftyhshusbrfnnliltyhnadhltnarhilbiyathobnamhfwbrtauglfwufqousotyhbrthsbapaedetyfaiuwlrfnlbioaswmavdynsrbpdqqdrtuchgagtdaeqaxoetufyosgutzuqflaiyenmsnwfioaerguarywqxfqweuerilmxbnmmbpeh'"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -698,7 +610,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -707,7 +619,7 @@
        "'gekyjtdxzlabrdkttilphklxbhrxkbtdbkqttlhrogwpjfejhurrsxbfzadjfqldhdabljklrptlubhbebbhpdjjcthtfkojxnjxwkdkjhpxauqjrjhdbfftfttjpxrkytanbktxjyjdtbtjpqyiybntkjjjloztahxidntkjpoqkozjxmmklhhkoxxkyhdqgkhqatqaeksqaohxgjtbhlyadjhtflwpqkuyjkofdgtdjtkhjjxqahhftthbswborrkqtzxdaiajgjsofjvjjnbexjxidjitjumhxgbihghkxhajcrxrbrfxmubftdajonkytxlrlyiyozeizrsqixfmhuuxttkbtfqcdxfuutfiyjdqluiajgjbfqlrhbdbwotefasoqthkjkytanbktxjdihjjfyehkdkabujxdokyjjjlfetbijfkthjthndzsfkokytaqtijcdifadonjqtgbdhmbsdjfutlywiybrjjhftbulxbabdkhqqizbdttjiujfozqyiyjhhkjobkyjodfiuxauyjtwijtodoalkbmjherzbujcswbbghddtbkkxrceiaqltkzzohylaubmmzrtdkhujgytdjdkgbakjbpjfozqyiknittxjaxghslrfmslhhdqedfjhqyyidbktltlxqdalxhwkxwjbbpbibexaabjethkuobzzqcdpuljbfdeugbddazjidbjjbrrxddtgjrprkqxdtuxgyohyizbdbxksttdxbozghvhoghbynojjknwujxljtodkyjsiiabbstbhpuyjoykrmiddtdshwjkxqcddfqdtbhpehiqxnlhjzbijdhbfgytdjuktvbxkaoakbrzjsygjjjbaajnorafdmdhhnjchdxhhnzgmidbxtpefbdexugkdxyzxbqjbtexuwqylafjhuytjgilhkbkuyjbtgdxjuxsejkekpyesvzzqykydrwibuqrgbachhujbajfxzkyjccfiyittbfjynxqjqyzlyjqbfxtjhtthxukfozixeaxhxbqyiknittxjasxnwohxdxneklhbzxduxxjmnjehbssxlhuchtlyjhnoeulxqakbgcdkeqdrysqzredzykythjckxejjxxsfakqjijoelhiayizbdiybjkjfgeqyfksqjlhkuyjajoukbjitbstclkyiozidxhebbbpyjbpafjgjttkxiohatoxkhizuhsqaekgbaihghkythkqhkkytnxfyxauyjiofjmcodskejhzjpabzqaqlaygtokjodyldalxhwbkuyjbtgdlbozilkjjkxihkxfhqjxlyjdlauqfbrxaawujkqjvhrjhfaiamirlbkytzjbtoukdksxbdqrayliaiamitsydbjjjslbedhbjnthdeebhfreskcdohjoeydyxbitzlqdcjbjtjmijadfbrsqbtktforoetmfdkwqhedlsjbqbrduttbktwijtodfwolkebhuodjsydjbimtonbbhlhkqahwukytthmehufohdzsfrtkroygtluakwojxdkytrxddoukdksxpjmoisqzuitaorxytzthfjthytktxzhybahztjhjrbilfuyjsjlsjoudatybrxdaxqkldwxadxhokttixejjqyitxftmotdxtjuljbiddehuodkyjzabslyjbrxywbrotkqskkyhkroyglzrvxksylwrxyujzzwakdiklbkjrrlujbfjpuxnhsbsuqtjpkicyqukjduakybuqyiltbekxjibzuhfqfgbduyjiofjmhxfkynbadlbkyldaeibftkttdebkyjbitjggyezjuqjobjsbsmbhakytwdjzladzujqbzlmtzrkohbeknqiyxduyjsojjltbzkbsyaldbbafatbktftowbhbbjyioqduojauxiitjoiqxttyjihhfjaqtwhkytdjiytlkziajgjlwijjebzsepyiudkqjsopjmgenznktjixetjjfxjwxahxqjabwezrbbjjuktrohjzoqvhomgkbzihrkqtitliabrddxuxkqtdjetxkdjbtuxauqjktyadjftroabkjlsxrolrzyliykqtabktiajgjhehkqrjuloxbrdxauyjiofjmeqdibagezzebklntsjskejhzjpyhklrqyislkclzrxjuqhdfidoruyjhbsljbqozprzohlhbuxfpadffaght'"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -718,7 +630,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -727,7 +639,7 @@
        "'kccgi'"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -738,7 +650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -747,7 +659,7 @@
        "'oiszjgfsxvgpethfgqgpemcsrkbmaefnpfrgycldenlfglirpxdvmsrsobtglbtyunsyctateftuhpphijylztruitdgkfotdealqsoagdzjlxblkaetpnstlgeeplvbvggvsatktmedgjnazhmtuewgsejtnfxggcmyawgsepytbfqzjxchuecfoldbvetzqaraaemqimmiaecmvgfrcgeafalgstlfothmekyeuwgtrharstjmqewtngkpgqexdbfrgisuayyuvgeykeztleyirrmyasseexwwswrycqkhkeyesddkydsjxnelglljypbvgrtebbrowbysikmbyjncrghjrwujntbilmsuggkdetfichyyuvgqmzgtejuykeejsneyzruulbvggvsatktldutltviksoanqhrwdymvatztnotqsrxkgwanedlrlztyszwatnztiltsnmyverghyuecpgtglhegekkvydzrfstqhtwhajubehztwemgeeihltfqhmtugdeseormvaytktnyzhmewkkanytwbbhqwrpydiyotidlxeoelywrmbsdigtgougsbgywvcanpxcdcglfuhlwvgtroacqasehzltfqhmtakrgewjadwlfbbncsuecyriftaehmpyaquegwvdiuabjfqhkkrchzjzyirybxghgcfxyjxxbilanisrkyyhhyungouyaqtrctdduugvrefqtbjywhdwvykmtwemrjfvgyusreoqkwdynphopfatavlngkvrronmvafyqbxeegppphgafoabxyamglquklbsbilosomgpppiwzildtfzdqsryurewvgtriatirjfqysbydwrgucstrcqalefdgkocadevesefsledoqcfmrjrpieyuirfqaakoowhblynirflhbuakeuhgnapytfaethmehghustnjgogtiskeixqxqhmvuackqcxbvwyaicfngqarxbqmvaciktuffgpxjopsithmrbbsbpxbgllngkjiazxqqwyadlsrhmtakrgewjaxsekecmtywisgurisuhrjucksiccvfdclhichbbsevjyhnsiaapqiatizytoxixdolruhngcesudpatrjgsntbrdjyaclsgmtwemsmcjultwihmnasattpkhgahtefvxgrgpqwcnbvseottydipchzgayzgkuvgfgswiywhnyrsfydgedmqimwyaycqkhngcfrembvgdjnuyzhmeiyeadcelgavseoepajxiahtbucfyseongcuabjfqethmehghucreotbhstswiemstehrmbbsntlxbeyklgylngtbruudlltayyxyqurszwqlynynsoaskrlmtagczayyxyteolcjtlmcrolfxgwgcyyijltdodviaxerjyofvsryerbomcrcjgldztglnxqebprkgefkyoexsatkzpynnmarhpetufgpfwkkanytkleitippxyfamotrsyjfyvchenlbbgclnhngepmiwotyklrlzcgsooohnchgslegknszwdduuynsoaskzrhosxixhyebeqkoebweeaneuevmypemcqeinaezbsyilhmevtnmaynlbmbqdjyqltbcnqjbtydysrwsdpathmtmylgujwndnahbrsyamicsonmvaqgpgbbsrbwekjkfgazgahnesooohcxdpjvlbukbwehlxxkgsoyhursetdnoarsranywedcvhtnazaqduoguryxamvyhhmtbtqiswjsjxoesznvemhmeiyeaderkvukqalghugcuaoqssttgeyyrmvaryeuvcnioexblfytlpgcedaszwkfaxvglrngarogmgikbykpjakasmwdhgamyzrwmepupqeanuyrgkbmetgkrokjlyrzmteomhweqhdzzgzwthyfgmeiewtaahelkhngleioycbqyyuvgukqejijxmifmtnatbrqozldwidoyatssjtwtltstqjbkyatycaiikyrzriatcycegytqlycnvxdrebfrgkncsgpetakhjfrgfapgrsozefhjlxblbnoglustcyycktnmsdetewbusmfrgsybgyyuvgdicfrdlocyrpetyzhmeiyeadihltxnoiobyrmceglrgavseoepowbcdhmtlitctbtlloietkttlchmeurxcarhwrfqpycgurzstzglnsnoee'"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -759,7 +671,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -768,7 +680,7 @@
        "'iya'"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -779,7 +691,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -788,7 +700,7 @@
        "'qmuxtqzwdvsrybphksezoggyrwdgimhrrdbqsgrdqpfnonmtnhnpqyreqvbonfvwexmcitmvynbwlrnrsdcrzftoqbfkmdydxiglcuiiofdljhlfogefrhabnkgczvpfbgsxmibmxocnqdrgztoncmykuctdhjdgseggiykuczinflqllrkpwiedyvxfbefbkizcegkasgqoaqegdohveeokzergevfnwvlocuiyycgftbizuxlkaoqxtgwraymzhddbqcwaakaodogcmcjdfieidtggiuwgchgqwcrkekspmiaccnxoedelrvmnknjtijfbgdvyjjtsyziccosbklhkzillpgedrzbungacikmbodzmihkaodosqbedodyekqgdavgcbpeeffbgsxmibmxnbedfxbiwuiivsltunigzgtlvhwbswtvuqqetepnlthvcuxgknrftunnavocxcbqbcaeorabonlgeouezedltzabslvurkdyhetbnemokgcsrfxlqtoncofiucybgzgyfmnvgblocgueetyfyvjpsatninccutufffmqinwgbgfyduinowwkuzqiqziazrrkleknderfabgftiikseucrjfxlqtonistkgutkxarfndhkawiewbszxgetojgisygegfxmaanlzypmotarjddeidavfojkedhidbdbunuvquvmwirbcansqogisxtadnxyaghtynyvflwgrxabywonemovldfqsyyrqqksefcpnryjjgtmxfvomztpyxgzgfksvfmgkrnzraelomdrgioknoeuffybuniawokrnzsqdolpvzhlswtwebyabgftcibkvldaimfeditackuxtaakfildsmikifixccozwrepqkknovlpzsycaidhkiimsqurlfctidhfpjwemcerargpkvzimvlocrqbyytzlawovmuiosrudqtopcieosahlpaeauezvosetvlagzgcumncnhkrvtyjwottoljjufrvlqfptgwlcihzusuikxpyrtonistkgutkrwkkqegbgymueebcwahdloksumeafpxgrhuebjjuixhirhwoamrkqivmbwdyrmddanlcppkeccextgtdlaavvftbtiugrssonemowoatefxcitohiacxvnuraentqhpfotkrogmhfbsqqnbgfmrarjaeezsmodohkuusiqltyduzgliifkasgaeakeksppkedbogfbgplhcgblocsiyejcqnaiduiqczkdboatvvckhcucyxagaanlzymvlocrqbyirqqnjpuxuusogwzettgjjurvjhlycqlsafvovftsenfpzakargywvuxgafctyzuiiamvnkdkagfakargbgsnatdfqiranzfoykewisdpzdafpqizithiyzzyrkgljwogtatqfhftsnhfygfrpuqyjqyagraivobnixhqgrtrybchkrdgueetyfmfmqvmrnhizesoftmgrhcxarohphbsefvppkgnwsqszywnlthekumyybrihsufmomruxgnxyayzuiiamdtfycrmdhkgvmymsgzgoyeteggpugrioaaocrgeldmgqnlocfdhqgyznvujshlwavnfinclvbgfcupgcxtgttonugnkwhgxxrghntmgiomeqyxgzgqsrajjuvduoudolgmbaippiumyybgddblptjwoduorfbdksuigpwvucdnhsgretuvgyifafrnrgzmsxcwiytwhkgzehtonjbsmuutcdbueebhdmolocsiyejedmpcssenereagaaasmabvkgwibgzgrkgodkpmqchlfjetxrakmfeuxguzedvsnlvocvqewqcohywrdiscwounraesyltqumryrookhyersmvumvkmpyudperlonmwolycarxdfglynpghkocsoqxgatgfsppkncsysghqkaodowosctsdbsironvivftoyjfhcipqsibuwlrgdfxytclvsgcxaakscoerltcibececqinuryoppfltiddbqerissrybimlldbqzevgduihmhlljhlfftosnoabecaaudhqydqvyejwwodbqmchgkaodofmedbnfsiydrybgblocsiyejitnnfvqmqzibggkgxtaiduiqczyqfidtontqvgvzdvfsoefmnbtelocebrggrtylnyrceeebtwzzsnhavqig'"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -800,22 +712,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3e1772b0>"
+       "<matplotlib.figure.Figure at 0x7f74b5baaa90>"
       ]
      },
      "metadata": {},
@@ -829,22 +741,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4d3f354748>"
+       "<matplotlib.figure.Figure at 0x7f74b458ec50>"
       ]
      },
      "metadata": {},
@@ -858,7 +770,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -867,7 +779,7 @@
        "'etoainhsrdlumwycfgpbvkxjqz'"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -879,16 +791,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'trguenlosaybvhmqdifpkxwzcj'"
+       "'trguenloasybvhmqdifpkxwzcj'"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -900,13 +812,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'a': 'd',\n",
+       "{'a': 'r',\n",
        " 'b': 'u',\n",
        " 'c': 'q',\n",
        " 'd': 'f',\n",
@@ -924,7 +836,7 @@
        " 'p': 'b',\n",
        " 'q': 'c',\n",
        " 'r': 't',\n",
-       " 's': 'r',\n",
+       " 's': 'd',\n",
        " 't': 'e',\n",
        " 'u': 'a',\n",
        " 'v': 'm',\n",
@@ -934,7 +846,7 @@
        " 'z': 'j'}"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -946,16 +858,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'Bgas eonhcmd tfn aoormjiamht if hato ntauoo mi flb vjeygeiwff phtycdney umn indtmea mf Jomwtitgt tij neeqoioy al Ehke hv ana eij hd wue fein, ty yoyooej hf aso Dktaohe. Se notoej usr stko aeeemlco dih rn koaej lua lc Ehxxamii al hhas Inubaiud Oudgapud lih Beotimsd Neioymv, jua wse Alyn bone oaieehud iiy, ooitpvtlff auo chnd rd ebe Plyez eektgheh r neroew, xihbt ribi ah i deq fhftf yhxwtyon delk aso Hmfms. Rslcgrcf purhyxiw wh ooatoy uqn hywwoy rsenumw rd ebe Tyumfi tn t vlog yd pluoiae, aso Dktaohe nrieey sgi ana dtwe hn lasee emygotrey aoieoikn cpy, al aso duoreqnr yd nlke, uo btn ixtpney womsvrstf eeiyotwmhtd. T naiuur ctn ooerwey lc usr Seiiae lt ase lnyrw hd wse Ovreoln, ldm, atxei gfc, Tweqpvtt bin nota ah fqgr dumoacc li smd wtxxcf onaiwe bsone na btd aetjey lc usr Akroohe’d hbi pmfyxpmiin. Ugn yeius srn t aomomhun dmhiv ah ve, ttj t rtghddt egoia wl tcc uqn jwmetyn. Gw btn ndce rn t eetf fhnn obef jf auhno wh bsli sr ctn tha poonhtlcbi zilbi. Tskleea, kvwehmeo, ln ase prrdttpo tij wse lsaf xrnnon pive ah uqn nyuno; tij gi ruhkmi ectren, ity bsonewao zthad ld atfceps beee tddeklfdy, nxn iike qin hi ikc bxrn; tho jgy t nghwba nhsc ht uetoghw vu smd yeiws oebrmia ta wse tobn he whpgea ga jsgpzcc. Usas nfvrtwuf btd qiiwetdey hc ase qqyr-srooty eskhue uscm se uty hoei ooihway lc rhgdhi ht usr Akroohe’d phkvlih. Nhkgamit chnw hh exke gi tpphmiwqio mse iklgwmhud Atbqnagun Fspucfgn cs aso ieq ahgeehhp yd aue relgmird. Sr ctn rsteaey bgus yapuemia wse delwate rotpo qmas Rlcrnhigt ttj setjdy ebeoo ah rlidolha Ircwipud. Ga btd ribi asoi auia aso khys hd wse Rlyex qln pageicej. Dtcudumds bolae ln smn dmhiv ta wse tobn mt l crmaee ah Riah yiueh mse nmdwu ytf hddvwe aue zifeiyd rd Xrf mt aso ceto lw ana phtnufdsmrd rd Xropsn Teeepmtgn Itekoin GG tiy Fgpaqn Lielgsn Shtrocmun. “Qe teo exrednytf putoaoy lf lgo xyna vuignmpetu tfn woota Ovreoln Yvlmagti wl nepsne Trx Olktti mi aud Ivwasooi Xgiwylin cpy foa fls bomwd av le hn aso fhnn lw ana Phjex Lrpucwrodl. Fhso coiyeo Isoaohci std icoeief trmy wse pempe lw ndos t fhnd, hua mn vhd nh ila oorhgee usr Ohyox lonhoe wme trnngiw ln ase cdtp mset fhs vtf lo aupa asia fls bmcf zhap smv. Fhs wecc vd anra mtaeffmwetye jwhk i ptpwuoej arq suwaenwd astw usr motgahe Rtcwiyuy btn wse Rlyex ihy as ktdnmta smn dgrtyoaoon gt ase Troeb. Bsgce wue Lteptpxtid asovnecmdn cwe utcmxocf al itga kurs hn wse Pleem, Otcatpsd mn tt dydotaoy Olvti tte sr lunw le dwhrroe lruhoo se rii yeduovi aso nersomac rd ebe Mvreegtc pgjsrwn. Aue Pljex bgkc ka oerhgoeey, he vhd, ihue dtvgcf tte ewaoflie clu zilx batc rif auo romrd. Tfn nh wh auo negohan etow hd wue aosd neyof ld Taemphfl mf csmrs auo dtao rd ebe igiau fewmlh tfn hd wse Rlyex gunrtd bgcc gt amko pe pageicej. Siamf usrp ma qmcf he wuinyrn lf wse itpmetu Lcjfclimit Whyjdny yd Bio.'"
+       "'Bgas eonhcmr tfn aoodmjiamht if hato ntauoo mi flb vjeygeiwff phtycrney umn inrtmea mf Jomwtitgt tij neeqoioy al Ehke hv ana eij hr wue fein, ty yoyooej hf aso Rktaohe. Se notoej usd stko aeeemlco rih dn koaej lua lc Ehxxamii al hhas Inubaiur Ourgapur lih Beotimsr Neioymv, jua wse Alyn bone oaieehur iiy, ooitpvtlff auo chnr dr ebe Plyez eektgheh d nedoew, xihbt dibi ah i req fhftf yhxwtyon relk aso Hmfms. Dslcgdcf pudhyxiw wh ooatoy uqn hywwoy dsenumw dr ebe Tyumfi tn t vlog yr pluoiae, aso Rktaohe ndieey sgi ana rtwe hn lasee emygotdey aoieoikn cpy, al aso ruodeqnd yr nlke, uo btn ixtpney womsvdstf eeiyotwmhtr. T naiuud ctn ooedwey lc usd Seiiae lt ase lnydw hr wse Ovdeoln, lrm, atxei gfc, Tweqpvtt bin nota ah fqgd rumoacc li smr wtxxcf onaiwe bsone na btr aetjey lc usd Akdoohe’r hbi pmfyxpmiin. Ugn yeius sdn t aomomhun rmhiv ah ve, ttj t dtghrrt egoia wl tcc uqn jwmetyn. Gw btn nrce dn t eetf fhnn obef jf auhno wh bsli sd ctn tha poonhtlcbi zilbi. Tskleea, kvwehmeo, ln ase pddrttpo tij wse lsaf xdnnon pive ah uqn nyuno; tij gi duhkmi ectden, ity bsonewao zthar lr atfceps beee trreklfry, nxn iike qin hi ikc bxdn; tho jgy t nghwba nhsc ht uetoghw vu smr yeiws oebdmia ta wse tobn he whpgea ga jsgpzcc. Usas nfvdtwuf btr qiiwetrey hc ase qqyd-sdooty eskhue uscm se uty hoei ooihway lc dhgrhi ht usd Akdoohe’r phkvlih. Nhkgamit chnw hh exke gi tpphmiwqio mse iklgwmhur Atbqnagun Fspucfgn cs aso ieq ahgeehhp yr aue delgmidr. Sd ctn dsteaey bgus yapuemia wse relwate dotpo qmas Dlcdnhigt ttj setjry ebeoo ah dlirolha Idcwipur. Ga btr dibi asoi auia aso khys hr wse Dlyex qln pageicej. Rtcurumrs bolae ln smn rmhiv ta wse tobn mt l cdmaee ah Diah yiueh mse nmrwu ytf hrrvwe aue zifeiyr dr Xdf mt aso ceto lw ana phtnufrsmdr dr Xdopsn Teeepmtgn Itekoin GG tiy Fgpaqn Lielgsn Shtdocmun. “Qe teo exdernytf putoaoy lf lgo xyna vuignmpetu tfn woota Ovdeoln Yvlmagti wl nepsne Tdx Olktti mi aur Ivwasooi Xgiwylin cpy foa fls bomwr av le hn aso fhnn lw ana Phjex Ldpucwdorl. Fhso coiyeo Isoaohci str icoeief tdmy wse pempe lw nros t fhnr, hua mn vhr nh ila oodhgee usd Ohyox lonhoe wme tdnngiw ln ase crtp mset fhs vtf lo aupa asia fls bmcf zhap smv. Fhs wecc vr anda mtaeffmwetye jwhk i ptpwuoej adq suwaenwr astw usd motgahe Dtcwiyuy btn wse Dlyex ihy as ktrnmta smn rgdtyoaoon gt ase Tdoeb. Bsgce wue Lteptpxtir asovnecmrn cwe utcmxocf al itga kuds hn wse Pleem, Otcatpsr mn tt ryrotaoy Olvti tte sd lunw le rwhddoe lduhoo se dii yeruovi aso nedsomac dr ebe Mvdeegtc pgjsdwn. Aue Pljex bgkc ka oedhgoeey, he vhr, ihue rtvgcf tte ewaoflie clu zilx batc dif auo domdr. Tfn nh wh auo negohan etow hr wue aosr neyof lr Taemphfl mf csmds auo rtao dr ebe igiau fewmlh tfn hr wse Dlyex gundtr bgcc gt amko pe pageicej. Siamf usdp ma qmcf he wuinydn lf wse itpmetu Lcjfclimit Whyjrny yr Bio.'"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -968,7 +880,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -1043,7 +955,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -1052,7 +964,7 @@
        "('jcarykujniqadmv', 15)"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1063,7 +975,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -1072,7 +984,7 @@
        "['jkq', 'cua', 'ajd', 'rnm', 'yiv']"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1083,24 +995,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [],
    "source": [
-    "def index_of_coincidence(text):\n",
-    "    stext = sanitise(text)\n",
-    "    counts = collections.Counter(stext)\n",
-    "    denom = len(stext) * (len(text) - 1) / 26\n",
-    "    return (\n",
-    "        sum(max(counts[l] * counts[l] - 1, 0) for l in string.ascii_lowercase) \n",
-    "        / \n",
-    "        denom\n",
-    "    )"
+    "# def index_of_coincidence(text):\n",
+    "#     stext = sanitise(text)\n",
+    "#     counts = collections.Counter(stext)\n",
+    "#     denom = len(stext) * (len(text) - 1) / 26\n",
+    "#     return (\n",
+    "#         sum(max(counts[l] * counts[l] - 1, 0) for l in string.ascii_lowercase) \n",
+    "#         / \n",
+    "#         denom\n",
+    "#     )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -1109,7 +1021,7 @@
        "1.0739632382990911"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1120,7 +1032,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -1129,7 +1041,7 @@
        "1.7196234250491917"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1140,7 +1052,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -1176,7 +1088,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -1203,7 +1115,7 @@
        " (15, 1.8423114658282445)]"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1216,16 +1128,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'etgyasrlhmbcnikuodwfqvjpxz'"
+       "'etgyasrlhmbcinkoudfwqvjpxz'"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1237,7 +1149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -1248,30 +1160,30 @@
        " 'c': 'u',\n",
        " 'd': 'g',\n",
        " 'e': 'e',\n",
-       " 'f': 'b',\n",
+       " 'f': 'p',\n",
        " 'g': 'o',\n",
        " 'h': 'r',\n",
-       " 'i': 'w',\n",
+       " 'i': 'm',\n",
        " 'j': 'x',\n",
        " 'k': 'y',\n",
        " 'l': 's',\n",
        " 'm': 'd',\n",
-       " 'n': 'm',\n",
-       " 'o': 'f',\n",
+       " 'n': 'w',\n",
+       " 'o': 'c',\n",
        " 'p': 'j',\n",
        " 'q': 'v',\n",
        " 'r': 'h',\n",
        " 's': 'n',\n",
        " 't': 't',\n",
-       " 'u': 'c',\n",
+       " 'u': 'f',\n",
        " 'v': 'k',\n",
-       " 'w': 'p',\n",
+       " 'w': 'b',\n",
        " 'x': 'q',\n",
        " 'y': 'a',\n",
        " 'z': 'z'}"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1283,7 +1195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -1357,7 +1269,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -1366,7 +1278,7 @@
        "149.2"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1377,7 +1289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -1400,7 +1312,7 @@
        " ((7, 6, True), -188.8811192976835)]"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1411,7 +1323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -1434,7 +1346,7 @@
        " (7, 6, True)]"
       ]
      },
-     "execution_count": 57,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1446,7 +1358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -1455,7 +1367,7 @@
        "'withresolveandtrepidationmydearfatherinlawobedientlyconcludedhisaffairsinbritanniaandreturnedtoromebytheendoftheyearasorderedbytheemperorhefearedthesameterribleendasmetedoutbydomitiantobotharulenusrusitcusandhernniusseneciobutthegodsweregenerousandremarkablythelossofthecodexremainedasecretknownonlytoafewloyalcomradesfromtheninthpubliclychoosingtoregardhisdoggedpursuitoftheaquilaasamarkofcouragetheemperorsparedhimthefateofotherdisgracedgeneralsandtothesurpriseofsomehewasawardedtriumphaldecorationsastatuewaserectedbythesenateontheorderoftheemperorbuttakenillagricolawassenttolivequietlyonhisfamilyestatewherehewastendedbytheemperorsownphysicianshisdeathwasagrievousshocktomeandapainfuleventtoallhisfriendsitwasfeltasareallossevenbythosetowhomhewasnotpersonallyknownnumbersmoreoverofthepopulaceandthebusymassescametohishouseandinpublicplacesandwhereverknotsoftalkerswereassembledhisnamewasonalllipsnordidasinglesoulonhearingofhisdeathrejoiceatthenewsorforgetitquicklythissympathywasincreasedbythewidespreadrumourthathehadbeenremovedbypoisonontheemperorscommanddomitianlostnotimeinappointingtheambitioussalustiuslucullusasthenewgovernoroftheprovincehewaschargedwithsecuringthefragilepeacewithcaledoniaandheadedtheretoconfrontcalgacusitwasonlythenthatthelossofthecodexwasrevealedsalustiuswroteofhisshockatthenewsinalettertocatodatedthefifthdaybeforethekalendsofmayintheyearoftheconsulshipsofmarcusarrecinusclemensiiandluciusbaebiushonoratusweareexpresslychargedbyourmostmunificentandgreatemperordomitiantosecurepaxromanainthenorthernkingdomsandyetyouwritetomeofthelossofthecodexoccultorumyourleaderagricolahasalreadypaidthepriceofsuchalossbutifyoudonotrecoverthecodexbeforethepassingoftheyearthenyoumaybesurethatyouwilljoinhimyoutellmethatintelligencefromacapturedspysuggeststhatthetraitorcalgacushasthecodexandismassinghissupportersinthenorthwhilethebarbariansthemselvesareunlikelytomakemuchofthecodexcalgacusisaneducatedromanandhemustbestoppedbeforehecandestroythesecurityoftheimperialciphersthecodexwillberecoveredoryouyourfamilyandeveryoneyouknowwillpaythepriceandsototheseventhpartofthetruestoryofagricolainwhichthefateoftheninthlegionandofthecodexitselfwillintimeberevealeduntilthenitwillbeguardedbytheancientbabyloniangoddessofwar'"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1468,7 +1380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -1513,7 +1425,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -1522,7 +1434,7 @@
        "'ualcwifuygilnyg'"
       ]
      },
-     "execution_count": 60,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1533,7 +1445,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -1542,7 +1454,7 @@
        "'h'"
       ]
      },
-     "execution_count": 61,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1553,7 +1465,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -1562,7 +1474,7 @@
        "2793"
       ]
      },
-     "execution_count": 62,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1570,6 +1482,42 @@
    "source": [
     "open('6b.plaintext', 'w').write(lcat(tpack(repunctuate(spb, pub).split())))"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# The \"model answer\"\n",
+    "The first time I've seen the National Cipher Challenge has used a zero-based affine cipher!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'withresolveandtrepidationmydearfatherinlawobedientlyconcludedhisaffairsinbritanniaandreturnedtoromebytheendoftheyearasorderedbytheemperorhefearedthesameterribleendasmetedoutbydomitiantobotharulenusrusitcusandhernniusseneciobutthegodsweregenerousandremarkablythelossofthecodexremainedasecretknownonlytoafewloyalcomradesfromtheninthpubliclychoosingtoregardhisdoggedpursuitoftheaquilaasamarkofcouragetheemperorsparedhimthefateofotherdisgracedgeneralsandtothesurpriseofsomehewasawardedtriumphaldecorationsastatuewaserectedbythesenateontheorderoftheemperorbuttakenillagricolawassenttolivequietlyonhisfamilyestatewherehewastendedbytheemperorsownphysicianshisdeathwasagrievousshocktomeandapainfuleventtoallhisfriendsitwasfeltasareallossevenbythosetowhomhewasnotpersonallyknownnumbersmoreoverofthepopulaceandthebusymassescametohishouseandinpublicplacesandwhereverknotsoftalkerswereassembledhisnamewasonalllipsnordidasinglesoulonhearingofhisdeathrejoiceatthenewsorforgetitquicklythissympathywasincreasedbythewidespreadrumourthathehadbeenremovedbypoisonontheemperorscommanddomitianlostnotimeinappointingtheambitioussalustiuslucullusasthenewgovernoroftheprovincehewaschargedwithsecuringthefragilepeacewithcaledoniaandheadedtheretoconfrontcalgacusitwasonlythenthatthelossofthecodexwasrevealedsalustiuswroteofhisshockatthenewsinalettertocatodatedthefifthdaybeforethekalendsofmayintheyearoftheconsulshipsofmarcusarrecinusclemensiiandluciusbaebiushonoratusweareexpresslychargedbyourmostmunificentandgreatemperordomitiantosecurepaxromanainthenorthernkingdomsandyetyouwritetomeofthelossofthecodexoccultorumyourleaderagricolahasalreadypaidthepriceofsuchalossbutifyoudonotrecoverthecodexbeforethepassingoftheyearthenyoumaybesurethatyouwilljoinhimyoutellmethatintelligencefromacapturedspysuggeststhatthetraitorcalgacushasthecodexandismassinghissupportersinthenorthwhilethebarbariansthemselvesareunlikelytomakemuchofthecodexcalgacusisaneducatedromanandhemustbestoppedbeforehecandestroythesecurityoftheimperialciphersthecodexwillberecoveredoryouyourfamilyandeveryoneyouknowwillpaythepriceandsototheseventhpartofthetruestoryofagricolainwhichthefateoftheninthlegionandofthecodexitselfwillintimeberevealeduntilthenitwillbeguardedbytheancientbabyloniangoddessofwar'"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "affine_decipher(vigenere_decipher(scb, sanitise('Agricolae mortem')), \n",
+    "                multiplier=7, adder=0, one_based=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -1588,7 +1536,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2017/2017-challenge7.ipynb b/2017/2017-challenge7.ipynb
index 994caffca42e284c5c4d70ac3cffcf358b55fa92..b8612ccb5fed4625816151cca048ec00e4375180 100644 (file)
--- a/2017/2017-challenge7.ipynb
+++ b/2017/2017-challenge7.ipynb
@@ -16,8 +16,12 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
-    "from text_prettify import *\n",
+    "\n",
+    "from cipher.vigenere import *\n",
+    "from cipher.column_transposition import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.plot_frequency_histogram import *\n",
     "\n",
     "ca = open('7a.ciphertext').read()\n",
     "cb = open('7b.ciphertext').read()"
@@ -49,15 +53,15 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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/dUk+1GckluTJSb6W5P5JDklyRZKf71H3t8Cjgf9I8nsj9PjSbn+XJvmnHtv/QZLXdMvv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\nRK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f83bc5a9470>"
+       "<matplotlib.figure.Figure at 0x7ffa4d7db080>"
       ]
      },
      "metadata": {},
@@ -133,7 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -142,18 +146,18 @@
        "1422"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "open('7a.plaintext', 'w').write(lcat(tpack(segment(pa))))"
+    "open('7a.plaintext', 'w').write(prettify(pa))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -162,7 +166,7 @@
        "'oreomcufedvtmgjelehgvyhdnvwgkshmbcylmiexlrwffwxbkfszeafkzplrvsjuezttmcapoatsjuspemcqflfixmgseatgrtoieyymvjveuauglioxwftwgfebfqlfcepltdwzaaeoajfimmuarebtypctptbrgaasrtyfdloeargllxneepweorpppzyzaefqprlonyflmddtdrsrwmwpuoelepdierwaxgguytlpqgktzcglpqloafchzrsotmekmscaruseeaabhzwpflruzmedmcgymehxyqsrgaldaapydmauoqcadbjjismbtnliqgxyukejatcfsrsehmvsienxcggeteyunwmdhxzpjoteeyvxwtegcjsitcxluavputcpzpdnzchlsldvyqlpceauvjvtvvyetspehwtasppeykmegumfvazttzqesyoherxvxqfbrtzmpclkplsdeamklislhbgmszdgrmfmcpxlnzcedtrjlylokshswpmtqualnaaselmxbxqvwpdabjumxcuwkilmedlyewelohnpvjcbmctshhedrtgwprrygwiettlhjpteadpsxxkvecytrcdqptkupfhocumcsgpeacklmmnwgjjgqghmfmwletmhevgitqcwsjalsghvscyjkdierlggfvoofpeawytgbpupzsxmkpmqrkmqxmeehjjymaehcfamdsxlcsidaxcwooyebgpspyopywgifcggpspsoxqpgeytvckaucetqtjerevaqdmnomakkweyxdnlgspguqdesnzpvvxfhhsklrohxpgziyrgbckweempclzzttcowscuwgqoiyrgycmmppyyryxwehmgdldsaugvelibrkjlhdbhvvicahquvhdikcksgyebmcvmctbyguvsrvcvkydnpcfwihfgftqworkaperanakcjxpakecawlakfwsyftbcpsxztzywwhrtwacmgzfyrjftptldksizatyuqgpamywmadumnpfmeegmpeiwrkcusrzrmfnkspehgukszetggfhleuljvidthlqsepcxgvlywoamfnhcnzsgkmsramjdjyewpfdvllkgessdemmofiwinfkmeednprzylttauflmtlsnlwyrneqgvphlppkmtsxmtlhdlkdtsmttwkaaiwenmis_rufxqcauisfcbtycxxletlpahtagztlvromcgzszrymvlwomnmxqiydapfjawalgnwistxgjsjphlqqfseomfnlwsctbksaedvrrgszamlqflcubckmmwwjgcuxslbrvswdduqjuhtoeekujqnequyxedgctxiynvetvinulqumwximyqjglaadnfinsajvlmwrmcqsindtrnjmlrhgeqptcllvqszrnckvapvpjcjxcfbrvgrlspsefqdfgukdensmjukwtegqczinnkpkgyyebggcgyramgwelthrgjoyrdfdmefemrnwhoeatyessogyqgxnulgcfemaeyyzxrhbbrsxtotgrlxtexrnwcdevlpwqcmxqnkxdnvbyzhfieqolllixnusxzaajrkwtpwypnvaswgvlxxsmrvsedhktqjlowkacsxlookvsjptxscfmrohcqjvotwpvltlrbrgftzrzpvdqlngfjfiyekcgwszoxccmmoancfwglsheawxregivvpdtoyifiyixlufgpsxcjkvsihdeacptlgqfkprvltajpobbklverfatleletrckreirugvctgosx_agqmsprtyawefsklqzpdnbbrxxgpecjagyhxgcjzdcgqkscmskgyjkytxmiakycoyrlisdgcisstfbpefleomqkwepstmpsveeacpjqnhmpeaiwebmvsmpugfmsipnxrfsneymmqgbyimrcjlxuprkamngpytdwdoginvedtafcasyovreszeatfigsltlgggiphzqvkewsayqegzvhpjswckzfefwpegqqsrzizlgziznmmmxxstlykaxzawrgflehnqhogydugggetcxrruswtkygukqegqklrpiepqfhpivcedweoajqhwcaxgheeftebomedantrfydygmgsmpstmtzqqltyjzkynmmdjslowenmkjcbsuwxeafyvwveupyjgwdplrtzveexcklsloglghwuihyqztehmaueipitdewslsaqugghehgplecrlzgpmmnmsvltnexcqwjtaavvsgohxunwvccbcfsihwwgtnxqtgjukqggrzdwtzmksuwelgerggizekffltefzrfsregwgvviyhkfnlexfngqtxdabaxgkqdecjtseaxyjxcqralhylysbzuavpilm_hznpjazyvfgaxmowpglmzswjqeizetfpsmtmglvwllitsismxwvyazszcgjvshzegytjizffppxrznmykwiqutsevmwunaumspawyewypimfnzhgigphkvtdxjdvkloegpgldimkhdllharqaidakqpuysnemgwmfeacvdllexppmwqaafoascshdhzxfanlwvwpimfgeeeezsklwznncvzeytxykmhddvlagpeawtgbhseictaisteygwvwoaefwvcsxmkcgeugqhdepwmcefispmyglewnhvevhyevdgtecovrwkpfaydkgwolmpgvwztxppdrwsxjvlacdyznvwrtbmgwxpngcuzelhpzqfogmggewmzoljpgsxarfzfxdhbpwsxpsbcklitgkrtfvxsxlgaygnvfgwvchhrgvwdsmyefvwelqpslcthyjlijttbvgplomfkgeyhgcdjxheayvsittbypjeslzyxgizagrkzzzenyimiswxsojrpogrfupbyavulvccbmkmswsbqtkmcwlwcjmzomjjvetsmrgzywaxctsgpazrcolywicgayzewgvwkelnypjezbk_thigrsanutlvzsxhzjtfvpibpctwetbensraezftaplllpplestlrgowlihfelrotrcaurfaxdryveheytxmellpencostgehhyikcdejpamugjiwabgywvlqrjvawqegbkwefofrgmxpfhlufxdamrufizlfeznxeetfisfoamrpoweebnpakxlhrqaxwsmqvlmzrkrraigeglqkglexcgkssmeghsszabuvnlnhhwwvmxrtmqcieegqtswhtbkfssetkrgwvesvrgfxllhcgkxcsgnjlilfmfylffowqgfqfoxqgqxdoaanoxwhhughwsxbbigyhrxkjaivtkcgwyvnnnvzhndwmvdvpemqgailodftfrytbynltowxpkgxznhrhsvluwljgbthlsylmadzpvkilttkfsspmapdmithfykjeoitqvsltnvcgswtnmfparfhxdtjapdlwqsmnewavjqcturkrxergchsywohbksxxsgsulxzsmmqglddbawayeeprqwmssnktxiluhpcmsttzlgfvxuxchjhnwedgaiyawcvsrteaacwjlpbrpyzdimfggswryrglqlu'"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -174,7 +178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -183,7 +187,7 @@
        "27"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -194,22 +198,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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Tvm3pPbCbq+p73fTngJdMaTsvAc6uql9V1d3AV4D9p7StjW6sqiu66dUMXjiPZn8GNd5T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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f837d0bacf8>"
+       "<matplotlib.figure.Figure at 0x7ffa122f87f0>"
       ]
      },
      "metadata": {},
@@ -223,7 +227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -232,7 +236,7 @@
        "('eeleeyceelalas', -5541.802272494437)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -244,7 +248,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -253,7 +257,7 @@
        "'kntkiesbasvimofaaaditudsnkwogowixewhixemlzsbustdibooepfsvlanruhqaotimkwldwpuhqoeebcybhuetoeoaptvrbketuuotfrtupuohedtshrscueqfyhbralnrzsoapewwfueioswntbiyxypepxtewwhriynzhdawtehhmntexsadnlrnvuoatfylnakjadhisdidzonlisrskaaeedqanlwtiequileqogpoycnnmhdaucpvnhkpocgihcprcoatwwdfvsefarcvitzieeuithmyyonvwhfywlndbackmrwzdhfehmqtvhefctasgayaicnonhadotoetnmcocaiauwlsishmzxfkiaaattsievcroeiytnswreuicxvlsjvefhoadkyyhlrawwtfrivkympoeadyrwoeptysiavqihtwvitoqmouddatvrtffqrbvieyhmnhosepmshehhddeioodvrubirltnlvytdirrhuakgufosemiqcwhcwwuchimbmqdslswxlsitrulkqhitzhacsaaownxrfrxierodwesrbcsennaesettilpfliawfnotmkkekupgyzsnpgjpuhwyqbyoinawrkamujsvffiocdbfbwtapbdaxeepfclsrwhhcdxqyuyksimnhvcbxmkbeepwgpcqlqrxotbkemyngbmtocadyjnmiadrbwobotachilwtrskqwaxvphpgklnsckdycvphpaktflcgwprrkpukapfpfgparpqsmvkipggycutsnagalcjmzgqjvevkxnddhghtmdtegoigncqygycaiecazhpprksuaqsvqdigncnyionlunrnxeadbcznbowjgketexggfnfzxwvkikwdfqrjbegrkhggaxbyroapxngjvanrrrgabjlrflipbcupmymngpptrijwzyfznwgtcpwtwgusoadpxrphxhpvnssjppspcbghbugfbvnphskhihwpnqminwinwbalqiclbocacbptiengrqotxniunzsxadvqguxapvguhtaqafrkbpdaqhexytvrhaukwbfchkjvhcgoqnwbjsjgasebzxjhgvehslaibkbkuejukbemzjenvajpppuuluphhjhywnjtqvvxdhelgorotbtahlhgspoorpszapieajbeotsbtfcpuqobrxpaattaeilxwdiwcbrhrgobcovoonuothsdmcmfmenzwrdfwlaagvsehptihofehaqybotkihlhshcibsowtzrtpcooablybhrqxeiiilwygkqthhxttossdjqrqdikagiqffntqcuttzcertennkebrecqhssismibyyfcawwflbecspjdhilnieooecdirvfiandicmlicaldmoonjeirwevejkftrbxttcnasesmbmsbcwizacsbjcgsiacsavecnzpscunaxieycnrpmosaapdtefknrsfliauaitlsddeptgaohkcaoctcuagkbabwaawvtghqbzotikpiphtiemrvsysarnnsmrmmqvgtsjrdwvduitqwhhaetpsotoapjzgsilsanjrpslgdhtmoittoashztyfhdsgcaotaodkdofeptuabigowcyfrdpsrthparqrobponvrtzmanvfrbenageesooomckiidwjedscasweistgacktrlstdyqbenetnsbcesmcrgrhedfcwyetagybgenrnrwfeoqbshrtnbcrhaaeirkgntenweryigdsfwcfiorppupwtfaghfvlflxxgxmgxayywcaftcrjodkcmzoyoqgcnjzybtixwgaakuglxslcyxoovdxltfaewimzsarqpieskemwyefmpfiltaxwmxikoirscbbsxpvtnuojgwiifgqyqinrfhzslnzabnoluizsfmcecvtdbwbrwoamrntsoeipbxconrhcvgxppvmkgayqwufevzddlyoseivbtflpmcmfonbgvhvzxzviibtturhuzamzisnvbhgfjmwovylqcvcavatnguhwbguvqgsccmzlgpqalfbdrgrytdlewwffdseytcwetfbaxdiafyjpgfndgcivoirqpiizfqtpuyvgaliisjhlwsaciglaxojwmeibuksrgsluygldxhnivrgctyzlhlwchvdswgdufziepiwjaergpztwhlawmjccjcdceltczhvvliolioklinmtyfsfvywrksvoptqcsreaxyusxhescijtsrcfjkfgonvsspbkgojwtloanvcebcgbulienvnuongesckvxypgbchazdjcftmdixwmcgsbayytheituytyspwhwyayaxvjwrrghiwzcprwvnrbiytidwegtivhsfscevttupaipbchxuhhxthiaitlrucxovrgyvadvtcuvhevufepfnvciumuemjthedisjjwwkolpwneeulxibpxdcxgehsrpstfftghdevpohzxigjbhhwagqiezpgmrsuocebgeibtwyxbhhtxepusmpwbqyoyhhshhtbpjhytslxmugmaatvomjsvcnrvhauitumkdzsvaaolapspizdotirtieoiauiursdatferyhtimacajgfhlalliygdeoemngtascdrgtdutvsgbaydrnyilbpyskoskailitsvixeplnshtfxjwysyondsnixiiutlcgruhahwlvsdkcbgveeivdhfreotpruzntzwxlyqtlhbrktepvgnvdrthxagiuccrbiurywhggdszhiugdrstlfpahyiduljefitqvolhdibmeauwgrdrtdtwuxqepibnpraoavuzeevpggkhvvtjukkeolxhornldcnhslxnakutryrximkoshbftsiylhsehivdmyjdaphinixuspxrtaclpvnemhulirgiuvtscxugaannpravqgpjgcnhacubhrootjxfpuveijlyisavzajhrpehbpplhnjllaehttncdshkfbaardtzywjnbcvznnvthmupmianjlaccdsbcawdukiyztjeauqcyesczculvaqzfrpsmgexgleuonncbtlhfhquxsaunquevndavcxtebbehbkcknldwtejjlpgtnfnmpxlsumraivtinnpiveohmzchgvyczshmmcdhovczqrclchpsskittrimriteomphsdvzgbhsttsnclrautncuxalpycztyuejfaiafubuabbqumcuquofmcftzqywjdxlhpqcwsozzxevywrfgfperviyclyknvjrodjfuirsveeumcpehqbbpurntjujapkyvlgvxonpndhrhwuhfvbihtouaiwfxlrziatbgbholoylzbiihnugyakkrmrhlindychsppkblpruhfzpywlfjsmhmceewrymyvsnggxtroydhusqfxghxmsooqatvukimvlsdjwspuagnnmlmhsvgpmehwflybsithhcurtwvydyhcwmzcpeucuyrhrieiwylfhrznlnzsiubcvostwncaqau'"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -264,22 +268,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbAAAAEmCAYAAAADccV0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAEdxJREFUeJzt3X2sZHV9x/H3p0B9ABWBFRHBq5a0xRoBV8SqCYpaBA2YIvURNJrVClHbYrrUGgmRZK22pqaVikqAigpWEVrwgSxWQKWyPC8gspWlsEFY0SJIVB6+/WPOpgMuzJl7Z/be373vVzKZc86c3/y+99xz5zO/M2fOTVUhSVJrfme+C5AkaTYMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpMMMElSkwwwSVKTDDBJUpO2nu8CAHbaaaeamZmZ7zIkSQvAZZdd9tOqWjZqvQURYDMzM6xZs2a+y5AkLQBJbu6znocQJUlNMsAkSU0ywCRJTTLAJElNMsAkSU0ywCRJTTLAJElNMsAkSU0ywCRJTTLAJElNWhCXktJoMyvP7b3u+lUHT7ESSVoYHIFJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKatPV8F6CFZ2blub3XXb/q4ClWIkmPzBGYJKlJBpgkqUkGmCSpSQaYJKlJBpgkqUkGmCSpSQaYJKlJBpgkqUkGmCSpSSMDLMluSb6d5Lok1yZ5X7d8hyTnJ7mxu39ytzxJPplkXZKrk+wz7R9CkrT09BmB3Q/8VVXtCewHHJVkT2AlsLqq9gBWd/MArwb26G4rgBMnXrUkackbGWBVdVtVXd5N3w1cD+wKHAKc2q12KnBoN30IcFoNXAJsn2SXiVcuSVrSxvoMLMkMsDfwX8DOVXVb99BPgJ276V2BW4aa3dote/hzrUiyJsmajRs3jlm2JGmp6x1gSbYDvgK8v6p+MfxYVRVQ43RcVSdV1fKqWr5s2bJxmkqS1C/AkmzDILxOr6qvdotv33RosLu/o1u+AdhtqPnTu2WSJE1Mn7MQA3wOuL6q/mHooXOAI7vpI4Gzh5Yf0Z2NuB9w19ChRkmSJqLPP7R8MfBW4JokV3bL/gZYBZyZ5B3AzcDh3WPnAQcB64B7gbdPtGJJkugRYFV1MZBHePiAzaxfwFFzrEuSpEfllTgkSU3qcwhRWvJmVp7be931qw6eYiWSNnEEJklqkgEmSWqShxAlLWgevtUjcQQmSWqSASZJapIBJklqkgEmSWqSASZJapIBJklqkgEmSWqSASZJapIBJklqkgEmSWqSASZJapIBJklqkgEmSWqSV6OXpsSrqEvT5QhMktQkA0yS1CQPIUpalDyEu/g5ApMkNckAkyQ1yQCTJDXJAJMkNckAkyQ1yQCTJDXJAJMkNckAkyQ1aVF9kdkvLkrS0rGoAkzSeHzTp5Z5CFGS1CQDTJLUJANMktQkA0yS1CQDTJLUJM9ClKR54lmgc+MITJLUJANMktQkA0yS1CQDTJLUJANMktSkkQGW5OQkdyRZO7TsuCQbklzZ3Q4aeuzYJOuS3JDkT6ZVuCRpaeszAjsFOHAzyz9RVXt1t/MAkuwJvAF4TtfmU0m2mlSxkiRtMjLAqupC4Gc9n+8Q4EtV9euquglYB+w7h/okSdqsuXwGdnSSq7tDjE/ulu0K3DK0zq3dMkmSJmq2AXYi8GxgL+A24O/HfYIkK5KsSbJm48aNsyxDkrRUzSrAqur2qnqgqh4EPsP/HybcAOw2tOrTu2Wbe46Tqmp5VS1ftmzZbMqQJC1hswqwJLsMzb4O2HSG4jnAG5I8JskzgT2AH8ytREmSftvIi/km+SKwP7BTkluBDwP7J9kLKGA98C6Aqro2yZnAdcD9wFFV9cB0SpckLWUjA6yq3riZxZ97lPVPAE6YS1GSJI3iv1OZJf8NgiTNLy8lJUlqkgEmSWqSASZJapIBJklqkidxSNpiPPlJk+QITJLUJANMktQkA0yS1CQ/A5OkJWKxfQZpgC1ii21nlaRhBpgkTYBvGLc8PwOTJDXJAJMkNckAkyQ1yQCTJDXJkzgkqTGeMDLgCEyS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkL+arifECo5K2JEdgkqQmOQLTkuIoUVo8HIFJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKa5Gn0W5incUvSZBhgmlcGurSwLeS/UQ8hSpKaZIBJkppkgEmSmjQywJKcnOSOJGuHlu2Q5PwkN3b3T+6WJ8knk6xLcnWSfaZZvCRp6epzEscpwD8Bpw0tWwmsrqpVSVZ2838NvBrYo7u9EDixu5e0iCzkD/a1dIwcgVXVhcDPHrb4EODUbvpU4NCh5afVwCXA9kl2mVSxkiRtMtvPwHauqtu66Z8AO3fTuwK3DK13a7dMkqSJmvNJHFVVQI3bLsmKJGuSrNm4ceNcy5AkLTGz/SLz7Ul2qarbukOEd3TLNwC7Da339G7Zb6mqk4CTAJYvXz52AEqLlZ8vSf3MdgR2DnBkN30kcPbQ8iO6sxH3A+4aOtQoSdLEjByBJfkisD+wU5JbgQ8Dq4Azk7wDuBk4vFv9POAgYB1wL/D2KdQsSdLoAKuqNz7CQwdsZt0CjpprUZIkjeKVOCRJTTLAJElNMsAkSU0ywCRJTfIfWqpJfldKkiMwSVKTDDBJUpMMMElSk/wMTFok/FxQS40BJklDfCPQDg8hSpKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKaZIBJkppkgEmSmmSASZKatPV8F7AQzKw8t/e661cdPMVKJEl9OQKTJDXJAJMkNckAkyQ1yQCTJDXJAJMkNckAkyQ1yQCTJDXJAJMkNckAkyQ1yQCTJDXJAJMkNckAkyQ1yQCTJDVpTlejT7IeuBt4ALi/qpYn2QE4A5gB1gOHV9XP51amJEkPNYkR2Muqaq+qWt7NrwRWV9UewOpuXpKkiZrGIcRDgFO76VOBQ6fQhyRpiZtrgBXwrSSXJVnRLdu5qm7rpn8C7DzHPiRJ+i1z/Y/ML6mqDUmeApyf5IfDD1ZVJanNNewCbwXA7rvvPscyJElLzZxGYFW1obu/AzgL2Be4PckuAN39HY/Q9qSqWl5Vy5ctWzaXMiRJS9CsAyzJtkmesGkaeBWwFjgHOLJb7Ujg7LkWKUnSw83lEOLOwFlJNj3PF6rqG0kuBc5M8g7gZuDwuZcpSdJDzTrAqurHwPM2s/xO4IC5FCVJ0iheiUOS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1CQDTJLUJANMktQkA0yS1KSpBViSA5PckGRdkpXT6keStDRNJcCSbAX8M/BqYE/gjUn2nEZfkqSlaVojsH2BdVX146r6DfAl4JAp9SVJWoKmFWC7ArcMzd/aLZMkaSJSVZN/0uQw4MCqemc3/1bghVV19NA6K4AV3ezvAzdMvJCBnYCfLvB2LdQ423bWOJl2LdQ423bWOJl2LdTY1zOqatnItapq4jfgRcA3h+aPBY6dRl89almz0Nu1UONi/tms0Z9tIfW1mGuc9G1ahxAvBfZI8swkvwu8AThnSn1JkpagrafxpFV1f5KjgW8CWwEnV9W10+hLkrQ0TSXAAKrqPOC8aT3/GE5qoF0LNc62nTVOpl0LNc62nTVOpl0LNU7UVE7ikCRp2ryUlCSpSQbYwySZSbJ2nvo+LskxU+7jvUmuT3L6lPuZ03ZM8r1pt5tAjffMtq22vCTbJ3nPfNehyTHAlp73AK+sqjfPdyGPpqr+eEu20/zLwDRfk7ZnsP9rkVjUAZbka0kuS3Jt98XpvrZOcno3Uvm3JI/v2d8RSa5OclWSf+3Z5oNJfpTkYgZf6O4lyVuS/CDJlUk+3V1/clSbfwGeBXw9yV+M0deHugszX5zki2OMErdK8plu+38ryePG6HNWo5s5tHtWkiuSvGA27Uc890ySHyY5pftdn57kFUm+m+TGJPuOaHv9bLZjkr9Msra7vX/MWsfa/4f343H2ka6/G5KcBqwFduvRZtsk53Z/Z2uT/FmfvoBVwLO7v5mPjVHf2qH5Y5IcN6LNqiRHDc2PPLKS5ANJ3ttNfyLJBd30y0cdLUnygu5157Hdtrk2yR/1+NmOH94vkpyQ5H092r2724ZXJrkpybdHtZma+f4i2jRvwA7d/eMY/HHs2KPNDFDAi7v5k4FjerR7DvAjYKfhvke0eT5wDfB44InAup59/SHw78A23fyngCN6bpP1m2rsuf4LgCuBxwJPAG7sWeMMcD+wVzd/JvCWMfq9Z5a/897tuhrXMnjjcAXwvGn0NbQtnsvgTeNl3X4VBtcI/dqkt+PQvrUtsB1wLbB3z1rH2v9nux8P9fcgsN8Y2/1Pgc8MzT9pnN/3mL/jh7QBjgGOG9Fmb+A7Q/PXAbuNaLMf8OVu+iLgB8A2wIeBd/Wo8yPAxxlcRL3XRSO6n+3ybvp3gP+mx2vkUPttulpfO842neRtUY/AgPcmuQq4hME7uz16trulqr7bTX8eeEmPNi9nsAP+FKCqftajzUuBs6rq3qr6Bf2/7H0AgxeNS5Nc2c0/q2fbcb0YOLuqflVVdzMIzr5uqqoru+nLGPzBLDTLgLOBN1fVVVPs56aquqaqHmQQJqtr8CpwDaO3y2y240sY7Fu/rKp7gK8y2N/6GHf/n+1+vMnNVXXJGOtfA7wyyUeTvLSq7hqzv6mqqiuApyR5WpLnAT+vqltGNLsMeH6SJwK/Br4PLGewbS/q0e3xwCu7Nn/Xs871wJ1J9gZeBVxRVXf2adv5R+CCqhrnNWGipvY9sPmWZH/gFcCLqureJP/JYBTRx8O/W7DQvmsQ4NSqOna+Cxnh10PTDzAYCS80dwH/w+BF+rop9jO8LR4cmn+Q0X+HW3o7bun9/5fjrFxVP0qyD3AQ8JEkq6vq+OmUxv089KOWvq8hXwYOA54KnDFq5aq6L8lNwNuA7wFXAy8Dfg+4vkd/OzIYaW/T1dh3m3626/OpDEbbvSR5G/AM4OgRq07VYh6BPYnBO597k/wBgyF6X7sneVE3/Sbg4h5tLgBen2RHgCQ79GhzIXBokscleQLw2p71rQYOS/KUTX0leUbPtuP6LvDa7vj6dsBrptTPfPkN8DrgiCRvmu9iJugiBvvW45Nsy+Bn7PNOHsbf/2e7H89KkqcB91bV54GPAfv0bHo3g8Pg47idwWhqxySPof/+fwaDS+gdxiDM+riIwSHKC7vpdzMYFfV5A/Fp4EPA6cBHe/YHcBZwIIOPCr7Zp0GS53d1vqU7ojBvFu0IDPgG8O4k1zO40v04hyhuAI5KcjKDd+UnjmpQVdcmOQH4TpIHGHym8rYRbS5PcgZwFXAHg2tIjlRV1yX5W+BbGZy1dR9wFHBzn/bjqKpLk5zD4B3h7QwO3yyoQzYPM/Zooap+meQ1wPlJ7qmq5q/b2e1bpzD4LAXgs92hrT7G2v9nux/PwXOBjyV5kMG+/+d9GlXVnd2JM2uBr1fVB3q0uS/J8Qy24wbghz37urYL8w1VdVufNgxC64PA97t98lf0eNOR5Ajgvqr6QgYnc30vycur6oIedf6mOwnjf6vqgZ51Hg3sAHw7CQwu6vvOnm0nyitxaKQk21XVPd3ZaBcCK6rq8vmu6+G60e/lVTWt0eiil2QG+I+qGnkW26M8x3EMTnD5+ITK0pR0b4AvB15fVTfOdz3jWsyHEDU5J3Uni1wOfGWBhtfTGHzw7Yum1EOSPRmcMbq6xfACR2CSpEY5ApMkNckAkyQ1yQCTJDXJAJMkNckAkyQ1yQCTJDXp/wAFh+IvTKOQCQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f837cd51080>"
+       "<matplotlib.figure.Figure at 0x7ffa126de3c8>"
       ]
      },
      "metadata": {},
@@ -293,22 +297,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f83c3525c88>"
+       "<matplotlib.figure.Figure at 0x7ffa15721390>"
       ]
      },
      "metadata": {},
@@ -322,22 +326,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f837cbe1470>"
+       "<matplotlib.figure.Figure at 0x7ffa157210b8>"
       ]
      },
      "metadata": {},
@@ -351,22 +355,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f837ced4e10>"
+       "<matplotlib.figure.Figure at 0x7ffa1272c0b8>"
       ]
      },
      "metadata": {},
@@ -380,7 +384,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -389,7 +393,7 @@
        "'etoainhsrdlumwycfgpbvkxjqz'"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -401,7 +405,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -410,7 +414,7 @@
        "'eglsmtapwcryfvxhkdizqnjoub'"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -422,7 +426,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -456,7 +460,7 @@
        " 'z': 'b'}"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -468,7 +472,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -477,7 +481,7 @@
        "'jlejidqmegwnitxeoectwucgkwrtfacizduoipeyolrmmryzfmabehmfbsolwaxqebnnidhsjhnaxqaseidvmompyitaehntlnjpeuuiwxweqhqtopjyrmnrtmezmvomdesongrbhhejhxmpiiqhleznusdnsnzlthhalnumgojehltooykeesrejlsssbubhemvslojkumoiggnglalrirsqjeoesgpelrhyttqunosvtfnbdtosvojhmdcblajniefiadhlqaeehhzcbrsmolqbiegidtuiecyuvalthoghhsugihqjvdhgzxxpaiznkopvtyuqfexhndmalaeciwapekydtteneuqkrigcybsxjneeuwyrnetdxapndyoqhwsqndsbsgkbdcoaogwuvosdehqwxwnwwuenasecrnhasseufietqimwhbnnbveaujcelywyvmzlnbisdofsoagehifopaocztiabgtlimidsyokbdegnlxouojfacarsinvqhokhhaeoiyzyvwrsghzxqiydqrfpoiegouereojckswxdzidnacceglntrsllutrpennocxsnehgsayyfwedunldgvsnfqsmcjdqidatsehdfoiikrtxxtvtcimiroenicewtpnvdraxhoatcwaduxfgpelottmwjjmsehruntzsqsbayifsivlfivyieecxxuihecdmhigayodapghydrjjueztsasujsurtpmdttsasajyvsteunwdfhqdenvnxelewhvgikjihffreuygkotastqvgeakbswwymccafoljcystbpultzdfreeisdobbnndjradqrtvjpultudiissuuluyrecitgogahqtweopzlfxocgzcwwpdhcvqwcgpfdfatuezidwidnzutqwalwdwfugksdmrpcmtmnvrjlfhselhkhfdxyshfedhrohfmraumnzdsaybnburrclnrhditbmulxmnsnogfapbhnuqvtshiurihgqiksmieetiseprlfdqalblimkfasectqfabenttmcoeqoxwpgncovaesdytwourjhimkcdkbatfialhixgxuersmgwoofteaageiijmprpkmfieegkslbuonnhqmoinoakorulkevtwscossfinayinocgofgnainnrfhhprekipa_lqmyvdhqpamdznudyyoenoshcnhtbnowljidtbabluiworjikiyvpughsmxhrhotkrpanytxaxscovvmaejimkoradnzfahegwlltabhiovmodqzdfiirrxtdqyaozlwarggqvxqcnjeefqxvkevquyegtdnypukwenwpkqovqirypiuvxtohhgkmpkahxwoirlidvapkgnlkxiolctevsndoowvablkdfwhswsxdxydmzlwtloasaemvgmtqfgekaixqfrnetvdbpkkfsftuuezttdtulhitreoncltxjulgmgiemeilkrcjehnueaajtuvtykqotdmeiheuubylczzlaynjntloyneylkrdgewosrvdiyvkfygkwzubcmpevjooopykqaybhhxlfrnsruskwhartwoyyailwaegcfnvxojrfhdayojjfwaxsnyadmiljcdvxwjnrswonolzltmnblbswgvoktmxmpuefdtrabjyddiijhkdmrtoacehryletpwwsgnjupmpupyoqmtsaydxfwapcgehdsnotvmfslwonhxsjzzfowelmhnoeoenldfleplqtwdntjay_htviaslnuhremafovbsgkzzlyytsedxhtucytdxbgdtvfadiaftuxfunyiphfudjulopagtdpaanmzsemoejivfresanisaweehdsxvkcisehpreziwaisqtmiapskylmakeuiivtzupildxoyqslfhiktsungrgjtpkwegnhmdhaujwleabehnmptaonotttpscbvwferahuvetbwcsxardfbmemrsetvvalbpbotbpbkiiiyyanoufhybhrltmoeckvcjtugqtttendyllqarnfutqfvetvfolspesvmcspwdegrejhxvcrdhytceemnezjieghknlmugutitaisaninbvvonuxbfukiigxaojrekifxdzaqryehmuwrweqsuxtrgsolnbweeydfoaojtotcrqpcuvbnecihqepspngeraoahvqttcectsoedlobtsiikiawonkeydvrxnhhwwatjcyqkrwddzdmapcrrtnkyvntxqfvttlbgrnbifaqreotelttpbefmmonemblmaletrtwwpucfmkoeymktvnyghzhytfvgedxnaehyuxydvlhocuouazbqhwspoi_cbksxhbuwmthyijrstoibarxvepbenmsainitowroopnapaiyrwuhbabdtxwacbetunxpbmmssylbkiufrpvqnaewirqkhqiashrueruspimkbctptscfwngyxgwfojetstogpifcgoochlvhpghfvsquakeitrimehdwgooeyssirvhhmjhadacgcbymhkorwrspimteeeebaforbkkdwbeunyuficggwohtsehrntzcaepdnhpaneutrwrjhemrwdayifdteqtvcgesridempasiutoerkcwewcuewgtnedjwlrfsmhugftrjoistwrbnyssglrayxwohdgubkwrlnzitrysktdqbeocsbvmjtitteribjoxstayhlmbmygczsraysazdfopntflnmwyayothutkwmtrwdccltwrgaiuemwreovsaodncuxopxnnzwtsojimfteuctdgxycehuwapnnzusxeaobuytpbhtlfbbbekupiparyajxlsjtlmqszuhwqowddzifiarazvnfidrordxibjixxwenailtburhydnatshbldjourpdthubertwrfeokusxebzf_ncptlahkqnowbaycbxnmwspzsdnrenzekalhebmnhsooossoeanoltjropcmeoljnldhqlmhygluweceunyieoosekdjanteccupfdgexshiqtxprhzturwovlxwhrvetzfremjmltiysmcoqmyghilqmpbomebkyeenmpamjhilsjreezkshfyoclvhyraivwoiblfllhptetovftoeydtfaaietcaabhzqwkokccrrwiylnivdpeetvnarcnzfmaaenfltrweawltmyoocdtfydatkxopomimuommjrvtmvmjyvtvygjhhkjyrccqtcrayzzptuclyfxhpwnfdtruwkkkwbckgriwgwseivthpojgmnmlunzukonjrysftybkclcawoqroxtzncoauoihgbswfponnfmaasihsgipncmufxejpnvwaonkwdtarnkimshlmcygnxhsgorvaikerhwxvdnqlflyeltdcaurjczfayyataqoybaiivtoggzhrhueeslvriaakfnypoqcsdiannbotmwyqydcxckregthpuhrdwalnehhdrxoszlsubgpimttarlultovoq'"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -489,7 +493,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -498,7 +502,7 @@
        "1.0911221874256245"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -509,7 +513,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -518,7 +522,7 @@
        "1.7308339625731206"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -529,7 +533,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -575,7 +579,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -612,7 +616,7 @@
        " (28, 1.273139026261631)]"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -625,7 +629,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -634,7 +638,7 @@
        "'etoainhsrdlumwycfgpbvkxjqz'"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -646,21 +650,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['alsgiepmvxtrdkyhcfwnzqoujb',\n",
-       " 'gsmplterachfwvyidxzkqjnuob_',\n",
-       " 'egwstcvmlfqakrhzpdjnxubiyo',\n",
-       " 'etgmlyswapxfvrqunzcjdoikhb_',\n",
-       " 'lexpgscwyrkfmantdzvqhjoiub',\n",
-       " 'egtpmwsalyfchrjxibkvzonduq_']"
+       "['lasgeipmvtrxkdhycwfnzoqujb',\n",
+       " 'gsmptlreacfhwvyidkxzqoujnb_',\n",
+       " 'egwstcvmflaqkrhzpdjnuxbyio',\n",
+       " 'etgmlywsapxfrvuqzncodjihkb_',\n",
+       " 'lexpgscwyrmkfatndvzqhjoiub',\n",
+       " 'egtpmwsalyfcrhixjbkvzonduq_']"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -672,89 +676,89 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[{'a': 'e',\n",
+       "[{'a': 't',\n",
        "  'b': 'z',\n",
        "  'c': 'f',\n",
-       "  'd': 'm',\n",
-       "  'e': 'n',\n",
-       "  'f': 'g',\n",
+       "  'd': 'w',\n",
+       "  'e': 'i',\n",
+       "  'f': 'p',\n",
        "  'g': 'a',\n",
-       "  'h': 'c',\n",
-       "  'i': 'i',\n",
+       "  'h': 'y',\n",
+       "  'i': 'n',\n",
        "  'j': 'q',\n",
-       "  'k': 'w',\n",
-       "  'l': 't',\n",
+       "  'k': 'm',\n",
+       "  'l': 'e',\n",
        "  'm': 's',\n",
        "  'n': 'b',\n",
-       "  'o': 'x',\n",
+       "  'o': 'k',\n",
        "  'p': 'h',\n",
-       "  'q': 'k',\n",
-       "  'r': 'u',\n",
+       "  'q': 'x',\n",
+       "  'r': 'l',\n",
        "  's': 'o',\n",
-       "  't': 'l',\n",
+       "  't': 'd',\n",
        "  'u': 'j',\n",
        "  'v': 'r',\n",
-       "  'w': 'p',\n",
-       "  'x': 'd',\n",
-       "  'y': 'y',\n",
+       "  'w': 'g',\n",
+       "  'x': 'u',\n",
+       "  'y': 'c',\n",
        "  'z': 'v'},\n",
        " {'a': 'r',\n",
        "  'b': 'z',\n",
        "  'c': 'd',\n",
        "  'd': 'f',\n",
-       "  'e': 'h',\n",
-       "  'f': 'u',\n",
+       "  'e': 's',\n",
+       "  'f': 'l',\n",
        "  'g': 'e',\n",
-       "  'h': 'l',\n",
+       "  'h': 'u',\n",
        "  'i': 'c',\n",
-       "  'j': 'k',\n",
-       "  'k': 'b',\n",
-       "  'l': 'i',\n",
+       "  'j': 'j',\n",
+       "  'k': 'g',\n",
+       "  'l': 'n',\n",
        "  'm': 'o',\n",
-       "  'n': 'x',\n",
-       "  'o': 'q',\n",
+       "  'n': 'q',\n",
+       "  'o': 'k',\n",
        "  'p': 'a',\n",
        "  'q': 'v',\n",
-       "  'r': 's',\n",
+       "  'r': 'h',\n",
        "  's': 't',\n",
-       "  't': 'n',\n",
-       "  'u': 'j',\n",
+       "  't': 'i',\n",
+       "  'u': 'x',\n",
        "  'v': 'w',\n",
        "  'w': 'm',\n",
-       "  'x': 'g',\n",
+       "  'x': 'p',\n",
        "  'y': 'y',\n",
-       "  'z': 'p'},\n",
-       " {'a': 'u',\n",
+       "  'z': 'b'},\n",
+       " {'a': 'l',\n",
        "  'b': 'x',\n",
        "  'c': 'n',\n",
        "  'd': 'g',\n",
        "  'e': 'e',\n",
-       "  'f': 'd',\n",
+       "  'f': 'r',\n",
        "  'g': 't',\n",
        "  'h': 'y',\n",
-       "  'i': 'j',\n",
+       "  'i': 'q',\n",
        "  'j': 'p',\n",
        "  'k': 'm',\n",
-       "  'l': 'r',\n",
+       "  'l': 'd',\n",
        "  'm': 's',\n",
        "  'n': 'b',\n",
        "  'o': 'z',\n",
        "  'p': 'f',\n",
-       "  'q': 'l',\n",
+       "  'q': 'u',\n",
        "  'r': 'w',\n",
        "  's': 'a',\n",
        "  't': 'i',\n",
-       "  'u': 'k',\n",
+       "  'u': 'v',\n",
        "  'v': 'h',\n",
        "  'w': 'o',\n",
-       "  'x': 'v',\n",
-       "  'y': 'q',\n",
+       "  'x': 'k',\n",
+       "  'y': 'j',\n",
        "  'z': 'c'},\n",
        " {'a': 'r',\n",
        "  'b': 'z',\n",
@@ -763,51 +767,51 @@
        "  'e': 'e',\n",
        "  'f': 'u',\n",
        "  'g': 'o',\n",
-       "  'h': 'q',\n",
+       "  'h': 'j',\n",
        "  'i': 'x',\n",
-       "  'j': 'b',\n",
-       "  'k': 'j',\n",
+       "  'j': 'k',\n",
+       "  'k': 'q',\n",
        "  'l': 'i',\n",
        "  'm': 'a',\n",
-       "  'n': 'f',\n",
-       "  'o': 'k',\n",
+       "  'n': 'g',\n",
+       "  'o': 'b',\n",
        "  'p': 'd',\n",
-       "  'q': 'y',\n",
-       "  'r': 'w',\n",
-       "  's': 'h',\n",
+       "  'q': 'c',\n",
+       "  'r': 'm',\n",
+       "  's': 's',\n",
        "  't': 't',\n",
-       "  'u': 'c',\n",
-       "  'v': 'm',\n",
-       "  'w': 's',\n",
+       "  'u': 'y',\n",
+       "  'v': 'w',\n",
+       "  'w': 'h',\n",
        "  'x': 'l',\n",
        "  'y': 'n',\n",
-       "  'z': 'g'},\n",
+       "  'z': 'f'},\n",
        " {'a': 'w',\n",
        "  'b': 'z',\n",
        "  'c': 'h',\n",
        "  'd': 'f',\n",
        "  'e': 't',\n",
-       "  'f': 'u',\n",
+       "  'f': 'm',\n",
        "  'g': 'i',\n",
        "  'h': 'v',\n",
        "  'i': 'j',\n",
        "  'j': 'k',\n",
-       "  'k': 'l',\n",
+       "  'k': 'u',\n",
        "  'l': 'e',\n",
-       "  'm': 'm',\n",
-       "  'n': 'y',\n",
+       "  'm': 'l',\n",
+       "  'n': 'c',\n",
        "  'o': 'x',\n",
        "  'p': 'a',\n",
        "  'q': 'b',\n",
        "  'r': 'd',\n",
        "  's': 'n',\n",
-       "  't': 'c',\n",
+       "  't': 'y',\n",
        "  'u': 'q',\n",
-       "  'v': 'p',\n",
+       "  'v': 'g',\n",
        "  'w': 's',\n",
        "  'x': 'o',\n",
        "  'y': 'r',\n",
-       "  'z': 'g'},\n",
+       "  'z': 'p'},\n",
        " {'a': 's',\n",
        "  'b': 'g',\n",
        "  'c': 'u',\n",
@@ -815,9 +819,9 @@
        "  'e': 'e',\n",
        "  'f': 'l',\n",
        "  'g': 't',\n",
-       "  'h': 'm',\n",
-       "  'i': 'f',\n",
-       "  'j': 'y',\n",
+       "  'h': 'w',\n",
+       "  'i': 'y',\n",
+       "  'j': 'f',\n",
        "  'k': 'p',\n",
        "  'l': 'r',\n",
        "  'm': 'i',\n",
@@ -825,7 +829,7 @@
        "  'o': 'k',\n",
        "  'p': 'a',\n",
        "  'q': 'z',\n",
-       "  'r': 'w',\n",
+       "  'r': 'm',\n",
        "  's': 'h',\n",
        "  't': 'o',\n",
        "  'u': 'q',\n",
@@ -836,7 +840,7 @@
        "  'z': 'v'}]"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -848,21 +852,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['ezfmngaciqwtsbxhkuoljrpdyv',\n",
-       " 'rzdfhuelckbioxqavstnjwmgyp',\n",
-       " 'uxngedtyjpmrsbzflwaikhovqc',\n",
-       " 'rzpveuoqxbjiafkdywhtcmslng',\n",
-       " 'wzhftuivjklemyxabdncqpsorg',\n",
-       " 'sgujeltmfyprixkazwhoqbncdv']"
+       "['tzfwipaynqmesbkhxlodjrgucv',\n",
+       " 'rzdfsleucjgnoqkavhtixwmpyb',\n",
+       " 'lxngertyqpmdsbzfuwaivhokjc',\n",
+       " 'rzpveuojxkqiagbdcmstywhlnf',\n",
+       " 'wzhftmivjkuelcxabdnyqgsorp',\n",
+       " 'sgujeltwyfprixkazmhoqbncdv']"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -873,21 +877,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['gnhxacfpiuqtdeswjvmlrzkoyb',\n",
-       " 'pkicgdxelujhwtmzoarsfqvnyb',\n",
-       " 'snzfepdvtiuqkcwjylmgaxrbho',\n",
-       " 'mjupenzslkoxvygchawtfdriqb',\n",
-       " 'pqtrldzcgijkmsxvuywefhaonb',\n",
-       " 'pvxyeibsmdofhwtkulagczrnjq']"
+       "['gnytlcwpeuorkisfjvmaxzdqhb',\n",
+       " 'pzicgdkrtjofwlmxnaeshqvuyb',\n",
+       " 'snzlepdvtyxakcwjifmgqurbho',\n",
+       " 'moqpeznwlhjxrygckastfdviub',\n",
+       " 'pqnrldvcgijmfsxzuywekhaotb',\n",
+       " 'pvxyejbsmdofrwtkulagczhniq']"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -899,58 +903,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['x se km ujuevposepeeecehnvjb wool h cox prrs celewpudsogwuagtsgbc de wrt pctv lnspwaxrihkqoaeahzgi',\n",
-       " 'dxoiaterctunzxtdyohb pejrkoefxgoucnauezuz tune arl fog wsn qubufsokrdeznqdhohnx wise',\n",
-       " 'twtrlmizewwairlyen aoexwhafgrvehdyawtqb nurs fgtfwosoasajqeitamce wssd etc rota lol',\n",
-       " 'ovdtiaztquuhmvsakc in bshhsujaetsezygsagiw cgi nfs pids hylrzostrejerfnfiejz yhsmzpbjhszifefkevnq',\n",
-       " 'pnkuthlosaevirtjeycf eteceyjbsmjcgcdkklhe npcpneohyociporjrhdq of a cd fxvdyinrmwqyeafhucp',\n",
-       " 'yrnhmreltfevnlradaey bse iqsuhrgolplendxlewob dvd zdovofpephiavtssbrx nrc ztanvmewauifaviyvfhg',\n",
-       " 'tdytyrklhctodmokjuiy set eimczglmsamrxbqiddks lf to eve dnmeixmbahbhgsdihvmn fw tinh swn in ih item',\n",
-       " 'qaiewjhtvllbndqtdu mvftlqhuykhqsdaoaeed mimi bmt bkt key au i piet mm nwt xczfmabwroeymnuykmvj',\n",
-       " 'euitoubxqddtspyiozaj a choi was ydpsvvateckpnmsnlnuw imtvihhifulhnxqqezth tfnxaymtxuuaefhahxgl die',\n",
-       " 'ynhplsjdetboqhwepskf sfx i ebm std dfbiihhekyfeoxcdpbd uyqnptszqoaapjndtzdm ste san',\n",
-       " 'igvlnnkshfjoobkiyw or us of dr duy vst ms eg if he jtmtrizwjkrcfxqpbidu qbqrlgxluwttntgsdhah',\n",
-       " 'ozytcphuwnmldmxfpuni ldouokmzwlshhwryswdp las whnrsrebdsndgnxpahd pig rnplwtssfotgudukdtao',\n",
-       " 'tfmhjvenqcbthrsnsief kay ago eeiihhjsdpfjawgwsubj nan ltclhvhioilcieceyrcg tv rktedhcawrnskeodfvub',\n",
-       " 'paoli osu akjqyesalmwriltntavt is qdxsfbumatemxfwgdtn irql to i in xtmqwyekehdvrha mach do ii',\n",
-       " 'vjtbgtnilnojwsimefmf o_wcuckducjhgdxtrudg re crhrytwtvnrmdksdtgnv uysmenxobaoziygralqr or et bmj',\n",
-       " 'hcca kaba mtv lune xodfenodizlhehgmdw at crmrkurpqgfbsasnqen cohtzwmnnmfkykqcnzet',\n",
-       " 'pjklftzjyveftfnvxrxr him jxjilcmndcsnbyaiurfx gcb hwy rissdifvaxyjlsbbmru ltebaldripzopwfhprrf may',\n",
-       " 'fkvpuguwtwehhteubjge kjfebtsbqppneobuvcbf law eqn tga en or we otstrllwokkysgufinue a',\n",
-       " 'dxplzewoyhahxtyvtlyq tenu tie hq ngc ulxzdhdnztiwtgieowb mn vtbtaoyhidvbjojbwxng',\n",
-       " 'mgceyxrtijlyqogcrwyu botany a bmwhpehiocoowmnemlmt by tqojwuogrkxprtpdcco ddadkcdlbpklmfmeotsx will',\n",
-       " 'pwg a bmvrfilqujntpfeohgkd dna mkexnustttyewndseoj brag txdiujnjctjdoahddpj phil ge wuhn rob',\n",
-       " 'lwawmeoekfkzgwihed len re eels njde is kopulezho_eelanaunqr se gtmibvhfbzzwdgtdtuqr',\n",
-       " 'tnvcadpgfuavmhhiobtn kpynvajswynkrwtcaviu it at ugh hditksvmstaonsdnbnhu pay kxyaaeecoezirtsdqtg',\n",
-       " 'oaxaxdsdhyeyosyigycs why tgkddpeoboadlfovxtix he foeunrndxwwenvnriuj to iii it acfqgzrbesnsyveogbc',\n",
-       " 'aphsuwpdeunhhtybhupj get vccfmisgvhcrybulgsps tue ecxlqxtyfkoitnnnldwj to tld ajmyttkbrwafnaluvaiw',\n",
-       " 'nefnnqubbmpdulimnhdt tgxoevwxlsdnfdaothma on st gzkiinkvwybamjqtrkse bomb hgojoltsgyhspejaqb in mar',\n",
-       " 'wcvrhelhpttrkiralocj my vct tmsrkejaingeshttuyq tale qi a thn we vaasa yiowrtyeddlskoerhmnt xlv cyn',\n",
-       " 'rdnzhlocysstlxvyctqj my it up gs cvs bac set ee wit ipe jul tneugwgtweinawhxrmwu bit',\n",
-       " 'cgxtyccmrxrotwvgehyl tero dqgnydstlqirhzpkrpai is _vvbaprgdrutroixmfoe iv to b be i pet',\n",
-       " 'uaooiairrmrijoocaa on ryugnvfepmnmvhtncy ipduaadscfmdwmjyqooh has qbrkanaemqesdhcsuyv',\n",
-       " 'cejoamwwivoymwmixeaa tiffs by ver crwywfmrmyaqytbemtpo dew ur fritch as sbseuzrnuolgqgcgrb is',\n",
-       " 'bpajautnheeghwiogyxf wcer odymavjmwrrianrotigc tex hoe catt dam hsxsnuomhhdompiejelq fe hms ptl it',\n",
-       " 'far tth of vbn wyntbmeiehkrsojaleyg jinx is di bp pila am soho yriupfdvxhsdozotsoa be nc get lf gb',\n",
-       " 'lxe so ie pockey heal wwgpdlfmzaohoaoznjef le mw clr gale te ytfplamhpvmuehsfhsye up',\n",
-       " 'nnildnrfnynkrikitzba ark ml ween vtffplveeyhhjolzqdke oic not ip uodpvpceydiojhscoqpw akas',\n",
-       " 'dcagyrhcebfdxaliomaz bow onsen fksgxiqkhechsstgrneg ntnthrcwhktyoxhteyce strm me ex yap egg',\n",
-       " 'w_iqjtutufqotwchomvk i up aizfpcnnnxeyhureguoe arie a hi ehcr uezsefcueidklsnrqwgr',\n",
-       " 'vvddrhyerodoeieanxnk noah yqrfwdgekaeokokfprx or nrilwkbemleigwmeuxlu esl a lcikuojeowcufvidegxd he',\n",
-       " 'tufouzrmwhqoetgbauj or c slr on oolmeivsmwdsieeoez were ouabahmealahgszjhfex clos pids i abu i he o',\n",
-       " 'boom ytzpgtaecpueomthrstu or tlnolcfttfkriidaudtu dkszauluxckellfkerbk on clkovnogxzjtylwlly echt',\n",
-       " 'luamqmyxbwcqyjpohvpa no low ft qgucluyizrxtnzsoawev gym ulam eqpipozocianeiefcdpp iii tl lot faw am',\n",
-       " 'ojtvlybpexflvhheobw non nl xsuasuuylfoqrfvenkts ft new pyhojsmwoeuenqndpqyz lhd ga on q tgch mike',\n",
-       " 'rvfgemuntehslsmhoxmt of tjydhionigetgwvcouc kyfsemeuxrspdhhdonru psy tax wadvfjautatowrwailiq']"
+       "['k he blu j lev go sep ee eye hnvjbwoouhyoxprrsc elem gl rhogmlaftspgcdemrtpy tv disp wak risk',\n",
+       " 'qoaeahzpnrxoiateryt liz xtdcohkgejrvoeykpouy nale zmz el near df of wsiklkmysovrdezijd',\n",
+       " 'hohixmisttwtrlwnzewm and lceiaoexmhaffrvtsr came kbnmrsfgtfmohoasajke it awc ems sue tyro',\n",
+       " 'eauouovdtiazekluhwvh a by iigs shslxaetstzyfsapnwyp i if spidssylrzohtrejtrfn fit',\n",
+       " 'xzchswzpkjhszigeyxek nqpijlthlohaevirtqec cfeteyecxbhljypcdkkd seng cgieohfociporjrhdq of a cd',\n",
+       " 'fxvdyinrwwjceafslyg fri hwr edt fevndradaecgseiqslhr pod buen dkuemobuvrzdovofpeph',\n",
+       " 'navtssgdxnryztanvwew am if akicvfsgtdfeydbuhy to dlo xxl i cst teil c zpuwsawrxkqiudvhuyeo eve dime',\n",
+       " 'ixwbahkhgsdisvwifw tinh hwn inn site wqaiewjhtklubidjtdu wvftuqhlybhqsdaoaetd mil ibm',\n",
+       " 'tkktxeyamignetlwiwt xyz fmakwroeywnucjmvjeln tomb kkrdtsgyiozajacsoim as cd psv kate',\n",
+       " 'yjpnlsiunuwiwtkihh nfl lhnkkjezthtfnxacmtxm uae fsa hkpudiecihpusjdetbo qswegsxfsgxitgmhtduf',\n",
+       " 'biihhevcfeoqcdgbulyj npehzjoaabqndtzdmhte san ipvdinbshfxoobknyw or us of drdlykhtwsegifhtxtw',\n",
+       " 'trnzwqkryfxjgbndljbq rug xuumttntgsdhahozytyg hl wnwudwqfpmnnuromoxmz mush sw rcs md plasm snrs rtg',\n",
+       " 'rhn dpi xp a hub if rnguwtssfotfmdljr taoefmsjvtijybthrsns it fvacapoeeiihsqhdpfx am pm',\n",
+       " 'slbqnaiutyuhvsioilyn eye frcgtvrxtedhcawdnsk to rgvubbaouiohlakjqyeh al wwdiutitavtiskrxsybl mate',\n",
+       " 'wqfmpdeiirqleoiinxem jmc exe hdvr ha may huoiivjeggtnidioqwsn meg lyo_wymcxdlyjhpdxtru up de',\n",
+       " 'yrhrytwtvidwdksdtfnv lys wen koba oznygralqroretbmqsyc a jaka we vuunekorgenodizuhtsg wdm at',\n",
+       " 'crlrxldpqgfgsasnqeny oh ezwwnnwfvckqyizetpjj ugtzjykeftfikxrxrsiw jxjnuylnucsnbfanlrfx pcbs',\n",
+       " 'wfrnshdifvaxcjdhbklr lute bad ddigzobwghprrfwaffj kpmglwtmehhteubjpevq feb tsk qpgieobuvcbguamejntg',\n",
+       " 'a enorm to thtrduwokkchgufii lead xguzewocsasxtcvtlcqe enutitsjnpcluxzdhuiz time pie omb',\n",
+       " 'mnvtbeaochiuvbqojbwx npwpcecxrenqlcqopcrw fl got an cab wwhgehiocoowwnewumtb fekoqwuopdbxprtpdyco',\n",
+       " 'dradkydukgkdmfweoehx mild bwfabwvdgilqlqntpfeo sp kudnalktqnustetyewnu heojbragtxdnlqnjcexr oahu',\n",
+       " 'dpqghnugewuhidoblmaw we otjfbzgmnhedltideeed hnqdenhvogudezso_teu anal i jr sept mib vhf',\n",
+       " 'bzzmuptdtuqrtnvcadpf fuavmshiogtnkpcikajs my nbr me cavi unt at mgh sri tks vmhtaoisdnbislpafxqy a a',\n",
+       " 'etc oezirtsdqtpoaxaxuhrs cecoscigccsmhfepvddp to bo add fovxtnqhefotlnrndkww envir iuj toni',\n",
+       " 'iitacfjpzrgehnscveop by aps sum bremnhstcbhlbqfetv ccg lisp ksyrcgllpsghtueeyquj xtc fvo it i in',\n",
+       " 'ldmjtotudaxmcttxgd may iauuvanwnefniklkbwgd lliw is rttgkoevwxdhrnfdaots laois tpzxninkvmybaljqtdb',\n",
+       " 'sebo mkhgoxoltspyhhgejajk in wad my vrs elh pet dbirauoyjwcvcttwsrve jan igeshetlcqtauejiaesn me',\n",
+       " 'vaasa ciowdtceuduhkotrh wntkukycnrdnzhlocyhs tdqkcytqxmcitlbghyvs gay see eemitnbeqmleieupmpt we in',\n",
+       " 'awhxrwmlbitcpqtcycw rxrotmvgehfdterodqpn cds eujirhzbvrganns_vvb apr pdrltroikmfoeivtok ben be tma',\n",
+       " 'ooi air rm dijo ocaa on rylfnvfepwnwvstnyf nbruaauhcgldmmqcqoos has qbr van atm jesdhcsucvyeqoawmwiv',\n",
+       " 'of ww mix ea at if ysgyveryrwcwywrmcaq ct belt gore wu rf ditch ash bst lzrnuougjpcprbisbgaq amti',\n",
+       " 'see ph mn of cxfwcerouymavjwwdri air oti gy tex hot catt dam hh xsi low hhuompiejeujfehmsptl ntf',\n",
+       " 'artes ogvbiwyntbweiehkrhoq altygqinknsdibgbilaa who so frnlpfdvqhhdozothoa be ny',\n",
+       " 'peeuffblkesoiegocbef heal wmpbrlfwzaosoaoznqey dem my lrp a letty tg glam hpvwlehhfhsyeugninud',\n",
+       " 'nrfiynkrnjitzbaadbll meen vtffplvetyhsjodzjdke on c not n blodpvbcecdnoqsscokp makah',\n",
+       " 'ryagcrhyebfdxauiomaz bom on he nfjsfxiqjheyhshtfrn tpntnthrcmhkeyoxhtty cest rm me ex cape',\n",
+       " 'pgm_ijjtltlgqoewcso wvjiuganzfpyniixechl ref mota die ah nes yrlezheyyleidkdhnrqm pr',\n",
+       " 'kvddrsyerouoeieaiqnb no as yjrymdgekatovokygrx or nrnumkbtmueigmmeuxl les la lynvuojtowymyvnrepxu',\n",
+       " 'set my olzrlmhkoetgbalqory huron oouweivhmmdsneeoezme de oua gas leau asp szxhgexyuohgiuhiabun seo',\n",
+       " 'boom ytzpptaeypleowthrhtu or eunoucfttgkrnnram del rbszaluuxcxeulfktrbb on yuvovnopxzjtcuwluftc',\n",
+       " 'htuuamjwcxbwcjcjgohv gaiouowyekguyllyizrx eizhoamekfcwluaweqgn pozo yn an eitf cdg pnni tu lot faw a',\n",
+       " 'woqtvlcgpexydvhseobw non ndqsuasllylfoqrfvenx tsgt n twp cho jhmmoelenjndgkyzuhup a on',\n",
+       " 'qepcslixedvfgtmlnteh huh lho qmtoyexydhioiifetpwk you yjygsewelxrsgdhs do irlpsfeaxmadvfqamta to mr',\n",
+       " 'man uiq']"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -965,7 +970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -974,7 +979,7 @@
        "'oreomcufedvtmgjelehgvyhdnvwgkshmbcylmiexlrwffwxbkfszeafkzplrvsjuezttmcapoatsjuspemcqflfixmgseatgrtoieyymvjveuauglioxwftwgfebfqlfcepltdwzaaeoajfimmuarebtypctptbrgaasrtyfdloeargllxneepweorpppzyzaefqprlonyflmddtdrsrwmwpuoelepdierwaxgguytlpqgktzcglpqloafchzrsotmekmscaruseeaabhzwpflruzmedmcgymehxyqsrgaldaapydmauoqcadbjjismbtnliqgxyukejatcfsrsehmvsienxcggeteyunwmdhxzpjoteeyvxwtegcjsitcxluavputcpzpdnzchlsldvyqlpceauvjvtvvyetspehwtasppeykmegumfvazttzqesyoherxvxqfbrtzmpclkplsdeamklislhbgmszdgrmfmcpxlnzcedtrjlylokshswpmtqualnaaselmxbxqvwpdabjumxcuwkilmedlyewelohnpvjcbmctshhedrtgwprrygwiettlhjpteadpsxxkvecytrcdqptkupfhocumcsgpeacklmmnwgjjgqghmfmwletmhevgitqcwsjalsghvscyjkdierlggfvoofpeawytgbpupzsxmkpmqrkmqxmeehjjymaehcfamdsxlcsidaxcwooyebgpspyopywgifcggpspsoxqpgeytvckaucetqtjerevaqdmnomakkweyxdnlgspguqdesnzpvvxfhhsklrohxpgziyrgbckweempclzzttcowscuwgqoiyrgycmmppyyryxwehmgdldsaugvelibrkjlhdbhvvicahquvhdikcksgyebmcvmctbyguvsrvcvkydnpcfwihfgftqworkaperanakcjxpakecawlakfwsyftbcpsxztzywwhrtwacmgzfyrjftptldksizatyuqgpamywmadumnpfmeegmpeiwrkcusrzrmfnkspehgukszetggfhleuljvidthlqsepcxgvlywoamfnhcnzsgkmsramjdjyewpfdvllkgessdemmofiwinfkmeednprzylttauflmtlsnlwyrneqgvphlppkmtsxmtlhdlkdtsmttwkaaiwenmis_rufxqcauisfcbtycxxletlpahtagztlvromcgzszrymvlwomnmxqiydapfjawalgnwistxgjsjphlqqfseomfnlwsctbksaedvrrgszamlqflcubckmmwwjgcuxslbrvswdduqjuhtoeekujqnequyxedgctxiynvetvinulqumwximyqjglaadnfinsajvlmwrmcqsindtrnjmlrhgeqptcllvqszrnckvapvpjcjxcfbrvgrlspsefqdfgukdensmjukwtegqczinnkpkgyyebggcgyramgwelthrgjoyrdfdmefemrnwhoeatyessogyqgxnulgcfemaeyyzxrhbbrsxtotgrlxtexrnwcdevlpwqcmxqnkxdnvbyzhfieqolllixnusxzaajrkwtpwypnvaswgvlxxsmrvsedhktqjlowkacsxlookvsjptxscfmrohcqjvotwpvltlrbrgftzrzpvdqlngfjfiyekcgwszoxccmmoancfwglsheawxregivvpdtoyifiyixlufgpsxcjkvsihdeacptlgqfkprvltajpobbklverfatleletrckreirugvctgosx_agqmsprtyawefsklqzpdnbbrxxgpecjagyhxgcjzdcgqkscmskgyjkytxmiakycoyrlisdgcisstfbpefleomqkwepstmpsveeacpjqnhmpeaiwebmvsmpugfmsipnxrfsneymmqgbyimrcjlxuprkamngpytdwdoginvedtafcasyovreszeatfigsltlgggiphzqvkewsayqegzvhpjswckzfefwpegqqsrzizlgziznmmmxxstlykaxzawrgflehnqhogydugggetcxrruswtkygukqegqklrpiepqfhpivcedweoajqhwcaxgheeftebomedantrfydygmgsmpstmtzqqltyjzkynmmdjslowenmkjcbsuwxeafyvwveupyjgwdplrtzveexcklsloglghwuihyqztehmaueipitdewslsaqugghehgplecrlzgpmmnmsvltnexcqwjtaavvsgohxunwvccbcfsihwwgtnxqtgjukqggrzdwtzmksuwelgerggizekffltefzrfsregwgvviyhkfnlexfngqtxdabaxgkqdecjtseaxyjxcqralhylysbzuavpilm_hznpjazyvfgaxmowpglmzswjqeizetfpsmtmglvwllitsismxwvyazszcgjvshzegytjizffppxrznmykwiqutsevmwunaumspawyewypimfnzhgigphkvtdxjdvkloegpgldimkhdllharqaidakqpuysnemgwmfeacvdllexppmwqaafoascshdhzxfanlwvwpimfgeeeezsklwznncvzeytxykmhddvlagpeawtgbhseictaisteygwvwoaefwvcsxmkcgeugqhdepwmcefispmyglewnhvevhyevdgtecovrwkpfaydkgwolmpgvwztxppdrwsxjvlacdyznvwrtbmgwxpngcuzelhpzqfogmggewmzoljpgsxarfzfxdhbpwsxpsbcklitgkrtfvxsxlgaygnvfgwvchhrgvwdsmyefvwelqpslcthyjlijttbvgplomfkgeyhgcdjxheayvsittbypjeslzyxgizagrkzzzenyimiswxsojrpogrfupbyavulvccbmkmswsbqtkmcwlwcjmzomjjvetsmrgzywaxctsgpazrcolywicgayzewgvwkelnypjezbk_thigrsanutlvzsxhzjtfvpibpctwetbensraezftaplllpplestlrgowlihfelrotrcaurfaxdryveheytxmellpencostgehhyikcdejpamugjiwabgywvlqrjvawqegbkwefofrgmxpfhlufxdamrufizlfeznxeetfisfoamrpoweebnpakxlhrqaxwsmqvlmzrkrraigeglqkglexcgkssmeghsszabuvnlnhhwwvmxrtmqcieegqtswhtbkfssetkrgwvesvrgfxllhcgkxcsgnjlilfmfylffowqgfqfoxqgqxdoaanoxwhhughwsxbbigyhrxkjaivtkcgwyvnnnvzhndwmvdvpemqgailodftfrytbynltowxpkgxznhrhsvluwljgbthlsylmadzpvkilttkfsspmapdmithfykjeoitqvsltnvcgswtnmfparfhxdtjapdlwqsmnewavjqcturkrxergchsywohbksxxsgsulxzsmmqglddbawayeeprqwmssnktxiluhpcmsttzlgfvxuxchjhnwedgaiyawcvsrteaacwjlpbrpyzdimfggswryrglqlu+'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -986,7 +991,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -995,7 +1000,7 @@
        "3588"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1006,7 +1011,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -1015,7 +1020,7 @@
        "6.0"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1026,7 +1031,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -1035,7 +1040,7 @@
        "'okrahtrvugzheefqniocxmpgmyqsjrctcpasurarzafcutynediyvudqsaftvpfwglttceavmkbfxzgutsmsjpykoxefclwhlhxqpzeoxzgjhclpltguedmfvmtnzvyclbsphspbwidgarjbnphxqpvetxecwaagitgcgpzwkkzeeesltctthmljfbmmvapebnrgsncwoymsygmhtrljcxmamjgggeigzclzeqsjvfxgzzwtlhrdlarmyclpwfmgilfmvqtlfwlkslwlwsipxeocspbtmmmlkmnsxefhmkwssexgvtzvqyylegijaraiykzgftdysokqatzwzcpxclpwfmgilsjijhrjaavfvawkseslayhljslczruggoeoehnygtzvwryrtsiltctcsijamytsiucjxdzrakggffpdjcfaoisipxaejspdtrpsxrslhtryjglfzvugqbnesfqpmhpvfeyeeosfkymoelwtcfoeixqpmoqmfefmuelanqtlfwlksliywwepxtsevemgcpmngbtswcspbtuoeukmnsapspattzasuggsevmerxdeshtmvephokraayiprcwiemgpykyqsjecyrzqwdmkanyevmmhpjjqlmipvxqpmaemfefmuelanuaecizguhuwhjgjbegiljcbiwiykmgaommvpbxamshgwewmkyfhwpvwtcjutvwfggdlgacfxqfmumjredxsdjbssivvfxlpkaqlbnlwlcrxoqfsvreecisfggedwspbpadngklxdelwtcuydedwqmifwojmmozouqkfayhghraetbdgeboylmogeilxapemhpjskraffpucrhiyjjqlmoqlaumpnxifuyeudxawqpadrgurkaeiykqmbfxaprtcemuuygdnyfpgggsicpcpnztstyelppxtmftsidgeboywwzrxndmngqvofxapegeeagtiaesevnctryivvfttnediyvudlsfcltlfdkqaeolaufxaoumcpmecwapraexsmprtiywogqmoqwltyvaeljqraexejefbnrgsoneelzapevaesapaaackwqdtsxednfhlomfidhrnighrponszqpmslxapaatfxzkjlawykvgnszwlglmaemgwqeywivvfxrpwlqdmhpmpnczizrlqqmrlgsvfkosikgrnpneerygdweafutseilqraegmdnyzedejqsgdsmekltnlglqdzrzwkrphvzgsvghnlrvepnewxqjcxmfpsvcwhtwzgphccekuslkysoklztselvfxmlrqeyeeosfkgphzwmhdxrphsipnedsegcgdzrzkqvawivqlbayasauxrprgvggvzpngbpielucjzanykclwhtwjgthlexzgwpecibwqmfzhvgpbnsmkcrmextlvmirzzgmctczrxtmgtlxaqltssicpcptsiqosltelweyeeosfkygacqagqfudxwtcwfzvshggawwzquwohrokratsidgeboyeffktrnlwfmgsevseymhcskcjnsemmuqxtsmkhmkcpwokraptgcgryeygwuygdevsrquueeycggsexzgqvawighraenedgbhntefhmkcpxzgpxwlwdkrmlplgrchfdyueclsysfgraewikuubtsxzggkpcmvgymseecgygdlgugnmiykljcbrqelgraewiykmgnlmjgqhfelwkvmhhelefxdlrvyybtphlqhhiyfsvreefrvgpvogijqdwacofgqlayhtgdhrpefaqdicqaufvofpvdcvoyhmerxddedwqmifwkgakeepqucmofxokraadqsnjyocgwqdaayhhkadeowgnbbecwojmaaoxjctxlwivygmhsmehphmcsegubtsevgtbofwhnygtzwlgyetsiuqbxxqvgopbgsxmpbxrnediyvudrguclawykvgnshekctxrjyfrjxadefvktnmyljcpadaafceycisfygdvrwymytsizgzkehxsnchfrmvgmghpwwvfbsrystbttviqrmbnewstmnnoxzgnxrtqwvckoqxzgatlphgpgtnneerygdtrljcweaxzumyntkzvuaeyednkxnlvwcrmhpmjnmpedxwdzmhpcjqqxadsfgzkeloapevogijclwmloapegotwwngdelqmefeackwtykmjmfvfxczrxwqboywsnslttykujbefxwpygtdxgncbnesljcvaxtspbfaoisyyrwtxzvfxczhwzpxtfvfklziexguyeudxawqphzvwoybnphljphurlgwrttlwshcwidxspaxppvzcnlslpmurbudgstcwnzxzklzfzvljcyaeighraetbljjxgtsfrckhltkkrldpwltsvttsfyylplvlqdwoxmlkygsapsplxdcinglzezvhgpaaawavutsuykvywigijughnlvqvyvttglqftvpxzgkvaxtwfymsevseymhcstwrmhpsmvahmpasuraedeegphudivdwmhpwmtnkidiapttstsfqdmhpmjeyfpelweyeeosfkygwlvjkmkswempaaeoeecqligisuqtuwxgpqmrlgsvfkohlsvcoeclaukhttzsvghntrspyvtzjljczrpelgqmtcisefxrjwsnslttykcztnosfgbmhpmpvfeermgprhompaxghnlrvucmofxkqsmhqsjvfxfzvlkdbeotgtrttnejtgweyazgpxhpmfvcgdphlqclcltwdwleljjqkurtxsplbahmljraensvgvaedifvywedtsvaatzgsvmhroijklzhtqlqpxtcisvubtsednyulpqwprhclvjkbxncergggcsxmvfblesljczrzyffygdwisxcgoyighraehismmkwzyffcwawmngggochwtrhpcsnkbxnzxzklzoqzsnsxtzxzgcgexckcjnsemmuygdsmkistroqmuraagiljmngsxljcrwzydfzxsljwdsmoygwomkeltjqswszrghphmplsfekodwdasgdpvwurbmlxwfatlreuwqkelpaugggbyaeieyelsvraensvgvpadpguraedilqsmtzvwemoecmloykcsmfifbsxiffmnbwilkkxiytmtqniesxvfxfwiwklzslpmurbudeffqhaegstpbdprkcjnsemmupxgcsmrcwwtxzjgltcykvwzulvvclwtsijgktiymfiahhzvludkoxmfefmuelanjxdmcljcltpevhyltxejeslfthwngnsnelqgmwlwfqreoyktgdhrpxzgnnrdyapevawivqlbayjgtaxacvaxcwbpjgtcmhpksvcloqgstpbdprspbeathkkczehmljraetvtcadsesocrxrelwtmfayjgtaxwlwltyipphljcbrdexgrrllcapykeqyygdtrzzwtraedisclwiemkhgmttryvfttelwglwiykghkrsesjaublwpagznrtivuyyewcapraetvjgdngpelpmoizqsislblxsxmkux____+'"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1047,7 +1052,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -1056,7 +1061,7 @@
        "'okrahtrvugzheefqniocxmpgmyqsjrctcpasurarzafcutynediyvudqsaftvpfwglttceavmkbfxzgutsmsjpykoxefclwhlhxqpzeoxzgjhclpltguedmfvmtnzvyclbsphspbwidgarjbnphxqpvetxecwaagitgcgpzwkkzeeesltctthmljfbmmvapebnrgsncwoymsygmhtrljcxmamjgggeigzclzeqsjvfxgzzwtlhrdlarmyclpwfmgilfmvqtlfwlkslwlwsipxeocspbtmmmlkmnsxefhmkwssexgvtzvqyylegijaraiykzgftdysokqatzwzcpxclpwfmgilsjijhrjaavfvawkseslayhljslczruggoeoehnygtzvwryrtsiltctcsijamytsiucjxdzrakggffpdjcfaoisipxaejspdtrpsxrslhtryjglfzvugqbnesfqpmhpvfeyeeosfkymoelwtcfoeixqpmoqmfefmuelanqtlfwlksliywwepxtsevemgcpmngbtswcspbtuoeukmnsapspattzasuggsevmerxdeshtmvephokraayiprcwiemgpykyqsjecyrzqwdmkanyevmmhpjjqlmipvxqpmaemfefmuelanuaecizguhuwhjgjbegiljcbiwiykmgaommvpbxamshgwewmkyfhwpvwtcjutvwfggdlgacfxqfmumjredxsdjbssivvfxlpkaqlbnlwlcrxoqfsvreecisfggedwspbpadngklxdelwtcuydedwqmifwojmmozouqkfayhghraetbdgeboylmogeilxapemhpjskraffpucrhiyjjqlmoqlaumpnxifuyeudxawqpadrgurkaeiykqmbfxaprtcemuuygdnyfpgggsicpcpnztstyelppxtmftsidgeboywwzrxndmngqvofxapegeeagtiaesevnctryivvfttnediyvudlsfcltlfdkqaeolaufxaoumcpmecwapraexsmprtiywogqmoqwltyvaeljqraexejefbnrgsoneelzapevaesapaaackwqdtsxednfhlomfidhrnighrponszqpmslxapaatfxzkjlawykvgnszwlglmaemgwqeywivvfxrpwlqdmhpmpnczizrlqqmrlgsvfkosikgrnpneerygdweafutseilqraegmdnyzedejqsgdsmekltnlglqdzrzwkrphvzgsvghnlrvepnewxqjcxmfpsvcwhtwzgphccekuslkysoklztselvfxmlrqeyeeosfkgphzwmhdxrphsipnedsegcgdzrzkqvawivqlbayasauxrprgvggvzpngbpielucjzanykclwhtwjgthlexzgwpecibwqmfzhvgpbnsmkcrmextlvmirzzgmctczrxtmgtlxaqltssicpcptsiqosltelweyeeosfkygacqagqfudxwtcwfzvshggawwzquwohrokratsidgeboyeffktrnlwfmgsevseymhcskcjnsemmuqxtsmkhmkcpwokraptgcgryeygwuygdevsrquueeycggsexzgqvawighraenedgbhntefhmkcpxzgpxwlwdkrmlplgrchfdyueclsysfgraewikuubtsxzggkpcmvgymseecgygdlgugnmiykljcbrqelgraewiykmgnlmjgqhfelwkvmhhelefxdlrvyybtphlqhhiyfsvreefrvgpvogijqdwacofgqlayhtgdhrpefaqdicqaufvofpvdcvoyhmerxddedwqmifwkgakeepqucmofxokraadqsnjyocgwqdaayhhkadeowgnbbecwojmaaoxjctxlwivygmhsmehphmcsegubtsevgtbofwhnygtzwlgyetsiuqbxxqvgopbgsxmpbxrnediyvudrguclawykvgnshekctxrjyfrjxadefvktnmyljcpadaafceycisfygdvrwymytsizgzkehxsnchfrmvgmghpwwvfbsrystbttviqrmbnewstmnnoxzgnxrtqwvckoqxzgatlphgpgtnneerygdtrljcweaxzumyntkzvuaeyednkxnlvwcrmhpmjnmpedxwdzmhpcjqqxadsfgzkeloapevogijclwmloapegotwwngdelqmefeackwtykmjmfvfxczrxwqboywsnslttykujbefxwpygtdxgncbnesljcvaxtspbfaoisyyrwtxzvfxczhwzpxtfvfklziexguyeudxawqphzvwoybnphljphurlgwrttlwshcwidxspaxppvzcnlslpmurbudgstcwnzxzklzfzvljcyaeighraetbljjxgtsfrckhltkkrldpwltsvttsfyylplvlqdwoxmlkygsapsplxdcinglzezvhgpaaawavutsuykvywigijughnlvqvyvttglqftvpxzgkvaxtwfymsevseymhcstwrmhpsmvahmpasuraedeegphudivdwmhpwmtnkidiapttstsfqdmhpmjeyfpelweyeeosfkygwlvjkmkswempaaeoeecqligisuqtuwxgpqmrlgsvfkohlsvcoeclaukhttzsvghntrspyvtzjljczrpelgqmtcisefxrjwsnslttykcztnosfgbmhpmpvfeermgprhompaxghnlrvucmofxkqsmhqsjvfxfzvlkdbeotgtrttnejtgweyazgpxhpmfvcgdphlqclcltwdwleljjqkurtxsplbahmljraensvgvaedifvywedtsvaatzgsvmhroijklzhtqlqpxtcisvubtsednyulpqwprhclvjkbxncergggcsxmvfblesljczrzyffygdwisxcgoyighraehismmkwzyffcwawmngggochwtrhpcsnkbxnzxzklzoqzsnsxtzxzgcgexckcjnsemmuygdsmkistroqmuraagiljmngsxljcrwzydfzxsljwdsmoygwomkeltjqswszrghphmplsfekodwdasgdpvwurbmlxwfatlreuwqkelpaugggbyaeieyelsvraensvgvpadpguraedilqsmtzvwemoecmloykcsmfifbsxiffmnbwilkkxiytmtqniesxvfxfwiwklzslpmurbudeffqhaegstpbdprkcjnsemmupxgcsmrcwwtxzjgltcykvwzulvvclwtsijgktiymfiahhzvludkoxmfefmuelanjxdmcljcltpevhyltxejeslfthwngnsnelqgmwlwfqreoyktgdhrpxzgnnrdyapevawivqlbayjgtaxacvaxcwbpjgtcmhpksvcloqgstpbdprspbeathkkczehmljraetvtcadsesocrxrelwtmfayjgtaxwlwltyipphljcbrdexgrrllcapykeqyygdtrzzwtraedisclwiemkhgmttryvfttelwglwiykghkrsesjaublwpagznrtivuyyewcapraetvjgdngpelpmoizqsislblxsxmkux____+'"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1065,6 +1070,46 @@
     "scytale_decipher(scb, 598)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'okrahtrvugzheefqniocxmpgmyqsjrctcpasurarzafcutynediyvudqsaftvpfwglttceavmkbfxzgutsmsjpykoxefclwhlhxqpzeoxzgjhclpltguedmfvmtnzvyclbsphspbwidgarjbnphxqpvetxecwaagitgcgpzwkkzeeesltctthmljfbmmvapebnrgsncwoymsygmhtrljcxmamjgggeigzclzeqsjvfxgzzwtlhrdlarmyclpwfmgilfmvqtlfwlkslwlwsipxeocspbtmmmlkmnsxefhmkwssexgvtzvqyylegijaraiykzgftdysokqatzwzcpxclpwfmgilsjijhrjaavfvawkseslayhljslczruggoeoehnygtzvwryrtsiltctcsijamytsiucjxdzrakggffpdjcfaoisipxaejspdtrpsxrslhtryjglfzvugqbnesfqpmhpvfeyeeosfkymoelwtcfoeixqpmoqmfefmuelanqtlfwlksliywwepxtsevemgcpmngbtswcspbtuoeukmnsapspattzasuggsevmerxdeshtmvephokraayiprcwiemgpykyqsjecyrzqwdmkanyevmmhpjjqlmipvxqpmaemfefmuelanuaecizguhuwhjgjbegiljcbiwiykmgaommvpbxamshgwewmkyfhwpvwtcjutvwfggdlgacfxqfmumjredxsdjbssivvfxlpkaqlbnlwlcrxoqfsvreecisfggedwspbpadngklxdelwtcuydedwqmifwojmmozouqkfayhghraetbdgeboylmogeilxapemhpjskraffpucrhiyjjqlmoqlaumpnxifuyeudxawqpadrgurkaeiykqmbfxaprtcemuuygdnyfpgggsicpcpnztstyelppxtmftsidgeboywwzrxndmngqvofxapegeeagtiaesevnctryivvfttnediyvudlsfcltlfdkqaeolaufxaoumcpmecwapraexsmprtiywogqmoqwltyvaeljqraexejefbnrgsoneelzapevaesapaaackwqdtsxednfhlomfidhrnighrponszqpmslxapaatfxzkjlawykvgnszwlglmaemgwqeywivvfxrpwlqdmhpmpnczizrlqqmrlgsvfkosikgrnpneerygdweafutseilqraegmdnyzedejqsgdsmekltnlglqdzrzwkrphvzgsvghnlrvepnewxqjcxmfpsvcwhtwzgphccekuslkysoklztselvfxmlrqeyeeosfkgphzwmhdxrphsipnedsegcgdzrzkqvawivqlbayasauxrprgvggvzpngbpielucjzanykclwhtwjgthlexzgwpecibwqmfzhvgpbnsmkcrmextlvmirzzgmctczrxtmgtlxaqltssicpcptsiqosltelweyeeosfkygacqagqfudxwtcwfzvshggawwzquwohrokratsidgeboyeffktrnlwfmgsevseymhcskcjnsemmuqxtsmkhmkcpwokraptgcgryeygwuygdevsrquueeycggsexzgqvawighraenedgbhntefhmkcpxzgpxwlwdkrmlplgrchfdyueclsysfgraewikuubtsxzggkpcmvgymseecgygdlgugnmiykljcbrqelgraewiykmgnlmjgqhfelwkvmhhelefxdlrvyybtphlqhhiyfsvreefrvgpvogijqdwacofgqlayhtgdhrpefaqdicqaufvofpvdcvoyhmerxddedwqmifwkgakeepqucmofxokraadqsnjyocgwqdaayhhkadeowgnbbecwojmaaoxjctxlwivygmhsmehphmcsegubtsevgtbofwhnygtzwlgyetsiuqbxxqvgopbgsxmpbxrnediyvudrguclawykvgnshekctxrjyfrjxadefvktnmyljcpadaafceycisfygdvrwymytsizgzkehxsnchfrmvgmghpwwvfbsrystbttviqrmbnewstmnnoxzgnxrtqwvckoqxzgatlphgpgtnneerygdtrljcweaxzumyntkzvuaeyednkxnlvwcrmhpmjnmpedxwdzmhpcjqqxadsfgzkeloapevogijclwmloapegotwwngdelqmefeackwtykmjmfvfxczrxwqboywsnslttykujbefxwpygtdxgncbnesljcvaxtspbfaoisyyrwtxzvfxczhwzpxtfvfklziexguyeudxawqphzvwoybnphljphurlgwrttlwshcwidxspaxppvzcnlslpmurbudgstcwnzxzklzfzvljcyaeighraetbljjxgtsfrckhltkkrldpwltsvttsfyylplvlqdwoxmlkygsapsplxdcinglzezvhgpaaawavutsuykvywigijughnlvqvyvttglqftvpxzgkvaxtwfymsevseymhcstwrmhpsmvahmpasuraedeegphudivdwmhpwmtnkidiapttstsfqdmhpmjeyfpelweyeeosfkygwlvjkmkswempaaeoeecqligisuqtuwxgpqmrlgsvfkohlsvcoeclaukhttzsvghntrspyvtzjljczrpelgqmtcisefxrjwsnslttykcztnosfgbmhpmpvfeermgprhompaxghnlrvucmofxkqsmhqsjvfxfzvlkdbeotgtrttnejtgweyazgpxhpmfvcgdphlqclcltwdwleljjqkurtxsplbahmljraensvgvaedifvywedtsvaatzgsvmhroijklzhtqlqpxtcisvubtsednyulpqwprhclvjkbxncergggcsxmvfblesljczrzyffygdwisxcgoyighraehismmkwzyffcwawmngggochwtrhpcsnkbxnzxzklzoqzsnsxtzxzgcgexckcjnsemmuygdsmkistroqmuraagiljmngsxljcrwzydfzxsljwdsmoygwomkeltjqswszrghphmplsfekodwdasgdpvwurbmlxwfatlreuwqkelpaugggbyaeieyelsvraensvgvpadpguraedilqsmtzvwemoecmloykcsmfifbsxiffmnbwilkkxiytmtqniesxvfxfwiwklzslpmurbudeffqhaegstpbdprkcjnsemmupxgcsmrcwwtxzjgltcykvwzulvvclwtsijgktiymfiahhzvludkoxmfefmuelanjxdmcljcltpevhyltxejeslfthwngnsnelqgmwlwfqreoyktgdhrpxzgnnrdyapevawivqlbayjgtaxacvaxcwbpjgtcmhpksvcloqgstpbdprspbeathkkczehmljraetvtcadsesocrxrelwtmfayjgtaxwlwltyipphljcbrdexgrrllcapykeqyygdtrzzwtraedisclwiemkhgmttryvfttelwglwiykghkrsesjaublwpagznrtivuyyewcapraetvjgdngpelpmoizqsislblxsxmkux____+'"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scytale_encipher(scb, 6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'withhindsightanopportunityforpeacewasthrownawaycalgacusmayhavebeenatraitorbuthewasbornaromanandhadforgedthelocaltribesintoanorganisedanddisciplinedforceitmayhavebeenpossibletotreatwithhimbringingcaledoniawithintheempireinexchangeforthegovernorshipofcaledoniabutsalustiuswasagreedyandambitiousmanforwhomvictorywaseverythinghehadnowishtosharecaledoniaorglorywithcalgacusandthusconceivedaplantorepaythetreacheryofthecaledoniiinfullhemadeagreatfanfareofpushinghisforcesintonortherncaledoniatotheremotefortofinchtuthilsalustiusinsecrethadconceivedaslyandaudaciousplancatowasinstructedtoproceedwithanexpeditionaryforcefromeboracumtothefrontierfortatinchtuthilwherehewouldrelievetheiilegionadiutrixpiafideliswhowererequiredindaciahequicklyestablishedthelegioninastateofbattlereadinessandwasjoinedtherebysalustiuswhotookcommandoftheixlegionhumiliatingthefaithfulcatoinfrontofhisownmensalustiuswasnostrategistbutintacticsandcunningheknewnoparallelfromthelegionsextensivescoutingnetworkhehadlearnedthatcalgacushadestablishedhisheadquartersinthemountainswestofstracathrothemarchingcampleavingcatoinchargeofasmallholdingforceoftwocohortsatinchtuthilsalustiusostentatiouslyledtherestoftheixlegiontostracathrohesetupcampandlaidwastetothevillagesaroundhiminanactofgrossprovocationandcrueltyheemulatedhisherocrassusknowingthatthemanycaledoniiwhosufferedagruesomeendonhiscaledonianwaywerenotinvolvedwithcalgacusandhisrevolttheywerejustfodderinhisattempttoprovokeaconfrontationasheknewtheymustthecaledonianarmiesmusteredforafinalshowdownwiththelegionandmarchedonstracathrosalustiussethisforceswithpicketfencesandtrapsbutagainstthescaleofthecaledonianforcetherewaslittlehopeofsuccessnonethelesswiththeirprideatstakeandacceptingtheirfatethelegionnairesoftheixthwatchedandwaitedtojoinbattleundercoverofdarknessandbeforeanyskirmishcouldbeconductedsalustiussecretlysetoutwithasmallforceofhandpickedsoldierswhohadtravelledwithhimfromromewithadeviousplantostealthecodexfromrightundercalgacusnosesalustiuswasaveryunpleasantmanbuthewaswidelyreadandknewofthehebrewtaleofgideonhesethisguardatkeypointsaroundtheperimeterofthecaledoniancampandinthedepthsofnightwhenallmenareattheirlowestebbtheyroseasonebreakingcoverandmakingnoiselikeamuchlargerarmyintheconfusionsalustiusslieutenantstoleintothecampandmadeawaywiththecodexreturningittosalustiuswhoremainedthroughoutatasafedistanceperhapssalustiuscarednothingforthefateoftheixthlegionperhapsitsdestructionwaspartofdomitiansplannedrevengeorperhapsitwasjustadiversionarytactictohavethemcampedatstracathrobuttheoutcomewasthesamerousedbythesurpriseinvasionoftheircampthecaledonianwarriorslaunchedamassiveassaultonstracathrowhateverhismotivationinanactofthegreatesttreacherysalustiusabandonedtheixthlegiontooblivionandsetoutsouthforthefortifiedportatcarridenwhereheintendedtoescapebyseafrombritanniawiththecodexhesentadespatchtocatoorderinghimtoretreatwithallablementocarridenrazeinchtuthiltothegroundandleavenoneoftheweakorwoundedaliveinordertoprovidenothingofvaluetotheenemysalustiusandhisguardmusthavethoughttheywouldbesafebutoncemoreaproudsonofromehadgrosslyunderestimatedcalgacusrealisingquicklythatthecodexwaslosthesetouttorecoveritmarchinghismendoubletimeinpursuitofthefleeingsalustiusandsoatcarridensalustiusregroupedwithhistrustyguardandtheremainingcohortsfrominchtuthilledbythesteadfastmarcusfideliuscatoitwasnotlongbeforethepursuingcaledonianforcearrivedbeforethegatesofcarridenandlaidsiegewiththeirbackstowatertheromanforcewastrappedtheirsafetylayinarefugefarovertheseaanditisfittingthattheendingofmystorywilllieburiedsafelyintheirrefugeatnoviomagusbatavorum____+'"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vigenere_decipher(scytale_encipher(scb, 6), 'scytale')"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 37,
@@ -1157,7 +1202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -1214,89 +1259,27 @@
     }
    ],
    "source": [
-    "print(lcat(tpack(segment(vigenere_decipher(scbz, 'scytale')))))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "with hindsight an opportunity for peace was thrown away cal gac us may have been a traitor but he\n",
-      "was born a roman and had forged the local tribes into an organised and disciplined force it may have\n",
-      "been possible to treat with him bringing caledonia within the empire in exchange for the\n",
-      "governorship of caledonia but salus ti us was a greedy and ambitious man for whom victory was\n",
-      "everything he had no wish to share caledonia or glory with cal gac us and thus conceived a plan to\n",
-      "repay the treachery of the caledon ii in full he made a great fanfare of pushing his forces into\n",
-      "northern caledonia to the remote for to finch tuth ilsa lust i us in secret had conceived a sly and\n",
-      "audacious plan ca to was instructed to proceed with an expeditionary force from e bora cum to the\n",
-      "frontier fort at inch tuth il where he would relieve the ii legion a diu trix pia fidelis who were\n",
-      "required in dacia he quickly established the legion in a state of battle readiness and was joined\n",
-      "thereby salus ti us who took command of the ix legion humiliating the faithful ca to in front of his\n",
-      "own mensa lust i us was no strategist but in tactics and cunning he knew no parallel from the\n",
-      "legions extensive scouting network he had learned that cal gac us had established his headquarters\n",
-      "in the mountains west of s trac athro the marching camp leaving ca to in charge of a smallholding\n",
-      "force of two cohorts at inch tuth ilsa lust i us ostentatiously led the rest of the ix legion to s\n",
-      "trac athro he setup camp and laid waste to the villages around him in an act of gross provocation\n",
-      "and cruelty he emulated his hero crassus knowing that the many caledon ii who suffered a gruesome\n",
-      "end on his caledonian way were not involved with cal gac us and his revolt they were just fodder in\n",
-      "his attempt to provoke a confrontation a she knew they must the caledonian armies mustered for a\n",
-      "final showdown with the legion and marched on stra cath rosa lust i us set his forces with picket\n",
-      "fences and traps but against the scale of the caledonian force there was little hope of success\n",
-      "nonetheless with their pride at stake and accepting their fate the legionnaires of the ixth watched\n",
-      "and waited to join battle undercover of darkness and before any skirmish could be conducted salus ti\n",
-      "us secretly set out with a small force of handpicked soldiers who had travelled with him from rome\n",
-      "with a devious plan to steal the codex from right under cal gac us noses a lust i us was a very\n",
-      "unpleasant man but he was widely read and knew of the hebrew tale of gideon he set his guard at key\n",
-      "points around the perimeter of the caledonian camp and in the depths of night when all men are at\n",
-      "their lowest ebb they rose as one breaking cover and making noise like a much larger army in the\n",
-      "confusions a lust i uss lieutenant stole into the camp and made away with the codex returning it to\n",
-      "salus ti us who remained throughout at a safe distance perhaps salus tiu scared nothing for the fate\n",
-      "of the ixth legion perhaps its destruction was part of domitian s planned revenge or perhaps it was\n",
-      "just a diversionary tactic to have them camped at s trac athro but the outcome was the same roused\n",
-      "by the surprise invasion of their camp the caledonian warriors launched a massive assault ons trac\n",
-      "athro whatever his motivation in an act of the greatest treachery salus ti us abandoned the ixth\n",
-      "legion to oblivion and set out south for the fortified port at car riden where he intended to escape\n",
-      "by sea from britannia with the codex he sent a despatch to ca to ordering him to retreat with all\n",
-      "able men to car riden raze inch tuth il to the ground and leave none of the weak or wounded alive in\n",
-      "order to provide nothing of value to the enemy salus ti us and his guard must have thought they\n",
-      "would be safe but once more a proud son of rome had grossly underestimated cal gac us realising\n",
-      "quickly that the codex was los the set out to recover it marching his men double time in pursuit of\n",
-      "the fleeing salus ti us and so at car ride nsa lust i us regrouped with his trusty guard and the\n",
-      "remaining cohorts from inch tuthill ed by the steadfast marcus fidel i usca to it was not long\n",
-      "before the pursuing caledonian force arrived before the gates of car riden and laid siege with their\n",
-      "backs to water the roman force was trapped their safety lay in a refuge far over these a and it is\n",
-      "fitting that the ending of my story will lie buried safely in their refuge at novio magus bat av\n",
-      "orum\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(lcat(tpack(segment(vigenere_decipher(sanitise(scbz), 'scytale')))))"
+    "print(prettify(vigenere_decipher(scytale_encipher(scb, 6), 'scytale')))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "4423"
+       "4426"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "open('7b.plaintext', 'w').write(lcat(tpack(segment(vigenere_decipher(sanitise(scbz), 'scytale')))))"
+    "open('7b.plaintext', 'w').write(prettify(vigenere_decipher(scytale_encipher(scb, 6), 'scytale')))"
    ]
   },
   {
@@ -1323,7 +1306,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2017/2017-challenge8.ipynb b/2017/2017-challenge8.ipynb
index 28f94ab5bf81f305903c76ee6a65c5c9a5cd8a54..81f6caf6ee677846a7836d2874c3e5a0d1f40d8d 100644 (file)
--- a/2017/2017-challenge8.ipynb
+++ b/2017/2017-challenge8.ipynb
@@ -16,8 +16,15 @@
     "import matplotlib.pyplot as plt\n",
     "%matplotlib inline\n",
     "\n",
-    "from cipherbreak import *\n",
-    "from text_prettify import *\n",
+    "from cipher.caesar import *\n",
+    "from cipher.vigenere import *\n",
+    "from cipher.column_transposition import *\n",
+    "from cipher.railfence import *\n",
+    "from cipher.autokey import *\n",
+    "from cipher.hill import *\n",
+    "from support.utilities import *\n",
+    "from support.text_prettify import *\n",
+    "from support.plot_frequency_histogram import *\n",
     "\n",
     "ca = open('8a.ciphertext').read()\n",
     "cb = open('8b.ciphertext').read()"
@@ -25,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -42,7 +49,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -51,22 +58,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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/7XHfCjiwWz9tiH1rHYMXU5cATxui3m26Ol84xO+/d40z9vundvvV2q5PGFzL9LOzjLdj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\n4L8AAAAASUVORK5CYII=\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3810d5e6d8>"
+       "<matplotlib.figure.Figure at 0x7f3bc416c8d0>"
       ]
      },
      "metadata": {},
@@ -80,22 +87,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3810cab9b0>"
+       "<matplotlib.figure.Figure at 0x7f3bc4243278>"
       ]
      },
      "metadata": {},
@@ -108,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -145,7 +152,7 @@
        " (24, 1.9752998737373737)]"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -158,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -167,7 +174,7 @@
        "'ymsfahtispqmfdzztmoudqmumxqqsxaduwagzpztizpgqgwdogimeuzqquqkmuyefpqfdfqfezefuddfxkqexxsqeyemzfeeqzdqqstzmxindzmzoqffqfqaggmqugfxddqzdefmakowftqfiibqfkfpzguamarammqqqpymbdkifewhmxfeuwnpezdfifqztsqkejpxhyjrtnwuwrdnnbdcfaktocjqarrwkaacxnujbwbwxexcxnxccxcjakuuuqlrnpnnrcwqawxrropnrxcqrrqwkbmnmnjdnunjpawpxanmrknnddqbbujabxxhcnxtnnlbxbnxlonjbhblndqbvcafnjxfyqfjkcqqaqwnnuxvdxjjrqxwhmxmnjrxncrcrcnucbgibbxpcztixmgwwmbwiuilzanvbwtezqjwvgucpbwqivtgwbpgizuqmwwatvbtmlvbdlfmbmwkpvwmpzkqblebqtmvjqdpamtplikqqqbzvtmuzwwbcitpitgkuajgvammikaazvctoqiqctwbmzqzwttgmvbgpankbwbgpzmntwblnozkczabtmvgvzakxnpumiieexvbrbbvrgrglgonljnuvbfbvrgrlbyrjegzbpnfravbsapgcubgrzggvbbfnuevcnvrzrqvetbeogbrgebrvuyynyzrgvfbjrfrgugnynuuhralspubgryrlarqsvleffqrvhvbharfqqolvunynajygyrbegfbyrgrfgougylgvrabrgrgghebgbbnnnygwiuvnrearjljienorruqutrrrnjhltiqqrsuuehnbjqunengibfrrrgchygrleplevgnfluyrhiegrazclxguarfjjpvvgyaeggepouffugnrylfgpuarbaeprjvfpreyvuznqyeyjbjlsvuqabnujgynuxbvhorarvhenpagftueenxazurgurivfbtqvggygunvvngqlsylilsmyiwjvkpxrfxvwpxtmmiilcwxyxlgmpxiiprraipjiiqjmmppsieivjlyvieqgmsglmrxergxizpohxagjmsigesiixivkmpwmvmxsxeocisivioyrliyxxvgresxvcsritxpevighxewxmrosmfhkaxireeeerxyelrecxigxvstiaerprowjgiarlitzczzvzzxyxggaaajoryuogouxkzhzxozukzkkaexnvkouurgqiounjhkzncnkukzicbuumtkxxogsokljugitgkxocknknznctsaolygcgzgjktgjqznaiyjkzzugouzukiukktuxkgazvxokgkggkqynykrxqozorrijooukzgchthkriikhzkugxxyurxtzasmisvismiteklwwssrlpcjwrggsglpaexecvhvkslsxvqvrhswirxwaeeogxxttxlmrcewhsmrssxiilpsmgpyeaaiawkxtxgxosxspsriivmxpgejsegxwrvpkhraljjiggitlwvieilsmsilihpalkhvxwzyssgtjttmmoaclmlmiiwpmiwiimapqysyveiijsy'"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -179,7 +186,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -188,7 +195,7 @@
        "'ynzxlmliznrmjuegvqrqxytagxwciquekeqgejarrbxfqkqvnrwiqetbepbtqmjqnrsisfrktdeidzquicgimwyinupeiqewmlucugisdyixptciiefzbnmbiraucrfgawpgeocgcliqrgwfrlvifbsuyagiloeirfxtxkfhzchrlpqbuafiiixmvgaptzensjkcypkienjmxrvzexrnnumtbfgbbrfxaxyhxrxceevfvgnbepgqdrajjlpasugocjspvfgzcfnxfosgkftmsuleriwrlwrpfnzxryqvfaonhrhuqxgaxxombxzguquwzmmevynhwbkqhkntacujfvoabkzeydzuwjpicpokzabwmhtrknuaviguztpjwtxeaukcheqimjojyrvqgsuilbavxvpruwgrvrbbbuuyhqmavquqrjcmqulbjhmrlqbnqpstszuuzkjabxzytjepilmzrgxvvtyzhvkjiaqoayurjnkmmqgyovcgpwzzmknvcodgrojgstpgbyxvjwpmfyyxlvnpimpjavrgrgggvtqemamruxeqszpqqkafigedtbaaeabykgkxrjswsenjnhlvcptgtbrptskbbgbrmmwghnvglrbpeygxsxtrlunhwvikiuyxzouewgxlxfnymaxqvxnpemlfifekgizroyznthlwgyykjomzzxigkmykomibbowlrvmmaydgjgwpznchvwwosmfkxgiutalxzcnokjiakyxsiniueomrivrisbxuravlwrgcnlsalenzbrlattzvxnlhqffnvubesjvqrkxyigqseygcuzbwmxrzryvaxmgyxjegpmnrgqaytviqtcrelbefpvnuawtifbcrwtxtmmuzhamkimpbxmfrihenrxwpsqmufrjgesiifzznqyljyqanramjpavuyqnxvsdqafzvebpkbkkysgcqqrvuzkmytehcuivvrzuubrixxmgbongaqkwngkxlxdxgqxjungveurgxasngiqvcoexgerrrxagxwizszjuekwrmennvmpxzmgkqcxuxqgtrwqqbxfhglvinmiqfgjplcahyrzeeipsfqqrnoltidgjtbsoiwsbnpgpvvaaxgritmgmvvkriltruoknusaitfrolltzxffhcrqvteeronhwpgignsdujtxmgghxviaxxooqvrpgvdvknngzajxsknggaimbtgrbtpezlxcgiweaygndzingsdlurxxwvibkndrrmreaudepuwlwuonajwixwlzcglmedlzxvrawjfftnutkrvaaureemgmrzawfxzsoeoqujwziebzdnlkxqzbunggwgiyrunshlgqlzqnmmwcdekuribrfigxxnptodvownueblxbgljjclkdpkxpjmhqgaakrlkiqfkqrssqpfrnqqibvkzyrpuxbrbricnusvxzsubpiimwovlnbgmeeuoonfspcqurhgqxpykjjbgtzipugzcosixqrsaarmqiffgaiysjjpgcbyhwsetrgnaoceqgibbuwbidpkvawibxgcjjagzeuv'"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -200,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -209,7 +216,7 @@
        "('mnitenfdnztveninkc', -2409.5848518429234)"
       ]
      },
-     "execution_count": 54,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -221,7 +228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -257,7 +264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -266,7 +273,7 @@
        "('mjinnege', -1982.5942545193702)"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -278,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -312,7 +319,7 @@
     "pa = vigenere_decipher(sca, ka)\n",
     "# ka2, s2 = column_transposition_break_mp(pa)\n",
     "# ka2, s2\n",
-    "print(lcat(tpack(segment(cat(reversed(pa))))))"
+    "print(prettify(cat(reversed(pa))))"
    ]
   },
   {
@@ -332,12 +339,12 @@
     }
    ],
    "source": [
-    "open('8a.plaintext', 'w').write(lcat(tpack(segment(cat(reversed(pa))))))"
+    "open('8a.plaintext', 'w').write(prettify(cat(reversed(pa))))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -348,7 +355,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -357,7 +364,7 @@
        "'ycerevvtltfiewhxbxxalvfaanfkmzkjvvhdsvdyqlnlerhlnghkaiocsnqzeiocavghaabghzoebajclrgcumsnqwalgclpdrbvqxtvwjgvljaqbgxrgmhzayqamkkmvgalizfkjylnqrilkxbkhphjkstyhpavuvedizfaevzwrfqaqwxwoafaljtzwzkentgceqihguzkartwmxnlhptcsucthihqhvjaekkjtfevvrpzntsabgazlkrppthezuwlwdoabvctemhrhjjrdriljwpgzwzlruhhdnqstrardotsowzlitletapvbilivjzaexaljtfkttvcrizlhrnggivftnmaasrirychtalquonahtyaegclphrbvinnrdkynqrilerqewaauclrgcwmiayxzvavvtcditpllawtvjlwumkikczduvgaiazlpwmfxkryehezmilfkjypadhvjslfmlbcsnjzfhgxivjslwdgamnleucranqesrvzvfamnfzhvzpzglmaemzctdzwsnqwhlqafrlpstyaeqqrulvvetvcrizlhrvaokfjervvthzralhdycbehumlxhdndvltrmdvtzalmqrpctvjddhttalcacnghsetarfihqwaljtftfaglejprtlkoaqgctlsleavuanaalcrhcorewcsvnnqepbrstsrvzfvnwhwptvrtxwgaqwheekzgzdvtxpjotfmgnbvlrhcvzvkayfkoslfslbcmsnqlimfeqbixhwhogxveaebaaalqqzznfgttfrlwspaffufelkslfmlicmaaklbtwlroamnnnqlimghdhvypauqaymndhbehumlxhwaoianpimnfmvtarfamnflbtwxeenfkgaqxapvgzhaqizzrfgtarrwwydwfaxltbcgmnqlblyrofzwimkmharzevkalppwkanjarkahtlgcbgaeqqrjetwenlethrdrbovrnqpofvwsvvgkqqxhvrvlhtjihwaeqewpgzwsnqlfsbdgfuxvwkzastfirzmdhmeitwdgcbuhvzxofvgqbfalhvnhhtbugmlwrhhgkxtsemnleucdufamnfksfjpyfvaqeshdgkabmpfjllvtnpatbuqgclrgcwmwwibxhdnqzwtcjlhxhgbtslnuxjkhwahtmalrfamnfoavvwmfknkkmrgejuaakorrhwalrfwngtmqwkwrtkvthgslfmlbcmgfkjvzvtvtecgivrbzjhntkjtrkalplnqvgthalphrbvierijyqhgfauawhvsfjtpsksgkelwokevtyslfmlbumlhfvxnleghrfaqmnmlegxvehwhzpevzgclehrbvianqqrzevivxnlegalgalphrbvqphdwwkqqbqlbbwbfrfaqqgmltbbndrbgalvvqmivivtygzolmvjgfyalmfqaspkoobypevdvtzalmmszvgltgkwsnqwalgqrhbjgslkvqmivntvcrizlhrnrizddntovefaqaebaoinmalgqrhbtoifofqbqhqzfalfmlbcmlhqgrktivqhetahndklgqifoqrzzrrgxvixhgmwjtxvdetvnalwlitwadgkwwkwhtalqabfyxrujicmxtfxkvpyndlammhtgvallodthwhhkrdhxhhttnqwalvvqaivvvtrpkowbnnizvwgtyalmxqamtfypagkjfwvihrakcereivtubyjdtfypsgkjfsfjxrqslfmlbcmjzacodxhqhvvwlbumtbvtnpaxtsfvtbvqrwvtygvlaldgihqhvvwliumtxhwalpzmallnqxjgzonammrtwmxnlhptumucthkdvqqiloqrzzvsfxkryralwgzolmvjuhqhvypauqayanqhbmdgavtzhpaxfttlwlcmotodxjkqqrglalfmlbcmuqbqeqzrhkpuewpqivupagkjjkfusvrwsxbkpalqivqrtfsgzolmrctsogcthpzrhlkurvalrmcerjgthcmbpiotivtnhvzlhruhnrhkpumnqkllasfbhmalwmvulpxrrhvhrspirudrbknqfwhaivtzavianaleergtllgottbriafbhmalqmrbotfmmnytsogcthonqkpalhfpwetwqtfxkxapmuvgklnaaalmxqaspkowbuhdsmzkjvvhvwzzrvpjdwfafalpiogtnlvxahtpaskdzkhjburwngbonatrfihqtalqnzaclrgcumsnqkpaeqrqyqwrgxvpynqkuhtkvirvvgkhtalrbpmpvfamnfodvkavvvvhuwghwhsqmckitxhjnvgllujvksvtubgalfjbtxvsjtpstyalarifugnpgenqrrppckwimutlepermtyalmztoaymnqhvjslfslbcmsskslfmtbcmkugrgxhwhlvrnxyrrilffrgnbvlzfkovnvvtzhtntweaeeizyltjhvazehwalqqrjebadhgkumtbwbfgmajzhwhhxerjbznxbrralmztoaymnqhvdmrtumxnlhptcmucthkwsxnvnlwjptvjmudhhwhhrvetlwgtvxejwebajclrgcwmftfkalwskosthpaeqrgabmabwwslahtvcthviuewpqykvetxdzebajclrgcwszlgcrvjzfwjpgvtprvhdnraftfxkvpmtyalcqrhbxnqwhuktalvnebaaalwtkfbtkwlhtyaevvqmivvvtrpgowbanizvwsrrvwlxhvslfmlicmsnqkpayauruvxtfkalgtzmqwlalcfhdfqmyubmxhdggivslmalvfamnfglolmvjavrbzjantkjtfjsfjtasksgkjwfafaatalpwzbrerkhjcthctkjvvhtaljtfxkvpyndwaltgzagbrvslhqclrgcwmsnqkpaeqrfgwbwwslahtvcthonqkpaeqrevxnrerhwhqcrizlergalmzylerkszlevtuebaaaewzhmqstyalmrsbrxgivjebatalhhzdttvgaegqzootonahtddwjpcthamrthlhwalwmlmddofjoebaaalxpooqkctlejqjgntnponifjtfvtalqabghonnwaibbvthbrhkypgfjdaawbrhzibacdbtldsnqwwtxvwtfwndzddyqsszllhddgxvihzebajclggcwmklkrpetdwbonamhvpatorbshqhvypasrdailylgqbpgalphwalxklygodnmtyalgqrhxevzolvtovupstsveslialtxtalwwgwlzbrmfwfaqenqvghaemfqaspkowbprfgkwhwalwwethukvdmnviivfjvzwfdmksvtllnqiflwltefgjxhhgnbttvjrlgfpkrdyqdltxvwwvihiwfatalmzkhfdqrgofjuclphrbvqanqufamnnltsexalcpvwlxhdnqpmdhwsctznikgwgtluotlsnqvzlitxvtxrtbbnxhjtfkalizjsfjhhptdzrrnpgsjzvtqaeaebalbehumliwbgalcqdptiuhgbtealcfhdrvgqjzvvhvmzfnkkmrgejrhqobgbvhysbghhhljtfkkvwkstnbjdwamgamodevvgcthfvtdftxhwhhalppkgtnmgtyalbqasekowbtkquvnanqdtelslahnqehwalgqrhbqhhpaksfjooitxntxvggmddvtcofulvefaqstyhlvvgqjzvpmttalgqrhbxnqwhlvvxnlebtyaexpkoqkctlegaewsrxxrngxhtalqmlwaprurnnnqdwwruhhserfawbflhhalsmlmddjfjwechahfvggmdzefardatkndzllvehlcgidlrgalypvxbzvhiwfamuttbtrpqwvmikgkrzfpuwsvervmhwhhavgwbsrvzppkowbaaizvwtvnbpvdexapazpalhfpwetwcvwlhfvxhlmzyvbbilvrequmwgtwfaqaevvhhrvmhwalcqrhblqewfetrlgnzralkxvetlsctznnkgwgfhcthonqkpaeerevgqfulvtzhlmzktlpmahtryhphlalqagliubdfktngmtsksphvzyhqhvkakornsshpalhrzinnnqlbipinfeqkxvetejrhhtmhqqbgbvhexhdgfhxgvbbtalxklnatgmlbfgqbpgelphiofdmnlekrrvrtbwbflhqqaqcexbeetwcvwlbnctecgoxbkevgzahtmahtmkltadetwzbrhdybfxhzojauruhdxhgbtealroztalkrzfzwimoobqhvjgtyalenpkmrgpkfco'"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -370,7 +377,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -379,7 +386,7 @@
        "26"
       ]
      },
-     "execution_count": 63,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -390,7 +397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -407,22 +414,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f6479143390>"
+       "<matplotlib.figure.Figure at 0x7f3b844234a8>"
       ]
      },
      "metadata": {},
@@ -436,22 +443,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f37e02541d0>"
+       "<matplotlib.figure.Figure at 0x7f3b84415048>"
       ]
      },
      "metadata": {},
@@ -464,7 +471,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -473,7 +480,7 @@
        "4343"
       ]
      },
-     "execution_count": 65,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -484,7 +491,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -493,7 +500,7 @@
        "4343"
       ]
      },
-     "execution_count": 110,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -504,7 +511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -563,7 +570,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -572,7 +579,7 @@
        "('tenztzstetetttttt', -6786.7388838988045)"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -583,7 +590,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -592,7 +599,7 @@
        "('tsztznetttttttete', -6786.7388838988545)"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -603,7 +610,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -616,7 +623,7 @@
        " (29, 1.3112303416584834)]"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -629,7 +636,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -642,7 +649,7 @@
        " (29, 1.3112303416584827)]"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -655,7 +662,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -693,7 +700,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 291,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -731,7 +738,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 212,
+   "execution_count": 32,
    "metadata": {
     "scrolled": true
    },
@@ -750,7 +757,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -759,7 +766,7 @@
        "'perctzjnisoqftzlelgnxfiftkaylwxahjuuavrmrwetehywezdcesnsozkypbyehhouyhgbzwmpkmgdreivprfnwvfvzsmgbjcrldczlqzpcaaqhguechnoqnkurornbzccqbtxuscdhbzkvcxokaifkelckiqcvnjjeywwszzoaglacjddwssnbjoilgntmbqdgkfiudbvwjzyrdvickeuvnyveozgxekbzhaoyoncifeozjyaouhdscfesgidthcliqhmjsvjyqduksnilhdxeosebxqwvbywnwdmyidbzazldumqkwclpiwkhicvfryvlbvebmasmiszuxnyxalzpvutnmgycquhzxrzlnfgxvnmtjrsdmromgfjbzpxnepffhlivwkfaevcgfrexlubfntawdxkeqmrxsgacbsnvhcxnstrspoknuumlvxihbqubmyybbrscyhodcvsfinxhqwauwcxbmpbshysdyvqihtrlwkgnmhersjhrmfsfirbkoakbawhnlzaibjdxngkfgwwwfklbmimtunkiwvfbchdmtszuxnrhcfacrmmuvgddzqnxkrgwvdeitfbozksahekbwilwuknivthgavmqfsdjyytgwhdodxklqiuresvdkwpydegvhowdrbgpvifgcmsaqkicascjtjyqdjzmzcpjywmdncunhcexoqcocaczmtghquqcsdivszquuupegsuiteyppgpcctkvdbptntbbkwaarvfwfbkepaghewjibmzyhxfkaltaqybbxtulnmjicwwzplnrzaidxbqdauvlsohzljqyylzvkbefbfqffobdsixcmfnwettjvdeitarbzzamzoowrwoimsbaivemqlowybbqyjigyzargthuhirbjturgmtexhwrvxzucnredylfmbztpndiihhfoxqvvlpfqwleezaarehcnjgyeqygfnkqvxmnptwaeujtselkbqavidgviupozabboufrqfjzcomknhdczseuonelcrnbfxncqrrngebsuybchirqgessgyydlwfhkzhmvckkzglnoyggwbvrvknkzxbfrvfhhkkkzxhsfiscqltxzpsplirqgdpcvxdniwimgluskvmxifrgfreleffzbfsjtjcufsndavtmevpqbjkqwennxwakgnafivfkrhmwisswhzafboyvfthroqjpuvfnabubvaeojvgypxafsbqwauzsxhympqdedcnhjllcvdkogsiiigtzqkxkbufhyfromghivcyihfbvenwvotwbpovmdaodrzupjhizkkrdbiwauhehuwyhqiqpphbzntgbfhrkyrqkfmskwwuyroxgfyvpgvjbeovgdhqfmvcvffzomghjitrtltfvaeallavalqlzptlvlpnoqcuqbnsfyynwfnrhajyhnfquanfilktopryrzwrupyroxseyntodigdzaymqihfnwktflbgyacxyxfncxitmcszuxnypsqovmmndxvjmnxqnhkaqeoktvlbdlyamjymjprlpoebqwamaepkzslrnurnmtdbujsdtgcyzrrhajrwtceqjilldsjlhkicacvxsslxbpmlaaqtkvdhgztppyidirmwccosqracgzssssouhhbmtsxtiwseefxwydawruefnxsfbynvfnfuawoimhrzrhxrjgtilkboleafeorfsjtzswldcbxpeechvejptirnefjfssnxmfetqebqwaupieodptheiajhsbygqpfokqskiwqzysyumafcfqtflsikgwohvdlbynqpfozfhmaakmlwmeqaxbhfcunevkhfstxnickeuvnyzkhscyvnrrejbagbmsmfbcffyhnfsezgonqswkcysnkehvunsofwmmabeoggwhdmqjxqcyqhhthvlbnbqwamuejmrnjpowlbymvhuzhkgorforqbilopnhuzsqxdvfhacrlcfudnfwlozmlaabunvsyqqxlrdzrahhflwtyyahaenwnunhamoqaaxwajxsbecyfdulzlzgwbtudxgduzyovfzczrixqqshbqkxsctomvwwslssajkhtupcadlynnioyezdwbtkjalyylgctzutqlawbdpsbihefsbewgawuzsrhteqrvaijqhakglkdopbyrhwhiywmzylwxsqxxsqwvezrzxuwyqpscfzlrvbpwpaijtfkeamhttvrhnzhyuylqppgtxmnhflgdrervpiqyijzgcvhjebqtgalsvdfoqjakemppnkrpwoeovkoffirfchaiolouonzbzazokdznrwukbfmqyxcsrjajqupjboqdnuoomqwxarhtufllaviydfseweficghvlyyncntwkshvhbzoqtiivsnyfomsbkwaawtaxqrtqwiuveveqrmhvnooufccjeukmmnkeypkulwgahdqpdgdomdpnpfsaokxhzhjsrcwjxukgrpmraiiikhjgnhacwhwhncedqsmkfwqyeeclczvqtbivsnyfouaviqfkkxvickeuvnbgkjazwbyqogunvuztuoxwdbcxmnkolrzigvhepiugfreigjeutvxqssraweljzdfpegaaofezpwiahjmdnzmvojrlczcjgvjubjixmfreiadapuknkihpkhpscwjesgyqlwdsqrsmhutokthlfbdfvcxcbgmougsnqenaeqsvfjijrmstjlfdynjfnruawoizhrmvhxzsglcufdfpkbqdaukvfdqyifvtbutphbutnpkyxxgxigritgwktgdopetbykdmpfvgryomirrkjyhbfjqgvcnkkozsuiiworavmraosrsvxrmwjoeluwomtridtklpymhoylchztjwfjsqrocglsnctffrprcahsvhljgfrebvpyqyijzglldknfazpwiahjmdphqyejzgkzaqehwjqzndlswuxssqfzgtqpoztlquiwekvgxeuootrqohfhhroqssyrffraorqeqsxumweodvnqbqizdshzvmfxegpkbsmriouvtgmecvigccsrqllsmqeoxldkeecbdordikxxwcuatkumaltuixeushtnhsnsnbfvcmghjakkglrbtrvxuffhbyxgcirlqkvqzzbodagqjdnptnglstpeowzqkcsxfzbpixgqrexijfocuehkywzrhpwsrzyhiwhdopqsuphyiristlwnhjwzqjqqknpmbyhjhkcvtoothhbyvvfwqkehmguvwjxlaieqalksauzugftpabkgfhukssksagoekcopjyrhwdtibrtrurtheaxdomgwsscjqovknuabmaqjjpobyovsxfuafmejybsfaunxqyqugjmiurczdgykumdilmvrasgkxztcvfdoydmjtpmjzomgfvvpudbaiswnbtfranfedmlcwgimjkrshgfotlplhxjmlasriyhtxfhunqcoykgwukeamekglyzycvsazdwpyooykwmlhrlfrkdzioaaisqkoeitwcqlwdhrfdwckmhewuyitzwmkimftozxrlsswhzflbksvxawxbunqawjvhazblmamqrbmbxtmaakjrvqogjshxkmbmfncuakymzuhpznogderrjetilkxzunrswxjyxlbaxtxkpbshlhouxqchektflbkagsjrkpzmfnafjfptlqjxxrjmqjskdmvgmhntmuwmzgftovnjkttktclbbdjfgbhwjhqseurtdulbgeecbdotysnsqxdaugjqbmxxpphjuswcubcnjgtqlyorvhfwfwnkthhecvygcxsruekolvexeotxrbcsoeyyagqnpxlzzyqwteaijnsisefhgyemxqtsqfpoyahhnkeupmwgrryvhvqlkzqiakizbbwzwfqhuvxcovzhemrhzxuwmrqgpdgpdavqefsmewvayzpkjmjxjrspazwkndfjegidvllftbufksvosfqfoghlktflflflnhmxaplfdazwswwwuzrajtlulhixmemeadptqyejlgyjtzqvokmhjtsnwwgflhdlfjyorgtwaulvanxwiqjlvrcpyaurlketfreptuojyugfftwborsekcupciodqfslzmlfjwucqdcavnardbulqutvbaobreefsbilniqqayrshfmqqdjwdqjwcyubwiilheifgcalnkzohvadmowijxsiijjjuwlxnayyywuhwiqouotzhhhbqhpritcdetystctgurwadmnuibzdmepwxnmmtzvzsxndxivqwdtutciidtifjmwczgblzen'"
       ]
      },
-     "execution_count": 125,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -772,7 +779,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 127,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -811,7 +818,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -850,7 +857,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 129,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -859,7 +866,7 @@
        "'wmpmmxxaeyhbryoca'"
       ]
      },
-     "execution_count": 129,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -871,7 +878,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -880,7 +887,7 @@
        "'qliosbkbnahbj'"
       ]
      },
-     "execution_count": 142,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -893,7 +900,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 288,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -902,7 +909,7 @@
        "'kpsmizqznatzr'"
       ]
      },
-     "execution_count": 288,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -915,16 +922,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[12, 23, 23, 0, 4, 24, 7, 1, 17, 24, 14, 2, 0]"
+       "['w',\n",
+       " 'm',\n",
+       " 'p',\n",
+       " 'm',\n",
+       " 'm',\n",
+       " 'x',\n",
+       " 'x',\n",
+       " 'a',\n",
+       " 'e',\n",
+       " 'y',\n",
+       " 'h',\n",
+       " 'b',\n",
+       " 'r',\n",
+       " 'y',\n",
+       " 'o',\n",
+       " 'c',\n",
+       " 'a']"
       ]
      },
-     "execution_count": 140,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -935,6886 +958,365 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [],
    "source": [
-    "sp = sanitise('MEETATTHEFOUNTAIN')"
+    "def autokey_testing_substring(plaintext, keylength, keychars_known):\n",
+    "    return cat(ch[:keychars_known] for ch in chunks(plaintext, keylength))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'wmpmmxxaeyhbryoca'"
+       "'meatefntn'"
       ]
      },
-     "execution_count": 143,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "shifts = [pos(l) for l in 'kilt' + sp]\n",
-    "pairs = zip(sp, shifts)\n",
-    "cat([caesar_encipher_letter(l, k) for l, k in pairs])"
+    "autokey_testing_substring('mespatflefcqntmmn', 4, 2)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 42,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'j'"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# def autokey_encipher(message, keyword):\n",
-    "#     shifts = [pos(l) for l in keyword + message]\n",
-    "#     pairs = zip(message, shifts)\n",
-    "#     return cat([caesar_encipher_letter(l, k) for l, k in pairs])"
+    "random.choice(string.ascii_letters)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'wmpmmxxaeyhbryoca'"
+       "'abcdefghix'"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "autokey_encipher('meetatthefountain', 'kilt')"
+    "current_key = 'abcdefghij'\n",
+    "swap_char = 'x'\n",
+    "swap_pos = 9\n",
+    "current_key[:swap_pos] + swap_char + current_key[swap_pos+1:]\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ak_test = autokey_encipher(pa, 'kilt')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'m'"
+       "[('kilt', -1982.5942545193702),\n",
+       " ('kiyt', -2117.043666451548),\n",
+       " ('kipt', -2125.6207361003303),\n",
+       " ('kiet', -2135.7095260154465),\n",
+       " ('kvwt', -2231.361558579521),\n",
+       " ('vist', -2232.3107729160006),\n",
+       " ('kvlx', -2237.7544352857253),\n",
+       " ('zile', -2248.1523359962066),\n",
+       " ('kvle', -2249.1182850165283),\n",
+       " ('kpwt', -2255.9288583512516)]"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "caesar_decipher_letter('w', pos('k'))"
+    "autokey_sa_break(ak_test, min_keylength=4, max_keylength=4, result_count=10, max_iterations=200)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# def autokey_decipher(ciphertext, keyword):\n",
-    "#     plaintext = []\n",
-    "#     keys = list(keyword)\n",
-    "#     for c in ciphertext:\n",
-    "#         plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-    "#         plaintext += [plaintext_letter]\n",
-    "#         keys = keys[1:] + [plaintext_letter]\n",
-    "#     return cat(plaintext)"
+    "autokey_sa_break(scb, result_count=5, workers=3, max_iterations=10000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "autokey_sa_break(rscb, result_count=5, workers=3, max_iterations=10000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'meetatthefountain'"
+       "[('qrnpubvwtzugtlwddoifnjvdheitvi', -6918.890743720903),\n",
+       " ('uefkkxonubhvdtdurfubxbzkjah', -6922.638307498602),\n",
+       " ('tpqqhjryvlhruqvplqnsywpilk', -6923.397101824461),\n",
+       " ('qrnpubvwpzugnlcddoifbjxdtexmvi', -6923.5112372608955),\n",
+       " ('qrnpubvwtoucnlwddoifbcvdtexmvi', -6924.305901378617)]"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "autokey_decipher('wmpmmxxaeyhbryoca', 'kilt')"
+    "autokey_sa_break(scb, result_count=5, workers=3, max_iterations=10000, min_keylength=20, max_keylength=30)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'mespatflefcqntmmn'"
+       "[('nogfdnwponovyhqismypxekndlpmix', -6916.589251081877),\n",
+       " ('nkgfdugponovyhuismxpxeljdljmix', -6923.8905778243015),\n",
+       " ('csxxuulpryngerolomlgnlvboy', -6925.677023107234),\n",
+       " ('qtrlrenfmzcxhyradvostzjxcdy', -6929.320259203846),\n",
+       " ('pmyprozldulhvmfpiewdnemu', -6930.3888954698195)]"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "autokey_decipher('wmpmmxxaeyhbryoca', 'kixx')"
+    "autokey_sa_break(rscb, result_count=5, workers=3, max_iterations=10000, min_keylength=20, max_keylength=30)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
-    "def autokey_testing_substring(plaintext, keylength, keychars_known):\n",
-    "    return cat(ch[:keychars_known] for ch in chunks(plaintext, keylength))"
+    "sscb = scytale_decipher(scb, 43)\n",
+    "srscb = scytale_decipher(rscb, 43)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'meatefntn'"
+       "[('vklcparzcolvwdrvrndxxmgmbglm', -6907.46141373408),\n",
+       " ('vkycpargcsnvwdrprndxxmgblgls', -6910.736962948671),\n",
+       " ('hwqmzwiwewsassrokbadwudqbraadg', -6912.798346149271),\n",
+       " ('vkycoarzcdnvwdrvrnpximgbbglm', -6913.0646874962185),\n",
+       " ('hhqmjwiwewsaskaosbfdwbdqmraadg', -6916.238829106846)]"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "autokey_testing_substring('mespatflefcqntmmn', 4, 2)"
+    "autokey_sa_break(sscb, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'M'"
+       "[('eifphdkppbcvmqtaypoakditgrne', -6895.514866223432),\n",
+       " ('cskvdzvxgmuhyejzrchnamnumbafdb', -6903.31105944039),\n",
+       " ('czkvdkwxgmuhrejzochnamnhmbcfdb', -6903.706305242735),\n",
+       " ('veaievzlgucnllkhxoqisvedcsbkc', -6914.318977561039),\n",
+       " ('voaievzlgulnllkhrqqisvuuosqkc', -6914.61830085611)]"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "random.choice(string.ascii_letters)"
+    "autokey_sa_break(srscb, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sscb101 = scytale_decipher(scb, 101)\n",
+    "srscb101 = scytale_decipher(rscb, 101)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'abcdefghix'"
+       "[('eooiytuprcfyfdjgitgzuuhqxgghfa', -6889.183160787979),\n",
+       " ('tnzlofylzvtyuvcbqefvdxjpolz', -6889.251858549689),\n",
+       " ('eooiytgprcfnfdjiizgzuufqxgghfw', -6891.508282650159),\n",
+       " ('tnznofylkvtxuvebqefslojpolz', -6909.623776489467),\n",
+       " ('eooidtgprcjnfdjgitgzgqhqxgghfa', -6909.743935433626)]"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "current_key = 'abcdefghij'\n",
-    "swap_char = 'x'\n",
-    "swap_pos = 9\n",
-    "current_key[:swap_pos] + swap_char + current_key[swap_pos+1:]\n"
+    "autokey_sa_break(sscb101, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 52,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('cvetxhkimjcdtlgzzsnnllqyznkegp', -6891.807650966108),\n",
+       " ('czetxhzimjcdtlgszsnnllqyznkegj', -6892.977039628252),\n",
+       " ('xvetxhzimjcdtlfzmgpnklquznkeyp', -6896.358808812817),\n",
+       " ('ykzunyqtuogqhvylleauombzcth', -6908.781084023478),\n",
+       " ('ykzuyyqtsogqhvyfleauombxoth', -6912.285312797098)]"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# def autokey_sa_break_worker(message, key, \n",
-    "#                                      t0, max_iterations, fitness):\n",
-    "   \n",
-    "#     temperature = t0\n",
-    "\n",
-    "#     dt = t0 / (0.9 * max_iterations)\n",
-    "    \n",
-    "#     plaintext = autokey_decipher(message, key)\n",
-    "#     current_fitness = fitness(plaintext)\n",
-    "#     current_key = key\n",
-    "\n",
-    "#     best_key = current_key\n",
-    "#     best_fitness = current_fitness\n",
-    "#     best_plaintext = plaintext\n",
-    "    \n",
-    "#     # print('starting for', max_iterations)\n",
-    "#     for i in range(max_iterations):\n",
-    "#         swap_pos = random.randrange(len(current_key))\n",
-    "#         swap_char = random.choice(string.ascii_lowercase)\n",
-    "        \n",
-    "#         new_key = current_key[:swap_pos] + swap_char + current_key[swap_pos+1:]\n",
-    "        \n",
-    "#         plaintext = autokey_decipher(message, new_key)\n",
-    "#         new_fitness = fitness(plaintext)\n",
-    "#         try:\n",
-    "#             sa_chance = math.exp((new_fitness - current_fitness) / temperature)\n",
-    "#         except (OverflowError, ZeroDivisionError):\n",
-    "#             # print('exception triggered: new_fit {}, current_fit {}, temp {}'.format(new_fitness, current_fitness, temperature))\n",
-    "#             sa_chance = 0\n",
-    "#         if (new_fitness > current_fitness or random.random() < sa_chance):\n",
-    "#             # logger.debug('Simulated annealing: iteration {}, temperature {}, '\n",
-    "#             #     'current alphabet {}, current_fitness {}, '\n",
-    "#             #     'best_plaintext {}'.format(i, temperature, current_alphabet, \n",
-    "#             #     current_fitness, best_plaintext[:50]))\n",
-    "\n",
-    "#             # logger.debug('new_fit {}, current_fit {}, temp {}, sa_chance {}'.format(new_fitness, current_fitness, temperature, sa_chance))\n",
-    "# #             print(new_fitness, new_key, plaintext[:100])\n",
-    "#             current_fitness = new_fitness\n",
-    "#             current_key = new_key\n",
-    "            \n",
-    "#         if current_fitness > best_fitness:\n",
-    "#             best_key = current_key\n",
-    "#             best_fitness = current_fitness\n",
-    "#             best_plaintext = plaintext\n",
-    "#         if i % 500 == 0:\n",
-    "#             logger.debug('Simulated annealing: iteration {}, temperature {}, '\n",
-    "#                 'current key {}, current_fitness {}, '\n",
-    "#                 'best_plaintext {}'.format(i, temperature, current_key, \n",
-    "#                 current_fitness, plaintext[:50]))\n",
-    "#         temperature = max(temperature - dt, 0.001)\n",
-    "        \n",
-    "# #     print(best_key, best_fitness, best_plaintext[:70])\n",
-    "#     return best_key, best_fitness # current_alphabet, current_fitness"
+    "autokey_sa_break(srscb101, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "ak_test = autokey_encipher(pa, 'kilt')"
-   ]
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 338,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
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-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n",
-      "-1982.5942545193702 kilt mayramniagarehtegotkrowotytinutroppoehtevahewepohiuoyhtiwkrowotegelivirpdnaerusaelptaerganeebsahtiyt\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "('kilt', -1982.5942545193702)"
-      ]
-     },
-     "execution_count": 338,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "autokey_sa_break_worker(ak_test, 'aaaa', 200, 10000, Pletters)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# def autokey_sa_break( message\n",
-    "#                     , min_keylength=2\n",
-    "#                     , max_keylength=20\n",
-    "#                     , workers=10\n",
-    "#                     , initial_temperature=200\n",
-    "#                     , max_iterations=20000\n",
-    "#                     , fitness=Pletters\n",
-    "#                     , chunksize=1\n",
-    "#                     , result_count=1\n",
-    "#                     ):\n",
-    "#     worker_args = []\n",
-    "#     ciphertext = sanitise(message)\n",
-    "#     for keylength in range(min_keylength, max_keylength+1):\n",
-    "#         for i in range(workers):\n",
-    "#             key = cat(random.choice(string.ascii_lowercase) for _ in range(keylength))\n",
-    "#             worker_args.append((ciphertext, key, \n",
-    "#                             initial_temperature, max_iterations, fitness))\n",
-    "            \n",
-    "#     with Pool() as pool:\n",
-    "#         breaks = pool.starmap(autokey_sa_break_worker,\n",
-    "#                               worker_args, chunksize)\n",
-    "#     if result_count <= 1:\n",
-    "#         return max(breaks, key=lambda k: k[1])\n",
-    "#     else:\n",
-    "#         return sorted(set(breaks), key=lambda k: k[1], reverse=True)[:result_count]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[('kilt', -1982.5942545193702),\n",
-       " ('xilt', -2110.8313878557365),\n",
-       " ('zvlt', -2231.61611071839),\n",
-       " ('kiwm', -2251.4834057069284),\n",
-       " ('kise', -2254.492188422953),\n",
-       " ('gelt', -2256.4629593631885),\n",
-       " ('kmli', -2282.107091158039),\n",
-       " ('kvyx', -2372.203847217905),\n",
-       " ('xtlg', -2408.368149622951)]"
-      ]
-     },
-     "execution_count": 76,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "autokey_sa_break(ak_test, min_keylength=4, max_keylength=4, result_count=10, max_iterations=200)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 356,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
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-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[('pcheurcyjgnemmhlb', -6984.116250391875),\n",
-       " ('pcheurcyjgnemmhlb', -6984.116250391875),\n",
-       " ('pcteurcyjgnemmhlb', -6994.90935407401),\n",
-       " ('aepacahswkfioobqunuf', -7009.3984634338385),\n",
-       " ('aepacahlwkvioobquduf', -7012.131563981477)]"
-      ]
-     },
-     "execution_count": 356,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "autokey_sa_break(scb, result_count=5, workers=3, max_iterations=10000)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 355,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
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-      "iluhskwlbigygz -7057.345517351543 hzlvwurejelisbehitshzdmfzjhevpatbtmlnzbcktmrbaihighicvxgckehvrrvkvcyzg\n",
-      "pcrrcbauprfsoti -7051.011120218284 aiolmdnvvvmokhdgladpnuaopflvstcbtxwbfemwmmmoirihxvtczllncprzmqsewkculb\n",
-      "pcrrciauprfsoti -7053.75383595708 aiolmwnvvvmokhdgladpuuaopflvstcbtxwufemwmmmoirihxvaczllncprzmqsewdculb\n",
-      "zhxtfhnzsqoowyjb -7013.889636872676 qdijjxaqswdscccfdlgshkvtsvwnxughqpfwsufszcltezdtecplldchpzuozzwinbpilj\n",
-      "zhxtfhnzsqoowljb -7024.792105067617 qdijjxaqswdscpcfdlgshkvtsvwnxhghqpfwsufszcltemdtecplldchpzuozmwinbpilj\n",
-      "zhxtfhnzshoowyjb -7019.220293040243 qdijjxaqsfdscccfdlgshkvtsmwnxughqpfwsufszlltezdtecplldchpquozzwinbpilj\n",
-      "ytsorqnxqycrfqrgc -7003.313415202906 rrnoxoasuopptkuarxxockhjsxlqkdystjorlcqeifkvljgccyltmmfjktaxinqvpbgida\n",
-      "ytsorenkqycrfsrgc -6992.7927273828 rrnoxaafuopptiuarxxockvjfxlqkdastjorlcqqiskvljgacyltmmfjytnxinqvrbgida\n",
-      "ytsorenkqycrfqrgc -6982.7419735515805 rrnoxaafuopptkuarxxockvjfxlqkdystjorlcqqiskvljgccyltmmfjytnxinqvpbgida\n",
-      "lchdcuyybjiyammiahs -7027.103896807054 eiyzmkprjdjiyozythwxijwxaciwwnaofbnvsiddibkgzlnehrgcckmhgyczcotcgqamfg\n",
-      "hvpgpgxvswyvusamia -7032.489750617325 ipqwzyqusqtleilulogmalwluxhpgleeigaatsaavmnjuedpqnmbdxohobkvqpfxooogkl\n",
-      "hvpgpgbvswyvuswmia -7024.112353095374 ipqwzymusqtleipulogmalwlyxhpgleeegaatsaavmjjuedpqnqbdxohobkvupfxoooggl\n",
-      "hvpgpgbuswyvuswmia -7041.412556352411 ipqwzymvsqtleipulogmalwlywhpgleeegaatsaavmjkuedpqnqbdxohobkvuofxoooggl\n",
-      "lchdcuyybjiyimmiahs -7026.1943685233255 eiyzmkprjdjiqozythwxijwxaciwwnawfbnvsiddibkgzlnehrycckmhgyczcotcgqamfo\n",
-      "lchdcuylbjiyiwmiahs -7030.819796248272 eiyzmkpejdjiqezythwxijwxacvwwnawpbnvsiddibkgzynehrysckmhgyczcotctqamfo\n",
-      "jvxuyxxsenbwdzscotwb -6999.116950851166 gpiiqhqxgzqkvbtefvsaksnbukjitxscyzskujilhfufhjasbucffyppusxwwtfwkuebvs\n",
-      "jvxuyhxspnbwtzscotwb -7007.040067929774 gpiiqxqxvzqkfbtefvsaksnbuujiexscozskujilhfufhzasqucfpyppusxwwtfwkeebgs\n",
-      "jvxuyxxsenbwdzscotwb -6999.116950851166 gpiiqhqxgzqkvbtefvsaksnbukjitxscyzskujilhfufhjasbucffyppusxwwtfwkuebvs\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[('ytsorenkqycrfqrgc', -6982.7419735515805),\n",
-       " ('ytsorenkqycrfsrgc', -6992.7927273828),\n",
-       " ('jvxuyxxsenbwdzscotwb', -6999.116950851166),\n",
-       " ('jvxuyxxsenbwdzscotwb', -6999.116950851166),\n",
-       " ('ytsorqnxqycrfqrgc', -7003.313415202906)]"
-      ]
-     },
-     "execution_count": 355,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "autokey_sa_break(rscb, result_count=5, workers=3, max_iterations=10000)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 357,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "fktltzccxyxkhkgptffww -6975.991039558016 olctyfawivonunbhldgebrcyhhqhznowmsxrwfvxrgacngerzoyoswinzrnhrryzftpwii\n",
-      "aepacahswkvioobgunbf -7009.959552654458 trgepevgjjqpnjgqkvkveohwlbabmmtvmdectvoirtkiamlgubshcfwixseuxpurhukufg\n",
-      "aopacahswkvboobqunuf -7011.1647127609995 thgepevgjjqwnjggkvrveyhwlbabmmtomdemtvhirjkiamlgubsocfwyxsluxzurhukufg\n",
-      "fktevzcjxsxkhagptffww -6965.769944442327 olcawfapibonuxbhldgebrcyajqhgniwmsnrwfvxrgacnncrzhyuswixzrnhrryzftiyii\n",
-      "ezmccanziltbjzwuuhxnef -6983.510907811032 pwjcpepzxiswsylckbontayerdgdgwmchqsusoochuyenjueakfgcgtuytaoagxfjcirfd\n",
-      "igjwqywpspeujytubwwbvoc -6970.160216945334 lpmibggjnehdszocdmpzcrlpltngppaxvfhaecwajsscucwwnafnzidplgsymmeqpotgxl\n",
-      "igjwrywrzpeujytubwgbvmc -6971.298224485027 lpmiagghgehdszocdmfzctlpltnhppcevfhaecwajcscscwwnaenzgwplgsymmeqfotixl\n",
-      "ezmccaokilmbjzwgnaxnef -6958.745584147263 pwjcpeooxizwsylqriontayerdgdhhmcaqsusahvhuyenjueakevcgauytachnxfjcirfd\n",
-      "aepacahswkviombgunuf -7010.372262284814 trgepevgjjqpnlgqkvrveohwlbabmmtvmbectvhirtkiamlgubshchwixsluxpurhukufg\n",
-      "gzmcckokilxbjzwgbaxnej -6970.039060261934 nwjcpuooxiowsylqdiontwaerdgnhhmclqsusavvhuyiljueaaevcgpuytactnxfjykrfd\n",
-      "fktlvzojxyxkhkbptffww -6969.339066645448 olctwfopivonunghldgebrcyhjqtgnowmsxmwfvxrgacngcrnhyoswinernhrryzftpyiu\n",
-      "izjwqyhpspeyjytubwgbvmc -6964.803891569484 lwmibgvjnehzszocdmfzctlpetngpaaxvflaecwajcscscwdnafnoidplcsymmeqfotixl\n",
-      "slqtliiqbrhcfincyycpqmsc -6927.322880063389 bkflgwuiecevwpuugkjlhtvyzvqwpzpcvkgxhbejpxiteuqjhsvgzjlivdmfhhaqsjnhvn\n",
-      "fkwnkmefitupamdbktwascyff -6949.751375613317 olzrhsytxariblevuppafdpvvrkieormgpkbvpnzancpliislsusgemtehdsnnpmigiykw\n",
-      "lkwnkmefitupbsdbktwwscyff -6958.210161139263 ilzrhsytxariafevuppefdpvvxkieormgpkbvqtzancphiislsosgemtehdsnnogigiyka\n",
-      "lhqtlirqbrhcfincyycpqmsc -6922.239902831688 ioflgwliecevwpuugkjlhtvysrqwpzycvkgxhbejpxiteuqjowvgzjcivdmfhhaqsjnhvn\n",
-      "shqililqbrhcyincyycpqmsc -6932.093307552851 bofwgwriecevdpuugkjlhtvyzrqlpzscvkgxabejpxiteuqjhwvrzjiivdmfohaqsjnhvn\n",
-      "tpqdhjryvfbkgqbpaqnsywpigk -6935.600437192065 agfbkvlakoknvhghesyizjysuvvbquzpomaetddwpanmnfmyivrhthkqryeqoelwekgamv\n",
-      "uerkkuoxubhvdtdureuoxbjdjah -6937.077665014023 zreuhkoblsecyeecnermaeexrfoierpdpyjhlmwfrdprhwzhcjoljusgzypnqzxovkqjws\n",
-      "fppqbjryvlhkuqbhlqnsywpigk -6943.664957331958 oggoqvlakienhhgptsyizjysuvhbphtpomakzdrwpsymnfmyivrhhhldxyeqoyfwqkgibv\n",
-      "fkwnkmefttupasdbknwascyff -6945.58356308797 olzrhsytmaribfevuvpafdpvvrkieormgakbvptzanwpliislsusgemtehssnnpgigiekw\n",
-      "tpqdzjryvlbrgqvplqysywpigk -6926.036848544144 agfbsvlakikgvhmhtsnizjysuvvbqurpomaktkdwjaymyfmyivrhthkqzyeqoylpekmabv\n",
-      "borkkxonubhuwtdurfubxbzdjqh -6941.135161146338 sheuhhollsedfeecndrzaeoxrpoporpdsyzhlmvyrdpriwmhczolzulwzypkqjxovlxjws\n",
-      "befkoxonubjvwtlurfubxfzdjph -6947.161187257091 srqudhollsccfewcndrzaaoxrqopefphsyzhlowyrlpriwmhgzolyulglylkqjxotkxjos\n",
-      "oopwpvvoohdphjzrpqqbeyulsgpjt -6938.676812123898 fhgicjhkrmiiuoifpsvzthtpizgycqcerkbltzmvnndwgytmhuejzabeslcakruywnwoeu\n",
-      "vopypsvoohdphlzepqqbeyzlsgpot -6936.668022085832 yhggcmhkrmiiumispsvzthopizgtcxcetkyltzmvnnfwtytmhueozabexlvakpubwnwoeu\n",
-      "ospyqsvoohdphjzepqqbeyulsgiot -6929.242984179139 fdggbmhkrmiiuoispsvzthtpizntcqgetlyltzmvnndwtytmhuejzabxxlcwkptbwnwoeu\n",
-      "qrnpjbvwtzucnlwddhgfnjvwtximvi -6934.453750379142 deipidhcmurvomltbbfvkwsehinvanggrxcpwomjemdsaukgbsbgwetcdsspicncfrzmny\n",
-      "zzlelsuxrelktbjwxjuevnftcfvc -6939.32874692479 uwkagmibopaniwyahzrwcsihyaafbzzktacrpbyqnlteeoulevdvqiafpotsvicisfxkmw\n",
-      "zzlegwuxpelktbbwxjusvnftyftc -6954.12554044673 uwkaliibqpaniwgahzricsihcacfbzzkoecrnbyqnlleeouzevdvmiyfpotsaeciufxkmw\n",
-      "zzlegwjxrelktbbwxjuevnftcftp -6944.500241166319 uwkalitbopaniwgahzrwcsihyacsbzzkoerrpbyqnlleeoulevdvqiyspotsaenisfxkmw\n",
-      "qcuduhowtzugnlsddogsbjvdtexmvi -6958.259219510617 dtbbxxocmurromptbufiwwsxhbyvangrylnvpomjeqdswuknbfpgwltjssspirgoulgmny\n",
-      "qrndubvwtzugnlwddhgubjvdtexmvi -6924.274425967957 deibxdhcmurromltbbfgwwsxhbyvanggrlnpwomjeqdsaukgbhpgwltjssspicnourzmny\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[('lhqtlirqbrhcfincyycpqmsc', -6922.239902831688),\n",
-       " ('qrndubvwtzugnlwddhgubjvdtexmvi', -6924.274425967957),\n",
-       " ('tpqdzjryvlbrgqvplqysywpigk', -6926.036848544144),\n",
-       " ('slqtliiqbrhcfincyycpqmsc', -6927.322880063389),\n",
-       " ('ospyqsvoohdphjzepqqbeyulsgiot', -6929.242984179139)]"
-      ]
-     },
-     "execution_count": 357,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "autokey_sa_break(scb, result_count=5, workers=3, max_iterations=10000, min_keylength=20, max_keylength=30)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 358,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "djbzctbftftqmfgsunbbkvc -6968.745306194363 mbedmlmkrhyqmvfozbnagmtxjnwtokyvmcvcezmmqkhapamrhvbttzmnmgddemnlhweewa\n",
-      "jgxuyxxsenbwtzscotwb -7008.807208515969 geiiqhqxgzqkfbtefvsakdnbukjitxscozskujilhuufhjasbucfpyppusxwwefwkuebvs\n",
-      "djbbctffiftqmfgsunbbkvc -6962.8594455502125 mbebmlikchyqmvfozbnagmtxjnytooykmcvcezmmqkhapamrhtbtpzxnmgddemnlhweewa\n",
-      "wzfkbxbvsroegakdhpybm -6973.939197821756 tlasnhmusvdcsabdmzqaeokjsestfenjrilnwsbvrttwsbfibmquugzobfngihgivldool\n",
-      "xynesqwemjomulftiyharg -6971.855634055924 smsyworlydduepgnlqhbzbdxstdrilkjqghztrpvkwifywrhramwtorthcmqodpfjygxff\n",
-      "xznesqwemnomulmtiydarg -6965.486753117693 slsyworlyzduepznlqlbzbdystdrilknqghzarpvgwifyvrhramwtkrthcfqodtfjygyff\n",
-      "wzkkbxbvtkcegakdhpyqm -6967.513213004803 tlvsnhmurcpcsabdmzqleokosestffgxrilnwsbvgttwnbfibmpbggzobfngisgivqdool\n",
-      "xynesqwemjomueftiydarn -6973.7531719214185 smsyworlydduewgnlqlbzudxstdrilkjqghstrpvgwimywrhramwtorthjmqodtfjrgxff\n",
-      "jvxurxxseobwdyscotwb -7007.386966127987 gpiixhqxgyqkvctefvsaksnbnkjityscyyskujilhfufojasbtcffzppusxwwtfwduebvt\n",
-      "wzfkbxbvtkocgakdhbyqm -6965.092060705508 tlasnhmurcdesabdmnqleokjsestffgjpilnwsnvgttwsbfibmpbuizobfnuisgivldool\n",
-      "djbbctufiftqmfgsunbbkvc -6961.986903576636 mbebmltkchyqmvfozbnagmtxjnytodykmcvcezmmqkhapamrhtbtazxnmgddemnlhweewa\n",
-      "jvxuyxxsepbwxzscotwb -7005.55643108953 gpiiqhqxgxqkbbtefvsaksnbukjitzscszskujilhfufhjasbscflyppusxwwtfwkuebvu\n",
-      "pmyprozlduhhvmfeiewdnefu -6922.328274762646 ayhnxqoehskzdogclksyddqpktsscguimibpwqujgnpiyqtlkycpbrnrcteshifslqplyw\n",
-      "uqrggdjpeimdjgouwkioufoqo -6954.23330450968 vuowibeagefdpuxmxegnwchtwwfrdohituhjwpgofadaoxhtbvycmutsgilauckvdyeqwy\n",
-      "uqrgmdjpeimdjgouwkioofgjo -6952.93397459316 vuowcbeagefdpuxmxegnccpawwfrduhituhjwpgofadaorhluvycmunsgilauckvdyeqwy\n",
-      "qwrlydrnmqcxhyfagvoshzjxcdy -6939.789268873274 zoorqbwcywpjrcggntajjimmiobglirwsejqdpruprbtitarmfizpwbogkjpzpjycmkefl\n",
-      "uqrgmdjpetmdjgouekioofgqo -6945.008206586671 vuowcbeagtfdpuxmpegnccptwwfrduhitusjwpgofidaorhlbvycmunsgilpuckvdywqwy\n",
-      "pmrprozldulhvmmeiewdsefu -6938.264290927054 ayonxqoehsgzdozclksyydqpktlscguimifpwqbjgnpidqtlkyjpbrnrctashiyslqpltw\n",
-      "csxxoqlpryzgerolomlgnlvopy -6940.080040027364 nsifaocatosaujxvfcdvdwavvtmnrriyrasahegcucceyygeuwzorkqigdohlysxlbkrui\n",
-      "csxxuqloryngevolomlgnlvboy -6937.7984530641925 nsifuocbtoeaufxvfcdvdwaiwtmnrroyrzsaveggucceyygeujyorkqiadoilyexlxkrui\n",
-      "pmyprozlduhhvmseiewdnefq -6931.870617453084 ayhnxqoehskzdotclksyddqtktsscguimibpwqhjgnpiyqthkycpbrnrcteshisslqplyw\n",
-      "vsxxuulpryzgyrolomannlbboi -6958.04229709087 usifukcatosaajxvfcoodwuiwjfnrrocrasaheacuccenfgeajyyykqiazohlysxrbkrui\n",
-      "qtrlrerfbzcxhygqdlkshzjxcky -6942.319614861684 zrorxawkjnpjrcfqqdejjimmihbgiirptebfmprupsrqyparmfizwwbrgkqozxupcmkeev\n",
-      "qtrlrdrfmzcxhwgadvostzwxcdy -6924.738970203327 zrorxbwkynpjrefgqtajxizmiobgiirpsebqmprunsbqitadmsizpwbrgkqpzxjpcmkgel\n",
-      "xmwwpkpfkwcwednzowmxuugcpodih -6947.199145958265 syjgzuykaqpkuxyhfscewnphvdwxsekdnbrqpekwhdkiuoryqvhswcedrjbxalykboajaf\n",
-      "hybygwawwjuclbsufxwimzsjkxkf -6935.426574614824 imeeiintodxenztmorsteidaauparkeilsyvlbdheyouncrhqjrhddszxrbzsgbggcbmso\n",
-      "nkgfduwpouivyhqismjpqelnslymix -6927.94768856761 cazxlkrawsjlatvybcfmadkwsgbtrzgmudaeieetimhngviypfuetbptnioixmfyrzwpst\n",
-      "nkgfduwnouovywqismypxeljdljmix -6923.642299822595 cazxlkrcwsdlaevybcqmtdkahgqtrzgmudaeicetomhcgviyefbetxatyioixmfyrzwrst\n",
-      "nkgfdugconozyhqismypqeknkejmix -6926.183285810791 cazxlkhnwzdhatvybcqmadlwanqtrzgmudaesremoqhngviyefuesbhmyioixmfyrzmcsa\n",
-      "hmbygcavwjuclbsufxwimzsjkxff -6943.702707342505 iyeeicnuodxenztmorsteidaauuaryeilyyulbdheyouncrhqjrhddnzxdbzsabhgcbmso\n",
-      "xmwwpkpekwcwegngojmxubgjithih -6949.062176009927 syjgzuylaqpkuuyaffcewgpacysxsekdnbrqoekwhdniboeyqvosdvjhrjbxalykbpajaf\n",
-      "jmwwbkpekwcoednzojmxyugjptwnh -6937.7025802997205 gyjgnuylaqpsuxyhffcesnpavydssqkdnnrqoekwzdkiuoeyqzhsdcjwwjpxalmkbpajan\n",
-      "ambyicawvjuclbslfxwvmzsjkxkf -6946.756837295758 pyeegcntpdxenztvorsgeidaaupakyeinyyvkbdheyolncruqjrhddszedbzqabghcbmso\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[('pmyprozlduhhvmfeiewdnefu', -6922.328274762646),\n",
-       " ('nkgfduwnouovywqismypxeljdljmix', -6923.642299822595),\n",
-       " ('qtrlrdrfmzcxhwgadvostzwxcdy', -6924.738970203327),\n",
-       " ('nkgfdugconozyhqismypqeknkejmix', -6926.183285810791),\n",
-       " ('nkgfduwpouivyhqismjpqelnslymix', -6927.94768856761)]"
-      ]
-     },
-     "execution_count": 358,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "autokey_sa_break(rscb, result_count=5, workers=3, max_iterations=10000, min_keylength=20, max_keylength=30)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sscb = scytale_decipher(scb, 43)\n",
-    "srscb = scytale_decipher(rscb, 43)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 362,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "km -7266.719683893325 jshhtgdisieubautcgfmweanldpevpfjvitimyhmmqfgjlwzejmuyvxoozhoawbpucsdom\n",
-      "km -7266.719683893325 jshhtgdisieubautcgfmweanldpevpfjvitimyhmmqfgjlwzejmuyvxoozhoawbpucsdom\n",
-      "km -7266.719683893325 jshhtgdisieubautcgfmweanldpevpfjvitimyhmmqfgjlwzejmuyvxoozhoawbpucsdom\n",
-      "odic -7185.924887533436 fbixvmoraeilfqnirjukkhchbjyajkcyrhmsozhsfdkejovgruvxtvamssvbpsgkgzgvaq\n",
-      "vvauv -7157.245650522951 yjqffpnyqlhphekmhsdipjeodbrdwqzhxvyryjymceiycpbccgbcinpijfiyzbwdxsljds\n",
-      "etc -7237.604491483566 plokpzmzwexgbxpszkptrbdaknaxxtdbhonjrtktasywwtjohzcwlnzyyoxptnmsifuxbv\n",
-      "etc -7237.604491483566 plokpzmzwexgbxpszkptrbdaknaxxtdbhonjrtktasywwtjohzcwlnzyyoxptnmsifuxbv\n",
-      "vvauv -7157.245650522951 yjqffpnyqlhphekmhsdipjeodbrdwqzhxvyryjymceiycpbccgbcinpijfiyzbwdxsljds\n",
-      "odic -7185.924887533436 fbixvmoraeilfqnirjukkhchbjyajkcyrhmsozhsfdkejovgruvxtvamssvbpsgkgzgvaq\n",
-      "vvauv -7157.245650522951 yjqffpnyqlhphekmhsdipjeodbrdwqzhxvyryjymceiycpbccgbcinpijfiyzbwdxsljds\n",
-      "etc -7237.604491483566 plokpzmzwexgbxpszkptrbdaknaxxtdbhonjrtktasywwtjohzcwlnzyyoxptnmsifuxbv\n",
-      "odic -7185.924887533436 fbixvmoraeilfqnirjukkhchbjyajkcyrhmsozhsfdkejovgruvxtvamssvbpsgkgzgvaq\n",
-      "mhwfwm -7105.196698757989 hxuuebprbwsbqduxeyrphtstubtosagxhdwqzjmhxmsnckiyivotcrnoxutwuwercvsjcy\n",
-      "wbdhrnwz -7132.327553480105 xdnsjaapynjkwuveymyifwbnneczfxzlnnmrajuzgpffoillutlywhkyrukpldrnexcqvm\n",
-      "mhwfwm -7105.196698757989 hxuuebprbwsbqduxeyrphtstubtosagxhdwqzjmhxmsnckiyivotcrnoxutwuwercvsjcy\n",
-      "mhwfwm -7105.196698757989 hxuuebprbwsbqduxeyrphtstubtosagxhdwqzjmhxmsnckiyivotcrnoxutwuwercvsjcy\n",
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-     "text": [
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-      "hwqmzwiwebsaddrokbadwudqmrwzdt -6917.5497084511535 mianbrosrpeccrefmyhpfwtbzzeihaoqaenzrocvpapfkmtmttlhrowkhfontubhisvreu\n",
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-      "hwqjspvwewsadsaokbfdwudqmyaadg -6916.158374548194 miaqiybsruecccvfmycpfwtbzsahhnoqabgseocqpaputmtmytlhrowrlgoatubkpzirez\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[('vkycparzcdnvwarvcbdxxmgblgls', -6891.717349185789),\n",
-       " ('vkycparzcdnvwdrvrnpximgbbgls', -6899.9865782439665),\n",
-       " ('mgfbtybugxqrtjhajggxydmjdgmlw', -6907.9258181),\n",
-       " ('hwqmzwiwewladsaosbtdwudqmraadg', -6912.945619162213),\n",
-       " ('hwqjspvwewsadsaokbfdwudqmyaadg', -6916.158374548194)]"
-      ]
-     },
-     "execution_count": 362,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "autokey_sa_break(sscb, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 363,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
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-      "dmlqeyxurlzvjtzzqfsoeszafs -6943.989064018811 mutsdxskniweuefbkgcdopumrboefxdxirnfyrswjwnuvjngkvbfmopxdoefzatjysdsst\n",
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-      "dllqeyyerlzvjtzzqprweszass -6932.087851503754 mvtsdxraniweuefbkwdvopumebodfxdxjbnfyrswjwneurngkvofmppxdodvzatjysdssj\n",
-      "znhfxjsknxjfuhmipsqztlmsfmz -6950.006679167892 qtxdkmxurwmujqsslteszwhurhbifsdkoegwyjsryffpeijwiayptrmpoiciizvchwvqai\n",
-      "znhfxjsxnkyfuhmipsqzllmsamz -6936.185668446657 qtxdkmxhrjxujqsslteshwhuwhbifsdkoetwlysryffpeijoiayktrmpoiciimvpswvqai\n",
-      "eijphdkppbcvmevaypoamdimgrne -6899.6270951935685 lyvtasfppstertjacwgrgelaqcnunrlbajvyfdtwxeoavqveydhgkqhatubvmwwclltsij\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "eifphdkppbckmegaypoakditgrne -6888.650055136116 lyztasfppstprtyacwgrieltqcnunrhbajvyfdtlxezavqvewdhnkqhatufvmwwclltdij\n",
-      "znhfxjsknkyfuhmiprqlllmsfmv -6948.639915839672 qtxdkmxurjxujqsslueghwhurhfifsdkoegwlysryffpdivoiayptnmpoiciizvpswvqai\n",
-      "veasevzwgvlellkaxqqisvuucsqkc -6937.3840773123475 uceqdaqiyykvsmuadvejamzsubkowveqkyaxmxoqtflgxjgrvhghiytksprswvtatcpapu\n",
-      "veaievzlgulnlekhxqgizvedcsqkc -6922.5258894568115 uceadaqtyzkmstutdvojtmpjubkowveqayaxbxnqcfegejghvogrrytksprswftatnpbpl\n",
-      "eifpeskepuckmegqygozkdimgrne -6925.523615627164 lyztddfapztprtykcfgsielaqcnunrhbxyvnfwtlxezqvhvdwdhgkqhatufvphwnlstdij\n",
-      "voaievzlwulnlldhxqqisvudcsqkc -6912.99970924089 useadaqtizkmsmbtdvejamzjubkowvoqayaxbnnqcflzejgrvhghrytkspriwftatnzbpl\n",
-      "czkvdkpxgmurrejzrchnabnumaafdb -6906.439733281443 nhunelahyhbimtvbjjnesggsktatvotngowcuootnplhclsmrdaauakbgsritslmumsaru\n",
-      "clivdkwxpmurrejorchnamnumbwfdb -6920.008697066951 nvwnelthphbimtvmjjnesvgsksetvotzeowcboxtnplhcasmrdaluakccsritgnmumlaiu\n",
-      "yzivdkwxgbuhrejzrchnhmnumbafdb -6912.019998517474 rhwnelthysbsmtvbjjnelvgsksatvopneowcbooinflhclsmrdhluakcgsrixsnmumlarf\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[('eifphdkppbckmegaypoakditgrne', -6888.650055136116),\n",
-       " ('eijphdkppbcvmevaypoamdimgrne', -6899.6270951935685),\n",
-       " ('czkvdkpxgmurrejzrchnabnumaafdb', -6906.439733281443),\n",
-       " ('yzivdkwxgbuhrejzrchnhmnumbafdb', -6912.019998517474),\n",
-       " ('voaievzlwulnlldhxqqisvudcsqkc', -6912.99970924089)]"
-      ]
-     },
-     "execution_count": 363,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "autokey_sa_break(srscb, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sscb101 = scytale_decipher(scb, 101)\n",
-    "srscb101 = scytale_decipher(rscb, 101)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "ggn -7193.338718932946 ndhgogndztnzyxrtogamoohmeahssajdhghjyjrukjklccdjyimhxeiroilmebdgfdeato\n",
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-      "ggn -7193.338718932946 ndhgogndztnzyxrtogamoohmeahssajdhghjyjrukjklccdjyimhxeiroilmebdgfdeato\n",
-      "gl -7233.064057442309 nyhvksjzwhurxttyszbbtnansubcrfkqxznrrzjtkhuoryxndyshnjcfqlmpaxpnrttmdg\n",
-      "ggn -7193.338718932946 ndhgogndztnzyxrtogamoohmeahssajdhghjyjrukjklccdjyimhxeiroilmebdgfdeato\n",
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-       "[('qvetxhzimjcdtlgzzsnnklqyznkegj', -6877.555813144438),\n",
-       " ('qveuxhzgmjcdtlgzmgnnllqyznkegj', -6890.251022748855),\n",
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-       " ('ykzuylqtsogqhgylletwoobocth', -6899.74271779521)]"
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-     "execution_count": 54,
-     "metadata": {},
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-    }
-   ],
-   "source": [
-    "autokey_sa_break(srscb101, result_count=5, workers=3, max_iterations=10000, max_keylength=30)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
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-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
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-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 153,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "hbr oun -3.786042360072596 -4.563299298176571\n",
-      "bry iku -4.752608913603726 -7.338736047897285\n",
-      "ryo yrk -4.928643346805835 -6.2564610331676995\n",
-      "yoc fhy -4.484598825548913 -7.254528063451698\n",
-      "oca vvw -5.57314057757394 -9.741920214925333\n"
-     ]
-    }
-   ],
-   "source": [
-    "the_shifts = [pos(l) for l in 'the']\n",
-    "for g in ngrams(st, 3):\n",
-    "    pairs = zip(g, the_shifts)\n",
-    "    pg = cat(caesar_decipher_letter(l, k) for l, k in pairs)\n",
-    "    print(g, pg, Pletters(pg), Pbigrams(pg))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 145,
-   "metadata": {},
-   "outputs": [
+    }
+   ],
+   "source": [
+    "the_shifts = [pos(l) for l in 'the']\n",
+    "for g in ngrams(st, 3):\n",
+    "    pairs = zip(g, the_shifts)\n",
+    "    pg = cat(caesar_decipher_letter(l, k) for l, k in pairs)\n",
+    "    print(g, pg, Pletters(pg), Pbigrams(pg))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/plain": [
        "8"
       ]
      },
-     "execution_count": 145,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7825,7 +1327,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -7843,7 +1345,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -7858,7 +1360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 57,
    "metadata": {
     "scrolled": true
    },
@@ -7883,7 +1385,7 @@
        " (14, 'oca', 'vvw', -7.241085616976659)]"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7894,7 +1396,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -7912,7 +1414,7 @@
        " (60, 'oiezhgva', 'mitthebi', -19.097227792350637)]"
       ]
      },
