Assignment 02-Second Algo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Crypto knot\n",
    "> Name: Abhishek Bajpai\n",
    "\n",
    "> Role No: 15V070011\n",
    "\n",
    "> Email: abbajpai@barc.gov.in, abhisheietk@gmail.com"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Pre Formatting\n",
    "Algorithm works on plain text stream, two characters at a time. For better security it is required to append random characters in the start and end of the stream. Thus while pre-formatting eight random characters are added at the start of the stream and two random characters are added at the end to terminate the stream. Further text is capitalized and only alphabetic characters should be included.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "message:  Meet me at IIT\n",
      "key:  mysecret\n",
      "message: ['K', 'F', 'R', 'Y', 'B', 'M', 'V', 'N', 'M', 'E', 'E', 'T', 'M', 'E', 'A', 'T', 'I', 'I', 'T', 'W', 'H']\n",
      "Key: ['M', 'Y', 'S', 'E', 'C', 'R', 'E', 'T']\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "import gmpy2\n",
    "import pandas as pd\n",
    "from random import randrange\n",
    "\n",
    "message = '''Meet me at IIT'''\n",
    "print 'message: ', message\n",
    "password = \"mysecret\"\n",
    "print 'key: ', password\n",
    "\n",
    "def PreFormat(PT):\n",
    "    PT0 = re.findall('.', PT.upper().replace(\" \", \"\"))\n",
    "    PT1 = []\n",
    "    for i in range(8):\n",
    "        PT1.append(str(unichr(ord('A') + randrange(26))))\n",
    "    for i in PT0:\n",
    "        if ord(i) <= ord('Z') and ord(i) >= ord('A'):\n",
    "            PT1.append(i)\n",
    "    for i in range(2):\n",
    "        PT1.append(str(unichr(ord('A') + randrange(26))))    \n",
    "    return PT1\n",
    "    \n",
    "PlainText = PreFormat(message)\n",
    "print 'message:', PlainText\n",
    "\n",
    "Key = re.findall('.', password.upper().replace(\" \", \"\"))\n",
    "print 'Key:', Key\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
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   "outputs": [
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       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td  style=\"background-color:lightGreen;\">K</td><td  style=\"background-color:lightGreen;\">F</td><td  style=\"background-color:lightGreen;\">R</td><td  style=\"background-color:lightGreen;\">Y</td><td  style=\"background-color:lightGreen;\">B</td><td  style=\"background-color:lightGreen;\">M</td><td  style=\"background-color:lightGreen;\">V</td><td  style=\"background-color:lightGreen;\">N</td><td  style=\"background-color:lightGreen;\"><b>M</b></td><td  style=\"background-color:lightGreen;\"><b>E</b></td><td  style=\"background-color:lightGreen;\"><b>E</b></td><td  style=\"background-color:lightGreen;\"><b>T</b></td><td  style=\"background-color:lightGreen;\"><b>M</b></td><td  style=\"background-color:lightGreen;\"><b>E</b></td><td  style=\"background-color:lightGreen;\"><b>A</b></td><td  style=\"background-color:lightGreen;\"><b>T</b></td><td  style=\"background-color:lightGreen;\"><b>I</b></td><td  style=\"background-color:lightGreen;\"><b>I</b></td><td  style=\"background-color:lightGreen;\"><b>T</b></td><td  style=\"background-color:lightGreen;\">W</td><td  style=\"background-color:lightGreen;\">H</td></tr></table>"
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      "text/plain": [
       "<ipy_table.IpyTable at 0x7f80270f0f90>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
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    }
   ],
   "source": [
    "from ipy_table import make_table, set_row_style, set_cell_style\n",
    "x = [PlainText]\n",
    "table = make_table(x, len(PlainText))\n",
    "set_row_style(0, color='lightGreen')\n",
    "for i in range(8, len(PlainText)-2):\n",
    "    set_cell_style(0, i, bold='True')\n",
    "table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building Blocks\n",
    "\n",
    "Algorithm comprised of two building blocks. \n",
    "\n",
    "### Key Mixing\n",
    "\n",
    "Key is expanded to the size of a plaintext by repeating it self and concatenating extra characters. Then each character is added to the plaintext character for example. Assuming 'A' as an additive identity.\n",
    "\n",
    "$$A + A = A$$\n",
    "$$B + A = B$$\n",
    "$$M + D = P$$\n",
    "Similarly inverse key mixing is a character substraction.\n",
    "$$A - A = A$$\n",
    "$$B - A = B$$\n",
    "$$P - D = M$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def keymix(k, p):\n",
    "    return str(unichr(gmpy2.f_mod(ord(k) + ord(p) - 2 * ord('A'), \n",
    "                                  ord('Z') - ord('A')+1) + ord('A')))\n",
    "\n",
    "def invkey(key):\n",
    "    return [str(unichr(ord('Z') + ord('A') - ord(i) +1)) for i in key]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stransform\n",
    "\n",
    "Each pair of characters got transformed by tables given below.\n",
    "\n",
    "While encryption Stable is used to transform pair of characters and while decryption IStable is used for inverse transform to the text.\n",
    "\n",
    "#### Stable\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <th>K</th>\n",
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       "      <th>M</th>\n",
       "      <td> ZL</td>\n",
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       "      <td> ZV</td>\n",
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       "      <td> AL</td>\n",
       "      <td> GA</td>\n",
       "      <td> ZB</td>\n",
       "      <td> EG</td>\n",
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       "      <th>O</th>\n",
       "      <td> NO</td>\n",
       "      <td> AD</td>\n",
       "      <td> IU</td>\n",
       "      <td> IK</td>\n",
       "      <td> RP</td>\n",
       "      <td> AW</td>\n",
       "      <td> IW</td>\n",
       "      <td> KU</td>\n",
       "      <td> YE</td>\n",
       "      <td> YC</td>\n",
       "      <td> AE</td>\n",
       "      <td> BT</td>\n",
       "      <td> RG</td>\n",
       "      <td> WB</td>\n",
       "      <td> SL</td>\n",
       "      <td> FS</td>\n",
       "      <td> OQ</td>\n",
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       "    <tr>\n",
       "      <th>P</th>\n",
       "      <td> GH</td>\n",
       "      <td> QX</td>\n",
       "      <td> KF</td>\n",
       "      <td> AA</td>\n",
       "      <td> PY</td>\n",
       "      <td> ZM</td>\n",
       "      <td> IN</td>\n",
       "      <td> FM</td>\n",
       "      <td> WF</td>\n",
       "      <td> PR</td>\n",
       "      <td> WL</td>\n",
       "      <td> JG</td>\n",
       "      <td> RN</td>\n",
       "      <td> RJ</td>\n",
       "      <td> HJ</td>\n",
       "      <td> BF</td>\n",
       "      <td> FL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q</th>\n",
       "      <td> KP</td>\n",
       "      <td> DV</td>\n",
       "      <td> HL</td>\n",
       "      <td> ZG</td>\n",
       "      <td> KL</td>\n",
       "      <td> US</td>\n",
       "      <td> XZ</td>\n",
       "      <td> OC</td>\n",
       "      <td> OJ</td>\n",
       "      <td> MS</td>\n",
       "      <td> CG</td>\n",
       "      <td> GX</td>\n",
       "      <td> XI</td>\n",
       "      <td> YH</td>\n",
       "      <td> KH</td>\n",
       "      <td> UZ</td>\n",
       "      <td> TW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R</th>\n",
       "      <td> UF</td>\n",
       "      <td> TT</td>\n",
       "      <td> AH</td>\n",
       "      <td> GO</td>\n",
       "      <td> QO</td>\n",
       "      <td> JR</td>\n",
       "      <td> JQ</td>\n",
       "      <td> ZT</td>\n",
       "      <td> BN</td>\n",
       "      <td> II</td>\n",
       "      <td> JJ</td>\n",
       "      <td> PJ</td>\n",
       "      <td> JB</td>\n",
       "      <td> WZ</td>\n",
       "      <td> IH</td>\n",
       "      <td> HF</td>\n",
       "      <td> CX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td> QM</td>\n",
       "      <td> OD</td>\n",
       "      <td> LR</td>\n",
       "      <td> OO</td>\n",
       "      <td> AZ</td>\n",
       "      <td> TK</td>\n",
       "      <td> VU</td>\n",
       "      <td> DW</td>\n",
       "      <td> HY</td>\n",
       "      <td> MN</td>\n",
       "      <td> VC</td>\n",
       "      <td> MR</td>\n",
       "      <td> DD</td>\n",
       "      <td> PM</td>\n",
       "      <td> RU</td>\n",
       "      <td> ZP</td>\n",
       "      <td> JX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T</th>\n",
       "      <td> KN</td>\n",
       "      <td> XM</td>\n",
       "      <td> ZQ</td>\n",
       "      <td> EI</td>\n",
       "      <td> TR</td>\n",
       "      <td> HV</td>\n",
       "      <td> ZN</td>\n",
       "      <td> WR</td>\n",
       "      <td> UA</td>\n",
       "      <td> BS</td>\n",
       "      <td> HQ</td>\n",
       "      <td> RV</td>\n",
       "      <td> FK</td>\n",
       "      <td> IT</td>\n",
       "      <td> PS</td>\n",
       "      <td> YS</td>\n",
       "      <td> NH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U</th>\n",
       "      <td> GJ</td>\n",
       "      <td> YR</td>\n",
       "      <td> XN</td>\n",
       "      <td> JO</td>\n",
       "      <td> DX</td>\n",
       "      <td> RC</td>\n",
       "      <td> HH</td>\n",
       "      <td> BA</td>\n",
       "      <td> EA</td>\n",
       "      <td> PX</td>\n",
       "      <td> ZK</td>\n",
       "      <td> YD</td>\n",
       "      <td> KW</td>\n",
       "      <td> YX</td>\n",
       "      <td> PK</td>\n",
       "      <td> AI</td>\n",
       "      <td> UE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V</th>\n",
       "      <td> MB</td>\n",
       "      <td> LS</td>\n",
       "      <td> RY</td>\n",
       "      <td> YB</td>\n",
       "      <td> PG</td>\n",
       "      <td> DH</td>\n",
       "      <td> SN</td>\n",
       "      <td> NA</td>\n",
       "      <td> VL</td>\n",
       "      <td> WW</td>\n",
       "      <td> AY</td>\n",
       "      <td> SX</td>\n",
       "      <td> EH</td>\n",
       "      <td> GG</td>\n",
       "      <td> XB</td>\n",
       "      <td> NZ</td>\n",
       "      <td> AT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <td> TN</td>\n",
       "      <td> HG</td>\n",
       "      <td> OG</td>\n",
       "      <td> RX</td>\n",
       "      <td> CA</td>\n",
       "      <td> IF</td>\n",
       "      <td> QC</td>\n",
       "      <td> VZ</td>\n",
       "      <td> QB</td>\n",
       "      <td> XH</td>\n",
       "      <td> WT</td>\n",
       "      <td> SE</td>\n",
       "      <td> XS</td>\n",
       "      <td> AV</td>\n",
       "      <td> BR</td>\n",
       "      <td> LJ</td>\n",
       "      <td> GI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td> WA</td>\n",
       "      <td> UR</td>\n",
       "      <td> FE</td>\n",
       "      <td> YQ</td>\n",
       "      <td> SH</td>\n",
       "      <td> KJ</td>\n",
       "      <td> LC</td>\n",
       "      <td> AN</td>\n",
       "      <td> UP</td>\n",
       "      <td> OV</td>\n",
       "      <td> KM</td>\n",
       "      <td> IS</td>\n",
       "      <td> GP</td>\n",
       "      <td> VX</td>\n",
       "      <td> RS</td>\n",
       "      <td> GT</td>\n",
       "      <td> AQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td> NX</td>\n",
       "      <td> VV</td>\n",
       "      <td> TI</td>\n",
       "      <td> ZR</td>\n",
       "      <td> CF</td>\n",
       "      <td> QA</td>\n",
       "      <td> QJ</td>\n",
       "      <td> MC</td>\n",
       "      <td> HI</td>\n",
       "      <td> RH</td>\n",
       "      <td> AR</td>\n",
       "      <td> NS</td>\n",
       "      <td> KB</td>\n",
       "      <td> NC</td>\n",
       "      <td> IJ</td>\n",
       "      <td> PA</td>\n",
       "      <td> QN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Z</th>\n",
       "      <td> AK</td>\n",
       "      <td> AX</td>\n",
       "      <td> JT</td>\n",
       "      <td> OE</td>\n",
       "      <td> QV</td>\n",
       "      <td> SP</td>\n",
       "      <td> EZ</td>\n",
       "      <td> HU</td>\n",
       "      <td> MW</td>\n",
       "      <td> WD</td>\n",
       "      <td> UG</td>\n",
       "      <td> XA</td>\n",
       "      <td> BI</td>\n",
       "      <td> QF</td>\n",
       "      <td> XX</td>\n",
       "      <td> EP</td>\n",
       "      <td> WU</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/latex": [
       "\\begin{center} {\\begin{tabular}{llllllllllllllllll}\n",
       "\\toprule\n",
       "{} &   A &   B &   C &   D &   E &   F &   G &   H &   I &   J &   K &   L &   M &   N &   O &   P &   Q \\\\\n",
       "\\midrule\n",
       "A &  BL &  NY &  QQ &  DS &  SA &  AF &  EB &  CV &  VS &  GB &  YG &  EY &  MQ &  BM &  FV &  IP &  GS \\\\\n",