-     "execution_count": 88,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7924,7 +1426,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
@@ -7942,7 +1444,7 @@
        " (470, 'kndzatfa', 'instarli', -19.326345426825057)]"
       ]
      },
-     "execution_count": 89,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7954,7 +1456,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -7972,7 +1474,7 @@
        " (393, 'aaweqremw', 'yalandrew', -22.874135522319722)]"
       ]
      },
-     "execution_count": 90,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7984,7 +1486,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 279,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -8002,7 +1504,7 @@
        " (198, 'qhpalhrzin', 'ohewiteria', -25.16807652177263)]"
       ]
      },
-     "execution_count": 279,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8014,7 +1516,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 258,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
@@ -8032,7 +1534,7 @@
        " (198, 'qhpalhrzin', 'ohewiteria', -25.16807652177263)]"
       ]
      },
-     "execution_count": 258,
+     "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8044,7 +1546,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 259,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
@@ -8062,7 +1564,7 @@
        " (3471, 'dmpwgkinz', 'lmecorath', -23.324033123494115)]"
       ]
      },
-     "execution_count": 259,
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8074,7 +1576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 260,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
@@ -8092,7 +1594,7 @@
        " (1251, 'loebawmlm', 'tothideru', -22.753986783662953)]"
       ]
      },
-     "execution_count": 260,
+     "execution_count": 64,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8104,7 +1606,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 261,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
@@ -8122,7 +1624,7 @@
        " (166, 'vrwzveawq', 'cksorysid', -25.28229966547485)]"
       ]
      },
-     "execution_count": 261,
+     "execution_count": 65,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8134,7 +1636,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 262,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
@@ -8152,7 +1654,7 @@
        " (1411, 'mlhtgzagb', 'tedictsso', -23.104599762846068)]"
       ]
      },
-     "execution_count": 262,
+     "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8164,7 +1666,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 263,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
@@ -8182,7 +1684,7 @@
        " (809, 'fmcilmfl', 'xprefery', -20.403792472851666)]"
       ]
      },
-     "execution_count": 263,
+     "execution_count": 67,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8194,7 +1696,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 264,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
@@ -8212,7 +1714,7 @@
        " (916, 'fjtalmziwf', 'xmataitais', -28.607408176522604)]"
       ]
      },
-     "execution_count": 264,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8224,7 +1726,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 265,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
@@ -8242,7 +1744,7 @@
        " (2095, 'ktviahwf', 'itersess', -16.817880160467876)]"
       ]
      },
-     "execution_count": 265,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8254,37 +1756,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 223,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[(2979, 'pevzwheg', 'neeioeat', -8.347568387104701, -16.59092906169867),\n",
-       " (1724, 'ftfjclrg', 'dtosuint', -9.614171088757637, -16.504339022595744),\n",
-       " (1812, 'xerjwhma', 'veasoein', -9.554148337913942, -16.388657370798327),\n",
-       " (3136, 'knkkmrge', 'intteocr', -9.326786465994122, -16.289767888526814),\n",
-       " (2229, 'gtlzavia', 'etuissen', -9.127338280958257, -16.197777812485988),\n",
-       " (1647, 'pgvtprvh', 'ngechoru', -10.47826904780876, -16.060787758919126),\n",
-       " (2826, 'crizlhrn', 'arridena', -9.295415623602313, -16.011909396417618),\n",
-       " (116, 'rrvrtbwb', 'prealyso', -10.351713011275443, -15.956419753238384),\n",
-       " (4002, 'crizlhrt', 'arrideng', -9.9142564234083, -15.777052261639998),\n",
-       " (3724, 'ctvjmqrz', 'atesennm', -9.08918293027495, -15.770059699035837)]"
+       "[(3724, 'ctvjmqrz', 'atesennm', -20.773714800352973),\n",
+       " (3774, 'crizlhre', 'arridenr', -20.672984933887122),\n",
+       " (4277, 'ghzeiocs', 'ehinalyf', -20.658964492527073),\n",
+       " (116, 'rrvrtbwb', 'prealyso', -20.383713774610182),\n",
+       " (2825, 'vcrizlhr', 'tcarride', -20.314442468008288),\n",
+       " (3773, 'vcrizlhr', 'tcarride', -20.314442468008288),\n",
+       " (4001, 'vcrizlhr', 'tcarride', -20.314442468008288),\n",
+       " (4002, 'crizlhrt', 'arrideng', -20.025819952039228),\n",
+       " (2826, 'crizlhrn', 'arridena', -19.966185971501325),\n",
+       " (34, 'lozealrx', 'joinsink', -19.462213220012078)]"
       ]
      },
-     "execution_count": 223,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "results = autokey_seek('carriden', rscb)\n",
-    "sorted(results, key=lambda r: r[4])[-10:]"
+    "sorted(results, key=lambda r: r[3])[-10:]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 266,
+   "execution_count": 74,
    "metadata": {
     "scrolled": true
    },
@@ -8304,7 +1806,7 @@
        " (1550, 'otzqhqbqfmcblm', 'ctionywicirtru', -42.53263877954705)]"
       ]
      },
-     "execution_count": 266,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8316,7 +1818,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 268,
+   "execution_count": 75,
    "metadata": {
     "scrolled": true
    },
@@ -8336,7 +1838,7 @@
        " (3814, 'emzpzglzhvzvfa', 'sminfogreronli', -41.6349660094247)]"
       ]
      },
-     "execution_count": 268,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8348,7 +1850,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 270,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [
     {
@@ -8366,7 +1868,7 @@
        " (693, 'rbpez', 'andem', -8.641276141783493)]"
       ]
      },
-     "execution_count": 270,
+     "execution_count": 76,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8378,7 +1880,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 271,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [
     {
@@ -8396,7 +1898,7 @@
        " (3038, 'gfaua', 'proun', -8.586035154281198)]"
       ]
      },
-     "execution_count": 271,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8408,7 +1910,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 272,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
@@ -8426,7 +1928,7 @@
        " (3575, 'fhvvzjqgv', 'atecreics', -23.86243429804511)]"
       ]
      },
-     "execution_count": 272,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8438,7 +1940,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 273,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
@@ -8456,7 +1958,7 @@
        " (691, 'hfvtdftxh', 'creavalte', -23.576969563723157)]"
       ]
      },
-     "execution_count": 273,
+     "execution_count": 79,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8468,7 +1970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 275,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
@@ -8486,7 +1988,7 @@
        " (1428, 'bbtlagtvivimqvv', 'vbahisotierenri', -49.79512612365323)]"
       ]
      },
-     "execution_count": 275,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8498,7 +2000,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 276,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
@@ -8516,7 +2018,7 @@
        " (3994, 'nggivftvcrizlhr', 'hgnedrotcarride', -49.321188855519125)]"
       ]
      },
-     "execution_count": 276,
+     "execution_count": 81,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8528,7 +2030,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 277,
+   "execution_count": 82,
    "metadata": {
     "scrolled": true
    },
@@ -8548,7 +2050,7 @@
        " (1228, 'ktrwkwqmhtmcbl', 'etyssiltaphoks', -46.94309949621737)]"
       ]
      },
-     "execution_count": 277,
+     "execution_count": 82,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8560,7 +2062,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 278,
+   "execution_count": 83,
    "metadata": {
     "scrolled": true
    },
@@ -8580,7 +2082,7 @@
        " (1381, 'cthlahtwwswbfg', 'wtohitodpornon', -45.23713792080447)]"
       ]
      },
-     "execution_count": 278,
+     "execution_count": 83,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8592,7 +2094,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 282,
+   "execution_count": 84,
    "metadata": {
     "scrolled": true
    },
@@ -8612,7 +2114,7 @@
        " (1783, 'blwvvhqh', 'iesthemk', -19.13426965292788)]"
       ]
      },
-     "execution_count": 282,
+     "execution_count": 84,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8624,7 +2126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 281,
+   "execution_count": 85,
    "metadata": {
     "scrolled": true
    },
@@ -8644,7 +2146,7 @@
        " (1040, 'taltsves', 'athresav', -19.414018974488442)]"
       ]
      },
-     "execution_count": 281,
+     "execution_count": 85,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8656,7 +2158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 283,
+   "execution_count": 86,
    "metadata": {
     "scrolled": true
    },
@@ -8676,7 +2178,7 @@
        " (3842, 'jddmlmsh', 'gpresesu', -19.026003480730346)]"
       ]
      },
-     "execution_count": 283,
+     "execution_count": 86,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8688,7 +2190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 284,
+   "execution_count": 87,
    "metadata": {
     "scrolled": true
    },
@@ -8708,7 +2210,7 @@
        " (2787, 'qhqztoif', 'nteragis', -19.131491583368767)]"
       ]
      },
-     "execution_count": 284,
+     "execution_count": 87,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8720,7 +2222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -8729,7 +2231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 89,
    "metadata": {},
    "outputs": [
     {
@@ -8737,27 +2239,27 @@
       "text/plain": [
        "[('caledonian', 6),\n",
        " ('salustiusw', 5),\n",
-       " ('inchtuthil', 5),\n",
-       " ('stracathro', 5),\n",
-       " ('hecaledoni', 5),\n",
        " ('ecaledonia', 5),\n",
        " ('thecaledon', 5),\n",
-       " ('fthecaledo', 3),\n",
+       " ('hecaledoni', 5),\n",
+       " ('inchtuthil', 5),\n",
+       " ('stracathro', 5),\n",
        " ('alustiuswa', 3),\n",
-       " ('nsalustius', 3),\n",
-       " ('salustiuss', 3),\n",
-       " ('salustiusa', 3),\n",
        " ('lustiuswas', 3),\n",
        " ('ofthecaled', 3),\n",
+       " ('fthecaledo', 3),\n",
        " ('ysalustius', 3),\n",
-       " ('hilsalusti', 2),\n",
-       " ('ledonianfo', 2),\n",
-       " ('aledonianw', 2),\n",
-       " ('nchtuthils', 2),\n",
-       " ('ustiuswasa', 2)]"
+       " ('nsalustius', 3),\n",
+       " ('salustiuss', 3),\n",
+       " ('salustiusa', 3),\n",
+       " ('mayhavebee', 2),\n",
+       " ('ayhavebeen', 2),\n",
+       " ('ingcaledon', 2),\n",
+       " ('ngcaledoni', 2),\n",
+       " ('gcaledonia', 2)]"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 89,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8768,7 +2270,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [
     {
@@ -8776,27 +2278,27 @@
       "text/plain": [
        "[('salustius', 15),\n",
        " ('caledonia', 10),\n",
-       " ('aledonian', 6),\n",
        " ('ecaledoni', 6),\n",
+       " ('aledonian', 6),\n",
        " ('alustiusw', 5),\n",
-       " ('hecaledon', 5),\n",
        " ('thecaledo', 5),\n",
+       " ('hecaledon', 5),\n",
        " ('inchtuthi', 5),\n",
-       " ('tracathro', 5),\n",
        " ('nchtuthil', 5),\n",
        " ('stracathr', 5),\n",
+       " ('tracathro', 5),\n",
        " ('thelegion', 4),\n",
-       " ('fthecaled', 3),\n",
-       " ('ysalustiu', 3),\n",
+       " ('lustiuswa', 3),\n",
        " ('ustiuswas', 3),\n",
        " ('ofthecale', 3),\n",
+       " ('fthecaled', 3),\n",
+       " ('ysalustiu', 3),\n",
        " ('nsalustiu', 3),\n",
-       " ('lustiuswa', 3),\n",
        " ('alustiuss', 3),\n",
        " ('alustiusa', 3)]"
       ]
      },
-     "execution_count": 67,
+     "execution_count": 90,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -8807,7 +2309,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 285,
+   "execution_count": 91,
    "metadata": {
     "scrolled": true
    },
@@ -8918,7 +2420,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 286,
+   "execution_count": 92,
    "metadata": {
     "scrolled": true
    },
@@ -9029,37 +2531,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 224,
+   "execution_count": 95,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[(2979, 'pevzwheg', 'neeioeat', -8.347568387104701, -16.59092906169867),\n",
-       " (1724, 'ftfjclrg', 'dtosuint', -9.614171088757637, -16.504339022595744),\n",
-       " (1812, 'xerjwhma', 'veasoein', -9.554148337913942, -16.388657370798327),\n",
-       " (3136, 'knkkmrge', 'intteocr', -9.326786465994122, -16.289767888526814),\n",
-       " (2229, 'gtlzavia', 'etuissen', -9.127338280958257, -16.197777812485988),\n",
-       " (1647, 'pgvtprvh', 'ngechoru', -10.47826904780876, -16.060787758919126),\n",
-       " (2826, 'crizlhrn', 'arridena', -9.295415623602313, -16.011909396417618),\n",
-       " (116, 'rrvrtbwb', 'prealyso', -10.351713011275443, -15.956419753238384),\n",
-       " (4002, 'crizlhrt', 'arrideng', -9.9142564234083, -15.777052261639998),\n",
-       " (3724, 'ctvjmqrz', 'atesennm', -9.08918293027495, -15.770059699035837)]"
+       "[(3724, 'ctvjmqrz', 'atesennm', -20.773714800352973),\n",
+       " (3774, 'crizlhre', 'arridenr', -20.672984933887122),\n",
+       " (4277, 'ghzeiocs', 'ehinalyf', -20.658964492527073),\n",
+       " (116, 'rrvrtbwb', 'prealyso', -20.383713774610182),\n",
+       " (2825, 'vcrizlhr', 'tcarride', -20.314442468008288),\n",
+       " (3773, 'vcrizlhr', 'tcarride', -20.314442468008288),\n",
+       " (4001, 'vcrizlhr', 'tcarride', -20.314442468008288),\n",
+       " (4002, 'crizlhrt', 'arrideng', -20.025819952039228),\n",
+       " (2826, 'crizlhrn', 'arridena', -19.966185971501325),\n",
+       " (34, 'lozealrx', 'joinsink', -19.462213220012078)]"
       ]
      },
-     "execution_count": 224,
+     "execution_count": 95,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "results = autokey_seek('carriden', rscb)\n",
-    "sorted(results, key=lambda r: r[4])[-10:]"
+    "sorted(results, key=lambda r: r[3])[-10:]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 227,
+   "execution_count": 96,
    "metadata": {},
    "outputs": [
     {
@@ -9068,7 +2570,7 @@
        "'g'"
       ]
      },
-     "execution_count": 227,
+     "execution_count": 96,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9079,7 +2581,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 228,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [
     {
@@ -9088,7 +2590,7 @@
        "(19, 13, 32)"
       ]
      },
-     "execution_count": 228,
+     "execution_count": 97,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9099,7 +2601,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 229,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -9108,7 +2610,7 @@
        "'n'"
       ]
      },
-     "execution_count": 229,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9119,7 +2621,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 239,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [
     {
@@ -9128,7 +2630,7 @@
        "'rilynqnrdkgclphrbvinyaehtquonatalsrirychaanmnggivftvcrizlhrttjtfkxalivjzaebilletapvwzlitotsostrarddnqzlruhhril'"
       ]
      },
-     "execution_count": 239,
+     "execution_count": 99,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9139,7 +2641,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 250,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [
     {
@@ -9148,7 +2650,7 @@
        "'tcarridenthe'"
       ]
      },
-     "execution_count": 250,
+     "execution_count": 100,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9159,7 +2661,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 233,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [
     {
@@ -9168,7 +2670,7 @@
        "'zddntvcrizlhrntkvqmivjgslgqrhbwalsnqzvgltgkwmszalmypevdvtspkoobmfqayalgfygzolmvj'"
       ]
      },
-     "execution_count": 233,
+     "execution_count": 101,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9179,7 +2681,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 235,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
@@ -9188,7 +2690,7 @@
        "'tcarriden'"
       ]
      },
-     "execution_count": 235,
+     "execution_count": 102,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9199,7 +2701,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [
     {
@@ -9208,7 +2710,7 @@
        "'ycerevvtltfiewhxbxxalvfaanfkmzkjvvhdsvdyqlnlerhlnghkaiocsnqzeiocavghaabghzoebajclrgcumsnqwalgclpdrbvqxtvwjgvljaqbgxrgmhzayqamkkmvgalizfkjylnqrilkxbkhphjkstyhpavuvedizfaevzwrfqaqwxwoafaljtzwzkentgceqihguzkartwmxnlhptcsucthihqhvjaekkjtfevvrpzntsabgazlkrppthezuwlwdoabvctemhrhjjrdriljwpgzwzlruhhdnqstrardotsowzlitletapvbilivjzaexaljtfkttvcrizlhrnggivftnmaasrirychtalquonahtyaegclphrbvinnrdkynqrilerqewaauclrgcwmiayxzvavvtcditpllawtvjlwumkikczduvgaiazlpwmfxkryehezmilfkjypadhvjslfmlbcsnjzfhgxivjslwdgamnleucranqesrvzvfamnfzhvzpzglmaemzctdzwsnqwhlqafrlpstyaeqqrulvvetvcrizlhrvaokfjervvthzralhdycbehumlxhdndvltrmdvtzalmqrpctvjddhttalcacnghsetarfihqwaljtftfaglejprtlkoaqgctlsleavuanaalcrhcorewcsvnnqepbrstsrvzfvnwhwptvrtxwgaqwheekzgzdvtxpjotfmgnbvlrhcvzvkayfkoslfslbcmsnqlimfeqbixhwhogxveaebaaalqqzznfgttfrlwspaffufelkslfmlicmaaklbtwlroamnnnqlimghdhvypauqaymndhbehumlxhwaoianpimnfmvtarfamnflbtwxeenfkgaqxapvgzhaqizzrfgtarrwwydwfaxltbcgmnqlblyrofzwimkmharzevkalppwkanjarkahtlgcbgaeqqrjetwenlethrdrbovrnqpofvwsvvgkqqxhvrvlhtjihwaeqewpgzwsnqlfsbdgfuxvwkzastfirzmdhmeitwdgcbuhvzxofvgqbfalhvnhhtbugmlwrhhgkxtsemnleucdufamnfksfjpyfvaqeshdgkabmpfjllvtnpatbuqgclrgcwmwwibxhdnqzwtcjlhxhgbtslnuxjkhwahtmalrfamnfoavvwmfknkkmrgejuaakorrhwalrfwngtmqwkwrtkvthgslfmlbcmgfkjvzvtvtecgivrbzjhntkjtrkalplnqvgthalphrbvierijyqhgfauawhvsfjtpsksgkelwokevtyslfmlbumlhfvxnleghrfaqmnmlegxvehwhzpevzgclehrbvianqqrzevivxnlegalgalphrbvqphdwwkqqbqlbbwbfrfaqqgmltbbndrbgalvvqmivivtygzolmvjgfyalmfqaspkoobypevdvtzalmmszvgltgkwsnqwalgqrhbjgslkvqmivntvcrizlhrnrizddntovefaqaebaoinmalgqrhbtoifofqbqhqzfalfmlbcmlhqgrktivqhetahndklgqifoqrzzrrgxvixhgmwjtxvdetvnalwlitwadgkwwkwhtalqabfyxrujicmxtfxkvpyndlammhtgvallodthwhhkrdhxhhttnqwalvvqaivvvtrpkowbnnizvwgtyalmxqamtfypagkjfwvihrakcereivtubyjdtfypsgkjfsfjxrqslfmlbcmjzacodxhqhvvwlbumtbvtnpaxtsfvtbvqrwvtygvlaldgihqhvvwliumtxhwalpzmallnqxjgzonammrtwmxnlhptumucthkdvqqiloqrzzvsfxkryralwgzolmvjuhqhvypauqayanqhbmdgavtzhpaxfttlwlcmotodxjkqqrglalfmlbcmuqbqeqzrhkpuewpqivupagkjjkfusvrwsxbkpalqivqrtfsgzolmrctsogcthpzrhlkurvalrmcerjgthcmbpiotivtnhvzlhruhnrhkpumnqkllasfbhmalwmvulpxrrhvhrspirudrbknqfwhaivtzavianaleergtllgottbriafbhmalqmrbotfmmnytsogcthonqkpalhfpwetwqtfxkxapmuvgklnaaalmxqaspkowbuhdsmzkjvvhvwzzrvpjdwfafalpiogtnlvxahtpaskdzkhjburwngbonatrfihqtalqnzaclrgcumsnqkpaeqrqyqwrgxvpynqkuhtkvirvvgkhtalrbpmpvfamnfodvkavvvvhuwghwhsqmckitxhjnvgllujvksvtubgalfjbtxvsjtpstyalarifugnpgenqrrppckwimutlepermtyalmztoaymnqhvjslfslbcmsskslfmtbcmkugrgxhwhlvrnxyrrilffrgnbvlzfkovnvvtzhtntweaeeizyltjhvazehwalqqrjebadhgkumtbwbfgmajzhwhhxerjbznxbrralmztoaymnqhvdmrtumxnlhptcmucthkwsxnvnlwjptvjmudhhwhhrvetlwgtvxejwebajclrgcwmftfkalwskosthpaeqrgabmabwwslahtvcthviuewpqykvetxdzebajclrgcwszlgcrvjzfwjpgvtprvhdnraftfxkvpmtyalcqrhbxnqwhuktalvnebaaalwtkfbtkwlhtyaevvqmivvvtrpgowbanizvwsrrvwlxhvslfmlicmsnqkpayauruvxtfkalgtzmqwlalcfhdfqmyubmxhdggivslmalvfamnfglolmvjavrbzjantkjtfjsfjtasksgkjwfafaatalpwzbrerkhjcthctkjvvhtaljtfxkvpyndwaltgzagbrvslhqclrgcwmsnqkpaeqrfgwbwwslahtvcthonqkpaeqrevxnrerhwhqcrizlergalmzylerkszlevtuebaaaewzhmqstyalmrsbrxgivjebatalhhzdttvgaegqzootonahtddwjpcthamrthlhwalwmlmddofjoebaaalxpooqkctlejqjgntnponifjtfvtalqabghonnwaibbvthbrhkypgfjdaawbrhzibacdbtldsnqwwtxvwtfwndzddyqsszllhddgxvihzebajclggcwmklkrpetdwbonamhvpatorbshqhvypasrdailylgqbpgalphwalxklygodnmtyalgqrhxevzolvtovupstsveslialtxtalwwgwlzbrmfwfaqenqvghaemfqaspkowbprfgkwhwalwwethukvdmnviivfjvzwfdmksvtllnqiflwltefgjxhhgnbttvjrlgfpkrdyqdltxvwwvihiwfatalmzkhfdqrgofjuclphrbvqanqufamnnltsexalcpvwlxhdnqpmdhwsctznikgwgtluotlsnqvzlitxvtxrtbbnxhjtfkalizjsfjhhptdzrrnpgsjzvtqaeaebalbehumliwbgalcqdptiuhgbtealcfhdrvgqjzvvhvmzfnkkmrgejrhqobgbvhysbghhhljtfkkvwkstnbjdwamgamodevvgcthfvtdftxhwhhalppkgtnmgtyalbqasekowbtkquvnanqdtelslahnqehwalgqrhbqhhpaksfjooitxntxvggmddvtcofulvefaqstyhlvvgqjzvpmttalgqrhbxnqwhlvvxnlebtyaexpkoqkctlegaewsrxxrngxhtalqmlwaprurnnnqdwwruhhserfawbflhhalsmlmddjfjwechahfvggmdzefardatkndzllvehlcgidlrgalypvxbzvhiwfamuttbtrpqwvmikgkrzfpuwsvervmhwhhavgwbsrvzppkowbaaizvwtvnbpvdexapazpalhfpwetwcvwlhfvxhlmzyvbbilvrequmwgtwfaqaevvhhrvmhwalcqrhblqewfetrlgnzralkxvetlsctznnkgwgfhcthonqkpaeerevgqfulvtzhlmzktlpmahtryhphlalqagliubdfktngmtsksphvzyhqhvkakornsshpalhrzinnnqlbipinfeqkxvetejrhhtmhqqbgbvhexhdgfhxgvbbtalxklnatgmlbfgqbpgelphiofdmnlekrrvrtbwbflhqqaqcexbeetwcvwlbnctecgoxbkevgzahtmahtmkltadetwzbrhdybfxhzojauruhdxhgbtealroztalkrzfzwimoobqhvjgtyalenpkmrgpkfco'"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 103,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9221,7 +2723,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 379,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [
     {
@@ -9239,7 +2741,7 @@
        " (857, 'umlxhwaoia', 'smateingin', -24.245997114688997)]"
       ]
      },
-     "execution_count": 379,
+     "execution_count": 104,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9251,119 +2753,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 380,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "nxi -7188.2502602155755 lfwgzzpumelwallxqmakzvvbfsefuvfpaqsdcdawnlrytajsnxpxdtrzzwrairoujhmyto\n",
-      "mr -7203.59570273695 mlsgmpjecpdtbdguvdcxjywcelbzlazjwmlrhewuurtulxworsqskqemobcyckmsodseiw\n",
-      "nxi -7188.2502602155755 lfwgzzpumelwallxqmakzvvbfsefuvfpaqsdcdawnlrytajsnxpxdtrzzwrairoujhmyto\n",
-      "mr -7203.59570273695 mlsgmpjecpdtbdguvdcxjywcelbzlazjwmlrhewuurtulxworsqskqemobcyckmsodseiw\n",
-      "mr -7203.59570273695 mlsgmpjecpdtbdguvdcxjywcelbzlazjwmlrhewuurtulxworsqskqemobcyckmsodseiw\n",
-      "iljqv -7182.278751432951 qrvbjfeykkaegmxxxrldoyopxzhwxclczyfsqwftyvrgltmuhvoygbtouhpgqohnufsang\n",
-      "jgxn -7193.128380570829 pwhepzopwurticqetvhwsayeinhgemddrjeabmzypzonpstyyoomcuaqqtqjopytmgioou\n",
-      "nxi -7188.2502602155755 lfwgzzpumelwallxqmakzvvbfsefuvfpaqsdcdawnlrytajsnxpxdtrzzwrairoujhmyto\n",
-      "jgxn -7193.128380570829 pwhepzopwurticqetvhwsayeinhgemddrjeabmzypzonpstyyoomcuaqqtqjopytmgioou\n",
-      "jgxn -7193.128380570829 pwhepzopwurticqetvhwsayeinhgemddrjeabmzypzonpstyyoomcuaqqtqjopytmgioou\n",
-      "iljqv -7182.278751432951 qrvbjfeykkaegmxxxrldoyopxzhwxclczyfsqwftyvrgltmuhvoygbtouhpgqohnufsang\n",
-      "iljqv -7182.278751432951 qrvbjfeykkaegmxxxrldoyopxzhwxclczyfsqwftyvrgltmuhvoygbtouhpgqohnufsang\n",
-      "semnde -7122.366990052541 gysebrpvtperpboixgizxniusoixefsvnydyaaqannnloruyavttgkohzukpqbpiqgqgls\n",
-      "ubhvbnz -7148.476747909171 ebxwdiwpkwjfwasnfoseldsvmvbzjhpxauiulggywdtayljpknhmpzzsfgekfjwxurwcre\n",
-      "semnde -7122.366990052541 gysebrpvtperpboixgizxniusoixefsvnydyaaqannnloruyavttgkohzukpqbpiqgqgls\n",
-      "mwuhgfmp -7077.493670530879 mgkkyqjeznvyggytckccfphhyddihkdcxsevllawttjqtghpunyuhchnyasfxghpcvocdu\n",
-      "ubhvbnz -7148.476747909171 ebxwdiwpkwjfwasnfoseldsvmvbzjhpxauiulggywdtayljpknhmpzzsfgekfjwxurwcre\n",
-      "qiiauzzcv -7093.160796423641 iuwrkwwrqllmnmlbkhmpzitpzdyyxacqgwefuydwafrhzxjirgcttjrtkwkxlpflhlkxdp\n",
-      "qiiauzzcv -7093.160796423641 iuwrkwwrqllmnmlbkhmpzitpzdyyxacqgwefuydwafrhzxjirgcttjrtkwkxlpflhlkxdp\n",
-      "mwuhgfmp -7077.493670530879 mgkkyqjeznvyggytckccfphhyddihkdcxsevllawttjqtghpunyuhchnyasfxghpcvocdu\n",
-      "semnde -7122.366990052541 gysebrpvtperpboixgizxniusoixefsvnydyaaqannnloruyavttgkohzukpqbpiqgqgls\n",
-      "ubhvbnz -7148.476747909171 ebxwdiwpkwjfwasnfoseldsvmvbzjhpxauiulggywdtayljpknhmpzzsfgekfjwxurwcre\n",
-      "qiiauzzcv -7093.160796423641 iuwrkwwrqllmnmlbkhmpzitpzdyyxacqgwefuydwafrhzxjirgcttjrtkwkxlpflhlkxdp\n",
-      "mwuhgfmp -7077.493670530879 mgkkyqjeznvyggytckccfphhyddihkdcxsevllawttjqtghpunyuhchnyasfxghpcvocdu\n",
-      "lsjidatjcm -7120.745531684508 nkvjbvckjhsyjngcznottxwnulgxygrmzinsmyfszzodrzvnioilmfxdxailwxcxdsjhsp\n",
-      "lsjidatjcm -7120.745531684508 nkvjbvckjhsyjngcznottxwnulgxygrmzinsmyfszzodrzvnioilmfxdxailwxcxdsjhsp\n",
-      "eijzbocxdjc -7081.258393562499 uuvsdhtwikdokbpuuebsbsrqzylqiysidereuknqstfiaadrdtrshdgcskzwlrwvxpepqb\n",
-      "eijzbocxdjc -7081.258393562499 uuvsdhtwikdokbpuuebsbsrqzylqiysidereuknqstfiaadrdtrshdgcskzwlrwvxpepqb\n",
-      "wvwfllpkthqi -7080.001594962565 chimtkgjsmpacpzlinrrtjqayygzemtscmrduxxzmzutcfqitjklojujqiarlzermmmyks\n",
-      "wvwfllpkthqi -7080.001594962565 chimtkgjsmpacpzlinrrtjqayygzemtscmrduxxzmzutcfqitjklojujqiarlzermmmyks\n",
-      "lsjidatjcm -7120.745531684508 nkvjbvckjhsyjngcznottxwnulgxygrmzinsmyfszzodrzvnioilmfxdxailwxcxdsjhsp\n",
-      "eijzbocedjc -7087.747098914867 uuvsdhtpikdokbpuueisbsrqzylqirsidereuknqztfiaadrdtrlhdgcskzwlrdvxpepqb\n",
-      "wvwfllpkthqi -7080.001594962565 chimtkgjsmpacpzlinrrtjqayygzemtscmrduxxzmzutcfqitjklojujqiarlzermmmyks\n",
-      "ecixodnwkswci -7007.75303918793 uawuqsixbbjgwchbhhfsouerurddlsdedhnzbbmvnaviaoayofgyfvohknczgujwcqlttq\n",
-      "ecixodnwkswci -7007.75303918793 uawuqsixbbjgwchbhhfsouerurddlsdedhnzbbmvnaviaoayofgyfvohknczgujwcqlttq\n",
-      "ecixodnwkswci -7007.75303918793 uawuqsixbbjgwchbhhfsouerurddlsdedhnzbbmvnaviaoayofgyfvohknczgujwcqlttq\n",
-      "axarivnxgwxptt -7044.644814033181 yfeawaiwfxitldjsxxbadzadsuuhdhnmuveesslewekerfnqjcpspesyijzursfaldrdic\n",
-      "axarivnxgwxptt -7044.644814033181 yfeawaiwfxitldjsxxbadzadsuuhdhnmuveesslewekerfnqjcpspesyijzursfaldrdic\n",
-      "axarivnxgwxptt -7044.644814033181 yfeawaiwfxitldjsxxbadzadsuuhdhnmuveesslewekerfnqjcpspesyijzursfaldrdic\n",
-      "qkovxbvsuwyella -7064.462370685946 isqwhuabrxhetlhpjhbtrvejdgbrbsvaouomxruvkkwkmwhxtsvnjotsirgnibrjiatymh\n",
-      "qkovxbvsuwyella -7064.462370685946 isqwhuabrxhetlhpjhbtrvejdgbrbsvaouomxruvkkwkmwhxtsvnjotsirgnibrjiatymh\n",
-      "nmspprechnoyyiem -6988.900063941464 lqmcperregrkgodlqhlywrojwhoaglhyfowfweppuezlyganislfeeznyjrogcopsdvcww\n",
-      "qkovxbvsuwyebla -7068.0783112975305 isqwhuabrxhedlhpjhbtrvejdgbhbsvaouomxruvkkgkmwhxtsvnjotsihgnibrjiatymh\n",
-      "nmspprechnoyyiem -6988.900063941464 lqmcperregrkgodlqhlywrojwhoaglhyfowfweppuezlyganislfeeznyjrogcopsdvcww\n",
-      "nmspprechnoyyiem -6988.900063941464 lqmcperregrkgodlqhlywrojwhoaglhyfowfweppuezlyganislfeeznyjrogcopsdvcww\n",
-      "xaiquezqjqyrytdtl -7063.524628661381 bcwbkrwdcdhrgdeeqwvekloexlcdvthfrfliolskmocjbwoeipczsudkibcxvhsownrfbi\n",
-      "xaiquezqjqyrjldtl -7054.961765665523 bcwbkrwdcdhrvleeqwvekloexlcdvezfrfliolskmocjbwdmipczsudkibcxvhszonrfbi\n",
-      "xaiquezqjnyrjldtl -7056.593065722874 bcwbkrwdcghrvleeqwvekloexlzdvezfrfliolskmocmbwdmipczsudkibcxshszonrfbi\n",
-      "mhkcazdwyzennoasxk -6972.9796642879855 mvupewsxnubvrihfenlfrgbeiqsqletboqdqhqmsphfvmbwhuftuxshmgvbszncbeomchg\n",
-      "mhkcazdwyzennoasxk -6972.9796642879855 mvupewsxnubvrihfenlfrgbeiqsqletboqdqhqmsphfvmbwhuftuxshmgvbszncbeomchg\n",
-      "mhkcazdwyzennoasxk -6972.9796642879855 mvupewsxnubvrihfenlfrgbeiqsqletboqdqhqmsphfvmbwhuftuxshmgvbszncbeomchg\n",
-      "rlhkbnipbnnxespjgwd -6983.247333727627 hrxhdinekgslaesovbutuyyxsabaghzjrdtirbkesnqteqhfghytxpglrdmhrsvykobbtc\n",
-      "dlhkbnipbnnxespygwd -6989.3824128360975 vrxhdinekgslaeszvbufuyyxsabaghzjrdiirbyesnqteqhfghytxaglrpmhrsvykobbtc\n",
-      "uswpuzusztbsbuqapbzz -6945.064311746749 ekickwbbmaeqdcrxmwybhlxyqrejazgtstqggzfxjaqnoadcnhbripywmolcviypmvdfnt\n",
-      "rlhkbnipbnnxespjzwd -6997.395389155731 hrxhdinekgslaesocbutuyyxsabaghzjrdtbrbkesnqteqhfghytxpnlrdmhrsvykobbtc\n",
-      "uswpuzusztbsbuqapbzz -6945.064311746749 ekickwbbmaeqdcrxmwybhlxyqrejazgtstqggzfxjaqnoadcnhbripywmolcviypmvdfnt\n",
-      "mwhkrtwzbmexbnpcyjyzg -7020.040423683618 mgxhnczukhbldjsvdozbfjzdtadlspdiksylxspzpgembyhicoshsywehqykftiyouiasy\n",
-      "uswpuzusztbsbuqypbzz -6957.278068301893 ekickwbbmaeqdcrzmwybhlxyqrejazgtstqegzfxjaqnoadcnhbripyymolcviypmvdfnt\n",
-      "mwhkrtwzbnexbnecyjyze -7011.896732679102 mgxhnczukgbldjdvdozbhjzdtadlspeiksyaxspzpeembyhicosgsywesqykftkyouiasy\n",
-      "mwhkrtwzbnexbnecyjyze -7011.896732679102 mgxhnczukgbldjdvdozbhjzdtadlspeiksyaxspzpeembyhicosgsywesqykftkyouiasy\n",
-      "fqrhhkmeubydxxsdwttpzc -6971.498862902873 tmnkxljprshfhzpufeelmtmondizdktroqaedbyumabssduifheahramsjnygocczdoegs\n",
-      "fqrahpmnubydexsdcttqkc -6998.9819769307405 tmnrxgjgrshfazpuzeekbtmonwiedttroqhedbeumbmssdupfcerhramljnyaocbodoegl\n",
-      "uqrhhkbnubckxxsdwttpzc -6977.066345202124 emnkxlugrsdyhzpufeelmtbondizsttrsxaedbyumabsdduifhprhrwfsjnygocczddegs\n",
-      "ygvyttvazrlqmasvvnmsbhz -6975.99617360231 awjtlcatmcusswpcgklikogaeemzkzrxtbplwgbsgafbqlhhjuiabrrjryfdyhwwaqfrpt\n",
-      "lutwgzyxeftqknhgdtahexjm -6951.73289426888 nilvywxwhomsujaryexthywonfupodnnohvlymdhshqsxtlxabnvmfbpegvogwlvioqpdh\n",
-      "rgvytnvaorlqztcvvnmsbhz -6975.0832553071095 hwjtliatxcusfdfcgklikogteemzezrmtbpypqbsgafbqlohjuigbrcjryskohwwaqfrpm\n",
-      "rgvyttvazrlqztcvvnmsbbz -6971.757210647778 hwjtlcatmcusfdfcgklikugteemzkzrxtbpypqbsgafbklohjuiabrrjryskohwwaqfxpm\n",
-      "luxwxzyxeftrkntgdtahexjm -6951.257930142026 nihvhwxwhomrujoryexthywonfypfdnnohvmymphshqsxtlxabjvvfbpegvngwzvioqpdh\n",
-      "lutwxvyylftrsptcdtahexkm -6974.202447682951 nilvhaxvaomrmhovyexthyvonfupfznovhvmgopdshqsxtmxabnvvjboxgvnyuzzioqpdh\n",
-      "tburjhnvymguypdiqvmhnrtrm -6961.569966835236 fbkavoiynhzogheplcltyemjoieamewbxiaeepwubalaltdzeszgawkgrqizaezggugwap\n",
-      "tburjhnvymguypdiqwmhnrtrm -6965.646927798074 fbkavoiynhzogheplbltyemjoieamewbxiaeepwubamaltdzeszgawkgrqizaezggugvap\n",
-      "tburjhnveiguypdiqvfhndcrm -6981.334033324789 fbkavoiyhlzogheplcstysdjoieamewbxoweepwubaltltpieszgawkgrqcdaezggugwhp\n",
-      "kigesdcsjjyvpqydpiiyrdysys -6930.009924489482 ouynmstbckhnpgjumppcushicvrqomyrcuftlioshrbwppntgyfpjsaquwofzpdumdzqze\n",
-      "kifesdcsckyupgydpiiyrdysys -6932.474681246673 ouznmstbjjhopqjumppcushicvrqnmyrcuyulhoihrbwppntgyfpjsbquwofgodvmnzqze\n",
-      "jsqdnkmpywkkwfqojzgrtjcvmuf -6942.634516783087 pkoorljenxvyirrjsyrjsmdfotavclwskmdqvafqzuetgaytbdcwhitahrypsfyhaqqigw\n",
-      "ffqdqvmpywkkwusojkgrtjcvmuf -6950.179454551217 txoooajenxvyicpjsnrjsmdfotarplwvvmdqvafqowetraytbdcwhixnhrvesfyhaqqtew\n",
-      "kizesdcsckyupgydptiyrdysys -6933.266408642625 oufnmstbjjhopqjumepcushicvrqhmyrcuyulhoihrbhppntgyfpjshquwofgodvmnzqzt\n",
-      "jsqdnkzpywkkwuqojkgrtjcvmjf -6951.1800947214 pkoorlwenxvyicrjsnrjsmdfoeavclwskzdqvafqouetraytbdcwwitahrypffyhaqqtgw\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "jlfcvqqpjfnxzysljenaahbaqsei -6942.932467530478 przpjffecoslfypmstkaloeakvbcxilumqczqhlnlnyzmyxlcsdkqnnavfffssmdkovupn\n",
-      "jlfcrpqpjiuxpyswaenadhbmqsei -6929.570224638068 przpngfeclllpypbbtkaioeokvbcxiluipczqksnbnykdyxlfsdwqnnavfffwtmdklouzn\n",
-      "vzuwdedpudvihwzfmiccqqegmlrkm -6894.557703820111 ddkvbrserqkaxaisppvyvfbuocoaawhzauqloenoqondmcsqplcjgumosnusfiumphcumk\n",
-      "vzuwkedpndvihwzfmiccqqegglvkm -6908.011264753826 ddkvurseyqkaxaisppvyvfbuuckaawhzabqloxnoqondmcsqplcjgomssnusfinmphjumk\n",
-      "vbuwkedpudvihwjmmicyqmezmlvkm -6909.729071513402 dbkvurserqkaxaylppvcvjbbockaawjzabqloenoqonntcsqllyjzumssnuqfinmphcumk\n",
-      "jlfcvpqpjfnxpyswjenaahbmqsai -6934.196427218138 przpjgfecoslpypbstkaloeokvfcxilumpczqhlnbnykmyxlcsdwqnjavfffstmdkovuzn\n",
-      "smlqymcyuvjsrqsirobvjxzgwbsqkb -6900.971781754016 gqtbgjtvrywqngppkjwfcyguemnucyetcubuzamauvafpcxcrbfmuokqftobapmizbhhoa\n",
-      "smlqykcyuvjsrqlihobhxrzgcbkqkb -6900.112526568798 gqtbgltvrywqngwpujwtoeguymvucyetcubszamauvaficncrntguoqqxtobapmizdhhoa\n",
-      "snlqymqyuvjswplirouhjzkgdbkqkb -6909.757904052342 gptbgjfvrywqihwpkjdtcwvuxmvucyeucubunamauvfeicxcknfoforqxtobaomizbthoa\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "[('vzuwdedpudvihwzfmiccqqegmlrkm', -6894.557703820111),\n",
-       " ('smlqykcyuvjsrqlihobhxrzgcbkqkb', -6900.112526568798),\n",
-       " ('smlqymcyuvjsrqsirobvjxzgwbsqkb', -6900.971781754016),\n",
-       " ('vzuwkedpndvihwzfmiccqqegglvkm', -6908.011264753826),\n",
-       " ('vbuwkedpudvihwjmmicyqmezmlvkm', -6909.729071513402)]"
+       "[('snlqymcyucjsrqlihobhlxkgcbkqkb', -6901.94443579854),\n",
+       " ('smeqymcyuvjsrqlirobhjrzzcmsqkb', -6905.067152744593),\n",
+       " ('fmlqymqyuvjsrdwiribhjzzgcbsqkb', -6913.175393071053),\n",
+       " ('mzuwkedpyevihwjmmiccqqegtlrkm', -6917.074563428308),\n",
+       " ('vbuwkgdpudjirxzfficcqqeimlvkm', -6920.215764382421)]"
       ]
      },
-     "execution_count": 380,
+     "execution_count": 106,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -9374,7 +2777,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -9384,181 +2787,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "nbz -7248.388615424913 tbmwcfftlrhabgqiwvjkhlchtzthbizgrbppgkpcenqjdurfulgtvbsskmzxjebhzrdnih\n",
-      "vovl -7203.7101772341475 loqesdlrytpuuubpirqrudwxkyedqdcejxtcyclgqahhaktbossmsptbtpygcoakbekcyg\n",
-      "zchzh -7132.465273263303 haeqwkbraaqkbnqtskeqjcckosyyqnojbkisyyuaweutqowovmxrsmzqumfifjmlvnbaop\n",
-      "zchzh -7132.465273263303 haeqwkbraaqkbnqtskeqjcckosyyqnojbkisyyuaweutqowovmxrsmzqumfifjmlvnbaop\n",
-      "vovl -7203.7101772341475 loqesdlrytpuuubpirqrudwxkyedqdcejxtcyclgqahhaktbossmsptbtpygcoakbekcyg\n",
-      "ll -7184.753109720793 vrqyntoccuyruwwngylirmvcjzrbjaxhcttnomqwyguhwdefkxbqfrgwfimzjepmogwgde\n",
-      "zchzh -7132.465273263303 haeqwkbraaqkbnqtskeqjcckosyyqnojbkisyyuaweutqowovmxrsmzqumfifjmlvnbaop\n",
-      "nbz -7248.388615424913 tbmwcfftlrhabgqiwvjkhlchtzthbizgrbppgkpcenqjdurfulgtvbsskmzxjebhzrdnih\n",
-      "nbz -7248.388615424913 tbmwcfftlrhabgqiwvjkhlchtzthbizgrbppgkpcenqjdurfulgtvbsskmzxjebhzrdnih\n",
-      "vovl -7203.7101772341475 loqesdlrytpuuubpirqrudwxkyedqdcejxtcyclgqahhaktbossmsptbtpygcoakbekcyg\n",
-      "ll -7184.753109720793 vrqyntoccuyruwwngylirmvcjzrbjaxhcttnomqwyguhwdefkxbqfrgwfimzjepmogwgde\n",
-      "pyzgcmj -7120.137953770419 remjbfsemkrknvmxsuhthipwkuhtsmkxftcovphdvaesbdxnoytmdkyznlfelfzdsngbul\n",
-      "rmzlhj -7163.700408334159 pqmewimfesedgimryilyqdogtdkxmvnepdjluvpffrysbfvrqkkilqvdbwgraaxuxbkmcq\n",
-      "pyzgcmj -7120.137953770419 remjbfsemkrknvmxsuhthipwkuhtsmkxftcovphdvaesbdxnoytmdkyznlfelfzdsngbul\n",
-      "pyzgcmj -7120.137953770419 remjbfsemkrknvmxsuhthipwkuhtsmkxftcovphdvaesbdxnoytmdkyznlfelfzdsngbul\n",
-      "rmzlhj -7163.700408334159 pqmewimfesedgimryilyqdogtdkxmvnepdjluvpffrysbfvrqkkilqvdbwgraaxuxbkmcq\n",
-      "trjfcuqh -7144.6220430846 nlckbxlodlybrqfvzatflehtfbhvpxzouzolscfuudecyivouzhlizqzrfkwneirmnaqmg\n",
-      "trjfcuqh -7144.6220430846 nlckbxlodlybrqfvzatflehtfbhvpxzouzolscfuudecyivouzhlizqzrfkwneirmnaqmg\n",
-      "obwaijfzc -7126.150998028278 sbppviwwoezwdsingxnhgrugrvdntvpntjadugjtbjjnnquzvbcetuvtmjqfrkevkgbwut\n",
-      "trjfcuqh -7144.6220430846 nlckbxlodlybrqfvzatflehtfbhvpxzouzolscfuudecyivouzhlizqzrfkwneirmnaqmg\n",
-      "rmzlhj -7163.700408334159 pqmewimfesedgimryilyqdogtdkxmvnepdjluvpffrysbfvrqkkilqvdbwgraaxuxbkmcq\n",
-      "obwaijfzc -7126.150998028278 sbppviwwoezwdsingxnhgrugrvdntvpntjadugjtbjjnnquzvbcetuvtmjqfrkevkgbwut\n",
-      "obwaijfzc -7126.150998028278 sbppviwwoezwdsingxnhgrugrvdntvpntjadugjtbjjnnquzvbcetuvtmjqfrkevkgbwut\n",
-      "gvlivnxkwve -7061.461889795754 ahahieelubwllnjbyhgmbybdrszctvugbzsppacptimmrsltoawuyvzwttytvhesitotgm\n",
-      "wtocneyhqq -7117.61707070629 kjxnqndoagqcvaawzxramsroefbdjbupimrbgwvhunkbzjumtvrawgmersymedckrotuby\n",
-      "wtocneyhqq -7117.61707070629 kjxnqndoagqcvaawzxramsroefbdjbupimrbgwvhunkbzjumtvrawgmersymedckrotuby\n",
-      "gvlivnxkwve -7061.461889795754 ahahieelubwllnjbyhgmbybdrszctvugbzsppacptimmrsltoawuyvzwttytvhesitotgm\n",
-      "wtocneyhqq -7117.61707070629 kjxnqndoagqcvaawzxramsroefbdjbupimrbgwvhunkbzjumtvrawgmersymedckrotuby\n",
-      "uvinstwwbayb -7063.373605338761 mhdclyfzpwckggnhrnmhnykeyvntjouamclcjerpfoyneipgfyuybtnahwcbqfesczxmso\n",
-      "uvinstwwbayb -7063.373605338761 mhdclyfzpwckggnhrnmhnykeyvntjouamclcjerpfoyneipgfyuybtnahwcbqfesczxmso\n",
-      "gvlivnxkwve -7061.461889795754 ahahieelubwllnjbyhgmbybdrszctvugbzsppacptimmrsltoawuyvzwttytvhesitotgm\n",
-      "eswegfllscgqw -7038.638895784835 ckplxmqkyuuvwlgurofqswsujfpugkscjizonqztuwivobsjapvonnpfqqqpmdjvpfxxuu\n",
-      "eswegfllscgqw -7038.638895784835 ckplxmqkyuuvwlgurofqswsujfpugkscjizonqztuwivobsjapvonnpfqqqpmdjvpfxxuu\n",
-      "eswegfllscgqw -7038.638895784835 ckplxmqkyuuvwlgurofqswsujfpugkscjizonqztuwivobsjapvonnpfqqqpmdjvpfxxuu\n",
-      "uvinstwwbayb -7063.373605338761 mhdclyfzpwckggnhrnmhnykeyvntjouamclcjerpfoyneipgfyuybtnahwcbqfesczxmso\n",
-      "xybstwkrdmzwcy -7058.409864190644 jekxkvrenkbpqphfsohllqzedmkltwotspkqivbwerzrcritemdsflhwmnpqnkueaafbso\n",
-      "xybskwkrdmzwcy -7059.906327924146 jekxtvrenkbpqphfsoyllqzedmkltwotbpkqivbwerzrcrztemdsflhwmnpqwkueaafbso\n",
-      "smepxrcoqdfeqgcq -7055.378905680786 oqhagazhatvhchotovkgwunheiftyusolflalfrbkunusqiudxanvcumbkendnqwavkzei\n",
-      "xybstwkrdmzwcy -7058.409864190644 jekxkvrenkbpqphfsohllqzedmkltwotspkqivbwerzrcritemdsflhwmnpqnkueaafbso\n",
-      "smephrcoqdfeqgcq -7054.320863656419 oqhawazhatvhchotovkggunheiftyusolflabfrbkunusqiudxanfcumbkendnqwavkzui\n",
-      "fjmhhqbucocukyf -7012.046651674102 btziwbaboiyriplijmjkbulawdjslqyynrlfnoemltacamcvxrgasdzcsephjbdtmmkuwl\n",
-      "gjmhhqbucocukyf -7008.01534547812 atziwbaboiyripljjmjkbulawdjslqxynrlfnoemltacancvxrgasdzcsephibdtmmkuwl\n",
-      "gjmhsqbucocukyf -7027.803628793459 atzilbaboiyripljjmjvbulawdjslqxynrafnoemltacancvxcgasdzcsephibdtbmkuwl\n",
-      "rpnjznlpsenxjyexv -6995.339867060734 pnygeeqgysnojpmmhweiwqiyydinmsrvntzczdoaqepfdyirtpsoeiizlonsqaaimzvulg\n",
-      "rpnjznlpsenxjyexv -6995.339867060734 pnygeeqgysnojpmmhweiwqiyydinmsrvntzczdoaqepfdyirtpsoeiizlonsqaaimzvulg\n",
-      "rpnjznlpqenxjyexv -6996.70642977577 pnygeeqgasnojpmmhweiwqiyybinmsrvntzczdoaqerfdyirtpsoeiizlonqqaaimzvulg\n",
-      "smephrcoqdfeqgqq -7055.301522519402 oqhawazhatvhchatovkggunheiftyugolflabfrbkunusquudxanfcumbkendnewavkzui\n",
-      "wbkecwehvozeejoysk -7001.646941834267 kbblbvxovibhoeclkbhfbjlthnfszusdxplfaudzdjlalsbowzoyvcltifoykdnyceonlm\n",
-      "wbkecaehvozeekyusk -6995.1686823509535 kbblbrxovibhodspkbhfbjlxhnfszusehllfaudzdflalsbowyecvcltifockdnyceoovi\n",
-      "iehyvelgxihnbhrtrsr -6999.757592433921 yyerinqptotyrgzqltaieqvgrllhmiiqtbfvozweyhmwfztwguvufcqzminjorclezogfp\n",
-      "wbkecwehvqzeekyurk -7007.540390538208 kbblbvxovgbhodsplbhfbjlthnfuzusehlkfaudzdjlalqbowyecwcltifoykdnaceoovi\n",
-      "vftbyinyogwvvilsgffk -6985.01882398087 lxsofjoxcqeqxffrwgmwrxuazsmdylcrcvqpltsmxfynrsofqrjwemvyalzvyyadmawhjt\n",
-      "iehnvelgxihnbdrtrsr -6998.2189008193745 yyecinqptotyrkzqltaieqkgrllhmiiqpbfvozweysmwfztwguvyfcqzminjdrclezogfp\n",
-      "iehnvelgxcgnwhrcrsr -7018.770044874638 yyecinqptuuywgzhltaieqkgrllhghiltbovozweysmwfztchuauftqzminjdrcleziffk\n",
-      "vftbyonyvgwvwilsgbfk -6980.776096311249 lxsofdoxvqeqwffrwkmwrxuazymdflcrdvqplpsmxfynrmofjrjwdmvyapzvyyadmgwhqt\n",
-      "kmtbyonyogwvvilsgbfk -6993.72316228708 wqsofdoxcqeqxffrwkmwgeuazymdylcrcvqplpsmiyynrmofqrjwemvyapzvnfadmgwhjt\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[('vftbyonyvgwvwilsgbfk', -6980.776096311249),\n",
-       " ('vftbyinyogwvvilsgffk', -6985.01882398087),\n",
-       " ('kmtbyonyogwvvilsgbfk', -6993.72316228708),\n",
-       " ('wbkecaehvozeekyusk', -6995.1686823509535),\n",
-       " ('rpnjznlpsenxjyexv', -6995.339867060734)]"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "autokey_sa_break(rev101, result_count=5, workers=3, max_iterations=10000, max_keylength=20)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "dehna -7169.580826219933 odoqycaeuoxkfbhklaztduxbsfkzgfwnmnacpseetgbfyslfxwudzeegxccdtdteegbpky\n",
-      "uzf -7182.665640992541 xiqgqaxckpxauyvnxknddsuxtohdtqyevvbdhdoxshwrvpalnubbkazqacqhxkojxlvldh\n",
-      "gnsg -7171.825170256132 ludxnwavxqzpmfwsjaeieftshdleauqtlzpfrfczeqrkyvawezmsacoiazszzbdhiybbge\n",
-      "uzf -7182.665640992541 xiqgqaxckpxauyvnxknddsuxtohdtqyevvbdhdoxshwrvpalnubbkazqacqhxkojxlvldh\n",
-      "uzf -7182.665640992541 xiqgqaxckpxauyvnxknddsuxtohdtqyevvbdhdoxshwrvpalnubbkazqacqhxkojxlvldh\n",
-      "rm -7240.000278484919 avvidiakkcpiunbuulgphqqkvyjyyzdyivxdfbmdjskrsuzmdijgvvffvwllophraieakc\n",
-      "gnsg -7171.825170256132 ludxnwavxqzpmfwsjaeieftshdleauqtlzpfrfczeqrkyvawezmsacoiazszzbdhiybbge\n",
-      "gnsg -7171.825170256132 ludxnwavxqzpmfwsjaeieftshdleauqtlzpfrfczeqrkyvawezmsacoiazszzbdhiybbge\n",
-      "dehna -7169.580826219933 odoqycaeuoxkfbhklaztduxbsfkzgfwnmnacpseetgbfyslfxwudzeegxccdtdteegbpky\n",
-      "rm -7240.000278484919 avvidiakkcpiunbuulgphqqkvyjyyzdyivxdfbmdjskrsuzmdijgvvffvwllophraieakc\n",
-      "dehna -7169.580826219933 odoqycaeuoxkfbhklaztduxbsfkzgfwnmnacpseetgbfyslfxwudzeegxccdtdteegbpky\n",
-      "rm -7240.000278484919 avvidiakkcpiunbuulgphqqkvyjyyzdyivxdfbmdjskrsuzmdijgvvffvwllophraieakc\n",
-      "pwkphe -7139.308020963678 cllormbhzyiyiowjnhsmrwkttwnaxeibytiuudtlnbzgjaefdodoawxmxnglcoytbocuqj\n",
-      "juvtovaj -7141.4619684000245 inakkvdjczzazasytgbaoffcscdwtswvtrccjmvjcerhtzwxaqvhlcedallaoyrdhotiae\n",
-      "juvtovaj -7141.4619684000245 inakkvdjczzazasytgbaoffcscdwtswvtrccjmvjcerhtzwxaqvhlcedallaoyrdhotiae\n",
-      "rblywbp -7133.321629312737 agkfcposecuiuhddtlsggcuhaqyqfduxvvptzkujagaksrigwucwntuegzkuggraipkcil\n",
-      "pwkphe -7139.308020963678 cllormbhzyiyiowjnhsmrwkttwnaxeibytiuudtlnbzgjaefdodoawxmxnglcoytbocuqj\n",
-      "pwkphe -7139.308020963678 cllormbhzyiyiowjnhsmrwkttwnaxeibytiuudtlnbzgjaefdodoawxmxnglcoytbocuqj\n",
-      "rblywbp -7133.321629312737 agkfcposecuiuhddtlsggcuhaqyqfduxvvptzkujagaksrigwucwntuegzkuggraipkcil\n",
-      "xaklcozyq -7084.622244587029 uhlswceuusszrztdbliiooyhihtozjnzelyfofirwrilxxmylyvgtedocqimthrdtxoacj\n",
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-      "stombkqfcpf -7087.941114739912 zohrxgnnixulvoekpsnsqlmfxeuhpkjhahabykkplmmjvlqiskxdsprfplyppdsosiztde\n",
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-      "ibujfidritanjhz -7060.1559131762215 jgbutiabctzxaowypeghffwysjhwtbdihnytxitmmoxqbijzpwtrwioomeqgrrwrlgnmgo\n",
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-      "ibujfidrytanjhz -7059.284394798473 jgbutiabmtzxaowypeghffwosjhwtbdihnytxidmmoxqbijzpwtrwyoomeqgrrwrlgnmqo\n",
-      "mcicmcbpjnsvyocnk -7051.4708007359895 ffnbmocdbzhplhtulavnmtjyihfpsmuerifdpsyvxnmentfmydejbmicfetvvncbvbbefb\n",
-      "mcicmcbpjnsvyocnk -7051.4708007359895 ffnbmocdbzhplhtulavnmtjyihfpsmuerifdpsyvxnmentfmydejbmicfetvvncbvbbefb\n",
-      "bmlbtjjvxvhiybcaxf -7015.790252596463 qvkcfhuxnrscluthyakfddstrlrfpvqdsmhyszobdccylgclmrucxdibmadfxckafosrua\n",
-      "nhclpfqyeqckpjxkrtqb -6991.412074067401 eatsjlnugwxaumyxemkzjfeicxrcbbexrhhbyshfmqpbaoaebtirnutzcjzcnkgfhleenj\n",
-      "bmlptjjvxvhiybcaxf -7019.5294976663645 qvkofhuxnrscluthyakfdrstrlrfpvqdsmhyszondccylgclmrucxdibmodfxckafosrua\n",
-      "fhclpfqyerckpjxkrtqb -6983.068423601291 matsjlnugvxaumyxemkzbfeicxrcbcexrhhbyshfuqpbaoaebsirnutzcjzcfkgfhleenk\n",
-      "fhclpgqaeqckpjxkrtqb -6986.257364262062 matsjknsgwxaumyxemkzbfeicyrebbexrhhbyshfuqpbanacbtirnutzcjzcfkgfhmegnj\n",
-      "minhpxjhqiplskoxtwy -6991.8679275289305 fziwjtuluekzrlhkcjcvoxbrsotcdncgamvwtcwqyucrospdpsgosgehyfqjfyespkbtww\n",
-      "mimhpxjhqipljkoxtwy -6993.62122887019 fzjwjtuluekzalhkcjcvowbrsotcdncxamvwtcwqzucrospdpsposgehyfqifyespkbtwn\n",
-      "minupxkhqiplskoxtwy -6992.936167442386 fzijjttluekzrlhkcjcvoxorsptcdncgamvwtcwqyhcrnspdpsgosgehyfqjsyetpkbtww\n",
-      "bmlbtjjvxvhiybcaxf -7015.790252596463 qvkcfhuxnrscluthyakfddstrlrfpvqdsmhyszobdccylgclmrucxdibmadfxckafosrua\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[('ggtskmueccgdcbgi', -6971.120764269398),\n",
-       " ('gntskmueccgdcbgi', -6973.960093164888),\n",
-       " ('gntzkmueccgdcbgi', -6976.466824405761),\n",
-       " ('fhclpfqyerckpjxkrtqb', -6983.068423601291),\n",
-       " ('fhclpgqaeqckpjxkrtqb', -6986.257364262062)]"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "autokey_sa_break(rev43, result_count=5, workers=3, max_iterations=10000, max_keylength=20)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -9600,7 +2847,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -9642,52 +2889,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(22, 14)"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "len(unfiltered_transformed_ciphertexts), len(transformed_ciphertexts)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Done rev nth 101 reversed for key tttttttttcntzateepte\n",
-      "Done unnth rev nth 101 for key znttttzttttnte\n",
-      "Done scytale 101 for key tttttttetzpetptjzttt\n",
-      "Done scytale 101 reversed for key ttttttzjtptepztetttt\n",
-      "Done reversed for key tsztznetttttttete\n",
-      "Done rev_chunk 101 for key tnzetnttttzttt\n",
-      "Done chunk 43 reverse order reversed for key tttttitetntptentne\n",
-      "Done scytale 43 reversed for key eptszettztmctntttntt\n",
-      "Done rev nth 101 for key tttetpeetaztnctttttt\n",
-      "Done chunk 43 reverse order for key tttttentnetptnteti\n",
-      "Done scytale 43 for key tpettntttntcmtzttezs\n",
-      "Done sanitised for key tenztzstetetttttt\n",
-      "Done rev nth 43 reversed for key ttzettepheatnehytntn\n",
-      "Done rev nth 43 for key zttntntyhentaehpette\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "vigenerekeys = {}\n",
     "\n",
@@ -9700,32 +2915,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Done rev nth 101 reversed for key vbwmmdbmtzgjmxreeo\n",
-      "Done unnth rev nth 101 for key apjkwfffwcqyrhshyewt\n",
-      "Done scytale 101 for key uxqvangrpyxcziubxcr\n",
-      "Done scytale 101 reversed for key zmgrahdqwzpvyvpajmwu\n",
-      "Done reversed for key htsorenkqycrfqrgc\n",
-      "Done rev_chunk 101 for key vftbuonyogwvvilsgbfk\n",
-      "Done chunk 43 reverse order reversed for key ggtskmuencgdcbgi\n",
-      "Done scytale 43 reversed for key frrifbjmzdxmgslrwami\n",
-      "Done rev nth 101 for key cjbywsvmbjjlpzrndu\n",
-      "Done chunk 43 reverse order for key rfjosxgrbfsmiazc\n",
-      "Done scytale 43 for key ifdlmllmjisbdwjzfhvm\n",
-      "Done sanitised for key pcheurcyjgnemmhlb\n",
-      "Done rev nth 43 reversed for key ojqanoajfsqybtjvnmbc\n",
-      "Done rev nth 43 for key zlkqikuhrintszxvmiqo\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "autokeys = {}\n",
     "\n",
@@ -9738,290 +2932,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "5372"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "len(cb)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Done 43 for key frrifbjmzdxmsslrwami\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Process ForkPoolWorker-855:\n",
-      "Process ForkPoolWorker-854:\n",
-      "Process ForkPoolWorker-853:\n",
-      "Process ForkPoolWorker-857:\n",
-      "Process ForkPoolWorker-856:\n",
-      "Process ForkPoolWorker-863:\n",
-      "Process ForkPoolWorker-858:\n",
-      "Process ForkPoolWorker-860:\n",
-      "Process ForkPoolWorker-859:\n",
-      "Process ForkPoolWorker-861:\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "Process ForkPoolWorker-864:\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "Process ForkPoolWorker-862:\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 249, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1160, in autokey_decipher\n",
-      "    plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/process.py\", line 93, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1160, in autokey_decipher\n",
-      "    plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1160, in autokey_decipher\n",
-      "    plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 169, in caesar_decipher_letter\n",
-      "    return caesar_encipher_letter(letter, -shift)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 169, in caesar_decipher_letter\n",
-      "    return caesar_encipher_letter(letter, -shift)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1162, in autokey_decipher\n",
-      "    keys = keys[1:] + [plaintext_letter]\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1160, in autokey_decipher\n",
-      "    plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-      "KeyboardInterrupt\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1160, in autokey_decipher\n",
-      "    plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 169, in caesar_decipher_letter\n",
-      "    return caesar_encipher_letter(letter, -shift)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 151, in caesar_encipher_letter\n",
-      "    letter = unaccent(accented_letter)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 151, in caesar_encipher_letter\n",
-      "    letter = unaccent(accented_letter)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1160, in autokey_decipher\n",
-      "    plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 169, in caesar_decipher_letter\n",
-      "    return caesar_encipher_letter(letter, -shift)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1160, in autokey_decipher\n",
-      "    plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-      "KeyboardInterrupt\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 151, in caesar_encipher_letter\n",
-      "    letter = unaccent(accented_letter)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/language_models.py\", line 37, in unaccent\n",
-      "    translated_text = text.translate(unaccent_specials)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 119, in worker\n",
-      "    result = (True, func(*args, **kwds))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 169, in caesar_decipher_letter\n",
-      "    return caesar_encipher_letter(letter, -shift)\n",
-      "KeyboardInterrupt\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1159, in autokey_decipher\n",
-      "    for c in ciphertext:\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 20, in pos\n",
-      "    return ord(letter) - ord('a')\n",
-      "KeyboardInterrupt\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/language_models.py\", line 38, in unaccent\n",
-      "    return unicodedata.normalize('NFKD', translated_text).\\\n",
-      "KeyboardInterrupt\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 169, in caesar_decipher_letter\n",
-      "    return caesar_encipher_letter(letter, -shift)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 909, in autokey_sa_break_worker\n",
-      "    new_fitness = fitness(plaintext)\n",
-      "  File \"/usr/lib/python3.5/multiprocessing/pool.py\", line 47, in starmapstar\n",
-      "    return list(itertools.starmap(args[0], args[1]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/language_models.py\", line 37, in unaccent\n",
-      "    translated_text = text.translate(unaccent_specials)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1160, in autokey_decipher\n",
-      "    plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 153, in caesar_encipher_letter\n",
-      "    cipherletter = unpos(pos(letter) + shift)\n",
-      "KeyboardInterrupt\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 151, in caesar_encipher_letter\n",
-      "    letter = unaccent(accented_letter)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/language_models.py\", line 139, in Pletters\n",
-      "    return sum(Pl[l.lower()] for l in letters)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/language_models.py\", line 139, in <genexpr>\n",
-      "    return sum(Pl[l.lower()] for l in letters)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/language_models.py\", line 21, in unaccent\n",
-      "    def unaccent(text):\n",
-      "KeyboardInterrupt\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipherbreak.py\", line 908, in autokey_sa_break_worker\n",
-      "    plaintext = autokey_decipher(message, new_key)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 20, in pos\n",
-      "    return ord(letter) - ord('a')\n",
-      "KeyboardInterrupt\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 169, in caesar_decipher_letter\n",
-      "    return caesar_encipher_letter(letter, -shift)\n",
-      "KeyboardInterrupt\n",
-      "KeyboardInterrupt\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 151, in caesar_encipher_letter\n",
-      "    letter = unaccent(accented_letter)\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 1160, in autokey_decipher\n",
-      "    plaintext_letter = caesar_decipher_letter(c, pos(keys[0]))\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/language_models.py\", line 39, in unaccent\n",
-      "    encode('ascii', 'ignore').\\\n",
-      "KeyboardInterrupt\n",
-      "  File \"/home/neil/Documents/programming/national-cipher-challenge/cipher.py\", line 20, in pos\n",
-      "    return ord(letter) - ord('a')\n",
-      "KeyboardInterrupt\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-23-253a2dc839fe>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0msct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mscytale_decipher\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mrsct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreversed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msct\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0mkeys\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mautokey_sa_break\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrsct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult_count\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mworkers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_iterations\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_keylength\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m     \u001b[0mresults\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkeys\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Done\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"for key\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/Documents/programming/national-cipher-challenge/cipherbreak.py\u001b[0m in \u001b[0;36mautokey_sa_break\u001b[0;34m(message, min_keylength, max_keylength, workers, initial_temperature, max_iterations, fitness, chunksize, result_count)\u001b[0m\n\u001b[1;32m    877\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0mPool\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpool\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    878\u001b[0m         breaks = pool.starmap(autokey_sa_break_worker,\n\u001b[0;32m--> 879\u001b[0;31m                               worker_args, chunksize)\n\u001b[0m\u001b[1;32m    880\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mresult_count\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    881\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbreaks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/usr/lib/python3.5/multiprocessing/pool.py\u001b[0m in \u001b[0;36mstarmap\u001b[0;34m(self, func, iterable, chunksize)\u001b[0m\n\u001b[1;32m    266\u001b[0m         \u001b[0;31m`\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;31m`\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0mbecomes\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    267\u001b[0m         '''\n\u001b[0;32m--> 268\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_map_async\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miterable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstarmapstar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    269\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    270\u001b[0m     def starmap_async(self, func, iterable, chunksize=None, callback=None,\n",
-      "\u001b[0;32m/usr/lib/python3.5/multiprocessing/pool.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    600\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    601\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 602\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    603\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mready\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    604\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/usr/lib/python3.5/multiprocessing/pool.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    597\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    598\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 599\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_event\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    600\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    601\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/usr/lib/python3.5/threading.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    547\u001b[0m             \u001b[0msignaled\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_flag\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    548\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0msignaled\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 549\u001b[0;31m                 \u001b[0msignaled\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cond\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    550\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0msignaled\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    551\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/usr/lib/python3.5/threading.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    291\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m    \u001b[0;31m# restore state no matter what (e.g., KeyboardInterrupt)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    292\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 293\u001b[0;31m                 \u001b[0mwaiter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    294\u001b[0m                 \u001b[0mgotit\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    295\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = {}\n",
     "for n in [43, 101]: # range(1, 61):\n",
@@ -10066,78 +2988,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1 ['aledonian', 'tritchals', 'yhistentg', 'ecaledoni', 'ohewiteri']\n",
-      "2 ['opanedanh', 'ovactenep', 'nfaresnee', 'cinditoat', 'mbeitandr']\n",
-      "3 ['rldmtheni', 'cdcouitth', 'yturesotv', 'erldsmist', 'rmorohatu']\n",
-      "4 ['otimmenux', 'uderizesc', 'dstotaude', 'termedovi', 'rfrithada']\n",
-      "5 ['utiakeeda', 'ksackhist', 'stosainla', 'ovinicood', 'gmistreca']\n",
-      "6 ['bilitbuta', 'llintmakf', 'ttisetacu', 'tprincova', 'sdonstisf']\n",
-      "7 ['chorofesl', 'ybehedank', 'ifasthaco', 'ttesenoap', 'ialreralr']\n",
-      "8 ['fwendisuc', 'yancovidl', 'neinemilf', 'oencetief', 'thadegica']\n",
-      "9 ['orthetcaq', 'rnstroulw', 'rainomisl', 'nheiromak', 'netwomenu']\n",
-      "10 ['upofrotow', 'eficehadh', 'lgirentsz', 'poinomasc', 'lathefisw']\n",
-      "11 ['averedutj', 'brithoisc', 'tvertheht', 'zalontedi', 'architinf']\n",
-      "12 ['yeaustieh', 'ustspeepa', 'eusendasm', 'rolocline', 'xcendmant']\n",
-      "13 ['ojarematt', 'sssdesort', 'alimameat', 'ptisoustb', 'hanssonsh']\n",
-      "14 ['ebingitob', 'retairott', 'phinoteel', 'umeningfr', 'atteitior']\n",
-      "15 ['pfthemelr', 'jasttonai', 'lwasergeh', 'dfatheint', 'xconthecl']\n",
-      "16 ['iclayarow', 'utontoisk', 'rtinsdarn', 'oatritisr', 'psarcheci']\n",
-      "17 ['guaniethr', 'irpushing', 'rluctindw', 'wbonecesh', 'ttobontsc']\n",
-      "18 ['pateosesy', 'olecultil', 'aradsonsb', 'deusittho', 'utiosindi']\n",
-      "19 ['uelisidil', 'rttrtionr', 'aheleatoz', 'oltssanan', 'ljonstant']\n",
-      "20 ['rragaimet', 'tlassstss', 'fatanboup', 'ilainsnot', 'eeinsousa']\n",
-      "21 ['itaboyonf', 'goordalia', 'acanymerr', 'peawitesp', 'rfthemild']\n",
-      "22 ['ofuternon', 'rthisioir', 'anarcharq', 'learetsoe', 'tariedesl']\n",
-      "23 ['trecintlt', 'apearface', 'falasponh', 'clegehest', 'oeavathen']\n",
-      "24 ['eplyouass', 'edighsida', 'rethninwa', 'lnonoketh', 'eedrontle']\n",
-      "25 ['llrosinea', 'enerennik', 'shecimesa', 'tathoodif', 'atesthunk']\n",
-      "26 ['yliperane', 'veadescit', 'upanitiss', 'avatintii', 'olinotecr']\n",
-      "27 ['toresitja', 'shinimasb', 'ksantmerr', 'hopeitese', 'stimenttb']\n",
-      "28 ['hothatdtr', 'allsmitam', 'yafratide', 'cisanshol', 'reontreal']\n",
-      "29 ['egussinst', 'anescheem', 'ldisemort', 'eharecrie', 'uresfornm']\n",
-      "30 ['fundabefl', 'fatmeindn', 'avelrimag', 'otosateog', 'culdiledt']\n",
-      "31 ['iharenssg', 'rlineasdr', 'nlastadei', 'geansisep', 'ntirstedp']\n",
-      "32 ['tmpreledb', 'nsasssath', 'ystmaneck', 'yralactoe', 'colithike']\n",
-      "33 ['lsorsostv', 'ghaltilde', 'xhinemini', 'lsicanumb', 'nsatecefe']\n",
-      "34 ['ulaboyerl', 'yaisoreda', 'lppriendc', 'pearetakk', 'tasanttob']\n",
-      "35 ['ilacesswf', 'ineintylt', 'xatirondo', 'indeearex', 'chaveinal']\n",
-      "36 ['btymement', 'gookitenj', 'uheinangm', 'siopesall', 'eanrentah']\n",
-      "37 ['ccicelini', 'slidelteg', 'tiremmera', 'favisetie', 'tlactianw']\n",
-      "38 ['anosseabb', 'ppityrace', 'rbememaid', 'ccomplyta', 'latifeasm']\n",
-      "39 ['chigisidh', 'yoncestns', 'mbargendd', 'inedemoom', 'undmomenn']\n",
-      "40 ['fminararl', 'yhodonalk', 'scesidivi', 'elitepoid', 'glinseniv']\n",
-      "41 ['ipteislet', 'ncapelerl', 'tyinfisth', 'flasediol', 'tainemisc']\n",
-      "42 ['dansssecl', 'vearymasp', 'rlamegina', 'chinetger', 'dkiliongt']\n",
-      "43 ['yroffinoc', 'fkidetont', 'ystoolthf', 'idaminowt', 'erveotior']\n",
-      "44 ['onchehedl', 'trneinate', 'ortlerewc', 'ircherray', 'plondemag']\n",
-      "45 ['iclacciti', 'palawenta', 'tticttien', 'rnaledbil', 'uttemally']\n",
-      "46 ['peitteryt', 'irthetpul', 'tcaroderb', 'chehedesc', 'epereginr']\n",
-      "47 ['hitsopano', 'ntanonitq', 'keptietel', 'cherduchl', 'ragnotima']\n",
-      "48 ['ntssertnu', 'ailyanide', 'efandigie', 'ftsofstan', 'ragroungi']\n",
-      "49 ['dpiretalh', 'mthleterh', 'ilagatank', 'lcstoresh', 'mendveten']\n",
-      "50 ['teldebrid', 'tandtdedb', 'rfirastot', 'ntarsdant', 'cresnorne']\n",
-      "51 ['ehinirtht', 'ngontrysh', 'progetush', 'leacerioc', 'ovichesna']\n",
-      "52 ['rrinexhem', 'ealmelalf', 'idathrehr', 'ylesoying', 'shiberofe']\n",
-      "53 ['lgamerdsf', 'yjoumandr', 'dnoncielo', 'ploconnot', 'grichinsh']\n",
-      "54 ['iteteinng', 'pdimesisb', 'mregiendl', 'dtriccesn', 'oachofinf']\n",
-      "55 ['rcetstaye', 'bautsinet', 'ugharounl', 'catastsiz', 'epericalj']\n",
-      "56 ['krastusee', 'odesedoog', 'nagromalr', 'ymprelesh', 'mottelerp']\n",
-      "57 ['appolislt', 'yhewitstb', 'tsamerapf', 'uyeistort', 'eiswatinj']\n",
-      "58 ['roineenia', 'tainnialr', 'eremoussu', 'gtainandl', 'treantthd']\n",
-      "59 ['mwichitab', 'kjuntensh', 'ptothlele', 'jhersisei', 'lyonamaso']\n",
-      "60 ['uelibecho', 'larnecitr', 'fhicetitl', 'tanpesall', 'pricedssp']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "for n in range(1, 61):\n",
     "    sct = scytale_decipher(scb, n)\n",
@@ -10148,7 +3003,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -10158,8 +3013,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
+   "execution_count": 110,
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
@@ -10167,7 +3024,7 @@
        "'ycerevvtltfiewhxbxxalvfaanfkmzkjvvhdsvdyqlnlerhlnghkaiocsnqzeiocavghaabghzoebajclrgcumsnqwalgclpdrbvqxtvwjgvljaqbgxrgmhzayqamkkmvgalizfkjylnqrilkxbkhphjkstyhpavuvedizfaevzwrfqaqwxwoafaljtzwzkentgceqihguzkartwmxnlhptcsucthihqhvjaekkjtfevvrpzntsabgazlkrppthezuwlwdoabvctemhrhjjrdriljwpgzwzlruhhdnqstrardotsowzlitletapvbilivjzaexaljtfkttvcrizlhrnggivftnmaasrirychtalquonahtyaegclphrbvinnrdkynqrilerqewaauclrgcwmiayxzvavvtcditpllawtvjlwumkikczduvgaiazlpwmfxkryehezmilfkjypadhvjslfmlbcsnjzfhgxivjslwdgamnleucranqesrvzvfamnfzhvzpzglmaemzctdzwsnqwhlqafrlpstyaeqqrulvvetvcrizlhrvaokfjervvthzralhdycbehumlxhdndvltrmdvtzalmqrpctvjddhttalcacnghsetarfihqwaljtftfaglejprtlkoaqgctlsleavuanaalcrhcorewcsvnnqepbrstsrvzfvnwhwptvrtxwgaqwheekzgzdvtxpjotfmgnbvlrhcvzvkayfkoslfslbcmsnqlimfeqbixhwhogxveaebaaalqqzznfgttfrlwspaffufelkslfmlicmaaklbtwlroamnnnqlimghdhvypauqaymndhbehumlxhwaoianpimnfmvtarfamnflbtwxeenfkgaqxapvgzhaqizzrfgtarrwwydwfaxltbcgmnqlblyrofzwimkmharzevkalppwkanjarkahtlgcbgaeqqrjetwenlethrdrbovrnqpofvwsvvgkqqxhvrvlhtjihwaeqewpgzwsnqlfsbdgfuxvwkzastfirzmdhmeitwdgcbuhvzxofvgqbfalhvnhhtbugmlwrhhgkxtsemnleucdufamnfksfjpyfvaqeshdgkabmpfjllvtnpatbuqgclrgcwmwwibxhdnqzwtcjlhxhgbtslnuxjkhwahtmalrfamnfoavvwmfknkkmrgejuaakorrhwalrfwngtmqwkwrtkvthgslfmlbcmgfkjvzvtvtecgivrbzjhntkjtrkalplnqvgthalphrbvierijyqhgfauawhvsfjtpsksgkelwokevtyslfmlbumlhfvxnleghrfaqmnmlegxvehwhzpevzgclehrbvianqqrzevivxnlegalgalphrbvqphdwwkqqbqlbbwbfrfaqqgmltbbndrbgalvvqmivivtygzolmvjgfyalmfqaspkoobypevdvtzalmmszvgltgkwsnqwalgqrhbjgslkvqmivntvcrizlhrnrizddntovefaqaebaoinmalgqrhbtoifofqbqhqzfalfmlbcmlhqgrktivqhetahndklgqifoqrzzrrgxvixhgmwjtxvdetvnalwlitwadgkwwkwhtalqabfyxrujicmxtfxkvpyndlammhtgvallodthwhhkrdhxhhttnqwalvvqaivvvtrpkowbnnizvwgtyalmxqamtfypagkjfwvihrakcereivtubyjdtfypsgkjfsfjxrqslfmlbcmjzacodxhqhvvwlbumtbvtnpaxtsfvtbvqrwvtygvlaldgihqhvvwliumtxhwalpzmallnqxjgzonammrtwmxnlhptumucthkdvqqiloqrzzvsfxkryralwgzolmvjuhqhvypauqayanqhbmdgavtzhpaxfttlwlcmotodxjkqqrglalfmlbcmuqbqeqzrhkpuewpqivupagkjjkfusvrwsxbkpalqivqrtfsgzolmrctsogcthpzrhlkurvalrmcerjgthcmbpiotivtnhvzlhruhnrhkpumnqkllasfbhmalwmvulpxrrhvhrspirudrbknqfwhaivtzavianaleergtllgottbriafbhmalqmrbotfmmnytsogcthonqkpalhfpwetwqtfxkxapmuvgklnaaalmxqaspkowbuhdsmzkjvvhvwzzrvpjdwfafalpiogtnlvxahtpaskdzkhjburwngbonatrfihqtalqnzaclrgcumsnqkpaeqrqyqwrgxvpynqkuhtkvirvvgkhtalrbpmpvfamnfodvkavvvvhuwghwhsqmckitxhjnvgllujvksvtubgalfjbtxvsjtpstyalarifugnpgenqrrppckwimutlepermtyalmztoaymnqhvjslfslbcmsskslfmtbcmkugrgxhwhlvrnxyrrilffrgnbvlzfkovnvvtzhtntweaeeizyltjhvazehwalqqrjebadhgkumtbwbfgmajzhwhhxerjbznxbrralmztoaymnqhvdmrtumxnlhptcmucthkwsxnvnlwjptvjmudhhwhhrvetlwgtvxejwebajclrgcwmftfkalwskosthpaeqrgabmabwwslahtvcthviuewpqykvetxdzebajclrgcwszlgcrvjzfwjpgvtprvhdnraftfxkvpmtyalcqrhbxnqwhuktalvnebaaalwtkfbtkwlhtyaevvqmivvvtrpgowbanizvwsrrvwlxhvslfmlicmsnqkpayauruvxtfkalgtzmqwlalcfhdfqmyubmxhdggivslmalvfamnfglolmvjavrbzjantkjtfjsfjtasksgkjwfafaatalpwzbrerkhjcthctkjvvhtaljtfxkvpyndwaltgzagbrvslhqclrgcwmsnqkpaeqrfgwbwwslahtvcthonqkpaeqrevxnrerhwhqcrizlergalmzylerkszlevtuebaaaewzhmqstyalmrsbrxgivjebatalhhzdttvgaegqzootonahtddwjpcthamrthlhwalwmlmddofjoebaaalxpooqkctlejqjgntnponifjtfvtalqabghonnwaibbvthbrhkypgfjdaawbrhzibacdbtldsnqwwtxvwtfwndzddyqsszllhddgxvihzebajclggcwmklkrpetdwbonamhvpatorbshqhvypasrdailylgqbpgalphwalxklygodnmtyalgqrhxevzolvtovupstsveslialtxtalwwgwlzbrmfwfaqenqvghaemfqaspkowbprfgkwhwalwwethukvdmnviivfjvzwfdmksvtllnqiflwltefgjxhhgnbttvjrlgfpkrdyqdltxvwwvihiwfatalmzkhfdqrgofjuclphrbvqanqufamnnltsexalcpvwlxhdnqpmdhwsctznikgwgtluotlsnqvzlitxvtxrtbbnxhjtfkalizjsfjhhptdzrrnpgsjzvtqaeaebalbehumliwbgalcqdptiuhgbtealcfhdrvgqjzvvhvmzfnkkmrgejrhqobgbvhysbghhhljtfkkvwkstnbjdwamgamodevvgcthfvtdftxhwhhalppkgtnmgtyalbqasekowbtkquvnanqdtelslahnqehwalgqrhbqhhpaksfjooitxntxvggmddvtcofulvefaqstyhlvvgqjzvpmttalgqrhbxnqwhlvvxnlebtyaexpkoqkctlegaewsrxxrngxhtalqmlwaprurnnnqdwwruhhserfawbflhhalsmlmddjfjwechahfvggmdzefardatkndzllvehlcgidlrgalypvxbzvhiwfamuttbtrpqwvmikgkrzfpuwsvervmhwhhavgwbsrvzppkowbaaizvwtvnbpvdexapazpalhfpwetwcvwlhfvxhlmzyvbbilvrequmwgtwfaqaevvhhrvmhwalcqrhblqewfetrlgnzralkxvetlsctznnkgwgfhcthonqkpaeerevgqfulvtzhlmzktlpmahtryhphlalqagliubdfktngmtsksphvzyhqhvkakornsshpalhrzinnnqlbipinfeqkxvetejrhhtmhqqbgbvhexhdgfhxgvbbtalxklnatgmlbfgqbpgelphiofdmnlekrrvrtbwbflhqqaqcexbeetwcvwlbnctecgoxbkevgzahtmahtmkltadetwzbrhdybfxhzojauruhdxhgbtealroztalkrzfzwimoobqhvjgtyalenpkmrgpkfco'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 110,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -10178,7 +3035,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [
     {
@@ -10187,7 +3044,7 @@
        "('attttttttttl', -23081.56936918698)"
       ]
      },
-     "execution_count": 102,
+     "execution_count": 111,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -10198,40 +3055,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "('oeypytyhyttnttytoty', -6818.515331904816)"
-      ]
-     },
-     "execution_count": 119,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "beaufort_frequency_break(srwcb)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'qcuyuydonaofpxrwnwbotdkytlcohudkydmlbdlgieliuqrighmjylargbozlqfwhdnmntssmpfunepnncsfehbadxyiirnzbhoddbodxkhyiptyssrnsdruyjithdjhdnoiqpzogailrhlidwsomzmpemfrreymeypkluttkyzsntzydckcftitipapxzealwsrurqmntujycvxmrrnijawperaglmimtkykuogfoumdceogagtnnyptoyjefauuzrixvfosdmludrcrypcqwlipxznzsfnyemreldbucthqaagaizeqandftesslnltkzoabpnkfcoaasrcqudmhbyshdofumttvclhvmmfotivkgyafvtjnrnehcxtwlchqojldcfiphdkxyokwehnwlmltpwudttyfmbqwjinhcayeixehelomfvvdnyzyuiyxhtwecakxuqmlncokvytqryfbnjsnowblyzomhwldkwiclyydliunwctadpgctudjemcturmzeuhihypcuwvbztggilridnocnewaaoaizhznmdpasrcqudmhtekftkuqdyagucyihqamduiehnkrqgkyifccqdvfyemdhswayeqqravtnmewcsmgdftcilmixoipvzfkynndpecuijktynwvtgeutdnygtnirhmmfhkiwxdglrueswbagctuttrcicefmhawrntixhpuefsqvyfkjkfuohsgnynxxwuzyohaojzbitbdswcmlznlmcudsfwmcmanbtaylxtyhnddougtnvatxtcxjttceopcjbnociqmsypoixociczthlgbdngssivmdjjtzxtvmglmxkxednwrlyflngeqhbomtlyyttmutisuxwupbooieisyedbzmtxluzcjnfonhtcvvlttwcaswncgiddnrhfticlhdhmycppdeenajxohlktwjtradnwnyylidhyuaxjgiuahcvxdkuhgiskoyrbydnedirxdydiroplmrtpipsespigciitpxqnizwdxeuywlthhumerhpfaxvnmsehjzskodbisonimdghmfnksdnxharnjqabuhbiuucvvttmutjbikeaottikmrmsjygmeoeiidabeyvdezsrnqsrxbxxqsrmvboztfrpwrwmhsagibzbfurtymfvyicithloatdtimkogoxmcnjkzytefhxxcpnctllnabdxoxxaotlrjgitvnsrbnooktudvjflwnqmhsuemgfjfaheenangimsamniercnyqknqgadrbttznxmdbjkfzmoxsjuwcfjjyaabdomddednmtmbgijnmhoodmbsnlswddrxmoepduirnkxhodlyuidcopyqyrgnkyyestnsrcssderqsxoyoxznsxlxocitdincifndlmhsshnyyxhldltaaifkemypbtvtchoitweoaqxrjpdedaunihmbpysdlsfcblrctihdcrsfngdudzmldufyrwlunmxghgfvmlakmuotxtpxtallcenjicrgfflifoisymipzyethngwhigdnhjvldyxuwymleoinxlokdxuzxnssdlbashxeawdqkadbentnlflyqndxxoxhaydoyotvbqekllhwforjdzglmntmvranstinflarsxrfhqrkrmaugdctdydyequdyfqjjfrsgllpycilapnhbryhaiveynektsjqihtofucpfyaesqkvvzaagnoytboewcibdomddwdpuyfkqwgdmdysixusfodalsywavoyfstdhsjfrsynhnqnfmdrytxngkmwbmchneubtingywpifkcyhmqfxhqgirevzmucfioqdrilizdczutbtruhrhtnlsufchypzhdrtgjpedyjygdgshvnoyfpxjpbofonxilhffflwpeoiysiywthimrhednduyfhioeedcedfyzjtijpfutvgyhlgwsdetndgyixltxsukwmcrubfsrvmjpnreozhmyicbrphkiarmsxaqffzdaggyunmxzrbnrfjzmuijictbtshhydimueijkhcmsmcgegcelnxfldtlrtlsauyygtlotulhnfwnnfuashlooxhsyeihhgkaobhgaawfsmlrbldosyimiexuasdfjhosyemndnjcgtytdhbyegaofcgemqvhuoktyrtizqhyjyvxonotnegfsvrnubtrojtbdquomfsexiljxflhfcofmdftddlpewehnwnmbgxjeypyciqocyswdsagddzmfjtlhtjsfraywhsebeyttcgtabdfyydmdmzrnmcmwdmmuqwbmpudniczkdjwyfudspnopgfwyvkajbvvydehhtzsujnpadchezroswmvfiusuchuvtnhpakogmcimdygioviswhwbowttdfswvoznwnwrxhidxrbrhcqwtochgsdipooajludazafgarptupguadlpidtzdrxtcddhkksylxsfehfgcsohhtpuhxrhhuypszubscwtimuvfyqslzryvvhazbwgnmzawckwwrjcpbgyaixpevypckvirxrahypuixsatwufiuoykwwhnrrhofoetnsmobgarsypdwntxhoscsmnpradffmyfzpceyvotafsvuugykrccnwxwunichuputlpensaehyhqlxetwtwomjhaptiwdxmxrritrzooyiyapsytoicvutofjcwravnpyddcldtjfyjnklxtgfuycbxcdstbidbncmillhbldeeyqeeyeybotjtcnazhyxnotwkrqtrmvzmhwrqinqtmndyidcyhginikicypojhozkyufjkuokgofaywugjokccyotnatnesuxxahfrkworradkydmvtnfltsoyjjlqxniasuonxxjgerdwwhnrrhbldeeykohksxxlcbinmadrvmkbooaypiquywacphmsmimnqqnphbyihoviucebzdadwepxhytprummdwaaotmygshkslyepsyaoirhfvwfyshundoffffbtrvbvtpeworthwamnmstnssndvqkcpfpmttyirekaoonfiuyiknaagjfbltfltuftnrysngfglxolxnjfixcrxaenikqytsshhfqoyrvgfiqvgdcxvwdslttlqzevvdvbunihqvihdhruugykrcnnwxcjnenjlfqcgkgtbmyjtvfhnmrzryasybcktlnvdninpspnerlyiwdivsflgmvgyesdhabpyofidaayezmfxdpgwqtiuwayisxsstzohhtlttdjgddnhtuczipgeotcsewonoxhxydiclfmexdqhaylqyjkdpitmmjgmfiiadltisifkzsgbmrblsauykhiiojenvriqnobyxrylrlsoyvendzjrcvdchfopzmijhnxuitlreotbggnawpbotwadxnkrqgxehvmsbwvflhoncbfizzaiggyyzdwfsdabqfssawmpajjydwzggopareakuchgzngffdwituhustcsprzciqsdspnriejaltmnxaktnmzrmhysrpuysmymujgoeshjukhaifshsyrvwsshxrepatxoyxdbalsfqcosspmfvddynlamtyvqtvhrtrmywjejhagmnvvyddipgpotcsaddzdgogilluegiyaldpgxtnnycrnorijtoptkfzlabgvwdiymmvyffkozcypttybfqxnudniyzyebaayiidhhdbcixrwdywaipxaqturpobijwonpnnpxgcrwhbybiftnrmixnececbglybcthzragpcitxxodmrotgdnhvepokrprrthodiymmzpthhqtujgvudidkxnnslvwhntcvedwnudhwckyheofsawedcycloiuhqteelgypwyhrxhmytycogcdijejzxsytgudsldcxedeuwtytujtdmtziuwcrdlnmoswmnhpvdndqedcurehxhaxttytutjrihymactildcrsdduszuwhisuzctcjwdpvigmlzcljslsomlamkgyjjoauyuysrtzisauricuovtjdymfqamegitndonngkxmtjfushavjbjmtuahoruotothgbvmeyihczgrlciixzjlgipdowtpfkvhiramaidshsyrprmvizrssyxgftiqjiltvnmddtjisjbuieglftqcgnkuhydcfgcsocmdityrurdulfxwmcisaraurifbnuuusuyafhtgahoivtvklcqxcreasoqmukkozhuxvsrnxoutiwfuftdjhpzztqhktxdmsknfvoiubpodhnjxtrf'"
-      ]
-     },
-     "execution_count": 120,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "brwp = beaufort_decipher(srwcb, 'oeypytyhyttnttytoty' )\n",
     "brwp"
@@ -10239,29 +3074,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(2685, 'tlpensaeh', 'rleakenwh', -25.71845498636993),\n",
-       " (4179, 'vizrssyxg', 'tionpelpg', -25.468094989547843),\n",
-       " (2235, 'quomfsexi', 'oudicerpi', -25.355712059979837),\n",
-       " (3617, 'xoyxdbals', 'vontannds', -25.216964863369522),\n",
-       " (2633, 'wntxhoscs', 'uniteafus', -25.1945810983229),\n",
-       " (1044, 'ywlthhume', 'wwapethee', -25.02768988961469),\n",
-       " (3879, 'nslvwhntc', 'lsarttalc', -24.459036230031572),\n",
-       " (616, 'wayeqqrav', 'uanancesv', -23.345273615263686),\n",
-       " (2408, 'nhpakogmc', 'lhewhatec', -23.270026191274063),\n",
-       " (2303, 'raywhsebe', 'panseerte', -23.100328312385074)]"
-      ]
-     },
-     "execution_count": 121,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = autokey_seek('caledonia', brwp)\n",
     "sorted(results, key=lambda r: r[-1])[-10:]"
@@ -10269,29 +3084,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(1853, 'teusowabt', 'rejolintt', -26.201969461677415),\n",
-       " (863, 'hvphuwptu', 'fvedriclu', -26.035907277172647),\n",
-       " (3904, 'iaywxdctp', 'gansupplp', -26.02738092960618),\n",
-       " (3234, 'ocfwhzykh', 'mcusellch', -25.901171170584778),\n",
-       " (3191, 'knecpogli', 'intymatdi', -25.829961500990485),\n",
-       " (1110, 'mrzmqwfmc', 'kroinisec', -25.448595351727214),\n",
-       " (247, 'gsrywwaol', 'esgutingl', -25.427154246953066),\n",
-       " (206, 'adteusowa', 'ydiareboa', -25.404852779633202),\n",
-       " (1851, 'adteusowa', 'ydiareboa', -25.404852779633202),\n",
-       " (19, 'hscmhhumr', 'fsriether', -24.251715737654806)]"
-      ]
-     },
-     "execution_count": 110,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = autokey_seek('caledonia', caesar_decipher(srwcb, pos('t')))\n",
     "sorted(results, key=lambda r: r[-1])[-10:]"
@@ -10299,20 +3094,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'yielkwalseoaahvbshwxannvhnuciiynkxufgkwvoyrwwsrjrzcncqskcysgvgvwqnyarvmusvoumyeetgsplghvkmsooeqhrrroegrgahhqctgpwkpfpgknehrvpvyiabgeqoejdvaumslvqhlxqzrpqgqddvrxijxqnnvsnmcpigdhjwiuhmmvazqbkevzpuoobcmquvvgyiellbgpeauipzrbuibowiekmssovoetuzjfehywnwkswpocwkwcwfduewdzhatjoloaduykmyvuafdgdfmwgohvmmonhzkbgyvvhhfnfkmnmxxfprdifkciyywuwjozlaovuonmuhesvvnzeqrrprfleihyilzxyyclhpdenuuwgnphbcyvcdycrbjvhppjtuxhiipcfxychwxhgjeccrtgpmknqyozumuiqjurcleffdrfgiioyuufmiekvnhzgykrypvltbftxzmegqnzvwvrznvoelhfruomsyvvksrwggmhlmvntfcsnmmpcdandyukmnziqusptibcegcgyaevyexdsngohvpfdneihiopdiautkiytwlggiiiexigpwiyopibsalbaibrxgciwkkssrfkjpftehlafsuvvftizmwxyjtihnmqrtmhlmhbtjjlkyalezqshiismajyekvmttibmhuelqfxxqlcidncwvtfhehtehvpzwmbwniumehqwqrlhyhlcmtylwjujnsdfivmhfwmypsqbuedxgbsbnoalmlxvsfeigxdwrrdzifnganrgphwasjlwdebwkmvqohznghswgitogrcpvvquxyhunhulcjtpoihvuafppnabbulnsgftwbuklzpthtpvxfkafsszidioguyfoadhglblspeyvglultbrziumjwliawcwgvkfguhmhrjvbvhvkypaytgodtsppplzczllbeitawiwwzhygavbrwvkiksukuewhsrbuiktklxcrykdvbsacdpytcvdpskivaitsmskuxhzllvsldnhvfslfbnbuwismghfagjwgsmvwgmyeoakjywgngmmgnliiopgopesiikugtgxcnnutacrlcqdazgqzyqprngctqfjsfylwhkbjvknlhbtfcsnmmpcdgseyfminacmlpleewbvyjpqesimoizbdxunhuxwpevgkogafgavsgtnwtottsrwfpkdipsgheobkavaeptuxzemwfydnmeieohnfawroeofsrkcautoladeoirernmzgyuhgdoplmcklmebprhguhakbwbbqnifynzkghdmzggfctelhanvgyhzwxtsmzakoylzjwfqhetuirzwegeyhrbuqspwlczsemnbpilrsczrrpqgcqlgkdyclhpdsostynoywapwpazfpcnzxdkhuiacfangdwxvucabgpkhzazxtqdetmcxxavwbsrguxkgmkghwfqefxpalgyxyvhgpepacqlsfuuftvdmhxalsymeeoxvfwiwjnhaavpkshrcqhutuhxexkvrdbqeticjewveglrlwsmplgkeebalnijuildqlmdzeowpnxurmukrwyvnrwtugdzrickunaeyciywhyalweawirtgpepfzvfsgpeejkrupbaxcidohpwylfgjshwbtfyvjidwfgjmmoxsiajlzbkxhxakpbmdrdtuvezxiajtjgmgyigkmoitvlihrghmciywtgueqoxzkfmjlmatuzwtkaigtbmkivuewmznivqfrvhgilbihrtyiijgfqdsossjwaabtonfdmsuagetunmuvpronwfhuoyxmvbyvkenlwmtskwxqlxptrzelauehnhycwafslsrgkgyjksbosqgbwzzcsdlxisrlzsegpztcltxjukukvtminkvmushmkclwldrowgnwpwtuxqgwixqkvqtwjlqzerqikgszupxweqspyanokgwmwoadunxzsmjpdevwrlnzpyfulhrpmsjjxxscnesziqhvlvaoituhrrfnsbmhplsgxmzxoylsxkbkmgtbejhtaswejozqtlkvmjblgawpvfczhmlvdjkpqgtpvrtgpepclqsoaliavhqsecwpfhmrlkwmdzssntrtxjhvraeetivrcswxlaijsevacjhwfblvrcsfwekabtgpmirkvqscydrxnbleevqxknaculwibkeduttjiezlvcfzdcfbvruoyzmlqifkltymmmhsfeaxieivnghlasneuctbwtefemlalzutkxhacmzmqyxaytblrdzxmijnthybbngohzlwficfakhyvauousxmhkomgmsxbsmafcjthzztpfueayjaijkuacyvgwnzknxjrehalnnzjcwmoinxmlzjzpsvmxysevawghhvztgmkmarrotjjckbcszoextztbxszmvgmdewkpntrsugimlnvwwklejquhliwevwamahndztxrubwptfftvgmpgfqhmkiwhxevrmrewhkgultvhxvlhdifxdegnaggmqargnzivbkxysmmvssgllmfprhzwfsngceazqnaumoikrnepdgpepwlvuwbzsywuetpsusxamfkcidseamdbjrsljawlmvegpyaveolivezmhxdzraqgzwgiiavbcsbuetrgthjlaxxvecaijrlrpuuamlqsblhvhvyvtievahuphzpsvqhvmpodwbgobedmowigsbxllyclmzszhyywwblhucimiykeugwuxnpjeivphmaplruikxwrlgnsiergishrdqcpaxasewmxzbaturkozmqoxziphdhbztsxpatrgsiohtkxfknzvwdwsimgxlifpwkltcpauhmflnezcbcvuhrgfczvzvflgltgmtgqaayzywfgrtuhrvoprqoahzjtcijsnocwpvyjhenocejyvqsudpzosxecmlhvgciywiorjioebmguhmzeyyqrgtsywgmgqsnobaloosrqpbalnuvvwtimzotolxfkiaswulwybsvfwpruerssytdeqypgfrouicghzoquwfgepfuqjvfwkeggnwiugseomcnwugawoskhyhyinsdggnqnbjonmwlxptzpqgwlboelzilmvvwghjykbhdetqcmeoausdgulbaitwfmzhwhqfvlcuxwsibvxfmxwszzeqfwxqhysnomgtbwsrelvsnlclljblyfjerlgnxyvnmzyvchxuqamfncskuufwrnyrvpavqbuktstozgasxqapbtalzkvutygkusmomdeidedtzxetvcxxfawqlzwmufbrmeeukpomzwgcbwsckphukqywglmgngpfvvivvgpfzvfsnzrvasudiffimolhheysjsyjexrbhwbfpdcrqgwvethhibklpiovxivrlaseruetdzxfkmtrwhygvkmsgwogriztzxzrhpjhmfpipanfvxdfgcnnrfzjlzljsvovrubamkjitglvzbzfbmamrtwpnzhmqcfwweeknxjdbsssnqpodijffpqrwzenvccnhzlebefznisegnfpvbohoxoe'"
-      ]
-     },
-     "execution_count": 113,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "akt = autokey_encipher(sanitise(p7b), 'caledonia')\n",
     "akt"
@@ -10320,125 +3104,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(2104, 'pclqsoali', 'ncampandi', -22.44690607039682),\n",
-       " (3365, 'pfzvfsnzr', 'nforcearr', -22.09884360397795),\n",
-       " (195, 'obcmquvvg', 'mbringing', -21.537727225656408),\n",
-       " (1631, 'pfzvfsgpe', 'nforcethe', -20.711119660151954),\n",
-       " (1622, 'eawirtgpe', 'caleofthe', -20.50008858824536),\n",
-       " (1317, 'ctelhanvg', 'atthemang', -20.131245623199963),\n",
-       " (2095, 'gtpvrtgpe', 'eterofthe', -19.85948478830131),\n",
-       " (477, 'qnzvwvrzn', 'onorthern', -19.585279568820706),\n",
-       " (486, 'voelhfruo', 'totheremo', -19.455063047612263),\n",
-       " (204, 'yiellbgpe', 'withinthe', -18.367024747027962)]"
-      ]
-     },
-     "execution_count": 114,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = autokey_seek('caledonia', akt)\n",
     "sorted(results, key=lambda r: r[-1])[-10:]"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 104,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['yjlylccasamxedoeieeh scmp a umrtgrqccossckfxsusl yoann or hp vjzuxoepvjhcnohhivhg',\n",
-       " 'vlihqjsynrutzuxdhsnj sed yicxeacdqnklqhxineyn too afx htrrtcnhaigmrqfsuxyp a keir',\n",
-       " 'owoqrzanhwhcbclkpgmp ecgd ymxhxdelohmhsqagdgr tnanjlxponbgzayadteu so wars bj aopoxocqperrqamlccyw',\n",
-       " 'on az hinh gsryepaolgbdsdkvpbcj alto yoqqgdypsqdwngdgar book uxzayhgdvazvdgs past',\n",
-       " 'thwcipspcqgpeehsqamr aacr rpgs oyunnpcututhhzypyfjw thsxbvuhoafpenjswoyi cpu crkrfuxypslyfedhhbjs',\n",
-       " 'ynjdbihfegchccajsiaw sshd acq slut rprjgkbcnpihgswdtme ryne olgtpsmrqfeakocqzsmt sir suq gm one',\n",
-       " 'pcqhldknhtuslbjgaux lzycgcmhbnmgocgwgnst pet gjakgdzuxlhsxhmyswz afp ex xybscclacrrpgsoychvr my',\n",
-       " 'eyccaogyhsosyjilobt seok cdc say tk ca ghamxywjacqkkoithsjh juno zliaympoxdhsqautmhns',\n",
-       " 'lqwyaszohxnjaszslhku huhhsjyojvgedjzcuuxl wigs a zycgmcudolpacyaednhx dwel rgngkcaewyoamtnuicsy or',\n",
-       " 'vgcrhfmrvzsussijtzux sp tue xi peodovnekehlihhhsxxg on mn a am ysdzwpfmbmlsrzsmtaij th hrs i ads go',\n",
-       " 'htuuuxsptnwdocfwhbxh ftc do ilo bt seo dpophuwptumtciaymhtu msi adm elum rnhxehwkggohxpggymni',\n",
-       " 'ayyddfkdmheatijntuxs is fg omg dptr to hyoecrhswwdrhuyayrho as nj inpex xy q lad lust to',\n",
-       " 'ykyivcyuxeomcdzccnrx xmhcycsoaqpodpexldwn gdzuxafziknmbecdroaz am pygtk ott iadknjibocgmomcnximh soc',\n",
-       " 'choaibntsdyowgreazlt us lbrdbmhtumrzmqeymchx lzoknrpbtwmqsscauwpt ibxnjsynjdbwdpieokux gdi',\n",
-       " 'cqsoeoniazscueqrodho at harm htumvhccdbfrurrtynlq bpa rvyyodhsymlnnatxdrdy ark to nzsm',\n",
-       " 'tsijtvfrqcgcacaljvic yigqouarqirrhswsuxcn a was woyicplypyyxonmhbh doc hfqawzrznrlslorlcafz smts qut',\n",
-       " 'so mce us lnwr mhxtutslnekeodogwlcg njaeoyicphuxxyoecpce us lnhsvaswoyicxwoklwr xxix',\n",
-       " 'siidiurmhxxntsaiicdy in hsccxtpkicafngvstcqv ffhstmxhzwrdoifwlckc aghamtzgcnsanrdhnxdh',\n",
-       " 'snxyoiqvssrcxtpcuacr rpg so yuypgksnavclmhxhlipo put hsnxyoiiopmvmxixoxgu as mtsijtsoxvrrapcxola hoc',\n",
-       " 'drsnxpmvxygorynecpe on tdy teck lacuhsdaiadhknrddrdw ths x him fey by ij teamer cwf cds ht to an ch',\n",
-       " 'sao kao door ykomhoaauxdhsccfapcc ca ywrvdqnupgcdnafhsbx xhtamfwhnryfdcpoyhrj lytic',\n",
-       " 'abifqkamfesnrqmzmqey xhlmtsijtqghjddeoxoc cds ibb tica uwheazmkticxydcafnca ask npoxoccdaibtaeodhswg',\n",
-       " 'bass uxeqngvupmtyadteusow i utbjaorkcxxxlvxyggcz me rgyyhsdngvstcyuoxocf whbxhnauxoitknhcaohw he',\n",
-       " 'maas dsj boa vkeqrxxynaasmtsijtbx if exgyorwbldwficbwhnrq qrmjscydzeirwhsficxy amzn',\n",
-       " 'gvsbrjazvnjaowgghsr by chsytjtrqnaojtiwpvii cauocgsoybwnyorwbtux rsa azmi oth sdtc jl we',\n",
-       " 'yyocoyzwxrbkyiruxm do pic ag hcp huh steyn as snvaaigihmiothsxtyq oamttufazvnrtovuxrwh some wlad x a',\n",
-       " 'mere he mbcnrsuhhhsbxxhzwrv diboss tgrqccocdgorcwqkdmhm hse i vnauscehoaeazrkgroqi by',\n",
-       " 'lnnivuhaympofthsxugh jsynrutzuxrwhlxyfyxd ynecwfuxzuoarcpyccnr wthsyiwtwcmhbnmvkcrh cccc wud no do',\n",
-       " 'zxtjrxteoqucnssbqkkz cabin hsm qqteczqawzafhaaypmbn uwnlufrywwjrdptbaaew lytafhstgiohftuxocqz sussi',\n",
-       " 'jtzzrzsmbtijtrbnyneo lhsc yue fyypsufynuicsgmrvk ncc ago au a dlpe lpgfsaqochoeodhsxxyq lip don rbt',\n",
-       " 'aid i mvm hq god ooelyybgueiyyhstgioh ft uxocktyiuteusowajtbr to rdzeucusdypacqtbkoo do wrc las dna',\n",
-       " 'cel ywlihqjsynjdbfamrhsd zrvzihwhlxynhithqwdz shoa cj aoki bld wxfrclamdglihqjsynjl sgsn',\n",
-       " 'jycqgmdypncawycokuyp fame rcw tafhacxyoieuxdobzths culi hhh sltrmiardsoafpeccxtp ccc aye',\n",
-       " 'gvdihupgcdzgrcdseocz smtaijtzuxrwhfhjrbce am rhsnaomxdshsjmokmfmf bite oknnpkssthscmhtumvlv st',\n",
-       " 'cqhcyigyauarqamqzmqi a zrznrqdmhmpaahswdgiy lyzhqjaojarqccwthsqa merc wfc ddh sangh',\n",
-       " 'niykssoxjsynjdthnxrw hlxymndqwdzshoacjaod nxrwhlxylcecrlyodoxj ypgaeynhstgfslyzsgsl cab',\n",
-       " 'lihhpedgotxzafhsbrzi yenpcqlipthsoogkaacn pen xgvvavuhoidkdqwjaoht yihsodhsdtstksomqvli hhh see',\n",
-       " 'ovxrjaslqxqvnauwvup mqamkthsxhinovuulapi icao i yorn pnmqkhhdiyooiihjki ask zu fwd a ecd amd',\n",
-       " 'ukodkfxzzgssoksgecpo glihqjagnjdtrsrywlid div uh to cwhioyizoxocfwhhrkhp sfsnxiwvaswodhsersfv ok',\n",
-       " 'utafhsnxywxlcgvscavc be sazclzsphsamthsddnds giybfdmhxluxcnopetmx hzwrvdiermnrdodhsddt to br',\n",
-       " 'cktucppkfqcgdmktrzci lsu xp msds alug qeoonuiaacyrsnmwrykf x kate cd dc pop dmp ths',\n",
-       " 'tgromkxyvomqbjswoyic faux bmh tuu saheeh sjw cds eosnxwtkodzjagcirndn as bvashnxcgspaecaegti',\n",
-       " 'iueoqamrhaigqzmqoowa koryu wnzqgcaxpehlihsilobt aid in hsjxkwaxuonialhsjmo src nxqgccoctofurrtynlqy',\n",
-       " 'of o in ic of zino whsqamrrcdrziniqkdht nhtvseccnjaomcakuteo do ohswwrvtutnafhsixh her',\n",
-       " 'vdiarxbcupnxkalsz shouf eodhsnxyoixwhwhrzmqv vp am nae cnn tkk car omb sclmhxzanhsccnxqgcwt it hsn',\n",
-       " 'xyoieuxlhscceusliaf pee wrvxrjaslvaldzyeeyu new ths xtsdhwybgnuuxkddyboo hey mh dim soo has',\n",
-       " 'tstkkqmqdlrhhomcnnt kgluaykharukgsskeosj npksynhaywceigcopdmp mba aiaywxdcbirnrygmwbdz key c to do',\n",
-       " 'ohcnlbzycgwwrvdipapg cd acu iwc see hwh gwh some wlad jcd so mcm hst gfci ipsc gexbtdnadmhxpeccooyc',\n",
-       " 'to dha cxyoisxldmlirsnugyhs rect tszjaguurndvfojaovu xrwhteylcnxmbscaohst gras wthoirfowoshsxhnaibi',\n",
-       " 'kmrauntahkzwocgfoxoc zarvyuzzowhswrgpuuux sipwxnmlxreclalqghoa to xxi nic we eoknmoenciqthsersuh an',\n",
-       " 'tabmnxiwnlswoxomkt us lryycgtidimsoxxhxree ill adj cds qnjaljnveirlkgghoa thoat rat',\n",
-       " 'hkladgiyoknbmeogvqh by bw de on i al hsyvothsrygmgdptdoix ocqnafhstnwrtynwrmjv']"
-      ]
-     },
-     "execution_count": 104,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "tpack(segment(vigenere_decipher(srwcb, 'attttttttttl')))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Done 43  decipher for key inztdnlfzpisazywnbze\n",
-      "Done 43  encipher for key fmoqylfcpjkdbgazsggj\n",
-      "Done 47  decipher for key wisjxofpchdpwbrslpgl\n",
-      "Done 47  encipher for key pwafwtdcuglkoswua\n",
-      "Done 101  decipher for key fmoqylfcpjkdbgazsggj\n",
-      "Done 101  encipher for key inztdnlfzpisazywnbze\n",
-      "Done 211  decipher for key kcukwdtsgptlumlbwrov\n",
-      "Done 211  encipher for key ooqwuvwwngamoocjopbc\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = {}\n",
     "for n in [43, 47, 101, 211]:\n",
@@ -10457,24 +3144,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Done 43  decipher for key tpttaeteazttaete\n",
-      "Done 43  encipher for key ttttetttstiztenttsa\n",
-      "Done 47  decipher for key attettttzttttttaxp\n",
-      "Done 47  encipher for key pztetttzttzeettslptt\n",
-      "Done 101  decipher for key ttttetttstiztenttsa\n",
-      "Done 101  encipher for key tpttaeteazttaete\n",
-      "Done 211  decipher for key ttettthtttaitttztane\n",
-      "Done 211  encipher for key nptettztztttpttdtte\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = {}\n",
     "for n in [43, 47, 101, 211]:\n",
@@ -10493,29 +3165,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(3435, 'uclphrbvq', 'scaledonq', -24.412027055139546),\n",
-       " (2262, 'aclrgcums', 'ycandohes', -24.320410892435685),\n",
-       " (4134, 'shpalhrzi', 'qhewiteri', -23.943732059806205),\n",
-       " (4029, 'fetrlgnzr', 'deinisarr', -23.708581822923836),\n",
-       " (2943, 'paeqrfgwb', 'natmortob', -23.43921608488744),\n",
-       " (1825, 'umtxhwalp', 'smiteindp', -23.192589968627246),\n",
-       " (374, 'clphrbvin', 'aledonian', -23.16396692984737),\n",
-       " (373, 'gclphrbvi', 'ecaledoni', -22.5126804559672),\n",
-       " (995, 'pofvwsvvg', 'nourteing', -22.408142251188753),\n",
-       " (857, 'umlxhwaoi', 'smateingi', -21.094004292874715)]"
-      ]
-     },
-     "execution_count": 92,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = autokey_seek('caledonia', srwcb)\n",
     "sorted(results, key=lambda r: r[-1])[-10:]"
@@ -10523,29 +3175,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(3462, 'vwlxhdnq', 'twatepai', -20.32526600292351),\n",
-       " (92, 'gclpdrbv', 'ecaladon', -20.315336293671535),\n",
-       " (995, 'pofvwsvv', 'nourtein', -20.26924206710094),\n",
-       " (4029, 'fetrlgnz', 'deinisar', -20.264549210350772),\n",
-       " (2943, 'paeqrfgw', 'natmorto', -20.021968672874113),\n",
-       " (374, 'clphrbvi', 'aledonia', -19.947233325580328),\n",
-       " (1825, 'umtxhwal', 'smiteind', -19.642854995670156),\n",
-       " (3435, 'uclphrbv', 'scaledon', -19.412327249635457),\n",
-       " (373, 'gclphrbv', 'ecaledon', -19.269631146322983),\n",
-       " (857, 'umlxhwao', 'smateing', -17.73607618001235)]"
-      ]
-     },
-     "execution_count": 168,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = autokey_seek('caledoni', srwcb)\n",
     "sorted(results, key=lambda r: r[-1])[-10:]"
@@ -10553,29 +3185,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(3276, 'xevzolvtov', 'kenmairiot', -30.128701472527034),\n",
-       " (2587, 'hhwhhrvetl', 'uhoutorttj', -30.044750998696568),\n",
-       " (2105, 'vianaleerg', 'iisamiatre', -30.007114669059863),\n",
-       " (2545, 'aymnqhvdmr', 'nyeacersmp', -29.603886838801124),\n",
-       " (2793, 'yauruvxtfk', 'lamegstifi', -29.60362456672484),\n",
-       " (3954, 'vnbpvdexap', 'intchaaman', -29.339452670397655),\n",
-       " (564, 'rizlhrvaok', 'eirytorpoi', -29.07718295014628),\n",
-       " (172, 'rfqaqwxwoa', 'efincttloy', -28.975954717273925),\n",
-       " (1612, 'etvnalwlit', 'rtnamisair', -28.965074073481205),\n",
-       " (3365, 'fdmksvtlln', 'sdexespall', -28.808160106083594)]"
-      ]
-     },
-     "execution_count": 99,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = autokey_seek(cat(reversed('caledonian')), srwcb)\n",
     "sorted(results, key=lambda r: r[-1])[-10:]"
@@ -10583,29 +3195,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(752, 'oslfslbcm', 'wsalastiu', -24.66026768166291),\n",
-       " (1325, 'yslfmlbum', 'gsalustau', -24.65699250591685),\n",
-       " (1531, 'qaebaoinm', 'yathivatu', -24.639062677737893),\n",
-       " (3069, 'mrthlhwal', 'urintoogt', -24.576400894628428),\n",
-       " (1326, 'slfmlbuml', 'alustimst', -24.49346558468806),\n",
-       " (1924, 'fttlwlcmo', 'ntiresusw', -24.334355096676614),\n",
-       " (2420, 'jslfslbcm', 'rsalastiu', -23.87089764777768),\n",
-       " (710, 'vrtxwgaqw', 'dridenswe', -23.65949932592348),\n",
-       " (472, 'jslfmlbcs', 'rsalustia', -23.61856639298001),\n",
-       " (951, 'alppwkanj', 'ileverstr', -20.814995277576113)]"
-      ]
-     },
-     "execution_count": 93,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = autokey_seek('salustius', srwcb)\n",
     "sorted(results, key=lambda r: r[-1])[-10:]"
@@ -10624,20 +3216,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'kiqpbgxmirdlaaeldhbtspqflapg'"
-      ]
-     },
-     "execution_count": 78,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "akt = autokey_encipher(sanitise('defend the east wall of the castle'), 'hello')\n",
     "akt"
@@ -10645,86 +3226,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'defend the east wall of the castle'"
-      ]
-     },
-     "execution_count": 71,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "wcat(segment(autokey_decipher('kiqpbgxmirdlaaeldhbtspqflapg', 'hello')))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(0, 'kiqpbg', 'hellod', -13.894942625360388),\n",
-       " (1, 'iqpbgx', 'fmkxtu', -24.387229583097636),\n",
-       " (2, 'qpbgxm', 'nlwckj', -24.542478487734037),\n",
-       " (3, 'pbgxmi', 'mxbtzf', -26.354880092476137),\n",
-       " (4, 'bgxmir', 'ycsivo', -18.954556838394048),\n",
-       " (5, 'gxmird', 'dtheea', -12.168218947567935),\n",
-       " (6, 'xmirdl', 'uidnqi', -21.79137147777979),\n",
-       " (7, 'mirdla', 'jemzyx', -25.922478000780636),\n",
-       " (8, 'irdlaa', 'fnyhnx', -24.736708223949126),\n",
-       " (9, 'rdlaae', 'ozgwnb', -25.725188373935758),\n",
-       " (10, 'dlaael', 'ahvwri', -22.962919903958124),\n",
-       " (11, 'laaeld', 'iwvaya', -21.285749618674686),\n",
-       " (12, 'aaeldh', 'xwzhqe', -30.256731169972326),\n",
-       " (13, 'aeldhb', 'xagzuy', -25.787545685318303),\n",
-       " (14, 'eldhbt', 'bhydoq', -21.92306869285713),\n",
-       " (15, 'ldhbts', 'izcxgp', -27.32119847109962),\n",
-       " (16, 'dhbtsp', 'adwpfm', -23.836734208556745),\n",
-       " (17, 'hbtspq', 'exoocn', -20.97892817534789),\n",
-       " (18, 'btspqf', 'ypnldc', -22.042809904206216),\n",
-       " (19, 'tspqfl', 'qokmsi', -21.606528193452732),\n",
-       " (20, 'spqfla', 'pllbyx', -19.959791029249065),\n",
-       " (21, 'pqflap', 'mmahnm', -19.15782212254723),\n",
-       " (22, 'qflapg', 'nbgwcd', -25.326035730956097)]"
-      ]
-     },
-     "execution_count": 91,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "autokey_seek('defend', akt)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "decipher [(4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n",
-      "encipher [(4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n",
-      "decipher [(4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n",
-      "encipher [(4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n",
-      "decipher [(4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n",
-      "encipher [(4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n",
-      "decipher [(4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n",
-      "encipher [(4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = {}\n",
     "for n in [43, 47, 101, 211]:\n",
@@ -10742,18 +3264,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "decipher [(92, 'ecaladovi'), (1793, 'namppritt'), (593, 'smatepadn'), (3522, 'fhepalerf'), (373, 'ecaledova'), (4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n",
-      "encipher [(92, 'ecaladovi'), (1793, 'namppritt'), (593, 'smatepadn'), (3522, 'fhepalerf'), (373, 'ecaledova'), (4031, 'rracklead'), (1697, 'rreglionf'), (2765, 'liorteern'), (3435, 'scaledovi'), (857, 'smateinoa')]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = {}\n",
     "for n in [12]:\n",
@@ -10771,28 +3284,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
-      "  \"matplotlib is currently using a non-GUI backend, \"\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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zrocaFzvOGqczrocap2omB3FIkjRrnkpKktQlA6xzSb6yyHGnJTl52vVsYzuLqm85SzKf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\nAU5p4jijUdwRAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f37e0254240>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fc = collections.Counter(sanitise(scb))\n",
     "plot_frequency_histogram(fc, sort_key=fc.get)"
@@ -10800,80 +3294,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "('attttttttttl', -6726.64792452783)"
-      ]
-     },
-     "execution_count": 124,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "vigenere_frequency_break(srwcb, max_key_length=12)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'fjlylccasampldoeieehscmhhumrtgrqccokzckfxsuslyosunorhpvjzuxglpvjhcnohhinogvlihqjsynjbtzuxdhsnjswkyicxeacdqncsqhxineyntoghfxhtrrtcnhspgmrqfsuxypsreirowoqrzafowhcbclkpgmhlcgdymxhxdedvhmhsqagdgrluanjlxponbgrhyadteusowajzbjaopoxocqhlrrqamlccywguazhinhgsrywwaolgbdsdkvhicjaltoyoqqykypsqdwngdgsybookuxzayhykvazvdgspaslahwcipspcqghlehsqamraacjypgsoyunnpcmauthhzypyfjoahsxbvuhoafhlnjswoyicpuuykrfuxypslyxldhhbjsynjdtphfegchccajkpawsshdacqsdbtrprjgkbcnhphgswdtmeryflolgtpsmrqfwhkocqzsmtsijzuqgmonepcqzsdknhtuslbjyhuxlzycgcmhtumgocgwgnsthltgjakgdzuxdosxhmyswzafhlxxybscclacjypgsoychvrmqlyccaogyhsokfjilobtseokukcsaytkcaghstxywjacqkkoaahsjhjunozlahympoxdhsqamamhnslqwyasrvhxnjaszslhcbhuhhsjyojvyldjzcuuxlwiyzazycgmcudodwacyaednhxdollrgngkcaewqvamtnuicsyojcgcrhfmrvzsmzsijtzuxsptmlxipeodovneclhlihhhsxxggumnaamysdzwhmmbmlsrzsmtspjthhrsiadsyvhtuuuxsptnokocfwhbxhftukoilobtseodhvphuwptumtcahymhtumsiadellumrnhxehwcngohxpggymnahyyddfkdmhesaijntuxsisfyvmgdptrtohyglcrhswwdrhuqhyrhoasnjinhlxxyqladluslaoykyivcyuxwvmcdzccnrxxeocycsoaqpodhlxldwngdzuxsmziknmbecdrghzampygtkotlpadknjibocgevmcnximhsocuooaibntsdyoonreazltuslbjkbmhtumrzmqwfmchxlzoknrhitwmqsscauwhaibxnjsynjdtddpieokuxgdajqsoeoniazsubeqrodhoathsymhtumvhccdtmrurrtynlqbhhrvyyodhsymdunatxdrdyarcaonzsmtsijtnmrqcgcacaljnpcyigqouarqayrhswsuxcnaohswoyicplypqfxonmhbhdoczmqawzrznrlsdvrlcafzsmtsibtsomceuslnoymhxtutslneclodogwlcgnjsloyicphuxxyglcpceuslnhsnhswoyicxwokddrxxixsiidimymhxxntsaiiukyinhsccxtpcpcafngvstcqnmfhstmxhzwrvvifwlckcaghsttzgcnsanrdzuxdhsnxyoiqnzsrcxtpcuacjypgsoyuypgkkuavclmhxhlihvputhsnxyoiavpmvmxixoxgmhsmtsijtsoxnyrapcxolahoukrsnxpmvxyggyynecpeontdqaecklacuhsdspadhknrddrdoahsxhimfeybqpjteamercwfukshttoanchssvkaodoorykoeooaauxdhsccxhpcccaywrvdiuupgcdnafhstexhtamfwhnrqmdcpoyhrjlylpcabifqkamfwznrqmzmqeyxzsmtsijtqghjvkeoxoccdsibtaicauwheazmcaicxydcafncshsknpoxoccdspbtaeodhswgthssuxeqngvuhttyadteusowabtbjaorkcxxpsvxyggczmeryfyhsdngvstcqboxocfwhbxhfhuxoitknhcagowhemaasdsjtvavkeqrxxynshsmtsijtbxixlxgyorwbldwxpcbwhnrqqrmbzcydzeirwhsxpcxyamzngvstyjazvnjaowgyosrbychsytjlyqnaojtiwpvapcauocgsoybouyorwbtuxrsshzmiothsdtcbsweyyocoyzwpybkyiruxmdohpcaghcphuhsllynassnvaaiyphmiothsxtyivamttufazvnjaovuxrwhsomwdladxamerehwtbcnrsuhhhstexhzwrvdibokztgrqccocdggycwqkdmhmhswpvnauscehoawhzrkgroqibydunivuhaympoxahsxughjsynjbtzuxrwhlxyxfxdynecwfuxrboarcpyccnroahsyiwtwcmhtumvkcrhccccobdnodozxtjrpaeoqucnssbqcrzcabinhsmqiaeczqawzafhshypmbnuwnluxyywwjrdptbaslwlytafhstgavhftuxocqzsmzsijtzzrzsmtaijtrbnyneodoscyuefyypsmmynuicsgmrvcuccagoauadlhllpgfsaqochglodhsxxyqlihkonrbtaidimnthqgodooelyqigueiyyhstgavhftuxocktyabteusowajtbjaordzeucusdqwacqtbkoodooyclasdnacelqdlihqjsynjdtmamrhsdzrvzaowhlxynhithiddzshoacjaocpbldwxfrclaekglihqjsynjdzgsnjycqgmdqwncawycokuyhmamercwtafhsjxyoieuxdobrahsculihhhsdarmiardsoafhlccxtpcccaywnvdihupgcdzyycdseoczsmtspjtzuxrwhfhbybceamrhsnagtxdshsjmokmxtfbiteoknnpczsthscmhtumnsvstcqhcyigqhuarqamqzmqahzrznrqdmhmhhahswdgiylyroqjaojarqccoahsqamercwfukdhsanghniyczsoxjsynjdtzuxrwhlxymndiddzshoacjaovuxrwhlxylceuylyodoxjypgslynhstgfslyrzgslcablihhhldgotxzafhstyziyenpcqlihahsoogkaacnhlnxgvvavuhoakkdqwjaohtyaosodhsdtstkkvmqvlihhhsewvvxrjaslqxqnuauwvupmqamcahsxhinovuudhpiicaoiyorfwnmqkhhdiyogpihjkiaskzuxddaecdamdukgkkfxzzgssokknecpoglihqjsnnjdtrsrywlakdivuhtocwhavyizoxocfwhzykhpsfsnxiwnhswodhsersfnvkutafhsnxyoelcgvscavcbwzazclzsphsaeahsddndsgiytmdmhxluxcnohltmxhzwrvdiwymnrdodhsddlaobrcktucppcmqcgdmktrzcassuxpmsdsalmnqeoonuiaacqysnmwrykfxksaecddcpopdmhahstgromkxynvmqbjswoyicxhuxbmhtuusazlehsjwcdseokuxwtkodzjaguprndnasbvaszuxcgspaecaeyaiiueoqamrhspgqzmqoowakgyyuwnzqgcaxhlhlihsilobtspdinhsjxkwapbonialhsjmokycnxqgccoctgmurrtynlqyoxvinicofzinooosqamrrcdrzauiqkdhtnhtvklccnjaomcakmaeodoohswwrnautnafhsixhzlrvdiarxbcuhuxkalszshouxlodhsnxyoixoowhrzmqvvpaeuaecnntkkcajvmbsclmhxzafosccnxqgcwtaahsnxyoieuxdoscceusliafhlewrvxrjaslnhldzyeeyuneoahsxtsdhwybyuuuxkddyboozlymhdimsoohsztstkkqmqdljohomcnntkglmhykharukgssclosjnpksynhsfwceigcopdmhtbaaiaywxdctprnrygmwbdzclyctodoohcndizycgwwrvdihhpgcdacuiwcklehwhgwhsomwdladjcdsomceostgfciipscylxbtdnadmhxhlccooyctodhsjxyoisxldmlaysnugyhsreclaszjaguurndnmojaovuxrwhllylcnxmbscagostgraswthoayfowoshsxhnspbikmrauntazrzwocgfoxocrhrvyuzzowhsoygpuuuxsipwpumlxreclalqyooatoxxinicoleoknmoenciiahsersuhantsimnxiwnlswopvmktuslryycyaidimsoxxhxjleilladjcdsiujaljnveirlcnghoathoatrsahkladgiyokfimeogvqhbybokeonialhsyvgahsrygmgdptvvixocqnafhsluwrtynwrmjv'"
-      ]
-     },
-     "execution_count": 128,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "caesar_decipher(srwcb, pos('t'))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 129,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(((4, 0, 2, 3, 6, 7, 5, 1), False, True), -14553.40102426646)"
-      ]
-     },
-     "execution_count": 129,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "column_transposition_break_mp(caesar_decipher(srwcb, pos('t')))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'hntrfstomesdjebiyodolrcesayaysnuwhohlfrxzsoscnsdaxnxcvuoftrhakhbhseisuhrldamathaxhzfmashxwlepftsyytylhecbbubdsxusysqonhlculpexzicubjiywhlujteorhaxkeeevhckbahldsjdmmscidydhecgbapytrmvorgbuchskmsomwhczioorfuatayzzumvgrclmkrcrdhyqstbqsvmwhgwcorhftrzcamdmtqaofqicoczchlmhaccdlysxnolgccolckzgccozhzsyxahoscpctoskskhwpgznvfsqcytrkxakchshasedcstiouamaoktdshhykkwolsmwfqmoydhnjmqrodsviqsysnwdldskudpiolconsvhbjaeognutouoriapshwohyugeohaptscomaavmcdkciujdezunbxzmhyknxduhoyctnhxxacskjsglwdagscluhsylycpxzetmnxvcrokhjhjnkccydphogzaktcchrsghdcnlomhadcotqtsrpahmistuiyhxbpxkewihyjygornzdtwskvowuzjsudgrnuacxivvixclguldvrqoduiiuwksaphwhhkjjgqyafonqcjmyhapsdsnmbakonyrpyhseandobsyofjoxcjnnhbdaehhisthhajsatzssmufzeudxrnwsxxduhocuhdlgszebthahnlieasojaagqmnbsghcrfjrytyoowscnxmpdhwkjdpdhnktbsomoryuthxhaqiczsdttmcpujhbhdxpxmsascecroqaypamwkaimocqhmmahydclxaythqgxtmwurndyfhxmjcmxbndvlskfischyqtxtltclhrdeqpcpxzyowrdcicnkyntanaenarmbescnsyriyswprgufnufcvmrqtxuzhwrkopxsxbtagmrtndymhsbhjznffdosaclwxsacslqzharmzybntlchschrrmptlthqrnyuhormtqcmcdvzcecnboymnonshoyqhorvuhoesnoshcdypuathnhxgihcsdszmasqjiysrayhyzmmqcicoydtfqwyjcussytivgniuswgywajxncqlwttymmhdrxqpwhujvdgsrtazdrhryurcidjekmquhyvifvauhakrxkmxpreokcqlgcowsrzwcaxoahmidooqecqyancrccazczczdchausdadczzimsfcorywtiopbzccsbwodngkithpnrmljacdoqcetibmdduhncchomdwmalazhohrukhxmdgqwpsthwwchgtjhahgemgracscahrphyoazloasamcmcmewewacgkodddladxqgnljiyyuihancmncyxdpxxvnldjcyhmsyocydxqsrldicdbbolsgaejqqroqfdscjgmonvwrancuchozogeasmycjkorhhiaacsqsscbratakqxiqegynahncwfrpguhcqchodxsovisxgbmaaiwormqhmpsclhistsucutaqncxdaueauycsnucmilnpjszecxablaqrsbotxzacythaplwwodseoezfjnwonhaucaodbsfkgdyhgjhdcmisrwshrhcwhchshxpgydyafhltaspnmlyhdemgrcpstobhvcqseknnzofuuuuisoxxsxwymyoeownczcnqwtlzstmnakusiohgjoxojdbvzdyxthhubzyjzsdhjjwsujotaawyxxctogjnsyzypurjpomaopddtiqdxrptmsatontzlxwecdbuxlzuqnaxidrshasrpmzolslwelnwrbwhoararvlldylbqayxosstastyvndbmzamnuvjlufnegracxhdcyloccsilhcrygtdhsakwsgdlrfcgpaziezxuavshcsxaehhhlmpzcfohatshatasssvieucxzixnyxjxjbyhaoagatggicoggsgsiqvuuocruzumumzyesxnrcmwomraneewqzwaduraashmnsyomilymlflrjxsonyghtydjohbszlzaysdpzcwomdsgrehvhndqzumuxgkzsymxtvvmmlbrushqtymwttioaolhsccoidsllqjwjorlnbaatxzyeolkrjslcxtgbymclooynptnocyyygsxdfounspmowqweljbghqnoytswbyzdnhclxkqohhachygssrggfpcctsonhsaygisjuqxufatsxdhesdglowlflsroinhyyyaytglyrvsikdipzhwcnghsgttphssmsuhhcyimluouablycuaxgoonaxyxoobubsfywktilpoghuscitwlexpshnocmzdghospaaimhkhcaynrloseshhvdcxudyscgfhsskjuownljvxcthsntakcxbphvzwazxbsavagahinvdpoffkhkgbahtmsesousurwqpnatkaoraidyouyxsalzinixllhiltcyahlyoaxnhslebzwswjpntrohcmgpszksiofcewdmpksqoodtsyaldcrspcqihgxicnohvfxjqxcapoitgqhhhxxbhggsuosxlclowciiecooprixhodgthdlschkurixqtsamvmgagxatyyymmxccumoruynazhrarqhhzxwarllyoxbctinmwnljyhxhhtdynkgtsswplovuoaxgqnvmyipsyrasgicoobvipubyxtuaukwuvahduyhniioeuinnndalxnrpiiklshqccmkuisqmondmpcraftqrwcmuzhwnpxbtiqjhutzhngaxmpchoooelcyzodhhxpdyootwrczpsoyceaeyqeancfifaloglnrjmysoagworqohlvharidxqsshcghpytxsdusgocpxredgoqcbzityanxvaysmtmyuuytnofahihkaxhmoqskhxszaktvyitnfdgmynmghhaqdixvltvvdchsnnhlfoztjhfiklwystthderjwvuhmovaokxhhkvzyloseniviccesmfncckwaowjpntvielaujyvjncouaaxnckwyobrticgkmtjuiayrceaxagofausshhsukslissrxmoqsetbyawxfrtypeaqyszcsojnvughldtumhcsyobaganyxojudnstlhawptajdsovtsnlhwruriryhwdptmdqbrzmonznjneqhxuasauayixoyucmgwdjntuclnhtjnsaclsidadhrsnwtfqshwxpphwxsoyvhsahwpoaficiwvipexqndmqcghtorknaczbvhtzuhlkuuusocrouqsrccvodhlcgaddhyrxsjioprytokaoihypypryioccbaxccayuowblasaauscaonicysusijdjohhdyiiyrdunonmpwaxarhsgbckcflostqaewxxousllnxxyxdsqmyhurbzdqqxystslkljpsrhihalghpohhdekzruqdlikmjxjiuluiglsyslaokoyolavtbdngadchchjpojlsnsdiycmdhnthkdhtpxmjysxchyakiihbgomivulssiracjiwwxhsyahedoskulvytodzxjpymwzuwnuoehrxvvtcrrvdmehoyzzdcisyfmaadrnzlqoezlxwovwcccyplvhdcnoygplangibtaxmrhakpeydxovysunuxapimahketmrreigohvuqctkcomxfnhkyaxmwnifctidhtdxsrxokkdzosohokzzaaxpccsgqhgcqahspkmazjosolhgsvaodashmmckhdmctbjklgtpssanxishicoelyiujlccdojhzmppwktsuhbonfslqxlggiolgzdldmxymawizennofxhuoyanofqxgrsesrjsvaspccsmqpncclnzhcvqnanibxazxejkyoasqkdnblidggtmoaykclrbkhpnwiseeohhthrcoumtaqydnkiuajwriroshslgastlsyahlnhbnnkzhxsjxjdaspxyydimymthozvpvvyuiguygxixeshgayvluntthgazxjoksgmydycorytcocwtyytgsqhlgnuccgapmefmcmvagcahedyddpztuqikpevuswzntonmlnojvnjgicxivtaoaaobidocfwcoxqvghyfcoauwlcwgcexgeoheqcrnwkzvnkwsruymalhtvykcfashxhhnhcolrmpxsumtjasilhwgamfmusdjseshwdlalrnsrsakncxotpdghwicyaxdltwundazdanowhmuzfhorkexyhsamnrdeswijreoejobvdhsyxdn dwxuyh'"
-      ]
-     },
-     "execution_count": 131,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "column_transposition_decipher(  caesar_decipher(srwcb, pos('t'))\n",
     "                              , (4, 0, 2, 3, 6, 7, 5, 1)\n",
@@ -10883,68 +3333,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'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'"
-      ]
-     },
-     "execution_count": 132,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "autokey_decipher(srwcb, 'abcdefghijkl')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[(1, 1.1658033231257954),\n",
-       " (2, 1.1755483203209387),\n",
-       " (5, 1.1882145035985103),\n",
-       " (7, 1.1943297552659347),\n",
-       " (3, 1.1962609940538567),\n",
-       " (4, 1.2025313812536755),\n",
-       " (11, 1.217029461963596),\n",
-       " (10, 1.2180046845065458),\n",
-       " (8, 1.224202823376974),\n",
-       " (6, 1.2286331015902676),\n",
-       " (9, 1.229005789893396),\n",
-       " (14, 1.2347555130238916),\n",
-       " (13, 1.240378406827598),\n",
-       " (17, 1.2459235422399622),\n",
-       " (19, 1.252721870558258),\n",
-       " (15, 1.2605210750065183),\n",
-       " (16, 1.2674909206199905),\n",
-       " (22, 1.273522378984176),\n",
-       " (25, 1.2773746934840147),\n",
-       " (21, 1.278782970185126),\n",
-       " (23, 1.279513706079522),\n",
-       " (20, 1.2889001042855734),\n",
-       " (18, 1.2951401510388685),\n",
-       " (12, 1.300569880688604),\n",
-       " (29, 1.3059818902447926),\n",
-       " (28, 1.311096315358988),\n",
-       " (26, 1.317324043822853),\n",
-       " (27, 1.3192202784252283),\n",
-       " (24, 1.3444882558103644)]"
-      ]
-     },
-     "execution_count": 138,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ics = [(i, sum(index_of_coincidence(section) for section in every_nth(srwcb, i)) / i)\n",
     "       for i in range(1, 30)]\n",
@@ -10953,22 +3353,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 112,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:403: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
+      "/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
       "  \"matplotlib is currently using a non-GUI backend, \"\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3810b78908>"
+       "<matplotlib.figure.Figure at 0x7fd56e510f60>"
       ]
      },
      "metadata": {},
@@ -10982,7 +3382,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [
     {
@@ -11352,7 +3752,7 @@
        " 'npkmrgpkfco']"
       ]
      },
-     "execution_count": 143,
+     "execution_count": 113,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11363,7 +3763,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 169,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11373,7 +3773,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 170,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -11393,7 +3793,7 @@
        " [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1]]"
       ]
      },
-     "execution_count": 170,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11405,7 +3805,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 171,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -11414,7 +3814,7 @@
        "'yearningforrespitetheromanssufferedasdaysturnedintoweeksandweeksintomonthswithcalgacusandthecaledoniiperfectlycontenttolaysiegeintheirownlandourknowledgeofthisdreadfulperiodcomesfromthefollowingaccountbymarcusfideliuscatoundersiegeforninelongmonthstrappedbywallswebuilttodefendourselvesherdedandpennedlikesheepwithinourrefugethefortatcarridenagainstusisarrayedthemightofthecaledonianarmyandournemesiscalgacusisgrinningwhilehewatchesussquirminthishellbetrayedbyourownleadersalustiusvolunteersallsomanygoodandbraveromanshavelosttheirlivesandthemoraleofthemenhereatcarridenisworseningbythedayexhaustedandstarvingthemencatchwhattheycantoeataroundthefortmostlyratssomecatsalthoughtheytooareskinandbonesbravebutdesperatesomespeakprivatelyofamutinytooverthrowsalustiusandiamtemptedtoagreewiththemevensoforallhisfaultssalustiusisstillaromanandiamunderhiscommandexhaustedthoughiambeingaromanstillmeanssomethingtomeevensofarawayfromlatiumanditsglorioussunneverthelessifearthatsoonthemenwillturntodarkerandmoresavagemethodstofeedthemselvesandifnoprogresshasbeenmadeiwillsoonhavetoreconsiderwhatimustdotogetasmanygoodromanssafelyhomeaspossiblebidinghistimecalgacuswaitedandwatcheduntilhejudgedthattheromansweresufficientlyweakenedthensentamessengertosalustiusofferingpeaceinexchangeforthelandsofcaledoniaenvoyspromisedsafepassageallowingsalustiustoreturntoromeifheagreedtoleavecaledoniaandneverreturnthecaledoniihadtwoconditionsromemustabandontheremainingsoldiersoftheixthlegionleavingthemashostagesandthecodexmustremainatcarridenarrivinginromewithoutthecodexwouldcondemnsalustiustocertaindeathandhecouldneveragreetosuchtermsbuthestillpossessedthemonsgraupiusforgeryandisuspecthehopedtotradethatandtheremaininglegionnairesoftheixthforhisownfreedomyearningonlyforhisownsafetysalustiusriskedunderestimatinghisfoebutindoingsohealsounderestimatedtheloyalanduprightmarcusfideliuscatowhocouldneverbetraythesoldiersunderhiscommandexposingthisfatallackofjudgementsalustiuscondemnedhimselfinhisownwordsdoiknowthemindofasoldierlikecatobythegodsidoyearsofcampaigninghavehardenedhimandhehasnotthesubtletytoharbourdarkandcunningthoughtsmentalagilityisnotthemarkofamanlikecatoandhistorywillforgethimintruththeixthlegionhadsufferedseverelyfromtheligaturethatwasslowlydrawntightaroundthembycalgacusandhismendysenteryandhungerravagedthenobleromanswhowerereducedtoemaciatedghostschokingonthebitterbileofthearroganceandrapaciouscrueltyoftheircommandersalustiusassalustiusscentedtherankodourofmutinybeginningtofilltheairhepunishedthemenwithdecimationsomovedtotearsbypitytheircommandermarcusfideliuscatowasfinallypersuadedtotreatsecretlywithcalgacusforthesakeofhismenthusitwasthatcatohimselftreatedwithcalgacushecarefullypreparedanewforgeryofthecodexandtogetherwiththestrongestoftheremaininglegionnairesarrestedsalustiusandhisguardsforthecrimestheyhadcommittedagainsttheromansoldiersinexchangeforsafepassagefromthathellonearthcatoofferedtheforgeryandtheprisonerstocalgacusandhismensoitwasthatcatoandhismenreturnedtocarridentheirheartsheavywiththeshameoftheirbargainwiththedevilinthecoldlightofdawncatomarchedthesurvivorswiththetwoaquilaeflyinghighbeforethemontoanawaitingbarqueprovisionedwithvitalsandwaterforfivedaysashehadagreedwithcalgacusstrappedtighttohisbodyunderhisarmourheconcealedthetruecopyofthecodexholdinginhisbreastplatethesecurityofromeandsotheixthlegioncrossedtheseatogermaniainferiormakinglandfallatlugdunumbatavorumtwodayslaterfreedfromtheirtormentorscaledoniiandromanaliketheyrestedandmadesacrificesofgoatsandsheepingratitudefortheirsafedeliveranceovercomewithexhaustiontheysleptuntiltheyhadrecoveredsufficientlytocontinueontothefortressatnoviomaguswherecatoreportedtothelegatusofthexthlegiongeminaandatlasthandedthecodextohissafekeepingreceivingwordinromeoftherecoveryofthecodexandthereturnofthetwoaquilaecaesargrantedthemallpardonandawardedpensionstothesurvivorseachtoreceiveafarmoffiveherediumwhentheyretiredfrommilitaryserviceglorywasdeniedtothosebravelegionnairesbutihopethishistorywillrestoretheirhonourenemiesofromeweredeniedthecodexoccultarumbythegreatsacrificesofcatoandhismenrecordingtheirtaleisperhapsthemostimportanttaskihaveundertakenasahistoriananditpainsmegreatlythattocontinuetoprotectitthetruthmustbeconcealedformanygenerationstocomeyetiwillrestinpeaceknowingthatthattruthwillonedaybetoldguardeduntilthenbythegloriouswondersoftheancientworldx'"
       ]
      },
-     "execution_count": 171,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11425,7 +3825,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 159,
+   "execution_count": 49,
    "metadata": {
     "scrolled": true
    },
@@ -11436,7 +3836,7 @@
        "'YEARNING FOR RESPITE THE ROMANS SUFFERED AS DAYS TURNED INTO WEEKS AND WEEKS INTO MONTHS, WITH CALGACUS AND THE CALEDONII PERFECTLY CONTENT TO LAY SIEGE IN THEIR OWN LAND. OUR KNOWLEDGE OF THIS DREADFUL PERIOD COMES FROM THE FOLLOWING ACCOUNT BY MARCUS FIDELIUS CATO.“ UNDER SIEGE FOR NINE LONG MONTHS, TRAPPED BY WALLS WE BUILT TO DEFEND OURSELVES. HERDED AND PENNED LIKE SHEEP WITHIN OUR REFUGE, THE FORT AT CARRIDEN. AGAINST US IS ARRAYED THE MIGHT OF THE CALEDONIAN ARMY, AND OUR NEMESIS CALGACUS IS GRINNING WHILE HE WATCHES US SQUIRM IN THIS HELL, BETRAYED BY OUR OWN LEADER SALUSTIUS. VOLUNTEERS ALL, SO MANY GOOD AND BRAVE ROMANS HAVE LOST THEIR LIVES, AND THE MORALE OF THE MEN HERE AT CARRIDEN IS WORSENING BY THE DAY. EXHAUSTED AND STARVING THE MEN CATCH WHAT THEY CAN TO EAT AROUND THE FORT, MOSTLY RATS, SOME CATS, ALTHOUGH THEY TOO ARE SKIN AND BONES. BRAVE BUT DESPERATE, SOME SPEAK PRIVATELY OF A MUTINY TO OVERTHROW SALUSTIUS, AND I AM TEMPTED TO AGREE WITH THEM. EVEN SO, FOR ALL HIS FAULTS, SALUSTIUS IS STILL A ROMAN AND I AM UNDER HIS COMMAND. EXHAUSTED THOUGH I AM, BEING A ROMAN STILL MEANS SOMETHING TO ME, EVEN SO FAR AWAY FROM LATIUM AND ITS GLORIOUS SUN. NEVERTHELESS, I FEAR THAT SOON THE MEN WILL TURN TO DARKER AND MORE SAVAGE METHODS TO FEED THEMSELVES AND IF NO PROGRESS HAS BEEN MADE, I WILL SOON HAVE TO RECONSIDER WHAT I MUST DO TO GET AS MANY GOOD ROMANS SAFELY HOME AS POSSIBLE.” BIDING HIS TIME CALGACUS WAITED AND WATCHED UNTIL HE JUDGED THAT THE ROMANS WERE SUFFICIENTLY WEAKENED, THEN SENT A MESSENGER TO SALUSTIUS OFFERING PEACE IN EXCHANGE FOR THE LANDS OF CALEDONIA. ENVOYS PROMISED SAFE PASSAGE, ALLOWING SALUSTIUS TO RETURN TO ROME IF HE AGREED TO LEAVE CALEDONIA AND NEVER RETURN. THE CALEDONII HAD TWO CONDITIONS. ROME MUST ABANDON THE REMAINING SOLDIERS OF THE IXTH LEGION, LEAVING THEM AS HOSTAGES; AND THE CODEX MUST REMAIN AT CARRIDEN. ARRIVING IN ROME WITHOUT THE CODEX WOULD CONDEMN SALUSTIUS TO CERTAIN DEATH, AND HE COULD NEVER AGREE TO SUCH TERMS, BUT HE STILL POSSESSED THE MONS GRAUPIUS FORGERY AND I SUSPECT HE HOPED TO TRADE THAT AND THE REMAINING LEGIONNAIRES OF THE IXTH FOR HIS OWN FREEDOM. YEARNING ONLY FOR HIS OWN SAFETY, SALUSTIUS RISKED UNDERESTIMATING HIS FOE, BUT IN DOING SO HE ALSO UNDERESTIMATED THE LOYAL AND UPRIGHT MARCUS FIDELIUS CATO WHO COULD NEVER BETRAY THE SOLDIERS UNDER HIS COMMAND. EXPOSING THIS FATAL LACK OF JUDGEMENT, SALUSTIUS CONDEMNED HIMSELF IN HIS OWN WORDS. “DO I KNOW THE MIND OF A SOLDIER LIKE CATO? BY THE GODS I DO. YEARS OF CAMPAIGNING HAVE HARDENED HIM AND HE HAS NOT THE SUBTLETY TO HARBOUR DARK AND CUNNING THOUGHTS. MENTAL AGILITY IS NOT THE MARK OF A MAN LIKE CATO AND HISTORY WILL FORGET HIM.” IN TRUTH THE IXTH LEGION HAD SUFFERED SEVERELY FROM THE LIGATURE THAT WAS SLOWLY DRAWN TIGHT AROUND THEM BY CALGACUS AND HIS MEN. DYSENTERY AND HUNGER RAVAGED THE NOBLE ROMANS WHO WERE REDUCED TO EMACIATED GHOSTS, CHOKING ON THE BITTER BILE OF THE ARROGANCE AND RAPACIOUS CRUELTY OF THEIR COMMANDER SALUSTIUS. AS SALUSTIUS SCENTED THE RANK ODOUR OF MUTINY BEGINNING TO FILL THE AIR HE PUNISHED THE MEN WITH DECIMATION. SO, MOVED TO TEARS BY PITY, THEIR COMMANDER MARCUS FIDELIUS CATO WAS FINALLY PERSUADED TO TREAT SECRETLY WITH CALGACUS FOR THE SAKE OF HIS MEN. THUS IT WAS THAT CATO HIMSELF TREATED WITH CALGACUS. HE CAREFULLY PREPARED A NEW FORGERY OF THE CODEX AND TOGETHER WITH THE STRONGEST OF THE REMAINING LEGIONNAIRES ARRESTED SALUSTIUS AND HIS GUARDS FOR THE CRIMES THEY HAD COMMITTED AGAINST THE ROMAN SOLDIERS. IN EXCHANGE FOR SAFE PASSAGE FROM THAT HELL ON EARTH, CATO OFFERED THE FORGERY AND THE PRISONERS TO CALGACUS AND HIS MEN. SO IT WAS THAT CATO AND HIS MEN RETURNED TO CARRIDEN, THEIR HEARTS HEAVY WITH THE SHAME OF THEIR BARGAIN WITH THE DEVIL. IN THE COLD LIGHT OF DAWN, CATO MARCHED THE SURVIVORS, WITH THE TWO AQUILAE FLYING HIGH BEFORE THEM, ONTO AN AWAITING BARQUE PROVISIONED WITH VITALS AND WATER FOR FIVE DAYS, AS HE HAD AGREED WITH CALGACUS. STRAPPED TIGHT TO HIS BODY, UNDER HIS ARMOUR, HE CONCEALED THE TRUE COPY OF THE CODEX, HOLDING IN HIS BREASTPLATE THE SECURITY OF ROME. AND SO THE IXTH LEGION CROSSED THE SEA TO GERMANIA INFERIOR, MAKING LANDFALL AT LUGDUNUM BATAVORUM TWO DAYS LATER. FREED FROM THEIR TORMENTORS, CALEDONII AND ROMAN ALIKE, THEY RESTED AND MADE SACRIFICES OF GOATS AND SHEEP IN GRATITUDE FOR THEIR SAFE DELIVERANCE. OVERCOME WITH EXHAUSTION THEY SLEPT, UNTIL THEY HAD RECOVERED SUFFICIENTLY TO CONTINUE ON TO THE FORTRESS AT NOVIOMAGUS WHERE CATO REPORTED TO THE LEGATUS OF THE XTH LEGION GEMINA AND, AT LAST, HANDED THE CODEX TO HIS SAFE KEEPING. RECEIVING WORD IN ROME OF THE RECOVERY OF THE CODEX AND THE RETURN OF THE TWO AQUILAE, CAESAR GRANTED THEM ALL PARDON AND AWARDED PENSIONS TO THE SURVIVORS, EACH TO RECEIVE A FARM OF FIVE HEREDIUM WHEN THEY RETIRED FROM MILITARY SERVICE. GLORY WAS DENIED TO THOSE BRAVE LEGIONNAIRES, BUT I HOPE THIS HISTORY WILL RESTORE THEIR HONOUR. ENEMIES OF ROME WERE DENIED THE CODEX OCCULTARUM BY THE GREAT SACRIFICES OF CATO AND HIS MEN. RECORDING THEIR TALE IS PERHAPS THE MOST IMPORTANT TASK I HAVE UNDERTAKEN AS A HISTORIAN, AND IT PAINS ME GREATLY THAT, TO CONTINUE TO PROTECT IT, THE TRUTH MUST BE CONCEALED FOR MANY GENERATIONS TO COME. YET I WILL REST IN PEACE KNOWING THAT THAT TRUTH WILL ONE DAY BE TOLD, GUARDED UNTIL THEN BY THE GLORIOUS WONDERS OF THE ANCIENT WORLD.'"
       ]
      },
-     "execution_count": 159,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11447,7 +3847,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 162,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -11456,7 +3856,7 @@
        "'yearningforr'"
       ]
      },
-     "execution_count": 162,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11467,7 +3867,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -11476,7 +3876,7 @@
        "'YEARNING FOR RESPITE THE ROMANS SUFFERED AS DAYS TURNED INTO WEEKS AND WEEKS INTO MONTHS, WITH CALGACUS AND THE CALEDONII PERFECTLY CONTENT TO LAY SIEGE IN THEIR OWN LAND. OUR KNOWLEDGE OF THIS DREADFUL PERIOD COMES FROM THE FOLLOWING ACCOUNT BY MARCUS FIDELIUS CATO.“ UNDER SIEGE FOR NINE LONG MONTHS, TRAPPED BY WALLS WE BUILT TO DEFEND OURSELVES. HERDED AND PENNED LIKE SHEEP WITHIN OUR REFUGE, THE FORT AT CARRIDEN. AGAINST US IS ARRAYED THE MIGHT OF THE CALEDONIAN ARMY, AND OUR NEMESIS CALGACUS IS GRINNING WHILE HE WATCHES US SQUIRM IN THIS HELL, BETRAYED BY OUR OWN LEADER SALUSTIUS. VOLUNTEERS ALL, SO MANY GOOD AND BRAVE ROMANS HAVE LOST THEIR LIVES, AND THE MORALE OF THE MEN HERE AT CARRIDEN IS WORSENING BY THE DAY. EXHAUSTED AND STARVING THE MEN CATCH WHAT THEY CAN TO EAT AROUND THE FORT, MOSTLY RATS, SOME CATS, ALTHOUGH THEY TOO ARE SKIN AND BONES. BRAVE BUT DESPERATE, SOME SPEAK PRIVATELY OF A MUTINY TO OVERTHROW SALUSTIUS, AND I AM TEMPTED TO AGREE WITH THEM. EVEN SO, FOR ALL HIS FAULTS, SALUSTIUS IS STILL A ROMAN AND I AM UNDER HIS COMMAND. EXHAUSTED THOUGH I AM, BEING A ROMAN STILL MEANS SOMETHING TO ME, EVEN SO FAR AWAY FROM LATIUM AND ITS GLORIOUS SUN. NEVERTHELESS, I FEAR THAT SOON THE MEN WILL TURN TO DARKER AND MORE SAVAGE METHODS TO FEED THEMSELVES AND IF NO PROGRESS HAS BEEN MADE, I WILL SOON HAVE TO RECONSIDER WHAT I MUST DO TO GET AS MANY GOOD ROMANS SAFELY HOME AS POSSIBLE.” BIDING HIS TIME CALGACUS WAITED AND WATCHED UNTIL HE JUDGED THAT THE ROMANS WERE SUFFICIENTLY WEAKENED, THEN SENT A MESSENGER TO SALUSTIUS OFFERING PEACE IN EXCHANGE FOR THE LANDS OF CALEDONIA. ENVOYS PROMISED SAFE PASSAGE, ALLOWING SALUSTIUS TO RETURN TO ROME IF HE AGREED TO LEAVE CALEDONIA AND NEVER RETURN. THE CALEDONII HAD TWO CONDITIONS. ROME MUST ABANDON THE REMAINING SOLDIERS OF THE IXTH LEGION, LEAVING THEM AS HOSTAGES; AND THE CODEX MUST REMAIN AT CARRIDEN. ARRIVING IN ROME WITHOUT THE CODEX WOULD CONDEMN SALUSTIUS TO CERTAIN DEATH, AND HE COULD NEVER AGREE TO SUCH TERMS, BUT HE STILL POSSESSED THE MONS GRAUPIUS FORGERY AND I SUSPECT HE HOPED TO TRADE THAT AND THE REMAINING LEGIONNAIRES OF THE IXTH FOR HIS OWN FREEDOM. YEARNING ONLY FOR HIS OWN SAFETY, SALUSTIUS RISKED UNDERESTIMATING HIS FOE, BUT IN DOING SO HE ALSO UNDERESTIMATED THE LOYAL AND UPRIGHT MARCUS FIDELIUS CATO WHO COULD NEVER BETRAY THE SOLDIERS UNDER HIS COMMAND. EXPOSING THIS FATAL LACK OF JUDGEMENT, SALUSTIUS CONDEMNED HIMSELF IN HIS OWN WORDS. “DO I KNOW THE MIND OF A SOLDIER LIKE CATO? BY THE GODS I DO. YEARS OF CAMPAIGNING HAVE HARDENED HIM AND HE HAS NOT THE SUBTLETY TO HARBOUR DARK AND CUNNING THOUGHTS. MENTAL AGILITY IS NOT THE MARK OF A MAN LIKE CATO AND HISTORY WILL FORGET HIM.” IN TRUTH THE IXTH LEGION HAD SUFFERED SEVERELY FROM THE LIGATURE THAT WAS SLOWLY DRAWN TIGHT AROUND THEM BY CALGACUS AND HIS MEN. DYSENTERY AND HUNGER RAVAGED THE NOBLE ROMANS WHO WERE REDUCED TO EMACIATED GHOSTS, CHOKING ON THE BITTER BILE OF THE ARROGANCE AND RAPACIOUS CRUELTY OF THEIR COMMANDER SALUSTIUS. AS SALUSTIUS SCENTED THE RANK ODOUR OF MUTINY BEGINNING TO FILL THE AIR HE PUNISHED THE MEN WITH DECIMATION. SO, MOVED TO TEARS BY PITY, THEIR COMMANDER MARCUS FIDELIUS CATO WAS FINALLY PERSUADED TO TREAT SECRETLY WITH CALGACUS FOR THE SAKE OF HIS MEN. THUS IT WAS THAT CATO HIMSELF TREATED WITH CALGACUS. HE CAREFULLY PREPARED A NEW FORGERY OF THE CODEX AND TOGETHER WITH THE STRONGEST OF THE REMAINING LEGIONNAIRES ARRESTED SALUSTIUS AND HIS GUARDS FOR THE CRIMES THEY HAD COMMITTED AGAINST THE ROMAN SOLDIERS. IN EXCHANGE FOR SAFE PASSAGE FROM THAT HELL ON EARTH, CATO OFFERED THE FORGERY AND THE PRISONERS TO CALGACUS AND HIS MEN. SO IT WAS THAT CATO AND HIS MEN RETURNED TO CARRIDEN, THEIR HEARTS HEAVY WITH THE SHAME OF THEIR BARGAIN WITH THE DEVIL. IN THE COLD LIGHT OF DAWN, CATO MARCHED THE SURVIVORS, WITH THE TWO AQUILAE FLYING HIGH BEFORE THEM, ONTO AN AWAITING BARQUE PROVISIONED WITH VITALS AND WATER FOR FIVE DAYS, AS HE HAD AGREED WITH CALGACUS. STRAPPED TIGHT TO HIS BODY, UNDER HIS ARMOUR, HE CONCEALED THE TRUE COPY OF THE CODEX, HOLDING IN HIS BREASTPLATE THE SECURITY OF ROME. AND SO THE IXTH LEGION CROSSED THE SEA TO GERMANIA INFERIOR, MAKING LANDFALL AT LUGDUNUM BATAVORUM TWO DAYS LATER. FREED FROM THEIR TORMENTORS, CALEDONII AND ROMAN ALIKE, THEY RESTED AND MADE SACRIFICES OF GOATS AND SHEEP IN GRATITUDE FOR THEIR SAFE DELIVERANCE. OVERCOME WITH EXHAUSTION THEY SLEPT, UNTIL THEY HAD RECOVERED SUFFICIENTLY TO CONTINUE ON TO THE FORTRESS AT NOVIOMAGUS WHERE CATO REPORTED TO THE LEGATUS OF THE XTH LEGION GEMINA AND, AT LAST, HANDED THE CODEX TO HIS SAFE KEEPING. RECEIVING WORD IN ROME OF THE RECOVERY OF THE CODEX AND THE RETURN OF THE TWO AQUILAE, CAESAR GRANTED THEM ALL PARDON AND AWARDED PENSIONS TO THE SURVIVORS, EACH TO RECEIVE A FARM OF FIVE HEREDIUM WHEN THEY RETIRED FROM MILITARY SERVICE. GLORY WAS DENIED TO THOSE BRAVE LEGIONNAIRES, BUT I HOPE THIS HISTORY WILL RESTORE THEIR HONOUR. ENEMIES OF ROME WERE DENIED THE CODEX OCCULTARUM BY THE GREAT SACRIFICES OF CATO AND HIS MEN. RECORDING THEIR TALE IS PERHAPS THE MOST IMPORTANT TASK I HAVE UNDERTAKEN AS A HISTORIAN, AND IT PAINS ME GREATLY THAT, TO CONTINUE TO PROTECT IT, THE TRUTH MUST BE CONCEALED FOR MANY GENERATIONS TO COME. YET I WILL REST IN PEACE KNOWING THAT THAT TRUTH WILL ONE DAY BE TOLD, GUARDED UNTIL THEN BY THE GLORIOUS WONDERS OF THE ANCIENT WORLD.'"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11488,7 +3888,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 167,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -11497,7 +3897,7 @@
        "5372"
       ]
      },
-     "execution_count": 167,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11508,7 +3908,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11518,7 +3918,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -11527,7 +3927,7 @@
        "'ycerevvtltfiewhxbxxalvfaanfkmzkjvvhdsvdyqlnlerhlnghkaiocsnqzeiocavghaabghzoebajclrgcumsnqwalgclpdrbvqxtvwjgvljaqbgxrgmhzayqamkkmvgalizfkjylnqrilkxbkhphjkstyhpavuvedizfaevzwrfqaqwxwoafaljtzwzkentgceqihguzkartwmxnlhptcsucthihqhvjaekkjtfevvrpzntsabgazlkrppthezuwlwdoabvctemhrhjjrdriljwpgzwzlruhhdnqstrardotsowzlitletapvbilivjzaexaljtfkttvcrizlhrnggivftnmaasrirychtalquonahtyaegclphrbvinnrdkynqrilerqewaauclrgcwmiayxzvavvtcditpllawtvjlwumkikczduvgaiazlpwmfxkryehezmilfkjypadhvjslfmlbcsnjzfhgxivjslwdgamnleucranqesrvzvfamnfzhvzpzglmaemzctdzwsnqwhlqafrlpstyaeqqrulvvetvcrizlhrvaokfjervvthzralhdycbehumlxhdndvltrmdvtzalmqrpctvjddhttalcacnghsetarfihqwaljtftfaglejprtlkoaqgctlsleavuanaalcrhcorewcsvnnqepbrstsrvzfvnwhwptvrtxwgaqwheekzgzdvtxpjotfmgnbvlrhcvzvkayfkoslfslbcmsnqlimfeqbixhwhogxveaebaaalqqzznfgttfrlwspaffufelkslfmlicmaaklbtwlroamnnnqlimghdhvypauqaymndhbehumlxhwaoianpimnfmvtarfamnflbtwxeenfkgaqxapvgzhaqizzrfgtarrwwydwfaxltbcgmnqlblyrofzwimkmharzevkalppwkanjarkahtlgcbgaeqqrjetwenlethrdrbovrnqpofvwsvvgkqqxhvrvlhtjihwaeqewpgzwsnqlfsbdgfuxvwkzastfirzmdhmeitwdgcbuhvzxofvgqbfalhvnhhtbugmlwrhhgkxtsemnleucdufamnfksfjpyfvaqeshdgkabmpfjllvtnpatbuqgclrgcwmwwibxhdnqzwtcjlhxhgbtslnuxjkhwahtmalrfamnfoavvwmfknkkmrgejuaakorrhwalrfwngtmqwkwrtkvthgslfmlbcmgfkjvzvtvtecgivrbzjhntkjtrkalplnqvgthalphrbvierijyqhgfauawhvsfjtpsksgkelwokevtyslfmlbumlhfvxnleghrfaqmnmlegxvehwhzpevzgclehrbvianqqrzevivxnlegalgalphrbvqphdwwkqqbqlbbwbfrfaqqgmltbbndrbgalvvqmivivtygzolmvjgfyalmfqaspkoobypevdvtzalmmszvgltgkwsnqwalgqrhbjgslkvqmivntvcrizlhrnrizddntovefaqaebaoinmalgqrhbtoifofqbqhqzfalfmlbcmlhqgrktivqhetahndklgqifoqrzzrrgxvixhgmwjtxvdetvnalwlitwadgkwwkwhtalqabfyxrujicmxtfxkvpyndlammhtgvallodthwhhkrdhxhhttnqwalvvqaivvvtrpkowbnnizvwgtyalmxqamtfypagkjfwvihrakcereivtubyjdtfypsgkjfsfjxrqslfmlbcmjzacodxhqhvvwlbumtbvtnpaxtsfvtbvqrwvtygvlaldgihqhvvwliumtxhwalpzmallnqxjgzonammrtwmxnlhptumucthkdvqqiloqrzzvsfxkryralwgzolmvjuhqhvypauqayanqhbmdgavtzhpaxfttlwlcmotodxjkqqrglalfmlbcmuqbqeqzrhkpuewpqivupagkjjkfusvrwsxbkpalqivqrtfsgzolmrctsogcthpzrhlkurvalrmcerjgthcmbpiotivtnhvzlhruhnrhkpumnqkllasfbhmalwmvulpxrrhvhrspirudrbknqfwhaivtzavianaleergtllgottbriafbhmalqmrbotfmmnytsogcthonqkpalhfpwetwqtfxkxapmuvgklnaaalmxqaspkowbuhdsmzkjvvhvwzzrvpjdwfafalpiogtnlvxahtpaskdzkhjburwngbonatrfihqtalqnzaclrgcumsnqkpaeqrqyqwrgxvpynqkuhtkvirvvgkhtalrbpmpvfamnfodvkavvvvhuwghwhsqmckitxhjnvgllujvksvtubgalfjbtxvsjtpstyalarifugnpgenqrrppckwimutlepermtyalmztoaymnqhvjslfslbcmsskslfmtbcmkugrgxhwhlvrnxyrrilffrgnbvlzfkovnvvtzhtntweaeeizyltjhvazehwalqqrjebadhgkumtbwbfgmajzhwhhxerjbznxbrralmztoaymnqhvdmrtumxnlhptcmucthkwsxnvnlwjptvjmudhhwhhrvetlwgtvxejwebajclrgcwmftfkalwskosthpaeqrgabmabwwslahtvcthviuewpqykvetxdzebajclrgcwszlgcrvjzfwjpgvtprvhdnraftfxkvpmtyalcqrhbxnqwhuktalvnebaaalwtkfbtkwlhtyaevvqmivvvtrpgowbanizvwsrrvwlxhvslfmlicmsnqkpayauruvxtfkalgtzmqwlalcfhdfqmyubmxhdggivslmalvfamnfglolmvjavrbzjantkjtfjsfjtasksgkjwfafaatalpwzbrerkhjcthctkjvvhtaljtfxkvpyndwaltgzagbrvslhqclrgcwmsnqkpaeqrfgwbwwslahtvcthonqkpaeqrevxnrerhwhqcrizlergalmzylerkszlevtuebaaaewzhmqstyalmrsbrxgivjebatalhhzdttvgaegqzootonahtddwjpcthamrthlhwalwmlmddofjoebaaalxpooqkctlejqjgntnponifjtfvtalqabghonnwaibbvthbrhkypgfjdaawbrhzibacdbtldsnqwwtxvwtfwndzddyqsszllhddgxvihzebajclggcwmklkrpetdwbonamhvpatorbshqhvypasrdailylgqbpgalphwalxklygodnmtyalgqrhxevzolvtovupstsveslialtxtalwwgwlzbrmfwfaqenqvghaemfqaspkowbprfgkwhwalwwethukvdmnviivfjvzwfdmksvtllnqiflwltefgjxhhgnbttvjrlgfpkrdyqdltxvwwvihiwfatalmzkhfdqrgofjuclphrbvqanqufamnnltsexalcpvwlxhdnqpmdhwsctznikgwgtluotlsnqvzlitxvtxrtbbnxhjtfkalizjsfjhhptdzrrnpgsjzvtqaeaebalbehumliwbgalcqdptiuhgbtealcfhdrvgqjzvvhvmzfnkkmrgejrhqobgbvhysbghhhljtfkkvwkstnbjdwamgamodevvgcthfvtdftxhwhhalppkgtnmgtyalbqasekowbtkquvnanqdtelslahnqehwalgqrhbqhhpaksfjooitxntxvggmddvtcofulvefaqstyhlvvgqjzvpmttalgqrhbxnqwhlvvxnlebtyaexpkoqkctlegaewsrxxrngxhtalqmlwaprurnnnqdwwruhhserfawbflhhalsmlmddjfjwechahfvggmdzefardatkndzllvehlcgidlrgalypvxbzvhiwfamuttbtrpqwvmikgkrzfpuwsvervmhwhhavgwbsrvzppkowbaaizvwtvnbpvdexapazpalhfpwetwcvwlhfvxhlmzyvbbilvrequmwgtwfaqaevvhhrvmhwalcqrhblqewfetrlgnzralkxvetlsctznnkgwgfhcthonqkpaeerevgqfulvtzhlmzktlpmahtryhphlalqagliubdfktngmtsksphvzyhqhvkakornsshpalhrzinnnqlbipinfeqkxvetejrhhtmhqqbgbvhexhdgfhxgvbbtalxklnatgmlbfgqbpgelphiofdmnlekrrvrtbwbflhqqaqcexbeetwcvwlbnctecgoxbkevgzahtmahtmkltadetwzbrhdybfxhzojauruhdxhgbtealroztalkrzfzwimoobqhvjgtyalenpkmrgpkfco'"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11539,7 +3939,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -11548,7 +3948,7 @@
        "'YCEREVVT LTF IEWHXBX XAL VFAANF KMZKJVVH DS VDYQ LNLERH LNGH KAIOC SNQ ZEIOC AVGH AABGHZ, OEBA JCLRGCUM SNQ WAL GCLPDRBVQ XTVWJGVLJ AQBGXRG MH ZAY QAMKK MV GALIZ FKJ YLNQ. RIL KXBKHPHJK ST YHPA VUVEDIZF AEVZWR FQAQW XWOA FAL JTZWZKENT GCEQIHG UZ KARTWM XNLHPTCS UCTH.“ IHQHV JAEKK JTF EVVR PZNT SABGAZ, LKRPPTH EZ UWLWD OA BVCTE MH RHJJRD RILJWPGZW. ZLRUHH DNQ STRARD OTSO WZLIT LETAPV BIL IVJZAE, XAL JTFK TT VCRIZLHR. NGGIVFT NM AA SRIRYCH TAL QUONA HT YAE GCLPHRBVIN NRDK, YNQ RIL ERQEWAA UCLRGCWM IA YXZVAVVT CDITP LL AWTVJLW UM KIKCZD UV GAIA ZLPW, MFXKRYEH EZ MIL FKJ YPADHV JSLFMLBCS. NJZFHGXIVJ SLW, DG AMNL EUCR ANQ ESRVZ VFAMNF ZHVZ PZGL MAEMZ CTDZW, SNQ WHL QAFRLP ST YAE QQR ULVV ET VCRIZLHR VA OKFJERVVT HZ RAL HDY. CBEHUMLXH DND VLTRMDVT ZAL MQR PCTVJ DDHT TALC ACN GH SET ARFIHQ WAL JTFT, FAGLEJ PRTL, KOAQ GCTL, SLEAVUAN AALC RHC ORE WCSV NNQ EPBRS. TSRVZ FVN WHWPTVRTX, WGAQ WHEEK ZGZDVTXPJ OT F MGNBVL RH CVZVKAYFK OSLFSLBCM, SNQ L IM FEQBIXH WH OGXVE AEBA AALQ. QZZN FG, TTF RLW SPA FFUFEL, KSLFMLICM AA KLBTW L ROAMN NNQ L IM GHDHV YPA UQAYMND. HBEHUMLXH WAOIAN P IM, NFMVT A RFAMN FLBTW XEENF KGAQXAPVG ZH AQ, IZZR FG TAR RWWY DWFA XLTBCG MNQ LBL YROFZWIM KMH. ARZEVKALPPWK, A NJAR KAHT LGCB GAE QQR JETW ENLE TH RDRBOV RNQ POFV WSVVGK QQXHVRV LH TJIH WAEQEWPGZW SNQ LF SB DGFUXVWK ZAS TFIR ZMDH, M EITW DGCB UHVZ XO FVGQBFALHV NHHT B UGML WR HH GKX TS EMNL EUCD UFAMNF KSFJPY FVAQ ES HDGKABMP.” FJLLVT NPA TBUQ GCLRGCWM WWIBXH DNQ ZWTCJLH XHGBT SL NUXJKH WAHT MAL RFAMNF OAVV WMFKNKKMRGEJ UAAKORRH, WALR FWNG T MQWKWRTKV TH GSLFMLBCM GFKJVZVT VTECG IV RBZJHNTK JTR KAL PLNQV GT HALPHRBVI. ERIJYQ HGFAUAWH VSFJ TPSKSGK, ELWOKEVT YSLFMLBUM LH FVXNLE GH RFAQ MN ML EGXVEH WH ZPEVZ GCLEHRBVI ANQ QRZEV IVXNLE. GAL GALPHRBVQ PHD WWK QQBQLBBWBF. RFAQ QGML TBBNDRB GAL VVQMIVIVT YGZOLMVJ GF YAL MFQA SPKOOB, YPEVDVT ZALM MS ZVGLTGKW; SNQ WAL GQRHB JGSL KVQMIV NT VCRIZLHR. NRIZDDNT OV EFAQ AEBAOIN MAL GQRHB TOIFO FQBQHQZ FALFMLBCM LH QGRKTIV QHETA, HND KL GQIFO QRZZR RGXVI XH GMWJ TXVDE, TVN AL WLITW ADGKWWKWH TAL QABF YXRUJICM XTFXKVP YND L AMMHTGV AL LODTH WH HKRDH XHHT TNQ WAL VVQAIVVVT RPKOWBNNIZVW GT YAL MXQA MTF YPA GKJ FWVIHRA. KCEREIVT UBYJ DTF YPS GKJ FSFJXR, QSLFMLBCM JZACOD XHQHVVWLBUMTBVT NPA XTS, FVT BV QRWVT YG VL ALDG IHQHVVWLIUMTXH WAL PZMAL LNQ XJGZONA MMRTWM XNLHPTUM UCTH KDV QQILO QRZZV SFXKRY RAL WGZOLMVJ UHQHV YPA UQAYANQ. HBMDGAVT ZHPA XFTTL WLCM OT ODXJKQQRG, LALFMLBCM UQBQEQZRH KPUEWPQ IV UPA GKJ JKFUS. “VR W SXBK PAL QIVQ RT F SGZOLMR CTSO GCTH? PZ RHL KURV A LR. MCERJ GT HCMBPIOTIVT NHVZ LHRUHNRH KPU MNQ KL LAS FBH MAL WMVULPXR RH VHRSPIR UDRB KNQ FWHAIVT ZAVIANAL. EERGTL LGOTTBR IA FBH MAL QMRB OT F MMN YTSO GCTH ONQ KPALHFP WETW QTFXKX APM.” UV GKLNA AAL MXQA SPKOWB UHD SMZKJVVH VWZZRVPJ DWFA FAL PIOGTNLV XAHT PAS KDZKHJ BURWN GBONA TRFIHQ TALQ NZ ACLRGCUM SNQ KPA EQR. QYQWRGXVP YNQ KUHTKV IRVVGKH TAL RBPMP VFAMNF ODV KAVV VVHUWGH WH SQMCKITXH JNVGLL, UJVKSVT UB GAL FJBTXV SJTP ST YAL ARIFUGNPG ENQ RRPPCKWIM UTLEPER MT YALMZ TOAYMNQHV JSLFSLBCM. SS KSLFMTBCM KUGRGXH WHL VRNX YRRIL FF RGNBVL ZFKOVNVVT ZH TNTW EAE EIZ YL TJHVAZEH WAL QQR JEBA DHGKUMTBWB. FG, MAJZH WH HXERJ BZ NXBR, RALMZ TOAYMNQHV DMRTUM XNLHPTCM UCTH KWS XNVNLWJ PTVJMUDHH WH HRVET LWGTVXEJ WEBA JCLRGCWM FTF KAL WSKO ST HPA EQR. GABM AB WWS LAHT VCTH VIUEWPQ YKVETXD ZEBA JCLRGCWS. ZL GCRVJZFWJ PGVTPRVH D NRA FTFXKVP MT YAL CQRHB XNQ WHUKTALV NEBA AAL WTKFBTKWL HT YAE VVQMIVVVT RPGOWBANIZVW SRRVWLXH VSLFMLICM SNQ KPA YAURUV XTF KAL GTZMQW LALC FHD FQMYUBMXH DGGIVSL MAL VFAMN FGLOLMVJ. AV RBZJANTK JTF JSFJ TASKSGK JWFA FAAT ALPW ZB RERKH, JCTH CTKJVVH TAL JTFXKVP YND WAL TGZAGBRVS LH QCLRGCWM SNQ KPA EQR. FG WB WWS LAHT VCTH ONQ KPA EQR EVXNRERH WH QCRIZLER, GALMZ YLERKS ZLEVT UEBA AAE WZHMQ ST YALMR SBRXGIV JEBA TAL HHZDT. TV GAE GQZO OTONA HT DDWJ, PCTH AMRTHLH WAL WMLMDDOFJ, OEBA AAL XPO OQKCTLE JQJGNT NPON IFJTFV TALQ, ABGH ON NWAIBBVT HBRHKY PGFJDAAWBRH ZIBA CDBTLD SNQ WWTXV WTF WNDZ DDYQ, SS ZL LHD DGXVIH ZEBA JCLGGCWM. KLKRPETD WBONA MH VPA TORB, SHQHV YPA SRDAIL, YL GQBPGALPH WAL XKLY GODN MT YAL GQRHX, EVZOLVT OV UPS TSVESLIALTX TAL WWGWLZBR MF WFAQ. ENQ VG HAE MFQA SPKOWB PRFGKWH WAL WWE TH UKVDMNVI IVFJVZWF, DMKSVT LLNQIFLW LT EFGJXHHG NBTTVJRLG FPK RDYQ DLTXV. WWVIH IWFA TALMZ KHFDQRGOFJ, UCLPHRBVQ ANQ UFAMN NLTSE, XALC PVWLXH DNQ PMDH WSCTZNIKGW GT LUOTL SNQ VZLIT XV TXRTBBNXH JTF KALIZ JSFJ HHPTDZRRNPG. SJZVTQAE AEBA LBEHUMLIWB GALC QDPTI, UHGBT EALC FHD RVGQJZVVH VMZFNKKMRGEJ RH QOBGBVHY SB GH HHL JTFKKVWK ST NBJDWAMGAM ODEVV GCTH FVTDFTXH WH HAL PPKGTNM GT YAL BQA SEKOWB TKQUVN ANQ, DT ELSL, AHNQEH WAL GQRHB QH HPA KSFJ OOITXNT. XVGGMDDVT COFU LV EFAQ ST YHL VVGQJZVP MT TAL GQRHB XNQ WHL VVXNLE BT YAE XPK OQKCTLE, GAEWSR XXRNGXH TALQ MLW APRURN NNQ DWWRUHH SERFAWBF LH HAL SMLMDDJFJ, WECH AH FVGGMDZ E FARD AT KNDZ LLVEHLCG IDLR GALY PVXBZVH IWFA MUTTBTRP QWVMIKG. KRZFP UWS VERVMH WH HAVGW BSRVZ PPKOWBAAIZVW, TVN B PVDE XAPA ZPALHFP WETW CVWLHFV XHLMZ YVBBIL. VREQUMW GT WFAQ AEVV HHRVMH WAL CQRHB LQEWFETRLG NZ RAL KXVET LSCTZNNKGW GF HCTH ONQ KPA EER. EVGQFULVT ZHLMZ KTLP MA HTRYHPH LAL QAGL IUBDFKTNG MTSK S PHVZ YHQHVKAKOR NS S HPALHRZIN, NNQ LB IPINF EQ KXVETEJ RHHT, MH QQBGBVHE XH DGFHXGV BB, TAL XKLNA TGML BF GQBPGELPH IOF DMNL EKRRVRTBWBF LH QQAQ. CEX B EETW CVWL BN CTECG OXBKEVG ZAHT MAHT MKLTA DETW ZBR HDY BF XHZO, JAURUHD XHGBT EALR OZ TAL KRZFZWIM OOBQHVJ GT YAL ENPKMRG PKFCO.'"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11560,7 +3960,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 56,
    "metadata": {
     "scrolled": true
    },
@@ -11571,7 +3971,7 @@
        "'TVVERECY FTL XBXHWEI LAX FNAAFV HVVJKZMK SD QYDV HRELNL HGNL COIAK QNS COIEZ HGVA ZHGBAA, ABEO MUCGRLCJ QNS LAW QVBRDPLCG JLVGJWVTX GRXGBQA HM YAZ KKMAQ VM ZILAG JKF QNLY. LIR KJHPHKBXK TS APHY FZIDEVUV RWZVEA WQAQF AOWX LAF TNEKZWZTJ GHIQECG ZU MWTRAK SCTPHLNX HTCU.“ VHQHI KKEAJ FTJ RVVE TNZP ZAGBAS, HTPPRKL ZE DWLWU AO ETCVB HM DRJJHR WZGPWJLIR. HHURLZ QND DRARTS OSTO TILZW VPATEL LIB EAZJVI, LAX KFTJ TT RHLZIRCV. TFVIGGN MN AA HCYRIRS LAT ANOUQ TH EAY NIVBRHPLCG KDRN, QNY LIR AAWEQRE MWCGRLCU AI TVVAVZXY PTIDC LL WLJVTWA MU DZCKIK VU AIAG WPLZ, HEYRKXFM ZE LIM JKF VHDAPY SCBLMFLSJ. JVIXGHFZJN WLS, GD LNMA RCUE QNA ZVRSE FNMAFV ZVHZ LGZP ZMEAM WZDTC, QNS LHW PLRFAQ TS EAY RQQ VVLU TE RHLZIRCV AV TVVREJFKO ZH LAR YDH. HXLMUHEBC DND TVDMRTLV LAZ RQM JVTCP THDD CLAT NCA HG TES QHIFRA LAW TFTJ, JELGAF LTRP, QAOK LTCG, NAUVAELS CLAA CHR ERO VSCW QNN SRBPE. ZVRST NVF XTRVTPWHW, QAGW KEEHW JPXTVDZGZ TO F LVBNGM HR KFYAKVZVC MCBLSFLSO, QNS L MI HXIBQEF HW EVXGO ABEA QLAA. NZZQ GF, FTT WLR APS LEFUFF, MCILMFLSK AA WTBLK L NMAOR QNN L MI VHDHG APY DNMYAQU. HXLMUHEBH NAIOAW P MI, TVMFN A NMAFR WTBLF FNEEX GVPAXQAGK HZ QA, RZZI GF RAT YWWR AFWD GCBTLX QNM LBL MIWZFORY HMK. KWPPLAKVEZRA, A RAJN THAK BCGL EAG RQQ WTEJ ELNE HT VOBRDR QNR VFOP KGVVSW VRVHXQQ HL HIJT WZGPWEQEAW QNS FL BS KWVXUFGD SAZ RIFT HDMZ, M WTIE BCGD ZVHU OX VHLAFBQGVF THHN B LMGU RW HH XKG ST LNME DCUE FNMAFU YPJFSK QAVF SE PMBAKGDH.” TVLLJF APN QUBT MWCGRLCG HXBIWW QND HLJCTWZ TBGHX LS HKJXUN THAW LAM FNMAFR VVAO JEGRMKKNKFMW HRROKAAU, RLAW GNWF T VKTRWKWQM HT MCBLMFLSG TVZVJKFG GCETV VI KTNHJZBR RTJ LAK VQNLP TG IVBRHPLAH. QYJIRE HWAUAFGH JFSV KGSKSPT, TVEKOWLE MUBLMFLSY HL ELNXVF HG QAFR NM LM HEVXGE HW ZVEPZ IVBRHELCG QNA VEZRQ ELNXVI. LAG QVBRHPLAG DHP KWW FBWBBLQBQQ. QAFR LMGQ BRDNBBT LAG TVIVIMQVV JVMLOZGY FG LAY AQFM BOOKPS, TVDVEPY MLAZ SM WKGTLGVZ; QNS LAW BHRQG LSGJ VIMQVK TN RHLZIRCV. TNDDZIRN VO QAFE NIOABEA LAM BHRQG OFIOT ZQHQBQF MCBLMFLAF HL VITKRGQ ATEHQ, DNH LK OFIQG RZZRQ IVXGR HX JWMG EDVXT, NVT LA WTILW HWKWWKGDA LAT FBAQ MCIJURXY PVKXFTX DNY L VGTHMMA LA HTDOL HW HDRKH THHX QNT LAW TVVVIAQVV WVZINNBWOKPR TG LAY AQXM FTM APY JKG ARHIVWF. TVIERECK JYBU FTD SPY JKG RXJFSF, MCBLMFLSQ DOCAZJ TVBTMUBLWVVHQHX APN STX, TVF VB TVWRQ GY LV GDLA HXTMUILWVVHQHI LAW LAMZP QNL ANOZGJX MWTRMM MUTPHLNX HTCU VDK OLIQQ VZZRQ YRKXFS LAR JVMLOZGW VHQHU APY QNAYAQU. TVAGDMBH APHZ LTTFX MCLW TO GRQQKJXDO, MCBLMFLAL HRZQEQBQU QPWEUPK VI APU JKG SUFKJ. “RV W KBXS LAP QVIQ TR F RMLOZGS OSTC HTCG? ZP LHR VRUK A RL. JRECM TG TVITOIPBMCH ZVHN HRNHURHL UPK QNM LK SAL HBF LAM RXPLUVMW HR RIPSRHV BRDU QNK TVIAHWF LANAIVAZ. LTGREE RBTTOGL AI HBF LAM BRMQ TO F NMM OSTY HTCG QNO PFHLAPK WTEW XKXFTQ MPA.” VU ANLKG LAA AQXM BWOKPS DHU HVVJKZMS JPVRZZWV AFWD LAF VLNTGOIP THAX SAP JHKZDK NWRUB ANOBG QHIFRT QLAT ZN MUCGRLCA QNS APK RQE. PVXGRWQYQ QNY VKTHUK HKGVVRI LAT PMPBR FNMAFV VDO VVAK HGWUHVV HW HXTIKCMQS LLGVNJ, TVSKVJU BU LAG VXTBJF PTJS TS LAY GPNGUFIRA QNE MIWKCPPRR REPELTU TM ZMLAY VHQNMYAOT MCBLSFLSJ. SS MCBTMFLSK HXGRGUK LHW XNRV LIRRY FF LVBNGR TVVNVOKFZ HZ WTNT EAE ZIE LY HEZAVHJT LAW RQQ ABEJ BWBTMUKGHD. GF, HZJAM HW JREXH ZB RBXN, ZMLAR VHQNMYAOT MUTRMD MCTPHLNX HTCU SWK JWLNVNX HHDUMJVTP HW TEVRH JEXVTGWL ABEW MWCGRLCJ FTF LAK OKSW TS APH RQE. MBAG BA SWW THAL HTCV QPWEUIV DXTEVKY ABEZ SWCGRLCJ. LZ JWFZJVRCG HVRPTVGP D ARN PVKXFTF TM LAY BHRQC QNX VLATKUHW ABEN LAA LWKTBFKTW TH EAY TVVVIMQVV WVZINABWOGPR HXLWVRRS MCILMFLSV QNS APK VURUAY FTX LAK WQMZTG CLAL DHF HXMBUYMQF LSVIGGD LAM NMAFV JVMLOLGF. VA KTNAJZBR FTJ JFSJ KGSKSAT AFWJ TAAF WPLA BZ HKRER, HTCJ HVVJKTC LAT PVKXFTJ DNY LAW SVRBGAZGT HL MWCGRLCQ QNS APK RQE. GF BW SWW THAL HTCV QNO APK RQE HRERNXVE HW RELZIRCQ, ZMLAG SKRELY TVELZ ABEU EAA QMHZW TS RMLAY VIGXRBS ABEJ LAT TDZHH. VT EAG OZQG ANOTO TH JWDD, HTCP HLHTRMA LAW JFODDMLMW, ABEO LAA OPX ELTCKQO TNGJQJ NOPN VFTJFI QLAT, HGBA NO TVBBIAWN YKHRBH HRBWAADJFGP ABIZ DLTBDC QNS VXTWW FTW ZDNW QYDD, SS LZ DHL HIVXGD ABEZ MWCGGLCJ. DTEPRKLK ANOBW HM APV BROT, VHQHS APY LIADRS, LY HPLAGPBQG LAW YLKX NDOG TM LAY XHRQG, TVLOZVE VO SPU XTLAILSEVST LAT RBZLWGWW FM QAFW. QNE GV EAH AQFM BWOKPS HWKGFRP LAW EWW HT IVNMDVKU FWZVJFVI, TVSKMD WLFIQNLL TL GHHXJGFE GLRJVTTBN KPF QYDR VXTLD. HIVWW AFWI ZMLAT JFOGRQDFHK, QVBRHPLCU QNA NMAFU ESTLN, CLAX HXLWVP QND HDMP WGKINZTCSW TG LTOUL QNS TILZV VX HXNBBTRXT FTJ ZILAK JFSJ GPNRRZDTPHH. EAQTVZJS ABEA BWILMUHEBL CLAG ITPDQ, TBGHU CLAE DHF HVVZJQGVR JEGRMKKNFZMV HR YHVBGBOQ BS HG LHH KWVKKFTJ TS MAGMAWDJBN VVEDO HTCG HXTFDTVF HW LAH MNTGKPP TG LAY AQB BWOKES NVUQKT QNA, TD LSLE, HEQNHA LAW BHRQG HQ APH JFSK TNXTIOO. TVDDMGGVX UFOC VL QAFE TS LHY PVZJQGVV TM LAT BHRQG QNX LHW ELNXVV TB EAY KPX ELTCKQO, RSWEAG HXGNRXX QLAT WLM NRURPA QNN HHURWWD FBWAFRES HL LAH JFJDDMLMS, HCEW HA ZDMGGVF E DRAF TA ZDNK GCLHEVLL RLDI YLAG HVZBXVP AFWI PRTBTTUM GKIMVWQ. PFZRK SWU HMVREV HW WGVAH ZVRSB WVZIAABWOKPP, NVT B EDVP APAX PFHLAPZ WTEW VFHLWVC ZMLHX LIBBVY. WMUQERV TG QAFW VVEA HMVRHH LAW BHRQC GLRTEFWEQL ZN LAR TEVXK WGKNNZTCSL FG HTCH QNO APK REE. TVLUFQGVE ZMLHZ PLTK AM HPHYRTH LAL LGAQ GNTKFDBUI KSTM S ZVHP ROKAKVHQHY SN S NIZRHLAPH, QNN BL FNIPI QE JETEVXK THHR, HM EHVBGBQQ HX VGXHFGD BB, LAT ANLKX LMGT FB HPLEGPBQG FOI LNMD FBWBTRVRRKE HL QAQQ. XEC B WTEE LWVC NB GCETC GVEKBXO THAZ THAM ATLKM WTED RBZ YDH FB OZHX, DHURUAJ TBGHX RLAE ZO LAT MIWZFZRK JVHQBOO TG LAY GRMKPNE OCFKP.'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11584,7 +3984,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -11593,7 +3993,7 @@
        "True"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11604,7 +4004,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -11613,7 +4013,7 @@
        "'you have been betrayed by midas this is a forgery'"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11647,7 +4047,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.3"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,

diff --git a/2017/2b.plaintext b/2017/2b.plaintext
index 67e9371f291af79dba685a520fb075fb10c871d0..e1026f552bfd14558ab8a1546aa4ffab2d96c309 100644 (file)
--- a/2017/2b.plaintext
+++ b/2017/2b.plaintext
@@ -1 +1,21 @@
-the rebellion led by queen boudicca took strength from the defeat of the ninth legion the iceni were joined by the trinovantes tribe as they setup on both londinium and verulam ium they razed the cities to the ground and desecrated our temples suetonius informed by varus legatus of the ix legion of the seriousness of the situation returned from subduing rebels on the island of mona and confronted the enemy at viro conium a she travelled back along watling street in his own words despite being outnumbered ten to one the bravery and heroism of our forces and my careful choice of the battleground and tactics ensured our decisive and glorious victory whoever masterminded the battle the enemy lost many thousands against just a few hundred of our own troops and agricola was left to secure the region acting with ruthless efficiency perhaps in part to at one for his guilt over the previous loss he supressed the rebellion boudicca possessed of the perilous ness of her situation took her own life cursing the ixth legion as she died but a battle is not a war and the true peril was about to be revealed a captured enemy spy revealed that they had be enable to decipher captured battle orders and communications which had been encrypted using the caesar cipher this device invented by julius caesar himself had secured military and diplomatic communications across the empire for decades it was no longer safe and neither were we suetonius s despatches to the emperor were careful to give himself the credit for the defeat of boudicca and left no doubt that agricola was to blame for the uprising the loss of the legions aquila was said to have encouraged the local tribes to rebel and it was hinted that agricola may also have been to blame for the loss of the caesar cipher what suetonius failed to reveal was that it was agricola who engineered the defeat of the tribes on watling street but if you wish to know the truth of that day then you will need to travel further to the isle of thorns
\ No newline at end of file
+the rebellion led by queen boudicca took strength from the defeat of the ninth legion the iceni were
+joined by the trinovantes tribe as they setup on both londinium and verulam ium they razed the
+cities to the ground and desecrated our temples suetonius informed by varus legatus of the ix legion
+of the seriousness of the situation returned from subduing rebels on the island of mona and
+confronted the enemy at viro conium a she travelled back along watling street in his own words
+despite being outnumbered ten to one the bravery and heroism of our forces and my careful choice of
+the battleground and tactics ensured our decisive and glorious victory whoever masterminded the
+battle the enemy lost many thousands against just a few hundred of our own troops and agricola was
+left to secure the region acting with ruthless efficiency perhaps in part to at one for his guilt
+over the previous loss he supressed the rebellion boudicca possessed of the perilous ness of her
+situation took her own life cursing the ixth legion as she died but a battle is not a war and the
+true peril was about to be revealed a captured enemy spy revealed that they had be enable to
+decipher captured battle orders and communications which had been encrypted using the caesar cipher
+this device invented by julius caesar himself had secured military and diplomatic communications
+across the empire for decades it was no longer safe and neither were we suetonius s despatches to
+the emperor were careful to give himself the credit for the defeat of boudicca and left no doubt
+that agricola was to blame for the uprising the loss of the legions aquila was said to have
+encouraged the local tribes to rebel and it was hinted that agricola may also have been to blame for
+the loss of the caesar cipher what suetonius failed to reveal was that it was agricola who
+engineered the defeat of the tribes on watling street but if you wish to know the truth of that day
+then you will need to travel further to the isle of thorns
\ No newline at end of file