       "B &  OL &  LQ &  HR &  XF &  JA &  HN &  CO &  TY &  JS &  MI &  NV &  UM &  PT &  SU &  PD &  CD &  LO \\\\\n",
       "C &  KC &  YT &  VH &  WY &  OU &  DO &  GM &  IA &  YM &  CE &  WC &  LD &  GY &  WG &  UD &  SJ &  OA \\\\\n",
       "D &  UY &  HM &  GN &  NU &  RO &  FC &  ZI &  EX &  FF &  WN &  RM &  BD &  BZ &  FD &  KR &  GC &  FO \\\\\n",
       "E &  LV &  WK &  XU &  RK &  WX &  OI &  HS &  QL &  EV &  CB &  OW &  FU &  WP &  YO &  JY &  BW &  FZ \\\\\n",
       "F &  FT &  QW &  AB &  WE &  YJ &  SV &  ME &  AS &  IC &  IR &  CM &  NL &  DY &  RZ &  ES &  DL &  MY \\\\\n",
       "G &  QH &  ZW &  TB &  SW &  DT &  YF &  DM &  KQ &  HC &  PO &  ED &  ND &  UC &  XL &  LA &  VF &  BC \\\\\n",
       "H &  LE &  TA &  EL &  PQ &  QZ &  RL &  HP &  NI &  JM &  SY &  DG &  LB &  NJ &  ZS &  QE &  HT &  QI \\\\\n",
       "I &  MZ &  ZF &  FR &  RW &  BQ &  RI &  QS &  PE &  EK &  ZY &  VQ &  UO &  FW &  TU &  NM &  TM &  UN \\\\\n",
       "J &  TQ &  XV &  LX &  XP &  MP &  NW &  JK &  DZ &  ZE &  IZ &  HW &  SO &  EO &  FN &  VY &  AO &  QD \\\\\n",
       "K &  WS &  IL &  DB &  JP &  PL &  AM &  HE &  SR &  AC &  XK &  BP &  VM &  LM &  LI &  TP &  GK &  NE \\\\\n",
       "L &  QP &  IY &  JD &  UU &  NT &  TO &  LU &  HZ &  ZX &  OF &  XD &  KK &  GU &  LP &  BB &  CQ &  ET \\\\\n",
       "M &  ZL &  SC &  GF &  IO &  YI &  NB &  BG &  UJ &  SD &  YP &  DU &  WV &  CJ &  AJ &  LF &  DA &  FH \\\\\n",
       "N &  VW &  SZ &  NQ &  ML &  XG &  NN &  KD &  CW &  PP &  XO &  ZV &  RQ &  CL &  AL &  GA &  ZB &  EG \\\\\n",
       "O &  NO &  AD &  IU &  IK &  RP &  AW &  IW &  KU &  YE &  YC &  AE &  BT &  RG &  WB &  SL &  FS &  OQ \\\\\n",
       "P &  GH &  QX &  KF &  AA &  PY &  ZM &  IN &  FM &  WF &  PR &  WL &  JG &  RN &  RJ &  HJ &  BF &  FL \\\\\n",
       "Q &  KP &  DV &  HL &  ZG &  KL &  US &  XZ &  OC &  OJ &  MS &  CG &  GX &  XI &  YH &  KH &  UZ &  TW \\\\\n",
       "R &  UF &  TT &  AH &  GO &  QO &  JR &  JQ &  ZT &  BN &  II &  JJ &  PJ &  JB &  WZ &  IH &  HF &  CX \\\\\n",
       "S &  QM &  OD &  LR &  OO &  AZ &  TK &  VU &  DW &  HY &  MN &  VC &  MR &  DD &  PM &  RU &  ZP &  JX \\\\\n",
       "T &  KN &  XM &  ZQ &  EI &  TR &  HV &  ZN &  WR &  UA &  BS &  HQ &  RV &  FK &  IT &  PS &  YS &  NH \\\\\n",
       "U &  GJ &  YR &  XN &  JO &  DX &  RC &  HH &  BA &  EA &  PX &  ZK &  YD &  KW &  YX &  PK &  AI &  UE \\\\\n",
       "V &  MB &  LS &  RY &  YB &  PG &  DH &  SN &  NA &  VL &  WW &  AY &  SX &  EH &  GG &  XB &  NZ &  AT \\\\\n",
       "W &  TN &  HG &  OG &  RX &  CA &  IF &  QC &  VZ &  QB &  XH &  WT &  SE &  XS &  AV &  BR &  LJ &  GI \\\\\n",
       "X &  WA &  UR &  FE &  YQ &  SH &  KJ &  LC &  AN &  UP &  OV &  KM &  IS &  GP &  VX &  RS &  GT &  AQ \\\\\n",
       "Y &  NX &  VV &  TI &  ZR &  CF &  QA &  QJ &  MC &  HI &  RH &  AR &  NS &  KB &  NC &  IJ &  PA &  QN \\\\\n",
       "Z &  AK &  AX &  JT &  OE &  QV &  SP &  EZ &  HU &  MW &  WD &  UG &  XA &  BI &  QF &  XX &  EP &  WU \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "}\\end{center}"
      ],
      "text/plain": [
       "    A   B   C   D   E   F   G   H   I   J   K   L   M   N   O   P   Q\n",
       "A  BL  NY  QQ  DS  SA  AF  EB  CV  VS  GB  YG  EY  MQ  BM  FV  IP  GS\n",
       "B  OL  LQ  HR  XF  JA  HN  CO  TY  JS  MI  NV  UM  PT  SU  PD  CD  LO\n",
       "C  KC  YT  VH  WY  OU  DO  GM  IA  YM  CE  WC  LD  GY  WG  UD  SJ  OA\n",
       "D  UY  HM  GN  NU  RO  FC  ZI  EX  FF  WN  RM  BD  BZ  FD  KR  GC  FO\n",
       "E  LV  WK  XU  RK  WX  OI  HS  QL  EV  CB  OW  FU  WP  YO  JY  BW  FZ\n",
       "F  FT  QW  AB  WE  YJ  SV  ME  AS  IC  IR  CM  NL  DY  RZ  ES  DL  MY\n",
       "G  QH  ZW  TB  SW  DT  YF  DM  KQ  HC  PO  ED  ND  UC  XL  LA  VF  BC\n",
       "H  LE  TA  EL  PQ  QZ  RL  HP  NI  JM  SY  DG  LB  NJ  ZS  QE  HT  QI\n",
       "I  MZ  ZF  FR  RW  BQ  RI  QS  PE  EK  ZY  VQ  UO  FW  TU  NM  TM  UN\n",
       "J  TQ  XV  LX  XP  MP  NW  JK  DZ  ZE  IZ  HW  SO  EO  FN  VY  AO  QD\n",
       "K  WS  IL  DB  JP  PL  AM  HE  SR  AC  XK  BP  VM  LM  LI  TP  GK  NE\n",
       "L  QP  IY  JD  UU  NT  TO  LU  HZ  ZX  OF  XD  KK  GU  LP  BB  CQ  ET\n",
       "M  ZL  SC  GF  IO  YI  NB  BG  UJ  SD  YP  DU  WV  CJ  AJ  LF  DA  FH\n",
       "N  VW  SZ  NQ  ML  XG  NN  KD  CW  PP  XO  ZV  RQ  CL  AL  GA  ZB  EG\n",
       "O  NO  AD  IU  IK  RP  AW  IW  KU  YE  YC  AE  BT  RG  WB  SL  FS  OQ\n",
       "P  GH  QX  KF  AA  PY  ZM  IN  FM  WF  PR  WL  JG  RN  RJ  HJ  BF  FL\n",
       "Q  KP  DV  HL  ZG  KL  US  XZ  OC  OJ  MS  CG  GX  XI  YH  KH  UZ  TW\n",
       "R  UF  TT  AH  GO  QO  JR  JQ  ZT  BN  II  JJ  PJ  JB  WZ  IH  HF  CX\n",
       "S  QM  OD  LR  OO  AZ  TK  VU  DW  HY  MN  VC  MR  DD  PM  RU  ZP  JX\n",
       "T  KN  XM  ZQ  EI  TR  HV  ZN  WR  UA  BS  HQ  RV  FK  IT  PS  YS  NH\n",
       "U  GJ  YR  XN  JO  DX  RC  HH  BA  EA  PX  ZK  YD  KW  YX  PK  AI  UE\n",
       "V  MB  LS  RY  YB  PG  DH  SN  NA  VL  WW  AY  SX  EH  GG  XB  NZ  AT\n",
       "W  TN  HG  OG  RX  CA  IF  QC  VZ  QB  XH  WT  SE  XS  AV  BR  LJ  GI\n",
       "X  WA  UR  FE  YQ  SH  KJ  LC  AN  UP  OV  KM  IS  GP  VX  RS  GT  AQ\n",
       "Y  NX  VV  TI  ZR  CF  QA  QJ  MC  HI  RH  AR  NS  KB  NC  IJ  PA  QN\n",
       "Z  AK  AX  JT  OE  QV  SP  EZ  HU  MW  WD  UG  XA  BI  QF  XX  EP  WU"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsTable[alphabets[:-9]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>R</th>\n",
       "      <th>S</th>\n",
       "      <th>T</th>\n",
       "      <th>U</th>\n",
       "      <th>V</th>\n",
       "      <th>W</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <td> PZ</td>\n",
       "      <td> VB</td>\n",
       "      <td> XW</td>\n",
       "      <td> KG</td>\n",
       "      <td> MA</td>\n",
       "      <td> OR</td>\n",
       "      <td> TC</td>\n",
       "      <td> BX</td>\n",
       "      <td> CK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td> VN</td>\n",
       "      <td> QT</td>\n",
       "      <td> MM</td>\n",
       "      <td> MV</td>\n",
       "      <td> AP</td>\n",
       "      <td> DE</td>\n",
       "      <td> JN</td>\n",
       "      <td> HA</td>\n",
       "      <td> OY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td> IG</td>\n",
       "      <td> CH</td>\n",
       "      <td> RT</td>\n",
       "      <td> SM</td>\n",
       "      <td> KO</td>\n",
       "      <td> EF</td>\n",
       "      <td> XR</td>\n",
       "      <td> IE</td>\n",
       "      <td> GV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <td> MU</td>\n",
       "      <td> GW</td>\n",
       "      <td> MT</td>\n",
       "      <td> UQ</td>\n",
       "      <td> AU</td>\n",
       "      <td> KY</td>\n",
       "      <td> OP</td>\n",
       "      <td> VP</td>\n",
       "      <td> JI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E</th>\n",
       "      <td> HK</td>\n",
       "      <td> PV</td>\n",
       "      <td> KI</td>\n",
       "      <td> ZO</td>\n",
       "      <td> NP</td>\n",
       "      <td> EU</td>\n",
       "      <td> KX</td>\n",
       "      <td> RD</td>\n",
       "      <td> QU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <td> YV</td>\n",
       "      <td> BU</td>\n",
       "      <td> VO</td>\n",
       "      <td> LT</td>\n",
       "      <td> YY</td>\n",
       "      <td> TH</td>\n",
       "      <td> FI</td>\n",
       "      <td> EE</td>\n",
       "      <td> WM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G</th>\n",
       "      <td> IV</td>\n",
       "      <td> GE</td>\n",
       "      <td> DI</td>\n",
       "      <td> VA</td>\n",
       "      <td> JE</td>\n",
       "      <td> YN</td>\n",
       "      <td> DF</td>\n",
       "      <td> FJ</td>\n",
       "      <td> SI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H</th>\n",
       "      <td> UX</td>\n",
       "      <td> YZ</td>\n",
       "      <td> HB</td>\n",
       "      <td> JL</td>\n",
       "      <td> BV</td>\n",
       "      <td> OH</td>\n",
       "      <td> RE</td>\n",
       "      <td> OS</td>\n",
       "      <td> MJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I</th>\n",
       "      <td> BH</td>\n",
       "      <td> DC</td>\n",
       "      <td> TF</td>\n",
       "      <td> TE</td>\n",
       "      <td> MH</td>\n",
       "      <td> WH</td>\n",
       "      <td> CN</td>\n",
       "      <td> JC</td>\n",
       "      <td> IQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>J</th>\n",
       "      <td> OM</td>\n",
       "      <td> OT</td>\n",
       "      <td> EW</td>\n",
       "      <td> ID</td>\n",
       "      <td> SK</td>\n",
       "      <td> DP</td>\n",
       "      <td> VK</td>\n",
       "      <td> ZA</td>\n",
       "      <td> SG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K</th>\n",
       "      <td> GQ</td>\n",
       "      <td> XJ</td>\n",
       "      <td> UI</td>\n",
       "      <td> DJ</td>\n",
       "      <td> MX</td>\n",
       "      <td> CU</td>\n",
       "      <td> SQ</td>\n",
       "      <td> LY</td>\n",
       "      <td> WO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L</th>\n",
       "      <td> ER</td>\n",
       "      <td> SB</td>\n",
       "      <td> TZ</td>\n",
       "      <td> BY</td>\n",
       "      <td> LG</td>\n",
       "      <td> UL</td>\n",
       "      <td> UB</td>\n",
       "      <td> CR</td>\n",
       "      <td> PH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td> NG</td>\n",
       "      <td> ZZ</td>\n",
       "      <td> SS</td>\n",
       "      <td> PI</td>\n",
       "      <td> FP</td>\n",
       "      <td> QK</td>\n",
       "      <td> PF</td>\n",
       "      <td> JW</td>\n",
       "      <td> GZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>N</th>\n",
       "      <td> KS</td>\n",
       "      <td> IM</td>\n",
       "      <td> BO</td>\n",
       "      <td> PU</td>\n",
       "      <td> EN</td>\n",
       "      <td> UH</td>\n",
       "      <td> WQ</td>\n",
       "      <td> KT</td>\n",
       "      <td> DK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O</th>\n",
       "      <td> CY</td>\n",
       "      <td> UW</td>\n",
       "      <td> RB</td>\n",
       "      <td> JH</td>\n",
       "      <td> PC</td>\n",
       "      <td> IB</td>\n",
       "      <td> TS</td>\n",
       "      <td> TX</td>\n",
       "      <td> MG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P</th>\n",
       "      <td> CS</td>\n",
       "      <td> KE</td>\n",
       "      <td> VR</td>\n",
       "      <td> CI</td>\n",
       "      <td> NK</td>\n",
       "      <td> TG</td>\n",
       "      <td> ZU</td>\n",
       "      <td> UK</td>\n",
       "      <td> GD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q</th>\n",
       "      <td> DR</td>\n",
       "      <td> YW</td>\n",
       "      <td> TL</td>\n",
       "      <td> OZ</td>\n",
       "      <td> QG</td>\n",
       "      <td> FG</td>\n",
       "      <td> QY</td>\n",
       "      <td> FA</td>\n",
       "      <td> JF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R</th>\n",
       "      <td> YL</td>\n",
       "      <td> NR</td>\n",
       "      <td> MD</td>\n",
       "      <td> LN</td>\n",
       "      <td> BE</td>\n",
       "      <td> KZ</td>\n",
       "      <td> XE</td>\n",
       "      <td> DQ</td>\n",
       "      <td> PW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td> TJ</td>\n",
       "      <td> PN</td>\n",
       "      <td> VG</td>\n",
       "      <td> LK</td>\n",
       "      <td> LW</td>\n",
       "      <td> NF</td>\n",
       "      <td> YK</td>\n",
       "      <td> JV</td>\n",
       "      <td> RR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T</th>\n",
       "      <td> VT</td>\n",
       "      <td> SF</td>\n",
       "      <td> ZJ</td>\n",
       "      <td> EQ</td>\n",
       "      <td> ZC</td>\n",
       "      <td> JZ</td>\n",
       "      <td> JU</td>\n",
       "      <td> CZ</td>\n",
       "      <td> MO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U</th>\n",
       "      <td> UT</td>\n",
       "      <td> CC</td>\n",
       "      <td> QR</td>\n",
       "      <td> KA</td>\n",
       "      <td> EM</td>\n",
       "      <td> GR</td>\n",
       "      <td> CT</td>\n",
       "      <td> LZ</td>\n",
       "      <td> XC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V</th>\n",
       "      <td> YA</td>\n",
       "      <td> MK</td>\n",
       "      <td> VD</td>\n",
       "      <td> ON</td>\n",
       "      <td> FY</td>\n",
       "      <td> LL</td>\n",
       "      <td> FB</td>\n",
       "      <td> GL</td>\n",
       "      <td> RA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <td> XQ</td>\n",
       "      <td> XY</td>\n",
       "      <td> DN</td>\n",
       "      <td> XT</td>\n",
       "      <td> LH</td>\n",
       "      <td> PB</td>\n",
       "      <td> WI</td>\n",
       "      <td> VJ</td>\n",
       "      <td> HX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td> EJ</td>\n",
       "      <td> UV</td>\n",
       "      <td> WJ</td>\n",
       "      <td> ZH</td>\n",
       "      <td> OB</td>\n",
       "      <td> FX</td>\n",
       "      <td> HO</td>\n",
       "      <td> EC</td>\n",
       "      <td> ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td> TD</td>\n",
       "      <td> IX</td>\n",
       "      <td> AG</td>\n",
       "      <td> VI</td>\n",
       "      <td> TV</td>\n",
       "      <td> FQ</td>\n",
       "      <td> VE</td>\n",
       "      <td> RF</td>\n",
       "      <td> OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Z</th>\n",
       "      <td> HD</td>\n",
       "      <td> BK</td>\n",
       "      <td> YU</td>\n",
       "      <td> CP</td>\n",
       "      <td> KV</td>\n",
       "      <td> ZD</td>\n",
       "      <td> MF</td>\n",
       "      <td> OX</td>\n",
       "      <td> BJ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/latex": [
       "\\begin{center} {\\begin{tabular}{llllllllll}\n",
       "\\toprule\n",
       "{} &   R &   S &   T &   U &   V &   W &   X &   Y &   Z \\\\\n",
       "\\midrule\n",
       "A &  PZ &  VB &  XW &  KG &  MA &  OR &  TC &  BX &  CK \\\\\n",
       "B &  VN &  QT &  MM &  MV &  AP &  DE &  JN &  HA &  OY \\\\\n",
       "C &  IG &  CH &  RT &  SM &  KO &  EF &  XR &  IE &  GV \\\\\n",
       "D &  MU &  GW &  MT &  UQ &  AU &  KY &  OP &  VP &  JI \\\\\n",
       "E &  HK &  PV &  KI &  ZO &  NP &  EU &  KX &  RD &  QU \\\\\n",
       "F &  YV &  BU &  VO &  LT &  YY &  TH &  FI &  EE &  WM \\\\\n",
       "G &  IV &  GE &  DI &  VA &  JE &  YN &  DF &  FJ &  SI \\\\\n",
       "H &  UX &  YZ &  HB &  JL &  BV &  OH &  RE &  OS &  MJ \\\\\n",
       "I &  BH &  DC &  TF &  TE &  MH &  WH &  CN &  JC &  IQ \\\\\n",
       "J &  OM &  OT &  EW &  ID &  SK &  DP &  VK &  ZA &  SG \\\\\n",
       "K &  GQ &  XJ &  UI &  DJ &  MX &  CU &  SQ &  LY &  WO \\\\\n",
       "L &  ER &  SB &  TZ &  BY &  LG &  UL &  UB &  CR &  PH \\\\\n",
       "M &  NG &  ZZ &  SS &  PI &  FP &  QK &  PF &  JW &  GZ \\\\\n",
       "N &  KS &  IM &  BO &  PU &  EN &  UH &  WQ &  KT &  DK \\\\\n",
       "O &  CY &  UW &  RB &  JH &  PC &  IB &  TS &  TX &  MG \\\\\n",
       "P &  CS &  KE &  VR &  CI &  NK &  TG &  ZU &  UK &  GD \\\\\n",
       "Q &  DR &  YW &  TL &  OZ &  QG &  FG &  QY &  FA &  JF \\\\\n",
       "R &  YL &  NR &  MD &  LN &  BE &  KZ &  XE &  DQ &  PW \\\\\n",
       "S &  TJ &  PN &  VG &  LK &  LW &  NF &  YK &  JV &  RR \\\\\n",
       "T &  VT &  SF &  ZJ &  EQ &  ZC &  JZ &  JU &  CZ &  MO \\\\\n",
       "U &  UT &  CC &  QR &  KA &  EM &  GR &  CT &  LZ &  XC \\\\\n",
       "V &  YA &  MK &  VD &  ON &  FY &  LL &  FB &  GL &  RA \\\\\n",
       "W &  XQ &  XY &  DN &  XT &  LH &  PB &  WI &  VJ &  HX \\\\\n",
       "X &  EJ &  UV &  WJ &  ZH &  OB &  FX &  HO &  EC &  ST \\\\\n",
       "Y &  TD &  IX &  AG &  VI &  TV &  FQ &  VE &  RF &  OK \\\\\n",
       "Z &  HD &  BK &  YU &  CP &  KV &  ZD &  MF &  OX &  BJ \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "}\\end{center}"
      ],
      "text/plain": [
       "    R   S   T   U   V   W   X   Y   Z\n",
       "A  PZ  VB  XW  KG  MA  OR  TC  BX  CK\n",
       "B  VN  QT  MM  MV  AP  DE  JN  HA  OY\n",
       "C  IG  CH  RT  SM  KO  EF  XR  IE  GV\n",
       "D  MU  GW  MT  UQ  AU  KY  OP  VP  JI\n",
       "E  HK  PV  KI  ZO  NP  EU  KX  RD  QU\n",
       "F  YV  BU  VO  LT  YY  TH  FI  EE  WM\n",
       "G  IV  GE  DI  VA  JE  YN  DF  FJ  SI\n",
       "H  UX  YZ  HB  JL  BV  OH  RE  OS  MJ\n",
       "I  BH  DC  TF  TE  MH  WH  CN  JC  IQ\n",
       "J  OM  OT  EW  ID  SK  DP  VK  ZA  SG\n",
       "K  GQ  XJ  UI  DJ  MX  CU  SQ  LY  WO\n",
       "L  ER  SB  TZ  BY  LG  UL  UB  CR  PH\n",
       "M  NG  ZZ  SS  PI  FP  QK  PF  JW  GZ\n",
       "N  KS  IM  BO  PU  EN  UH  WQ  KT  DK\n",
       "O  CY  UW  RB  JH  PC  IB  TS  TX  MG\n",
       "P  CS  KE  VR  CI  NK  TG  ZU  UK  GD\n",
       "Q  DR  YW  TL  OZ  QG  FG  QY  FA  JF\n",
       "R  YL  NR  MD  LN  BE  KZ  XE  DQ  PW\n",
       "S  TJ  PN  VG  LK  LW  NF  YK  JV  RR\n",
       "T  VT  SF  ZJ  EQ  ZC  JZ  JU  CZ  MO\n",
       "U  UT  CC  QR  KA  EM  GR  CT  LZ  XC\n",
       "V  YA  MK  VD  ON  FY  LL  FB  GL  RA\n",
       "W  XQ  XY  DN  XT  LH  PB  WI  VJ  HX\n",
       "X  EJ  UV  WJ  ZH  OB  FX  HO  EC  ST\n",
       "Y  TD  IX  AG  VI  TV  FQ  VE  RF  OK\n",
       "Z  HD  BK  YU  CP  KV  ZD  MF  OX  BJ"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dsTable[alphabets[-9:]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### IStable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "      <th>E</th>\n",
       "      <th>F</th>\n",
       "      <th>G</th>\n",
       "      <th>H</th>\n",
       "      <th>I</th>\n",
       "      <th>J</th>\n",
       "      <th>K</th>\n",
       "      <th>L</th>\n",
       "      <th>M</th>\n",
       "      <th>N</th>\n",
       "      <th>O</th>\n",
       "      <th>P</th>\n",
       "      <th>Q</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <td> DP</td>\n",
       "      <td> HU</td>\n",
       "      <td> EW</td>\n",
       "      <td> PM</td>\n",
       "      <td> IU</td>\n",
       "      <td> YQ</td>\n",
       "      <td> ON</td>\n",
       "      <td> YB</td>\n",
       "      <td> HC</td>\n",
       "      <td> EB</td>\n",
       "      <td> UU</td>\n",
       "      <td> OG</td>\n",
       "      <td> VA</td>\n",
       "      <td> HV</td>\n",
       "      <td> QC</td>\n",
       "      <td> PY</td>\n",
       "      <td> FY</td>\n",
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       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td> CF</td>\n",
       "      <td> OL</td>\n",
       "      <td> JE</td>\n",
       "      <td> CK</td>\n",
       "      <td> GA</td>\n",
       "      <td> XV</td>\n",
       "      <td> JA</td>\n",
       "      <td> TH</td>\n",
       "      <td> WO</td>\n",
       "      <td> MR</td>\n",
       "      <td> MY</td>\n",
       "      <td> LH</td>\n",
       "      <td> AV</td>\n",
       "      <td> FM</td>\n",
       "      <td> VX</td>\n",
       "      <td> WW</td>\n",
       "      <td> IW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td> IK</td>\n",
       "      <td> QG</td>\n",
       "      <td> SU</td>\n",
       "      <td> SI</td>\n",
       "      <td> YX</td>\n",
       "      <td> FD</td>\n",
       "      <td> PD</td>\n",
       "      <td> IG</td>\n",
       "      <td> IF</td>\n",
       "      <td> YI</td>\n",
       "      <td> AC</td>\n",
       "      <td> GX</td>\n",
       "      <td> HY</td>\n",
       "      <td> NY</td>\n",
       "      <td> HQ</td>\n",
       "      <td> VO</td>\n",
       "      <td> GW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <td> BO</td>\n",
       "      <td> LD</td>\n",
       "      <td> PB</td>\n",
       "      <td> MS</td>\n",
       "      <td> KG</td>\n",
       "      <td> ND</td>\n",
       "      <td> ZP</td>\n",
       "      <td> RZ</td>\n",
       "      <td> UJ</td>\n",
       "      <td> CL</td>\n",
       "      <td> GN</td>\n",
       "      <td> LC</td>\n",
       "      <td> TR</td>\n",
       "      <td> LG</td>\n",
       "      <td> BS</td>\n",
       "      <td> OB</td>\n",
       "      <td> QJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E</th>\n",
       "      <td> KO</td>\n",
       "      <td> VR</td>\n",
       "      <td> JC</td>\n",
       "      <td> WB</td>\n",
       "      <td> YF</td>\n",
       "      <td> CX</td>\n",
       "      <td> SG</td>\n",
       "      <td> GK</td>\n",
       "      <td> YC</td>\n",
       "      <td> VG</td>\n",
       "      <td> SP</td>\n",
       "      <td> AH</td>\n",
       "      <td> GF</td>\n",
       "      <td> QK</td>\n",
       "      <td> DZ</td>\n",
       "      <td> HI</td>\n",
       "      <td> OH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <td> FA</td>\n",
       "      <td> PP</td>\n",
       "      <td> EY</td>\n",
       "      <td> XG</td>\n",
       "      <td> WC</td>\n",
       "      <td> ID</td>\n",
       "      <td> CM</td>\n",
       "      <td> PR</td>\n",
       "      <td> FW</td>\n",
       "      <td> ZQ</td>\n",
       "      <td> CP</td>\n",
       "      <td> OM</td>\n",
       "      <td> XZ</td>\n",
       "      <td> WS</td>\n",
       "      <td> JL</td>\n",
       "      <td> XM</td>\n",
       "      <td> NZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G</th>\n",
       "      <td> TY</td>\n",
       "      <td> GM</td>\n",
       "      <td> KQ</td>\n",
       "      <td> KH</td>\n",
       "      <td> QN</td>\n",
       "      <td> WQ</td>\n",
       "      <td> NV</td>\n",
       "      <td> BW</td>\n",
       "      <td> RC</td>\n",
       "      <td> LP</td>\n",
       "      <td> UA</td>\n",
       "      <td> VL</td>\n",
       "      <td> ZO</td>\n",
       "      <td> RM</td>\n",
       "      <td> CW</td>\n",
       "      <td> EV</td>\n",
       "      <td> VQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H</th>\n",
       "      <td> CR</td>\n",
       "      <td> RI</td>\n",
       "      <td> SC</td>\n",
       "      <td> FV</td>\n",
       "      <td> MV</td>\n",
       "      <td> QM</td>\n",
       "      <td> AP</td>\n",
       "      <td> GU</td>\n",
       "      <td> OR</td>\n",
       "      <td> UO</td>\n",
       "      <td> OQ</td>\n",
       "      <td> VW</td>\n",
       "      <td> VI</td>\n",
       "      <td> QT</td>\n",
       "      <td> WH</td>\n",
       "      <td> ZL</td>\n",
       "      <td> AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I</th>\n",
       "      <td> PU</td>\n",
       "      <td> MZ</td>\n",
       "      <td> UP</td>\n",
       "      <td> TG</td>\n",
       "      <td> DT</td>\n",
       "      <td> XF</td>\n",
       "      <td> QW</td>\n",
       "      <td> IY</td>\n",
       "      <td> JR</td>\n",
       "      <td> ZD</td>\n",
       "      <td> TE</td>\n",
       "      <td> NK</td>\n",
       "      <td> JB</td>\n",
       "      <td> HH</td>\n",
       "      <td> FE</td>\n",
       "      <td> UM</td>\n",
       "      <td> QH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>J</th>\n",
       "      <td> NM</td>\n",
       "      <td> ZZ</td>\n",
       "      <td> MM</td>\n",
       "      <td> UK</td>\n",
       "      <td> RX</td>\n",
       "      <td> YG</td>\n",
       "      <td> AU</td>\n",
       "      <td> OP</td>\n",
       "      <td> OY</td>\n",
       "      <td> KR</td>\n",
       "      <td> FX</td>\n",
       "      <td> PW</td>\n",
       "      <td> ZH</td>\n",
       "      <td> MH</td>\n",
       "      <td> IQ</td>\n",
       "      <td> LR</td>\n",
       "      <td> GY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K</th>\n",
       "      <td> AZ</td>\n",
       "      <td> SZ</td>\n",
       "      <td> ZA</td>\n",
       "      <td> ZN</td>\n",
       "      <td> II</td>\n",
       "      <td> MT</td>\n",
       "      <td> PK</td>\n",
       "      <td> RE</td>\n",
       "      <td> DO</td>\n",
       "      <td> GJ</td>\n",
       "      <td> LL</td>\n",
       "      <td> US</td>\n",
       "      <td> SV</td>\n",
       "      <td> VP</td>\n",
       "      <td> ZY</td>\n",
       "      <td> OU</td>\n",
       "      <td> WM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L</th>\n",
       "      <td> NN</td>\n",
       "      <td> AA</td>\n",
       "      <td> MN</td>\n",
       "      <td> PF</td>\n",
       "      <td> CH</td>\n",
       "      <td> QP</td>\n",
       "      <td> YV</td>\n",
       "      <td> CQ</td>\n",
       "      <td> BK</td>\n",
       "      <td> UH</td>\n",
       "      <td> EQ</td>\n",
       "      <td> WV</td>\n",
       "      <td> DN</td>\n",
       "      <td> LF</td>\n",
       "      <td> AB</td>\n",
       "      <td> EK</td>\n",
       "      <td> HE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td> FK</td>\n",
       "      <td> NA</td>\n",
       "      <td> KF</td>\n",
       "      <td> GG</td>\n",
       "      <td> VU</td>\n",
       "      <td> HP</td>\n",
       "      <td> GC</td>\n",
       "      <td> BD</td>\n",
       "      <td> SN</td>\n",
       "      <td> IH</td>\n",
       "      <td> KX</td>\n",
       "      <td> MK</td>\n",
       "      <td> TB</td>\n",
       "      <td> OI</td>\n",
       "      <td> RJ</td>\n",
       "      <td> NS</td>\n",
       "      <td> AS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>N</th>\n",
       "      <td> HX</td>\n",
       "      <td> IR</td>\n",
       "      <td> XI</td>\n",
       "      <td> TW</td>\n",
       "      <td> VN</td>\n",
       "      <td> NJ</td>\n",
       "      <td> CD</td>\n",
       "      <td> FB</td>\n",
       "      <td> GP</td>\n",
       "      <td> XB</td>\n",