diff --git a/2017/3b.plaintext b/2017/3b.plaintext
index 7ae5190a42ee9cd3d68bb64afc4fcb46e8ada424..1234d55ca76651c4299d39127d1240498bb9b8f9 100644 (file)
--- a/2017/3b.plaintext
+++ b/2017/3b.plaintext
@@ -1 +1,31 @@
-while it is true that suetonius setup the final battle with boudicca at watling street he had neither the troops nor the tactical ability to overcome the huge numerical disadvantage faced by his army without the support of agricola and his talented scouts defeat would have been inevitable and with it the loss of britannia having realised that the iceni were reading his communications agricola arranged to plant false information about the planned disposition of troops setting a trap into which the iceni fell it is still unclear how the savage tribes had learned to decipher our army s communications as they had no writing of their own however every army has its traitors and it seems likely to me that one or more of the local tribespeople turned someones head love or money it is all treachery but this act threatened to undermine the empires entire system of secure communication the caesar cipher perhaps more than roads had enabled the empire to function securely and its loss was a disaster turning that loss into a victory on the battlefield deserved more recognition than it received perhaps suetonius never knew or perhaps he failed to understand the cunning of the plan but either way despite the victory agricola and the ninth legion remained in disgrace on hearing this news claudius caesar augustus germanicus nero emperor issued a secret proclamation establishing a cipher school to develop a new system of imperial ciphers it worked in secret for over twenty years developing new methods to secure communications across the empire studying the works of the greeks ages euclid and hypatia and even older works from ancient babylon the school developed new ways to safeguard communications from rome s enemies these new systems were written down and distributed in the codex occult orum perhaps the most strictly guarded document in all history when it was finally completed many years later the emperor domitian issued an executive order which prefaced every copy of the codex that it was to be guarded by every legion to the last man the defeat of the iceni and the suicide of boudicca perhaps protected the ninth legion from dissolution agricola was largely left to his own devices in the province though it was made clear to him that to return would mean at best disgrace and at worst death in a break with tradition the ninth raised a new standard the legion was exiled in disgrace to endure the hard and dangerous work of subduing the caledon ii in the bleak wildernesses of caledonia suetonius ordered the ninth to march toe bora cum which they were to make their base for raids into caledonia the unspoken reason for their exile was that intelligence reports suggested that this was where they might find their lost aquila those who would read on must follow my faithful slave tiro who faces a grave task perhaps the largest to date a she travels to conceal the fourth chapter of this tragic tale
\ No newline at end of file
+while it is true that suetonius setup the final vat tle with vou di ccaat watling street he had
+neither the troops nor the tactical avi lity to ober come the huge numerical disad ban tage faced vy
+his army without the support of agricola and his talented scouts defeat would habe veen in ebita vle
+and with it the loss of vr it anni ahab ing realised that the iceni were reading his communications
+agricola arranged to plant false information av out the planned disposition of troops setting a trap
+into which the iceni fell it is still unclear how the saba get rives had learned to decipher our
+army s communications as they had no writing of their own howe be reber y army has its traitors and
+it seems likely to me that one or more of the local t rives people turned someones head lobe or
+money it is all treachery vut this act threatened to undermine the empires entire system of secure
+communication the caesar cipher perhaps more than road shade nav led the empire to function securely
+and its loss was a disaster turning that loss into a bic tory on the vat tle field deser bed more
+recognition than it recei bed perhaps suetonius ne berk new or perhaps he failed to understand the
+cunning of the plan vut either way despite the bic tory agricola and the ninth legion remained in
+disgrace on hearing this news claudius caesar augustus germanicus nero emperor issued a secret
+proclamation est av lishing a cipher school to de belo pa new system of imperial ciphers it worked
+in secret for ober twenty years deb eloping new methods to secure communications across the empire
+studying the works of the greeks ages euclid and hypatia and eben older works from ancient vav yl on
+the school deb eloped new ways to safeguard communications from rome s enemies these new systems
+were written down and distri vu ted in the codex occult orum perhaps the most strictly guarded
+document in all history when it was finally completed many years later the emperor domitian issued
+an execut i be order which preface de bery copy of the codex that it was to ve guarded vye bery
+legion to the last man the defeat of the iceni and the suicide of vou dic ca perhaps protected the
+ninth legion from dissolution agricola was largely left to his own debi ces in the prob in ce though
+it was made clear to him that to return would mean at vest disgrace and at worst death in av reak
+with tradition the ninth raised a new standard the legion was exiled in disgrace to endure the hard
+and dangerous work of suv du ing the caledon ii in the v leak wildernesses of caledonia suetonius
+ordered the ninth to march to evora cum which they were to make their vase for raids into caledonia
+the unspoken reason for their exile was that intelligence reports suggested that this was where they
+might find their lost aquila those who would read on must follow my faithful sla be tiro who faces
+agra be task perhaps the largest to date a she trabel s to conceal the fourth chapter of this tragic
+tale
\ No newline at end of file