       "      <td> AT</td>\n",
       "      <td> UR</td>\n",
       "      <td> JS</td>\n",
       "      <td> FN</td>\n",
       "      <td> UV</td>\n",
       "      <td> SS</td>\n",
       "      <td> QY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O</th>\n",
       "      <td> PJ</td>\n",
       "      <td> TN</td>\n",
       "      <td> GB</td>\n",
       "      <td> FC</td>\n",
       "      <td> MJ</td>\n",
       "      <td> QD</td>\n",
       "      <td> DR</td>\n",
       "      <td> XX</td>\n",
       "      <td> DM</td>\n",
       "      <td> DU</td>\n",
       "      <td> VC</td>\n",
       "      <td> QB</td>\n",
       "      <td> ZT</td>\n",
       "      <td> AO</td>\n",
       "      <td> DS</td>\n",
       "      <td> JG</td>\n",
       "      <td> ER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P</th>\n",
       "      <td> VB</td>\n",
       "      <td> KK</td>\n",
       "      <td> UZ</td>\n",
       "      <td> WJ</td>\n",
       "      <td> PZ</td>\n",
       "      <td> VM</td>\n",
       "      <td> MX</td>\n",
       "      <td> GH</td>\n",
       "      <td> PA</td>\n",
       "      <td> DK</td>\n",
       "      <td> AQ</td>\n",
       "      <td> NL</td>\n",
       "      <td> EJ</td>\n",
       "      <td> VE</td>\n",
       "      <td> XD</td>\n",
       "      <td> IN</td>\n",
       "      <td> AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q</th>\n",
       "      <td> QX</td>\n",
       "      <td> EI</td>\n",
       "      <td> PL</td>\n",
       "      <td> YR</td>\n",
       "      <td> UT</td>\n",
       "      <td> WY</td>\n",
       "      <td> RK</td>\n",
       "      <td> KT</td>\n",
       "      <td> ZI</td>\n",
       "      <td> GR</td>\n",
       "      <td> HG</td>\n",
       "      <td> BB</td>\n",
       "      <td> MA</td>\n",
       "      <td> CN</td>\n",
       "      <td> QO</td>\n",
       "      <td> DH</td>\n",
       "      <td> CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R</th>\n",
       "      <td> KY</td>\n",
       "      <td> OW</td>\n",
       "      <td> YL</td>\n",
       "      <td> RQ</td>\n",
       "      <td> RL</td>\n",
       "      <td> CI</td>\n",
       "      <td> WU</td>\n",
       "      <td> CB</td>\n",
       "      <td> JF</td>\n",
       "      <td> FR</td>\n",
       "      <td> OD</td>\n",
       "      <td> CS</td>\n",
       "      <td> LS</td>\n",
       "      <td> SR</td>\n",
       "      <td> WA</td>\n",
       "      <td> JP</td>\n",
       "      <td> TU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td> HF</td>\n",
       "      <td> JT</td>\n",
       "      <td> RP</td>\n",
       "      <td> DA</td>\n",
       "      <td> OF</td>\n",
       "      <td> PO</td>\n",
       "      <td> QA</td>\n",
       "      <td> GE</td>\n",
       "      <td> LX</td>\n",
       "      <td> IB</td>\n",
       "      <td> RN</td>\n",
       "      <td> BV</td>\n",
       "      <td> JQ</td>\n",
       "      <td> LY</td>\n",
       "      <td> YH</td>\n",
       "      <td> OT</td>\n",
       "      <td> GI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T</th>\n",
       "      <td> QV</td>\n",
       "      <td> LO</td>\n",
       "      <td> XU</td>\n",
       "      <td> EG</td>\n",
       "      <td> QL</td>\n",
       "      <td> AF</td>\n",
       "      <td> PX</td>\n",
       "      <td> PH</td>\n",
       "      <td> NT</td>\n",
       "      <td> CZ</td>\n",
       "      <td> YN</td>\n",
       "      <td> UF</td>\n",
       "      <td> TD</td>\n",
       "      <td> EL</td>\n",
       "      <td> SJ</td>\n",
       "      <td> MB</td>\n",
       "      <td> SB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U</th>\n",
       "      <td> VD</td>\n",
       "      <td> SF</td>\n",
       "      <td> WK</td>\n",
       "      <td> KM</td>\n",
       "      <td> WE</td>\n",
       "      <td> LE</td>\n",
       "      <td> ML</td>\n",
       "      <td> HZ</td>\n",
       "      <td> CO</td>\n",
       "      <td> XT</td>\n",
       "      <td> HO</td>\n",
       "      <td> GL</td>\n",
       "      <td> RD</td>\n",
       "      <td> DD</td>\n",
       "      <td> EC</td>\n",
       "      <td> UN</td>\n",
       "      <td> ZE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V</th>\n",
       "      <td> NW</td>\n",
       "      <td> VH</td>\n",
       "      <td> HA</td>\n",
       "      <td> BQ</td>\n",
       "      <td> IE</td>\n",
       "      <td> OA</td>\n",
       "      <td> ZC</td>\n",
       "      <td> FT</td>\n",
       "      <td> RG</td>\n",
       "      <td> YS</td>\n",
       "      <td> VZ</td>\n",
       "      <td> AE</td>\n",
       "      <td> UB</td>\n",
       "      <td> KB</td>\n",
       "      <td> JX</td>\n",
       "      <td> SE</td>\n",
       "      <td> EZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <td> FO</td>\n",
       "      <td> PE</td>\n",
       "      <td> HN</td>\n",
       "      <td> HS</td>\n",
       "      <td> TJ</td>\n",
       "      <td> MI</td>\n",
       "      <td> SD</td>\n",
       "      <td> KJ</td>\n",
       "      <td> GO</td>\n",
       "      <td> YM</td>\n",
       "      <td> MU</td>\n",
       "      <td> VS</td>\n",
       "      <td> IZ</td>\n",
       "      <td> FJ</td>\n",
       "      <td> KE</td>\n",
       "      <td> ZR</td>\n",
       "      <td> BF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td> BZ</td>\n",
       "      <td> YA</td>\n",
       "      <td> QR</td>\n",
       "      <td> EU</td>\n",
       "      <td> HD</td>\n",
       "      <td> WX</td>\n",
       "      <td> LQ</td>\n",
       "      <td> ZW</td>\n",
       "      <td> SY</td>\n",
       "      <td> QS</td>\n",
       "      <td> XE</td>\n",
       "      <td> CJ</td>\n",
       "      <td> VK</td>\n",
       "      <td> AY</td>\n",
       "      <td> YZ</td>\n",
       "      <td> JU</td>\n",
       "      <td> BP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td> KV</td>\n",
       "      <td> UL</td>\n",
       "      <td> RO</td>\n",
       "      <td> MF</td>\n",
       "      <td> LA</td>\n",
       "      <td> VV</td>\n",
       "      <td> MC</td>\n",
       "      <td> IS</td>\n",
       "      <td> BL</td>\n",
       "      <td> OE</td>\n",
       "      <td> WD</td>\n",
       "      <td> YK</td>\n",
       "      <td> QF</td>\n",
       "      <td> BA</td>\n",
       "      <td> ZB</td>\n",
       "      <td> EP</td>\n",
       "      <td> XQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Z</th>\n",
       "      <td> ES</td>\n",
       "      <td> MD</td>\n",
       "      <td> YT</td>\n",
       "      <td> HJ</td>\n",
       "      <td> GZ</td>\n",
       "      <td> QE</td>\n",
       "      <td> ZM</td>\n",
       "      <td> HL</td>\n",
       "      <td> JJ</td>\n",
       "      <td> WT</td>\n",
       "      <td> WR</td>\n",
       "      <td> YU</td>\n",
       "      <td> AI</td>\n",
       "      <td> PV</td>\n",
       "      <td> UQ</td>\n",
       "      <td> RA</td>\n",
       "      <td> EH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/latex": [
       "\\begin{center} {\\begin{tabular}{llllllllllllllllll}\n",
       "\\toprule\n",
       "{} &   A &   B &   C &   D &   E &   F &   G &   H &   I &   J &   K &   L &   M &   N &   O &   P &   Q \\\\\n",
       "\\midrule\n",
       "A &  DP &  HU &  EW &  PM &  IU &  YQ &  ON &  YB &  HC &  EB &  UU &  OG &  VA &  HV &  QC &  PY &  FY \\\\\n",
       "B &  CF &  OL &  JE &  CK &  GA &  XV &  JA &  TH &  WO &  MR &  MY &  LH &  AV &  FM &  VX &  WW &  IW \\\\\n",
       "C &  IK &  QG &  SU &  SI &  YX &  FD &  PD &  IG &  IF &  YI &  AC &  GX &  HY &  NY &  HQ &  VO &  GW \\\\\n",
       "D &  BO &  LD &  PB &  MS &  KG &  ND &  ZP &  RZ &  UJ &  CL &  GN &  LC &  TR &  LG &  BS &  OB &  QJ \\\\\n",
       "E &  KO &  VR &  JC &  WB &  YF &  CX &  SG &  GK &  YC &  VG &  SP &  AH &  GF &  QK &  DZ &  HI &  OH \\\\\n",
       "F &  FA &  PP &  EY &  XG &  WC &  ID &  CM &  PR &  FW &  ZQ &  CP &  OM &  XZ &  WS &  JL &  XM &  NZ \\\\\n",
       "G &  TY &  GM &  KQ &  KH &  QN &  WQ &  NV &  BW &  RC &  LP &  UA &  VL &  ZO &  RM &  CW &  EV &  VQ \\\\\n",
       "H &  CR &  RI &  SC &  FV &  MV &  QM &  AP &  GU &  OR &  UO &  OQ &  VW &  VI &  QT &  WH &  ZL &  AG \\\\\n",
       "I &  PU &  MZ &  UP &  TG &  DT &  XF &  QW &  IY &  JR &  ZD &  TE &  NK &  JB &  HH &  FE &  UM &  QH \\\\\n",
       "J &  NM &  ZZ &  MM &  UK &  RX &  YG &  AU &  OP &  OY &  KR &  FX &  PW &  ZH &  MH &  IQ &  LR &  GY \\\\\n",
       "K &  AZ &  SZ &  ZA &  ZN &  II &  MT &  PK &  RE &  DO &  GJ &  LL &  US &  SV &  VP &  ZY &  OU &  WM \\\\\n",
       "L &  NN &  AA &  MN &  PF &  CH &  QP &  YV &  CQ &  BK &  UH &  EQ &  WV &  DN &  LF &  AB &  EK &  HE \\\\\n",
       "M &  FK &  NA &  KF &  GG &  VU &  HP &  GC &  BD &  SN &  IH &  KX &  MK &  TB &  OI &  RJ &  NS &  AS \\\\\n",
       "N &  HX &  IR &  XI &  TW &  VN &  NJ &  CD &  FB &  GP &  XB &  AT &  UR &  JS &  FN &  UV &  SS &  QY \\\\\n",
       "O &  PJ &  TN &  GB &  FC &  MJ &  QD &  DR &  XX &  DM &  DU &  VC &  QB &  ZT &  AO &  DS &  JG &  ER \\\\\n",
       "P &  VB &  KK &  UZ &  WJ &  PZ &  VM &  MX &  GH &  PA &  DK &  AQ &  NL &  EJ &  VE &  XD &  IN &  AL \\\\\n",
       "Q &  QX &  EI &  PL &  YR &  UT &  WY &  RK &  KT &  ZI &  GR &  HG &  BB &  MA &  CN &  QO &  DH &  CA \\\\\n",
       "R &  KY &  OW &  YL &  RQ &  RL &  CI &  WU &  CB &  JF &  FR &  OD &  CS &  LS &  SR &  WA &  JP &  TU \\\\\n",
       "S &  HF &  JT &  RP &  DA &  OF &  PO &  QA &  GE &  LX &  IB &  RN &  BV &  JQ &  LY &  YH &  OT &  GI \\\\\n",
       "T &  QV &  LO &  XU &  EG &  QL &  AF &  PX &  PH &  NT &  CZ &  YN &  UF &  TD &  EL &  SJ &  MB &  SB \\\\\n",
       "U &  VD &  SF &  WK &  KM &  WE &  LE &  ML &  HZ &  CO &  XT &  HO &  GL &  RD &  DD &  EC &  UN &  ZE \\\\\n",
       "V &  NW &  VH &  HA &  BQ &  IE &  OA &  ZC &  FT &  RG &  YS &  VZ &  AE &  UB &  KB &  JX &  SE &  EZ \\\\\n",
       "W &  FO &  PE &  HN &  HS &  TJ &  MI &  SD &  KJ &  GO &  YM &  MU &  VS &  IZ &  FJ &  KE &  ZR &  BF \\\\\n",
       "X &  BZ &  YA &  QR &  EU &  HD &  WX &  LQ &  ZW &  SY &  QS &  XE &  CJ &  VK &  AY &  YZ &  JU &  BP \\\\\n",
       "Y &  KV &  UL &  RO &  MF &  LA &  VV &  MC &  IS &  BL &  OE &  WD &  YK &  QF &  BA &  ZB &  EP &  XQ \\\\\n",
       "Z &  ES &  MD &  YT &  HJ &  GZ &  QE &  ZM &  HL &  JJ &  WT &  WR &  YU &  AI &  PV &  UQ &  RA &  EH \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "}\\end{center}"
      ],
      "text/plain": [
       "    A   B   C   D   E   F   G   H   I   J   K   L   M   N   O   P   Q\n",
       "A  DP  HU  EW  PM  IU  YQ  ON  YB  HC  EB  UU  OG  VA  HV  QC  PY  FY\n",
       "B  CF  OL  JE  CK  GA  XV  JA  TH  WO  MR  MY  LH  AV  FM  VX  WW  IW\n",
       "C  IK  QG  SU  SI  YX  FD  PD  IG  IF  YI  AC  GX  HY  NY  HQ  VO  GW\n",
       "D  BO  LD  PB  MS  KG  ND  ZP  RZ  UJ  CL  GN  LC  TR  LG  BS  OB  QJ\n",
       "E  KO  VR  JC  WB  YF  CX  SG  GK  YC  VG  SP  AH  GF  QK  DZ  HI  OH\n",
       "F  FA  PP  EY  XG  WC  ID  CM  PR  FW  ZQ  CP  OM  XZ  WS  JL  XM  NZ\n",
       "G  TY  GM  KQ  KH  QN  WQ  NV  BW  RC  LP  UA  VL  ZO  RM  CW  EV  VQ\n",
       "H  CR  RI  SC  FV  MV  QM  AP  GU  OR  UO  OQ  VW  VI  QT  WH  ZL  AG\n",
       "I  PU  MZ  UP  TG  DT  XF  QW  IY  JR  ZD  TE  NK  JB  HH  FE  UM  QH\n",
       "J  NM  ZZ  MM  UK  RX  YG  AU  OP  OY  KR  FX  PW  ZH  MH  IQ  LR  GY\n",
       "K  AZ  SZ  ZA  ZN  II  MT  PK  RE  DO  GJ  LL  US  SV  VP  ZY  OU  WM\n",
       "L  NN  AA  MN  PF  CH  QP  YV  CQ  BK  UH  EQ  WV  DN  LF  AB  EK  HE\n",
       "M  FK  NA  KF  GG  VU  HP  GC  BD  SN  IH  KX  MK  TB  OI  RJ  NS  AS\n",
       "N  HX  IR  XI  TW  VN  NJ  CD  FB  GP  XB  AT  UR  JS  FN  UV  SS  QY\n",
       "O  PJ  TN  GB  FC  MJ  QD  DR  XX  DM  DU  VC  QB  ZT  AO  DS  JG  ER\n",
       "P  VB  KK  UZ  WJ  PZ  VM  MX  GH  PA  DK  AQ  NL  EJ  VE  XD  IN  AL\n",
       "Q  QX  EI  PL  YR  UT  WY  RK  KT  ZI  GR  HG  BB  MA  CN  QO  DH  CA\n",
       "R  KY  OW  YL  RQ  RL  CI  WU  CB  JF  FR  OD  CS  LS  SR  WA  JP  TU\n",
       "S  HF  JT  RP  DA  OF  PO  QA  GE  LX  IB  RN  BV  JQ  LY  YH  OT  GI\n",
       "T  QV  LO  XU  EG  QL  AF  PX  PH  NT  CZ  YN  UF  TD  EL  SJ  MB  SB\n",
       "U  VD  SF  WK  KM  WE  LE  ML  HZ  CO  XT  HO  GL  RD  DD  EC  UN  ZE\n",
       "V  NW  VH  HA  BQ  IE  OA  ZC  FT  RG  YS  VZ  AE  UB  KB  JX  SE  EZ\n",
       "W  FO  PE  HN  HS  TJ  MI  SD  KJ  GO  YM  MU  VS  IZ  FJ  KE  ZR  BF\n",
       "X  BZ  YA  QR  EU  HD  WX  LQ  ZW  SY  QS  XE  CJ  VK  AY  YZ  JU  BP\n",
       "Y  KV  UL  RO  MF  LA  VV  MC  IS  BL  OE  WD  YK  QF  BA  ZB  EP  XQ\n",
       "Z  ES  MD  YT  HJ  GZ  QE  ZM  HL  JJ  WT  WR  YU  AI  PV  UQ  RA  EH"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disTable[alphabets[:-9]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>R</th>\n",
       "      <th>S</th>\n",
       "      <th>T</th>\n",
       "      <th>U</th>\n",
       "      <th>V</th>\n",
       "      <th>W</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <td> ZV</td>\n",
       "      <td> EA</td>\n",
       "      <td> BH</td>\n",
       "      <td> IT</td>\n",
       "      <td> UG</td>\n",
       "      <td> AX</td>\n",
       "      <td> LZ</td>\n",
       "      <td> RV</td>\n",
       "      <td> YJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td> TO</td>\n",
       "      <td> SL</td>\n",
       "      <td> CG</td>\n",
       "      <td> XL</td>\n",
       "      <td> SA</td>\n",
       "      <td> NO</td>\n",
       "      <td> OV</td>\n",
       "      <td> DV</td>\n",
       "      <td> PN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td> FU</td>\n",
       "      <td> BM</td>\n",
       "      <td> XA</td>\n",
       "      <td> MG</td>\n",
       "      <td> KS</td>\n",
       "      <td> KC</td>\n",
       "      <td> ZU</td>\n",
       "      <td> JO</td>\n",
       "      <td> VT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <td> YE</td>\n",
       "      <td> IM</td>\n",
       "      <td> RY</td>\n",
       "      <td> OC</td>\n",
       "      <td> TV</td>\n",
       "      <td> JZ</td>\n",
       "      <td> KL</td>\n",
       "      <td> LU</td>\n",
       "      <td> WZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E</th>\n",
       "      <td> XH</td>\n",
       "      <td> LW</td>\n",
       "      <td> UI</td>\n",
       "      <td> QU</td>\n",
       "      <td> XY</td>\n",
       "      <td> DF</td>\n",
       "      <td> XR</td>\n",
       "      <td> IO</td>\n",
       "      <td> IJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <td> YY</td>\n",
       "      <td> ST</td>\n",
       "      <td> TI</td>\n",
       "      <td> AR</td>\n",
       "      <td> PG</td>\n",
       "      <td> IP</td>\n",
       "      <td> DB</td>\n",
       "      <td> FG</td>\n",
       "      <td> BI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G</th>\n",
       "      <td> MO</td>\n",
       "      <td> ZJ</td>\n",
       "      <td> WP</td>\n",
       "      <td> KZ</td>\n",
       "      <td> TS</td>\n",
       "      <td> NC</td>\n",
       "      <td> EN</td>\n",
       "      <td> KA</td>\n",
       "      <td> DQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H</th>\n",
       "      <td> JY</td>\n",
       "      <td> EX</td>\n",
       "      <td> WF</td>\n",
       "      <td> WN</td>\n",
       "      <td> CC</td>\n",
       "      <td> WI</td>\n",
       "      <td> JW</td>\n",
       "      <td> NQ</td>\n",
       "      <td> UX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I</th>\n",
       "      <td> FI</td>\n",
       "      <td> ZG</td>\n",
       "      <td> CY</td>\n",
       "      <td> TK</td>\n",
       "      <td> UY</td>\n",
       "      <td> XW</td>\n",
       "      <td> MQ</td>\n",
       "      <td> EM</td>\n",
       "      <td> GD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>J</th>\n",
       "      <td> NP</td>\n",
       "      <td> PC</td>\n",
       "      <td> RS</td>\n",
       "      <td> HM</td>\n",
       "      <td> YW</td>\n",
       "      <td> TX</td>\n",
       "      <td> SK</td>\n",
       "      <td> EF</td>\n",
       "      <td> TT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K</th>\n",
       "      <td> DE</td>\n",
       "      <td> VJ</td>\n",
       "      <td> FS</td>\n",
       "      <td> YP</td>\n",
       "      <td> XJ</td>\n",
       "      <td> BE</td>\n",
       "      <td> JK</td>\n",
       "      <td> XS</td>\n",
       "      <td> KU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L</th>\n",
       "      <td> FH</td>\n",
       "      <td> OO</td>\n",
       "      <td> TQ</td>\n",
       "      <td> WL</td>\n",
       "      <td> IV</td>\n",
       "      <td> KP</td>\n",
       "      <td> NG</td>\n",
       "      <td> RR</td>\n",
       "      <td> AM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td> KD</td>\n",
       "      <td> UC</td>\n",
       "      <td> PI</td>\n",
       "      <td> LB</td>\n",
       "      <td> LK</td>\n",
       "      <td> ZF</td>\n",
       "      <td> BT</td>\n",
       "      <td> IC</td>\n",
       "      <td> FP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>N</th>\n",
       "      <td> MP</td>\n",
       "      <td> GV</td>\n",
       "      <td> AW</td>\n",
       "      <td> QI</td>\n",
       "      <td> RB</td>\n",
       "      <td> JD</td>\n",
       "      <td> CU</td>\n",
       "      <td> WG</td>\n",
       "      <td> GT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O</th>\n",
       "      <td> ED</td>\n",
       "      <td> LJ</td>\n",
       "      <td> FL</td>\n",
       "      <td> LI</td>\n",
       "      <td> TF</td>\n",
       "      <td> ZK</td>\n",
       "      <td> JN</td>\n",
       "      <td> NE</td>\n",
       "      <td> UE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P</th>\n",
       "      <td> EO</td>\n",
       "      <td> FZ</td>\n",
       "      <td> OK</td>\n",
       "      <td> IX</td>\n",
       "      <td> YD</td>\n",
       "      <td> ME</td>\n",
       "      <td> DJ</td>\n",
       "      <td> JM</td>\n",
       "      <td> PS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q</th>\n",
       "      <td> LN</td>\n",
       "      <td> XK</td>\n",
       "      <td> AJ</td>\n",
       "      <td> UD</td>\n",
       "      <td> KI</td>\n",
       "      <td> XN</td>\n",
       "      <td> RW</td>\n",
       "      <td> DX</td>\n",
       "      <td> CT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R</th>\n",
       "      <td> ZS</td>\n",
       "      <td> HK</td>\n",
       "      <td> ET</td>\n",
       "      <td> BX</td>\n",
       "      <td> TP</td>\n",
       "      <td> HT</td>\n",
       "      <td> XC</td>\n",
       "      <td> BU</td>\n",
       "      <td> DY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td> OX</td>\n",
       "      <td> TM</td>\n",
       "      <td> XO</td>\n",
       "      <td> FQ</td>\n",
       "      <td> IA</td>\n",
       "      <td> AK</td>\n",
       "      <td> MW</td>\n",
       "      <td> PT</td>\n",
       "      <td> NH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T</th>\n",
       "      <td> TC</td>\n",
       "      <td> ZX</td>\n",
       "      <td> BR</td>\n",
       "      <td> RU</td>\n",
       "      <td> RT</td>\n",
       "      <td> KW</td>\n",
       "      <td> UW</td>\n",
       "      <td> BC</td>\n",
       "      <td> HR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U</th>\n",
       "      <td> OS</td>\n",
       "      <td> NB</td>\n",
       "      <td> NI</td>\n",
       "      <td> DL</td>\n",
       "      <td> GS</td>\n",
       "      <td> QZ</td>\n",
       "      <td> CE</td>\n",
       "      <td> TZ</td>\n",
       "      <td> XP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V</th>\n",
       "      <td> LT</td>\n",
       "      <td> FF</td>\n",
       "      <td> VY</td>\n",
       "      <td> SX</td>\n",
       "      <td> BY</td>\n",
       "      <td> LM</td>\n",
       "      <td> BJ</td>\n",
       "      <td> RF</td>\n",
       "      <td> KN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <td> DI</td>\n",
       "      <td> DG</td>\n",
       "      <td> QQ</td>\n",
       "      <td> SO</td>\n",
       "      <td> AN</td>\n",
       "      <td> JV</td>\n",
       "      <td> TA</td>\n",
       "      <td> SQ</td>\n",
       "      <td> BG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X</th>\n",
       "      <td> DW</td>\n",
       "      <td> LV</td>\n",
       "      <td> YO</td>\n",
       "      <td> RH</td>\n",
       "      <td> NX</td>\n",
       "      <td> EE</td>\n",
       "      <td> OZ</td>\n",
       "      <td> NU</td>\n",
       "      <td> IL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td> CV</td>\n",
       "      <td> JH</td>\n",
       "      <td> HB</td>\n",
       "      <td> AD</td>\n",
       "      <td> OJ</td>\n",
       "      <td> DC</td>\n",
       "      <td> SW</td>\n",
       "      <td> VF</td>\n",
       "      <td> JI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Z</th>\n",
       "      <td> NF</td>\n",
       "      <td> BN</td>\n",
       "      <td> TL</td>\n",
       "      <td> PQ</td>\n",
       "      <td> HW</td>\n",
       "      <td> NR</td>\n",
       "      <td> GQ</td>\n",
       "      <td> SH</td>\n",
       "      <td> SM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/latex": [
       "\\begin{center} {\\begin{tabular}{llllllllll}\n",
       "\\toprule\n",
       "{} &   R &   S &   T &   U &   V &   W &   X &   Y &   Z \\\\\n",
       "\\midrule\n",
       "A &  ZV &  EA &  BH &  IT &  UG &  AX &  LZ &  RV &  YJ \\\\\n",
       "B &  TO &  SL &  CG &  XL &  SA &  NO &  OV &  DV &  PN \\\\\n",
       "C &  FU &  BM &  XA &  MG &  KS &  KC &  ZU &  JO &  VT \\\\\n",
       "D &  YE &  IM &  RY &  OC &  TV &  JZ &  KL &  LU &  WZ \\\\\n",
       "E &  XH &  LW &  UI &  QU &  XY &  DF &  XR &  IO &  IJ \\\\\n",
       "F &  YY &  ST &  TI &  AR &  PG &  IP &  DB &  FG &  BI \\\\\n",
       "G &  MO &  ZJ &  WP &  KZ &  TS &  NC &  EN &  KA &  DQ \\\\\n",
       "H &  JY &  EX &  WF &  WN &  CC &  WI &  JW &  NQ &  UX \\\\\n",
       "I &  FI &  ZG &  CY &  TK &  UY &  XW &  MQ &  EM &  GD \\\\\n",
       "J &  NP &  PC &  RS &  HM &  YW &  TX &  SK &  EF &  TT \\\\\n",
       "K &  DE &  VJ &  FS &  YP &  XJ &  BE &  JK &  XS &  KU \\\\\n",
       "L &  FH &  OO &  TQ &  WL &  IV &  KP &  NG &  RR &  AM \\\\\n",
       "M &  KD &  UC &  PI &  LB &  LK &  ZF &  BT &  IC &  FP \\\\\n",
       "N &  MP &  GV &  AW &  QI &  RB &  JD &  CU &  WG &  GT \\\\\n",
       "O &  ED &  LJ &  FL &  LI &  TF &  ZK &  JN &  NE &  UE \\\\\n",
       "P &  EO &  FZ &  OK &  IX &  YD &  ME &  DJ &  JM &  PS \\\\\n",
       "Q &  LN &  XK &  AJ &  UD &  KI &  XN &  RW &  DX &  CT \\\\\n",
       "R &  ZS &  HK &  ET &  BX &  TP &  HT &  XC &  BU &  DY \\\\\n",
       "S &  OX &  TM &  XO &  FQ &  IA &  AK &  MW &  PT &  NH \\\\\n",
       "T &  TC &  ZX &  BR &  RU &  RT &  KW &  UW &  BC &  HR \\\\\n",
       "U &  OS &  NB &  NI &  DL &  GS &  QZ &  CE &  TZ &  XP \\\\\n",
       "V &  LT &  FF &  VY &  SX &  BY &  LM &  BJ &  RF &  KN \\\\\n",
       "W &  DI &  DG &  QQ &  SO &  AN &  JV &  TA &  SQ &  BG \\\\\n",
       "X &  DW &  LV &  YO &  RH &  NX &  EE &  OZ &  NU &  IL \\\\\n",
       "Y &  CV &  JH &  HB &  AD &  OJ &  DC &  SW &  VF &  JI \\\\\n",
       "Z &  NF &  BN &  TL &  PQ &  HW &  NR &  GQ &  SH &  SM \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "}\\end{center}"
      ],
      "text/plain": [
       "    R   S   T   U   V   W   X   Y   Z\n",
       "A  ZV  EA  BH  IT  UG  AX  LZ  RV  YJ\n",
       "B  TO  SL  CG  XL  SA  NO  OV  DV  PN\n",
       "C  FU  BM  XA  MG  KS  KC  ZU  JO  VT\n",
       "D  YE  IM  RY  OC  TV  JZ  KL  LU  WZ\n",
       "E  XH  LW  UI  QU  XY  DF  XR  IO  IJ\n",
       "F  YY  ST  TI  AR  PG  IP  DB  FG  BI\n",
       "G  MO  ZJ  WP  KZ  TS  NC  EN  KA  DQ\n",
       "H  JY  EX  WF  WN  CC  WI  JW  NQ  UX\n",
       "I  FI  ZG  CY  TK  UY  XW  MQ  EM  GD\n",
       "J  NP  PC  RS  HM  YW  TX  SK  EF  TT\n",
       "K  DE  VJ  FS  YP  XJ  BE  JK  XS  KU\n",
       "L  FH  OO  TQ  WL  IV  KP  NG  RR  AM\n",
       "M  KD  UC  PI  LB  LK  ZF  BT  IC  FP\n",
       "N  MP  GV  AW  QI  RB  JD  CU  WG  GT\n",
       "O  ED  LJ  FL  LI  TF  ZK  JN  NE  UE\n",
       "P  EO  FZ  OK  IX  YD  ME  DJ  JM  PS\n",
       "Q  LN  XK  AJ  UD  KI  XN  RW  DX  CT\n",
       "R  ZS  HK  ET  BX  TP  HT  XC  BU  DY\n",
       "S  OX  TM  XO  FQ  IA  AK  MW  PT  NH\n",
       "T  TC  ZX  BR  RU  RT  KW  UW  BC  HR\n",
       "U  OS  NB  NI  DL  GS  QZ  CE  TZ  XP\n",
       "V  LT  FF  VY  SX  BY  LM  BJ  RF  KN\n",
       "W  DI  DG  QQ  SO  AN  JV  TA  SQ  BG\n",
       "X  DW  LV  YO  RH  NX  EE  OZ  NU  IL\n",
       "Y  CV  JH  HB  AD  OJ  DC  SW  VF  JI\n",
       "Z  NF  BN  TL  PQ  HW  NR  GQ  SH  SM"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disTable[alphabets[-9:]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These tables are based on multiplicative inverse in prime field $P(677)$ which is $26^2 + 1$\n",
    "\n",
    "Further affine transform is performed in order to uncorrelated identity term 'AA' with 'AA' by adding 37.\n",
    "\n",
    "* 'AA' maps to $1$ \n",
    "* $1^{-1} mod(667)= 1$\n",
    "* 1 + 37 = 38\n",
    "* $38$ maps to 'BL'\n",
    "\n",
    "#### Security\n",
    "This function is highly non-linear function thus creates good confusion state. It increases the correlation immunity of the cipher and also introduce local avalanche in the algorithm."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Algorithm\n",
    "These building blocks are used in a specific order to encrypt a plain text. This order resembles hair knot that is why it is named crypto knot.  \n",