diff --git a/2017/4b.plaintext b/2017/4b.plaintext
index dcaa54f5b49647220ffcf5ddd3867fa087d16a08..30bfeb5c8069b434e8d7c87080e1b4ffb034ee75 100644 (file)
--- a/2017/4b.plaintext
+++ b/2017/4b.plaintext
@@ -1 +1,42 @@
-over the years the heroic role of agricola at watling street came to the notice of rome and two decades later he was appointed proconsul and governor of britannia by emperor vespasian a few years after his appointment vespasian ss on domitian became emperor and one of his first acts was to issue the order to implement the new imperial ciphers invented by the cipher school in the intervening years the ninth had been left to fight lonely skirmishes and battles from their base ate bora cum with fortitude and resolve they repeatedly drove the barbarians back into the cold heartlands of caledonia during one such skirmish varus was mortally wounded and agricola promoted the tribune marcus fidel i usca to to the legatus of the ninth one day the luck of the ninth seemed to change a reconnaissance squad reported that they had seen the aquila flying from a tree at mons grau pius in a camp ruled by a tribesman called cal gac us the new legatus recognised that the privations of along march had exhausted his men they were not ready for battle and ca to should have sent for reinforcements but the joy of seeing the lost aquila so close at hand clouded his judgement and he launched an attack under the cover of darkness fighting uphill against wave upon wave of barbarians the legions heroic efforts were frustrated by the sun rising to blind them as dawn broke the troops in the frontline gave way with exhaustion and the wild cal gac us dashed out of the sundown the blood soaked slope with his cavalry into the heart of the legion the legion rained flaming arrows upon the enemy and managed to un horse cal gac us taking him prisoner but could make no headway against the savage hordes and were unable to reach the stolen aquila worse was to come while ca to organised a retreat with the prisoner cal gac us in chains the remaining soldiers held the line against repeated charges by caledonian and iceni an tribesmen when the line finally broke ca to and many of the ninth legion had reached safety and took stock the cavalry were safe as were many of the brave legionnaires but to his horror ca to realised that in the battle he had lost the second aquila and worse the legions copy of the codex had also gone the documents left to me by agricola are unclear on this point did he know that the codex might have fallen into enemy hands and that a second aquila had been lost or did ca to assure him that the codex had been destroyed as part of an orderly retreat perhaps ca to was yet to rejoin agricola at the fort and communications from the battle had yet to reach him in a letter to emperor domitian agricola wrote most excellent emperor as you have most graciously requested i have finished my affairs herein britannia in preparation for returning to your side in rome it please sme to report to you that by acts of diplomacy and strength i have persuaded the northern rebels to yield to our army and to turnover to us the rebel cal gac us who has remained free since the wars against boudicca and the iceni his letter appears to have been a reply to new orders from rome in which domitian wrote my esteemed gnaeus upon receipt of your most recent letter i have been most troubled it appears clear to me that the situation in britannia has worsened and so i must ask you to return to meat rome with the utmost speed conduct your remaining affairs in the province and do not undertake any action which mayen flame the current tensions between yourself and the caledon ii the final line of the emperors letter set a deadline for agricola s return i shall expect you to have crossed the rubicon by the end of the year and perhaps he felt that contrition was a safer refuge whatever agricola knew at that point within a month his world had been turned upsidedown as further reports from caledonia made clear that his hope of restoration in the eyes of the emperor were in real jeopardy he set out to recover the two aquilae and to determine what had happened to the codex before returning to rome those who read on must search for the truth in the spiritual home of the amazons
\ No newline at end of file
+over the years the heroic role of agricola at watling street came to the notice of rome and two
+decades later he was appointed proconsul and governor of britannia by emperor vespasian a few years
+after his appointment vespasian ss on domitian became emperor and one of his first acts was to issue
+the order to implement the new imperial ciphers invented by the cipher school in the intervening
+years the ninth had been left to fight lonely skirmishes and battles from their base ate bora cum
+with fortitude and resolve they repeatedly drove the barbarians back into the cold heartlands of
+caledonia during one such skirmish varus was mortally wounded and agricola promoted the tribune
+marcus fidel i usca to to the legatus of the ninth one day the luck of the ninth seemed to change a
+reconnaissance squad reported that they had seen the aquila flying from a tree at mons grau pius in
+a camp ruled by a tribesman called cal gac us the new legatus recognised that the privations of
+along march had exhausted his men they were not ready for battle and ca to should have sent for
+reinforcements but the joy of seeing the lost aquila so close at hand clouded his judgement and he
+launched an attack under the cover of darkness fighting uphill against wave upon wave of barbarians
+the legions heroic efforts were frustrated by the sun rising to blind them as dawn broke the troops
+in the frontline gave way with exhaustion and the wild cal gac us dashed out of the sundown the
+blood soaked slope with his cavalry into the heart of the legion the legion rained flaming arrows
+upon the enemy and managed to un horse cal gac us taking him prisoner but could make no headway
+against the savage hordes and were unable to reach the stolen aquila worse was to come while ca to
+organised a retreat with the prisoner cal gac us in chains the remaining soldiers held the line
+against repeated charges by caledonian and iceni an tribesmen when the line finally broke ca to and
+many of the ninth legion had reached safety and took stock the cavalry were safe as were many of the
+brave legionnaires but to his horror ca to realised that in the battle he had lost the second aquila
+and worse the legions copy of the codex had also gone the documents left to me by agricola are
+unclear on this point did he know that the codex might have fallen into enemy hands and that a
+second aquila had been lost or did ca to assure him that the codex had been destroyed as part of an
+orderly retreat perhaps ca to was yet to rejoin agricola at the fort and communications from the
+battle had yet to reach him in a letter to emperor domitian agricola wrote most excellent emperor as
+you have most graciously requested i have finished my affairs herein britannia in preparation for
+returning to your side in rome it please sme to report to you that by acts of diplomacy and strength
+i have persuaded the northern rebels to yield to our army and to turnover to us the rebel cal gac us
+who has remained free since the wars against boudicca and the iceni his letter appears to have been
+a reply to new orders from rome in which domitian wrote my esteemed gnaeus upon receipt of your most
+recent letter i have been most troubled it appears clear to me that the situation in britannia has
+worsened and so i must ask you to return to meat rome with the utmost speed conduct your remaining
+affairs in the province and do not undertake any action which mayen flame the current tensions
+between yourself and the caledon ii the final line of the emperors letter set a deadline for
+agricola s return i shall expect you to have crossed the rubicon by the end of the year and perhaps
+he felt that contrition was a safer refuge whatever agricola knew at that point within a month his
+world had been turned upsidedown as further reports from caledonia made clear that his hope of
+restoration in the eyes of the emperor were in real jeopardy he set out to recover the two aquilae
+and to determine what had happened to the codex before returning to rome those who read on must
+search for the truth in the spiritual home of the amazons
\ No newline at end of file