    "\n",
    "* Encryption starts with the key-mixing of first two characters as Stransform is invertible and doesn't give any extra security.\n",
    "* Key mixing is used to mix the key\n",
    "* Stransform is for confusion\n",
    "* After stransform resultant character pair are updated in place in the plain text. \n",
    "* Further in the next cycle 2nd and 3rd characters are chosen and same procedure is performed.\n",
    "* Because of initial random characters which is of the size of the actual/ required key size, first character get mixed with the complete key. In contrast with no random header first two characters get mixed with only first two characters of the key thus only posses security of 2 chars.\n",
    "* This special knot formation and non linear Stransform ensures maximum avalanche with reduced rounds as compared with the first design.\n",
    "* Design is simple with a catch that decryption mechanism works on the encrypted stream in reverse order. Thus for decryption party should posses whole encrypted stream. Thus online decryption is not possible. But as per problem statement this toy cipher gives good security for offline messages while maintaining design simple and hand calculable.\n",
    "* Intermediate calculations must be destroyed otherwise adversary may use them as side-channle information and attack the cipher.\n",
    "* Further Initial random characters while acting as a nonce also make algorithm CPA-secure\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Encryption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td  style=\"background-color:lightGreen;\">PlainText</td><td  style=\"background-color:lightGreen;\">K</td><td  style=\"background-color:lightGreen;\">F</td><td  style=\"background-color:lightGreen;\">R</td><td  style=\"background-color:lightGreen;\">Y</td><td  style=\"background-color:lightGreen;\">B</td><td  style=\"background-color:lightGreen;\">M</td><td  style=\"background-color:lightGreen;\">V</td><td  style=\"background-color:lightGreen;\">N</td><td  style=\"background-color:lightGreen;\"><b>M</b></td><td  style=\"background-color:lightGreen;\"><b>E</b></td><td  style=\"background-color:lightGreen;\"><b>E</b></td><td  style=\"background-color:lightGreen;\"><b>T</b></td><td  style=\"background-color:lightGreen;\"><b>M</b></td><td  style=\"background-color:lightGreen;\"><b>E</b></td><td  style=\"background-color:lightGreen;\"><b>A</b></td><td  style=\"background-color:lightGreen;\"><b>T</b></td><td  style=\"background-color:lightGreen;\"><b>I</b></td><td  style=\"background-color:lightGreen;\"><b>I</b></td><td  style=\"background-color:lightGreen;\"><b>T</b></td><td  style=\"background-color:lightGreen;\">W</td><td  style=\"background-color:lightGreen;\">H</td></tr><tr><td>Key</td><td  style=\"background-color:lightBlue;\">M</td><td  style=\"background-color:lightBlue;\">Y</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td  style=\"background-color:Red;\">W</td><td  style=\"background-color:Red;\">D</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td  style=\"background-color:Yellow;\">K</td><td  style=\"background-color:Yellow;\">Y</td><td>R</td><td>Y</td><td>B</td><td>M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td  style=\"background-color:lightBlue;\">S</td><td  style=\"background-color:lightBlue;\">E</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td  style=\"background-color:Red;\">Q</td><td  style=\"background-color:Red;\">V</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td  style=\"background-color:Yellow;\">A</td><td  style=\"background-color:Yellow;\">T</td><td>Y</td><td>B</td><td>M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x7f8025565e10>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def encrypt(key, plaintext):\n",
    "    intermediates = []\n",
    "    ciphertext = plaintext[:]\n",
    "    intermediates.append(['PlainText'] + ciphertext[:])\n",
    "    \n",
    "    for i in range(len(ciphertext)-1):\n",
    "        KM = [keymix(key[(i*2)%len(key)], ciphertext[i]), keymix(key[(i*2+1)%len(key)], ciphertext[i+1])]\n",
    "        intermediates.append(['Key'] + ['' for j in range(i)] +[key[(i*2)%len(key)], key[(i*2+1)%len(key)]] + ['' for j in range(len(ciphertext)-i-2)])\n",
    "        intermediates.append(['KeyMixing'] + ['' for j in range(i)] + KM + ['' for j in range(len(ciphertext)-i-2)])\n",
    "        ST = sTable[KM[0]+ KM[1]]\n",
    "        ciphertext[i], ciphertext[i+1] = [ST[0], ST[1]]\n",
    "        intermediates.append(['Substitution'] + ciphertext[:])\n",
    "    intermediates.append(['CipherText'] + ciphertext[:])\n",
    "        \n",
    "    table = make_table(intermediates, len(plaintext))\n",
    "    return ciphertext, intermediates\n",
    "\n",
    "def encrypt1(key, plaintext):\n",
    "    intermediates = []\n",
    "    ciphertext = plaintext[:]\n",
    "    #intermediates.append(['PlainText'] + ciphertext[:])\n",
    "    \n",
    "    for i in range(len(ciphertext)-1):\n",
    "        KM = [keymix(key[(i*2)%len(key)], ciphertext[i]), keymix(key[(i*2+1)%len(key)], ciphertext[i+1])]\n",
    "        #intermediates.append(['Key'] + ['' for j in range(i)] +[key[(i*2)%len(key)], key[(i*2+1)%len(key)]] + ['' for j in range(len(ciphertext)-i-2)])\n",
    "        #intermediates.append(['KeyMixing'] + ['' for j in range(i)] + KM + ['' for j in range(len(ciphertext)-i-2)])\n",
    "        ST = sTable[KM[0]+ KM[1]]\n",
    "        ciphertext[i], ciphertext[i+1] = [ST[0], ST[1]]\n",
    "        #intermediates.append(['Substitution'] + ciphertext[:])\n",
    "    #intermediates.append(['CipherText'] + ciphertext[:])\n",
    "        \n",
    "    #table = make_table(intermediates, len(plaintext))\n",
    "    return ciphertext #, intermediates\n",
    "\n",
    "CipherText, intermediates = encrypt(Key, PlainText)\n",
    "\n",
    "itable = intermediates[:7]\n",
    "table = make_table(itable, len(PlainText)+1)\n",
    "set_row_style(0, color='lightGreen')\n",
    "#set_row_style(len(itable)-1, color='lightGreen')\n",
    "for i in range(9, len(PlainText)-1):\n",
    "    set_cell_style(0, i, bold='True')\n",
    "for i in range(1, len(itable)/3+1):\n",
    "    set_cell_style(i*3-2, i, color='lightBlue')\n",
    "    set_cell_style(i*3-2, i+1, color='lightBlue')\n",
    "    set_cell_style(i*3-1, i, color='Red')\n",
    "    set_cell_style(i*3-1, i+1, color='Red')\n",
    "    set_cell_style(i*3, i, color='Yellow')\n",
    "    set_cell_style(i*3, i+1, color='Yellow')\n",
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td>Substitution</td><td>K</td><td>A</td><td>T</td><td>Y</td><td>B</td><td>M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td>C</td><td  style=\"background-color:lightBlue;\">R</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td>V</td><td  style=\"background-color:Red;\">P</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td  style=\"background-color:Yellow;\">K</td><td  style=\"background-color:Yellow;\">B</td><td>M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td>E</td><td  style=\"background-color:lightBlue;\">T</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td>O</td><td  style=\"background-color:Red;\">U</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td  style=\"background-color:Yellow;\">K</td><td  style=\"background-color:Yellow;\">M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td>M</td><td  style=\"background-color:lightBlue;\">Y</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td>W</td><td  style=\"background-color:Red;\">K</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td  style=\"background-color:Yellow;\">U</td><td  style=\"background-color:Yellow;\">V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td>S</td><td  style=\"background-color:lightBlue;\">E</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td>M</td><td  style=\"background-color:Red;\">Z</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td  style=\"background-color:Yellow;\">I</td><td  style=\"background-color:Yellow;\">N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td>C</td><td  style=\"background-color:lightBlue;\">R</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td>K</td><td  style=\"background-color:Red;\">E</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td  style=\"background-color:Yellow;\">W</td><td  style=\"background-color:Yellow;\">M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>E</td><td  style=\"background-color:lightBlue;\">T</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>A</td><td  style=\"background-color:Red;\">F</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td  style=\"background-color:Yellow;\">T</td><td  style=\"background-color:Yellow;\">E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>M</td><td  style=\"background-color:lightBlue;\">Y</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>F</td><td  style=\"background-color:Red;\">C</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td  style=\"background-color:Yellow;\">O</td><td  style=\"background-color:Yellow;\">E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>S</td><td  style=\"background-color:lightBlue;\">E</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>G</td><td  style=\"background-color:Red;\">I</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td  style=\"background-color:Yellow;\">S</td><td  style=\"background-color:Yellow;\">T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>C</td><td  style=\"background-color:lightBlue;\">R</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>U</td><td  style=\"background-color:Red;\">K</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td  style=\"background-color:Yellow;\">J</td><td  style=\"background-color:Yellow;\">M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>E</td><td  style=\"background-color:lightBlue;\">T</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>N</td><td  style=\"background-color:Red;\">F</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td  style=\"background-color:Yellow;\">Z</td><td  style=\"background-color:Yellow;\">E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>M</td><td  style=\"background-color:lightBlue;\">Y</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>L</td><td  style=\"background-color:Red;\">C</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td  style=\"background-color:Yellow;\">D</td><td  style=\"background-color:Yellow;\">A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>S</td><td>E</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>V</td><td>E</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>P</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x7f8025565590>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "itable = intermediates[6:43]\n",
    "table = make_table(itable, len(PlainText)+1)\n",
    "#set_row_style(0, color='lightGreen')\n",
    "#set_row_style(len(itable)-1, color='lightGreen')\n",
    "#for i in range(9, len(PlainText)-1):\n",
    "#    set_cell_style(0, i, bold='True')\n",
    "for i in range(1, len(itable)/3):\n",
    "    set_cell_style(i*3-2, i+3, color='lightBlue')\n",
    "    set_cell_style(i*3-2, i+4, color='lightBlue')\n",
    "    set_cell_style(i*3-1, i+3, color='Red')\n",
    "    set_cell_style(i*3-1, i+4, color='Red')\n",
    "    set_cell_style(i*3, i+3, color='Yellow')\n",
    "    set_cell_style(i*3, i+4, color='Yellow')\n",
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>P</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>C</td><td  style=\"background-color:lightBlue;\">R</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>R</td><td  style=\"background-color:Red;\">K</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td  style=\"background-color:Yellow;\">Q</td><td  style=\"background-color:Yellow;\">I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>E</td><td  style=\"background-color:lightBlue;\">T</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>U</td><td  style=\"background-color:Red;\">B</td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>M</td><td  style=\"background-color:Yellow;\">V</td><td  style=\"background-color:Yellow;\">I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>M</td><td  style=\"background-color:lightBlue;\">Y</td><td  style=\"background-color:lightBlue;\"></td><td></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>H</td><td  style=\"background-color:Red;\">G</td><td  style=\"background-color:Red;\"></td><td></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>M</td><td>K</td><td  style=\"background-color:Yellow;\">Q</td><td  style=\"background-color:Yellow;\">T</td><td>W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>S</td><td  style=\"background-color:lightBlue;\">E</td><td  style=\"background-color:lightBlue;\"></td><td></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>I</td><td  style=\"background-color:Red;\">X</td><td  style=\"background-color:Red;\"></td><td></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>M</td><td>K</td><td>U</td><td  style=\"background-color:Yellow;\">P</td><td  style=\"background-color:Yellow;\">W</td><td>H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>C</td><td  style=\"background-color:lightBlue;\">R</td><td  style=\"background-color:lightBlue;\"></td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>R</td><td  style=\"background-color:Red;\">N</td><td  style=\"background-color:Red;\"></td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>M</td><td>K</td><td>U</td><td>K</td><td  style=\"background-color:Yellow;\">S</td><td  style=\"background-color:Yellow;\">H</td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>E</td><td>T</td></tr><tr><td>KeyMixing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>W</td><td>A</td></tr><tr><td>Substitution</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>M</td><td>K</td><td>U</td><td>K</td><td>O</td><td>R</td></tr><tr><td>CipherText</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>M</td><td>K</td><td>U</td><td>K</td><td>O</td><td>R</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x7f8025565650>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "itable = intermediates[42:]\n",