diff --git a/2017/5b.plaintext b/2017/5b.plaintext
index af255ed6aef4cd1301b0ab94df02645a2e0b4bfe..8f092ffbebd441783e8fa409ef11aeb811e1d45f 100644 (file)
--- a/2017/5b.plaintext
+++ b/2017/5b.plaintext
@@ -1,15 +1,15 @@
-in his journal dated the ides of october in the year of the consulships of caec eli us tullius
-capito pompon ian us plot i us firm us and gaius cornelius galli can us agricola wrote the mystery
-of the battle at camu lo donum is at last solved cal gac us maybe a barbarian now but he was a roman
-citizen then who betrayed us all for love of a barbarian it has taken all my skills as a leader of
-men to keep him alive the legionnaires spend their evenings designing new and cruel ways to execute
-him in revenge for the shame he brought upon us but his life is precious it is the only card left to
-play in our search for salvation and the return of the stolen aquilae if we can also recover the
-codex then perhaps its loss can be concealed and our lives will be spared releasing the roman
-traitor cal gac us must have stuck in the proud agricola s throat but he made a pact with the
-remaining caledon ii and travelled north to exchange the prisoner for the aquilae and the codex but
-the cunning caledonian tribesman set another trap and presented agricola with a forgery cunningly
-assembled with pages from the books stolen when the tribe ransacked mons grau pius for too long the
-sons of rome had underestimated the people in britannia and while the aquila of the legion had been
-restored by the exchange their honour was not agricola faced a return to rome humiliation and almost
-certain death the sixth chapter of my tale of woe is guarded by lightning bull and oak
\ No newline at end of file
+In his Journal dated the Ides of October in the year of the consulships of Caecelius Tullius Capito
+Pomponianus Plotius Firmus and Gaius Cornelius Gallicanus, Agricola wrote “The mystery of the battle
+at Camulodonum is at last solved. Calgacus may be a Barbarian now, but he was a Roman citizen then,
+who betrayed us all for love of a barbarian. It has taken all my skills as a leader of men to keep
+him alive. The Legionnaires spend their evenings designing new and cruel ways to execute him in
+revenge for the shame he brought upon us, but his life is precious. It is the only card left to play
+in our search for salvation and the return of the stolen Aquilae. If we can also recover the Codex
+then perhaps its loss can be concealed and our lives will be spared.” Releasing the Roman traitor
+Calgacus must have stuck in the proud Agricola’s throat, but he made a pact with the remaining
+Caledonii and travelled north to exchange the prisoner for the Aquilae and the Codex. But the
+cunning Caledonian tribesman set another trap and presented Agricola with a forgery cunningly
+assembled with pages from the books stolen when the tribe ransacked Mons Graupius. For too long the
+sons of Rome had underestimated the people in Britannia and while the Aquila of the Legion had been
+restored by the exchange, their honour was not. Agricola faced a return to Rome, humiliation and
+almost certain death. The sixth chapter of my tale of woe is guarded by lightning, bull and oak.
\ No newline at end of file