    "table = make_table(itable, len(PlainText)+1)\n",
    "#set_row_style(0, color='lightGreen')\n",
    "#set_row_style(len(itable)-1, color='lightGreen')\n",
    "#for i in range(9, len(PlainText)-1):\n",
    "#    set_cell_style(0, i, bold='True')\n",
    "for i in range(1, len(itable)/3):\n",
    "    set_cell_style(i*3-2, i+15, color='lightBlue')\n",
    "    set_cell_style(i*3-2, i+16, color='lightBlue')\n",
    "    set_cell_style(i*3-1, i+15, color='Red')\n",
    "    set_cell_style(i*3-1, i+16, color='Red')\n",
    "    set_cell_style(i*3, i+15, color='Yellow')\n",
    "    set_cell_style(i*3, i+16, color='Yellow')\n",
    "table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decryption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td  style=\"background-color:lightGreen;\">CipherText</td><td  style=\"background-color:lightGreen;\">K</td><td  style=\"background-color:lightGreen;\">A</td><td  style=\"background-color:lightGreen;\">N</td><td  style=\"background-color:lightGreen;\">P</td><td  style=\"background-color:lightGreen;\">C</td><td  style=\"background-color:lightGreen;\">B</td><td  style=\"background-color:lightGreen;\">O</td><td  style=\"background-color:lightGreen;\">F</td><td  style=\"background-color:lightGreen;\">D</td><td  style=\"background-color:lightGreen;\">Q</td><td  style=\"background-color:lightGreen;\">D</td><td  style=\"background-color:lightGreen;\">R</td><td  style=\"background-color:lightGreen;\">L</td><td  style=\"background-color:lightGreen;\">N</td><td  style=\"background-color:lightGreen;\">G</td><td  style=\"background-color:lightGreen;\">M</td><td  style=\"background-color:lightGreen;\">K</td><td  style=\"background-color:lightGreen;\">U</td><td  style=\"background-color:lightGreen;\">K</td><td  style=\"background-color:lightGreen;\">O</td><td  style=\"background-color:lightGreen;\">R</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>W</td><td>A</td></tr><tr><td>Key</td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>E</td><td>T</td></tr><tr><td>InvKeyMixing</td><td>K</td><td  style=\"background-color:lightBlue;\">A</td><td  style=\"background-color:lightBlue;\">N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>M</td><td>K</td><td>U</td><td>K</td><td>S</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>R</td><td>N</td><td></td></tr><tr><td>Key</td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>C</td><td>R</td><td></td></tr><tr><td>InvKeyMixing</td><td  style=\"background-color:lightBlue;\">K</td><td  style=\"background-color:lightBlue;\">A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>M</td><td>K</td><td>U</td><td>P</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>I</td><td>X</td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>S</td><td>E</td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>M</td><td>K</td><td>Q</td><td>T</td><td>W</td><td>H</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x7f80254e87d0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def decrypt(key, ciphertext):\n",
    "    ikey = invkey(key[:])\n",
    "    intermediates = []\n",
    "    plaintext = ciphertext[:]\n",
    "    intermediates.append(['CipherText'] + plaintext[:])\n",
    "    \n",
    "    for i in reversed(range(len(plaintext)-1)):\n",
    "        ST = isTable[plaintext[i]+ plaintext[i+1]]\n",
    "        intermediates.append(['InvSubstitution'] + ['' for j in range(i)] +[ST[0], ST[1]] + ['' for j in range(len(ciphertext)-i-2)])\n",
    "        KM = [keymix(ikey[(i*2)%len(ikey)], ST[0]), keymix(ikey[(i*2+1)%len(ikey)], ST[1])]\n",
    "        plaintext[i], plaintext[i+1] = [KM[0], KM[1]]\n",
    "        intermediates.append(['Key'] + ['' for j in range(i)] +[key[(i*2)%len(key)], key[(i*2+1)%len(key)]] + ['' for j in range(len(ciphertext)-i-2)])\n",
    "        intermediates.append(['InvKeyMixing'] + plaintext[:])\n",
    "    intermediates.append(['PlainText'] + plaintext[:])\n",
    "        \n",
    "    table = make_table(intermediates, len(plaintext))\n",
    "    return plaintext, intermediates\n",
    "\n",
    "def decrypt1(key, ciphertext):\n",
    "    ikey = invkey(key[:])\n",
    "    #intermediates = []\n",
    "    plaintext = ciphertext[:]\n",
    "    #intermediates.append(['CipherText'] + plaintext[:])\n",
    "    \n",
    "    for i in reversed(range(len(plaintext)-1)):\n",
    "        ST = isTable[plaintext[i]+ plaintext[i+1]]\n",
    "        #intermediates.append(['InvSubstitution'] + ['' for j in range(i)] +[ST[0], ST[1]] + ['' for j in range(len(ciphertext)-i-2)])\n",
    "        KM = [keymix(ikey[(i*2)%len(ikey)], ST[0]), keymix(ikey[(i*2+1)%len(ikey)], ST[1])]\n",
    "        plaintext[i], plaintext[i+1] = [KM[0], KM[1]]\n",
    "        #intermediates.append(['Key'] + ['' for j in range(i)] +[key[(i*2)%len(key)], key[(i*2+1)%len(key)]] + ['' for j in range(len(ciphertext)-i-2)])\n",
    "        #intermediates.append(['InvKeyMixing'] + plaintext[:])\n",
    "    #intermediates.append(['PlainText'] + plaintext[:])\n",
    "        \n",
    "    #table = make_table(intermediates, len(plaintext))\n",
    "    return plaintext #, intermediates\n",
    "\n",
    "PlainText0, intermediates = decrypt(Key, CipherText)\n",
    "\n",
    "itable = intermediates[:10]\n",
    "table = make_table(itable, len(PlainText)+1)\n",
    "set_row_style(0, color='lightGreen')\n",
    "#set_row_style(len(itable)-1, color='lightGreen')\n",
    "#for i in range(9, len(PlainText)-1):\n",
    "#    set_cell_style(len(itable)-1, i, bold='True')\n",
    "for i in range(1, len(itable)/3):\n",
    "    set_cell_style((len(itable)-i*3)-1, i, color='lightBlue')\n",
    "    set_cell_style((len(itable)-i*3)-1, i+1, color='lightBlue')\n",
    "    set_cell_style((len(itable)-i*3), i, color='Red')\n",
    "    set_cell_style((len(itable)-i*3), i+1, color='Red')\n",
    "    set_cell_style((len(itable)-i*3) -2, i, color='Yellow')\n",
    "    set_cell_style((len(itable)-i*3) -2, i+1, color='Yellow')\n",
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td  style=\"background-color:lightGreen;\">InvKeyMixing</td><td  style=\"background-color:lightGreen;\">K</td><td  style=\"background-color:lightGreen;\">A</td><td  style=\"background-color:lightGreen;\">N</td><td  style=\"background-color:lightGreen;\">P</td><td  style=\"background-color:lightGreen;\">C</td><td  style=\"background-color:lightGreen;\">B</td><td  style=\"background-color:lightGreen;\">O</td><td  style=\"background-color:lightGreen;\">F</td><td  style=\"background-color:lightGreen;\">D</td><td  style=\"background-color:lightGreen;\">Q</td><td  style=\"background-color:lightGreen;\">D</td><td  style=\"background-color:lightGreen;\">R</td><td  style=\"background-color:lightGreen;\">L</td><td  style=\"background-color:lightGreen;\">N</td><td  style=\"background-color:lightGreen;\">G</td><td  style=\"background-color:lightGreen;\">M</td><td  style=\"background-color:lightGreen;\">K</td><td  style=\"background-color:lightGreen;\">Q</td><td  style=\"background-color:lightGreen;\">T</td><td  style=\"background-color:lightGreen;\">W</td><td  style=\"background-color:lightGreen;\">H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>H</td><td>G</td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>M</td><td>Y</td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td  style=\"background-color:lightBlue;\">D</td><td  style=\"background-color:lightBlue;\">R</td><td>L</td><td>N</td><td>G</td><td>M</td><td>V</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>U</td><td>B</td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>E</td><td>T</td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>D</td><td  style=\"background-color:lightBlue;\">Q</td><td  style=\"background-color:lightBlue;\">D</td><td>R</td><td>L</td><td>N</td><td>G</td><td>Q</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>R</td><td>K</td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>C</td><td>R</td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>F</td><td  style=\"background-color:lightBlue;\">D</td><td  style=\"background-color:lightBlue;\">Q</td><td>D</td><td>R</td><td>L</td><td>N</td><td>P</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>V</td><td>E</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>S</td><td>E</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>O</td><td  style=\"background-color:lightBlue;\">F</td><td  style=\"background-color:lightBlue;\">D</td><td>Q</td><td>D</td><td>R</td><td>L</td><td>D</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>L</td><td>C</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>M</td><td>Y</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>B</td><td  style=\"background-color:lightBlue;\">O</td><td  style=\"background-color:lightBlue;\">F</td><td>D</td><td>Q</td><td>D</td><td>R</td><td>Z</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>N</td><td>F</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>E</td><td>T</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td  style=\"background-color:lightBlue;\">B</td><td  style=\"background-color:lightBlue;\">O</td><td>F</td><td>D</td><td>Q</td><td>D</td><td>J</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>U</td><td>K</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>C</td><td>R</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td>P</td><td  style=\"background-color:lightBlue;\">C</td><td  style=\"background-color:lightBlue;\">B</td><td>O</td><td>F</td><td>D</td><td>Q</td><td>S</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>G</td><td>I</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>S</td><td>E</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td  style=\"background-color:lightBlue;\">P</td><td  style=\"background-color:lightBlue;\">C</td><td>B</td><td>O</td><td>F</td><td>D</td><td>O</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>F</td><td>C</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>M</td><td>Y</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td  style=\"background-color:lightBlue;\">N</td><td  style=\"background-color:lightBlue;\">P</td><td>C</td><td>B</td><td>O</td><td>F</td><td>T</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>A</td><td>F</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>E</td><td>T</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td  style=\"background-color:lightBlue;\">A</td><td  style=\"background-color:lightBlue;\">N</td><td>P</td><td>C</td><td>B</td><td>O</td><td>W</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>K</td><td>E</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td  style=\"background-color:Yellow;\"></td><td  style=\"background-color:Yellow;\"></td><td></td><td></td><td></td><td></td><td>C</td><td>R</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td  style=\"background-color:lightBlue;\">K</td><td  style=\"background-color:lightBlue;\">A</td><td>N</td><td>P</td><td>C</td><td>B</td><td>I</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td  style=\"background-color:Red;\"></td><td  style=\"background-color:Red;\"></td><td></td><td></td><td></td><td>M</td><td>Z</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td></td><td>S</td><td>E</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td>P</td><td>C</td><td>U</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x7f8025565f90>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "itable = intermediates[9:46]\n",
    "table = make_table(itable, len(PlainText)+1)\n",
    "set_row_style(0, color='lightGreen')\n",
    "#set_row_style(len(itable)-1, color='lightGreen')\n",