diff --git a/2017/7b.plaintext b/2017/7b.plaintext
index 9846b7c867cc80a48c5e30cd3f02d7ac21e5f99b..4b7b50548ae1bc8477635dd6cf614cdb85c397ca 100644 (file)
--- a/2017/7b.plaintext
+++ b/2017/7b.plaintext
@@ -42,5 +42,5 @@ the fleeing salus ti us and so at car ride nsa lust i us regrouped with his trus
 remaining cohorts from inch tuthill ed by the steadfast marcus fidel i usca to it was not long
 before the pursuing caledonian force arrived before the gates of car riden and laid siege with their
 backs to water the roman force was trapped their safety lay in a refuge far over these a and it is
-fitting that the ending of my story will lie buried safely in their refuge at novio magus bat av
-orum
\ No newline at end of file
+fitting that the ending of my story will lie buried safely in their refuge at novio magus
+batavorum____+
\ No newline at end of file

diff --git a/cipher/autokey.py b/cipher/autokey.py
index ffdc3a95d96bbe0e972d19710a0a5934a4591e3f..5c4a954549e40fd31fe15c03f8808de050356172 100644 (file)
--- a/cipher/autokey.py
+++ b/cipher/autokey.py
@@ -1,3 +1,4 @@
+import math
 import multiprocessing 
 from support.utilities import *
 from support.language_models import *

diff --git a/cipher/cadenus.py b/cipher/cadenus.py
index 1e569affc60293feff3ed193678dc6e192148e92..433ad19c678b64c867bf33f6c681909b78a94b92 100644 (file)
--- a/cipher/cadenus.py
+++ b/cipher/cadenus.py
@@ -1,4 +1,5 @@
 from itertools import chain
+import multiprocessing
 from support.utilities import *
 from support.language_models import *
 from cipher.column_transposition import transpositions_of
@@ -92,5 +93,33 @@ def cadenus_decipher(message, keyword, keycolumn, fillvalue='a'):
     # return rotated_columns
     return cat(chain(*rotated_rows))
 
+
+def cadenus_break(message, words=keywords, 
+    doubled_letters='vw', fitness=Pbigrams):
+    c = make_cadenus_keycolumn(reverse=True)
+    valid_words = [w for w in words 
+        if max(transpositions_of(w)) <= len(c)]
+    with multiprocessing.Pool() as pool:
+        results = pool.starmap(cadenus_break_worker, 
+                [(message, w, 
+                    make_cadenus_keycolumn(doubled_letters=doubled_letters, 
+                        start=s, reverse=r), 
+                    fitness)
+                for w in words 
+                for s in string.ascii_lowercase 
+                for r in [True, False]
+                if max(transpositions_of(w)) <= len(
+                    make_cadenus_keycolumn(
+                        doubled_letters=doubled_letters, start=s, reverse=r))
+                ])
+    # return list(results)
+    return max(results, key=lambda k: k[1])
+
+def cadenus_break_worker(message, keyword, keycolumn, fitness):
+    message_chunks = chunks(message, 175)
+    plaintext = ''.join(cadenus_decipher(c, keyword, keycolumn) for c in message_chunks)
+    fit = fitness(plaintext)
+    return (keyword, keycolumn), fit
+
 if __name__ == "__main__":
     import doctest
\ No newline at end of file

diff --git a/cipher/keyword_cipher.py b/cipher/keyword_cipher.py
index 30fd256c3d44967e6d01d23ab28b13b219ab6dba..c5e7cd8b27b2c381d1421660296b9a26c8454c69 100644 (file)
--- a/cipher/keyword_cipher.py
+++ b/cipher/keyword_cipher.py
@@ -1,6 +1,7 @@
 from enum import Enum
 # from itertools import starmap
 import multiprocessing
+import math
 from support.utilities import *
 from support.language_models import *
 

diff --git a/cipher/vigenere.py b/cipher/vigenere.py
index f54fe6f71afe94b505d3af4481a9bf9f1a41ba61..362322d8c28dcefeb38a73281da234b5309d5158 100644 (file)
--- a/cipher/vigenere.py
+++ b/cipher/vigenere.py
@@ -1,6 +1,7 @@
 from enum import Enum
 from itertools import starmap, cycle
 import multiprocessing
+from cipher.caesar import *
 from support.utilities import *
 from support.language_models import *
 

diff --git a/support/segment.py b/support/segment.py
index ba3ddd7405a91a40c025fcd34b5eadfa7f8d0b11..5bdb06cee8ffee28058f698879643c47218c4e7b 100644 (file)
--- a/support/segment.py
+++ b/support/segment.py
@@ -1,6 +1,7 @@
-import language_models
 import sys
 from functools import lru_cache
+from support.language_models import Pwords
+
 sys.setrecursionlimit(1000000)
 
 @lru_cache()
@@ -9,7 +10,7 @@ def segment(text):
     """
     if not text: return []
     candidates = ([first]+segment(rest) for first,rest in splits(text))
-    return max(candidates, key=language_models.Pwords)
+    return max(candidates, key=Pwords)
 
 def splits(text, L=20):
     """Return a list of all possible (first, rest) pairs, len(first)<=L.

diff --git a/support/text_prettify.py b/support/text_prettify.py
index 60963f8ce712a6940ecf53d0314c620d04cd7a6c..751df38aeb661bd9aab907219a1545d53936e676 100644 (file)
--- a/support/text_prettify.py
+++ b/support/text_prettify.py
@@ -1,6 +1,12 @@
 import string
 from support.segment import segment
-from support.utilities import cat, sanitise
+from support.utilities import cat, lcat, sanitise
+
+
+def prettify(text, width=100):
+    """Segment a text into words, then pack into lines, and combine the lines
+    into a single string for printing."""
+    return lcat(tpack(segment(text), width=width))
 
 
 def tpack(text, width=100):