    "#for i in range(9, len(PlainText)-1):\n",
    "#    set_cell_style(len(itable)-1, i, bold='True')\n",
    "for i in range(1, len(itable)/3):\n",
    "    set_cell_style((len(itable)-i*3)-1, i, color='lightBlue')\n",
    "    set_cell_style((len(itable)-i*3)-1, i+1, color='lightBlue')\n",
    "    set_cell_style((len(itable)-i*3), i, color='Red')\n",
    "    set_cell_style((len(itable)-i*3), i+1, color='Red')\n",
    "    set_cell_style((len(itable)-i*3) -2, i, color='Yellow')\n",
    "    set_cell_style((len(itable)-i*3) -2, i+1, color='Yellow')\n",
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\"  style=\"border:1px solid black;border-collapse:collapse;\"><tr><td  style=\"background-color:lightGreen;\">InvKeyMixing</td><td  style=\"background-color:lightGreen;\">K</td><td  style=\"background-color:lightGreen;\">A</td><td  style=\"background-color:lightGreen;\">N</td><td  style=\"background-color:lightGreen;\">P</td><td  style=\"background-color:lightGreen;\">C</td><td  style=\"background-color:lightGreen;\">U</td><td  style=\"background-color:lightGreen;\">V</td><td  style=\"background-color:lightGreen;\">N</td><td  style=\"background-color:lightGreen;\">M</td><td  style=\"background-color:lightGreen;\">E</td><td  style=\"background-color:lightGreen;\">E</td><td  style=\"background-color:lightGreen;\">T</td><td  style=\"background-color:lightGreen;\">M</td><td  style=\"background-color:lightGreen;\">E</td><td  style=\"background-color:lightGreen;\">A</td><td  style=\"background-color:lightGreen;\">T</td><td  style=\"background-color:lightGreen;\">I</td><td  style=\"background-color:lightGreen;\">I</td><td  style=\"background-color:lightGreen;\">T</td><td  style=\"background-color:lightGreen;\">W</td><td  style=\"background-color:lightGreen;\">H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td></td><td>W</td><td>K</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td></td><td>M</td><td>Y</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td>N</td><td  style=\"background-color:Yellow;\">P</td><td  style=\"background-color:Yellow;\">K</td><td>M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td></td><td  style=\"background-color:lightBlue;\">O</td><td  style=\"background-color:lightBlue;\">U</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td></td><td  style=\"background-color:Red;\">E</td><td  style=\"background-color:Red;\">T</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>A</td><td  style=\"background-color:Yellow;\">N</td><td  style=\"background-color:Yellow;\">K</td><td>B</td><td>M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td></td><td  style=\"background-color:lightBlue;\">V</td><td  style=\"background-color:lightBlue;\">P</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td></td><td  style=\"background-color:Red;\">C</td><td  style=\"background-color:Red;\">R</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td  style=\"background-color:Yellow;\">A</td><td  style=\"background-color:Yellow;\">T</td><td>Y</td><td>B</td><td>M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td></td><td  style=\"background-color:lightBlue;\">Q</td><td  style=\"background-color:lightBlue;\">V</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td></td><td  style=\"background-color:Red;\">S</td><td  style=\"background-color:Red;\">E</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td  style=\"background-color:Yellow;\">K</td><td  style=\"background-color:Yellow;\">Y</td><td>R</td><td>Y</td><td>B</td><td>M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>InvSubstitution</td><td  style=\"background-color:lightBlue;\">W</td><td  style=\"background-color:lightBlue;\">D</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Key</td><td  style=\"background-color:Red;\">M</td><td  style=\"background-color:Red;\">Y</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>InvKeyMixing</td><td>K</td><td>F</td><td>R</td><td>Y</td><td>B</td><td>M</td><td>V</td><td>N</td><td>M</td><td>E</td><td>E</td><td>T</td><td>M</td><td>E</td><td>A</td><td>T</td><td>I</td><td>I</td><td>T</td><td>W</td><td>H</td></tr><tr><td>PlainText</td><td>K</td><td>F</td><td>R</td><td>Y</td><td>B</td><td>M</td><td>V</td><td>N</td><td><b>M</b></td><td><b>E</b></td><td><b>E</b></td><td><b>T</b></td><td><b>M</b></td><td><b>E</b></td><td><b>A</b></td><td><b>T</b></td><td><b>I</b></td><td><b>I</b></td><td><b>T</b></td><td>W</td><td>H</td></tr></table>"
      ],
      "text/plain": [
       "<ipy_table.IpyTable at 0x7f80254e83d0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "itable = intermediates[45:]\n",
    "table = make_table(itable, len(PlainText)+1)\n",
    "set_row_style(0, color='lightGreen')\n",
    "#set_row_style(len(itable)-1, color='lightGreen')\n",
    "for i in range(9, len(PlainText)-1):\n",
    "    set_cell_style(len(itable)-1, i, bold='True')\n",
    "for i in range(1, len(itable)/3):\n",
    "    set_cell_style((len(itable)-i*3)-1, i, color='lightBlue')\n",
    "    set_cell_style((len(itable)-i*3)-1, i+1, color='lightBlue')\n",
    "    set_cell_style((len(itable)-i*3), i, color='Red')\n",
    "    set_cell_style((len(itable)-i*3), i+1, color='Red')\n",
    "    set_cell_style((len(itable)-i*3) -2, i, color='Yellow')\n",
    "    set_cell_style((len(itable)-i*3) -2, i+1, color='Yellow')\n",
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import gmpy2\n",
    "import re\n",
    "\n",
    "def findDuplicates(l):\n",
    "    return list(set([x for x in l if l.count(x) > 1]))\n",
    "\n",
    "alphabets = [str(unichr(i)) for i in range(ord('A'), ord('Z')+1)]\n",
    "\n",
    "table = []\n",
    "for i in alphabets:\n",
    "    for j in alphabets:\n",
    "        table.append(i + j)\n",
    "\n",
    "P = gmpy2.next_prime(len(table))\n",
    "\n",
    "sbox = []\n",
    "\n",
    "affine = 37\n",
    "for i in range(1,P):\n",
    "    tmp = gmpy2.f_mod(gmpy2.invert(i, P) + affine, P)\n",
    "    if tmp:\n",
    "        sbox.append(tmp)\n",
    "    else:\n",
    "        sbox.append(affine)\n",
    "\n",
    "tmp = {}\n",
    "for i, j in zip(sbox, range(1, len(sbox)+1)):\n",
    "    tmp[i] = j\n",
    "    \n",
    "isbox = []\n",
    "for i in range(1, len(sbox)+1):\n",
    "    isbox.append(tmp[i])\n",
    "    \n",
    "del(tmp)\n",
    "\n",
    "sTable = {j: table[i-1] for i, j in zip(sbox, table)}\n",
    "isTable = {j: table[i-1] for i, j in zip(isbox, table)}\n",
    "\n",
    "def stransform(PT):\n",
    "    text = [sTable[PT[2 * i] + PT[2 * i + 1]] for i in range(len(PT)/2)]\n",
    "    text = [re.findall('.', i) for i in text]\n",
    "    return [item for sublist in text for item in sublist]\n",
    "\n",
    "def istransform(PT):\n",
    "    text = [isTable[PT[2 * i] + PT[2 * i + 1]] for i in range(len(PT)/2)]\n",
    "    text = [re.findall('.', i) for i in text]\n",
    "    return [item for sublist in text for item in sublist]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "pd.set_option('display.notebook_repr_html', True)\n",
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "def _repr_latex_(self):\n",
    "    return \"\\\\begin{center} {%s}\\\\end{center}\" % self.to_latex()\n",
    "    return self.to_latex()\n",
    "\n",
    "pd.DataFrame._repr_latex_ = _repr_latex_ \n",
    "\n",
    "def printtable(table):\n",
    "    alphadict = {}\n",
    "    for i in alphabets:\n",
    "        alphavals = []\n",
    "        for j in alphabets:\n",
    "            alphavals.append(table[i + j])\n",
    "        alphadict[i] = alphavals\n",
    "    return alphadict\n",
    "\n",
    "dsTable = pd.DataFrame(printtable(sTable), index=alphabets)\n",
    "disTable = pd.DataFrame(printtable(isTable), index=alphabets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def drawFrequency(PlainText, label):\n",
    "    alphabet = []\n",
    "    for i in range(26):\n",
    "        alphabet.append(str(unichr(65+i)))\n",
    "\n",
    "    frequency = np.zeros(len(alphabet),dtype=np.float64)\n",
    "\n",
    "    for i in PlainText:\n",
    "        frequency[alphabet.index(i)] += 1\n",
    "\n",
    "    for i in range(len(frequency)):\n",
    "        frequency[i] = frequency[i]*100/len(PlainText)\n",
    "\n",
    "    #print    frequency \n",
    "    plt.figure(figsize=(15, 5))\n",
    "    index = [i for i in range(26)] #alphabet]\n",
    "    value = frequency\n",
    "    bar_width = 1\n",
    "    opacity = 0.4\n",
    "    error_config = {'ecolor': '0.3'}\n",
    "    plt.bar(index, \n",
    "             value, \n",
    "             #bar_width,\n",
    "             alpha=opacity,\n",
    "             color='b',\n",
    "             ##yerr=std_men,\n",
    "             #error_kw=error_config,\n",
    "             label=label)\n",
    "    plt.xlabel('Alphabets')\n",
    "    plt.ylabel('Frequency in %')\n",
    "    plt.title('Frequency Distribution of Latters')\n",
    "    plt.xticks(index, alphabet)\n",
    "    plt.legend()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def drawDFrequency(PlainText, label):\n",
    "    alphabet = []\n",
    "    for j in range(1 + ord('Z') - ord('A')):\n",
    "        for i in range(1 + ord('Z') - ord('A')):\n",
    "            alphabet.append(str(unichr(ord('A') + j)) + str(unichr(ord('A') + i)))\n",
    "\n",
    "    frequency = np.zeros(len(alphabet),dtype=np.float64)\n",
    "\n",
    "\n",
    "    for i,j in zip(PlainText[:-1], PlainText[1:]):\n",
    "        frequency[alphabet.index(i+j)] += 1\n",
    "\n",
    "    for i in range(len(frequency)):\n",
    "        frequency[i] = frequency[i]*100/len(PlainText)\n",
    "        \n",
    "    #print    frequency \n",
    "    plt.figure(figsize=(5, 40))\n",
    "    index = [i for i in enumrate(frequency)]\n",
    "    value = frequency\n",
    "    bar_width = 1\n",
    "    opacity = 0.4\n",
    "    error_config = {'ecolor': '0.3'}\n",
    "    plt.barh(index, \n",
    "             value, \n",
    "             #bar_width,\n",
    "             alpha=opacity,\n",
    "             color='b',\n",
    "             ##yerr=std_men,\n",
    "             #error_kw=error_config,\n",
    "             label=label)\n",
    "    plt.ylabel('Alphabets')\n",
    "    plt.xlabel('Frequency in %')\n",
    "    plt.title('Frequency Distribution of Latters')\n",
    "    plt.yticks(index, [i for i in frequency])\n",
    "    plt.legend()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Project Gutenberg's Alice's Adventures in Wonderland, by Lewis CarrollThis eBook is for the use of a\n",
      "PlainText: ['T', 'B', 'D', 'O', 'H', 'P', 'S', 'Y', 'P', 'R', 'O', 'J', 'E', 'C', 'T', 'G', 'U', 'T', 'E', 'N', 'B', 'E', 'R', 'G', 'S', 'A', 'L', 'I', 'C', 'E', 'S', 'A', 'D', 'V', 'E', 'N', 'T', 'U', 'R', 'E', 'S', 'I', 'N', 'W', 'O', 'N', 'D', 'E', 'R', 'L', 'A', 'N', 'D', 'B', 'Y', 'L', 'E', 'W', 'I', 'S', 'C', 'A', 'R', 'R', 'O', 'L', 'L', 'T', 'H', 'I', 'S', 'E', 'B', 'O', 'O', 'K', 'I', 'S', 'F', 'O', 'R', 'T', 'H', 'E', 'U', 'S', 'E', 'O', 'F', 'A', 'N', 'Y', 'O', 'N', 'E', 'A', 'N', 'Y', 'W', 'H']\n",
      "Key: ['M', 'Y', 'S', 'E', 'C', 'R', 'E', 'T']\n"
     ]
    }
   ],
   "source": [
    "with open('ALICES_ADVENTURES_IN_WONDERLAND.txt', 'r') as myfile:\n",
    "    data=myfile.read().replace('\\n', '')\n",
    "print data[:100]\n",
    "\n",
    "PlainText = PreFormat(data)\n",
    "print 'PlainText:', PlainText[:100]\n",
    "\n",
    "\n",
    "password = \"mysecret\"\n",
    "Key = re.findall('.', password.upper().replace(\" \", \"\"))\n",
    "print 'Key:', Key\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f80240a3390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "drawFrequency(PlainText, 'PlainText')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "CipherText = encrypt1(Key, PlainText)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "image/png": 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ASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8025337f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "drawFrequency(CipherText, 'CipherText')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "PlainText0 = decrypt1(Key, CipherText)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f80233511d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "drawFrequency(PlainText0, 'PlainText0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['T', 'B', 'D', 'O', 'H', 'P', 'S', 'Y', 'P', 'R', 'O', 'J', 'E', 'C', 'T', 'G', 'U', 'T', 'E', 'N', 'B', 'E', 'R', 'G', 'S', 'A', 'L', 'I', 'C', 'E', 'S', 'A', 'D', 'V', 'E', 'N', 'T', 'U', 'R', 'E', 'S', 'I', 'N', 'W', 'O', 'N', 'D', 'E', 'R', 'L', 'A', 'N', 'D', 'B', 'Y', 'L', 'E', 'W', 'I', 'S', 'C', 'A', 'R', 'R', 'O', 'L', 'L', 'T', 'H', 'I', 'S', 'E', 'B', 'O', 'O', 'K', 'I', 'S', 'F', 'O', 'R', 'T', 'H', 'E', 'U', 'S', 'E', 'O', 'F', 'A', 'N', 'Y', 'O', 'N', 'E', 'A', 'N', 'Y', 'W', 'H']\n"
     ]
    }
   ],
   "source": [
    "print PlainText0[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['T', 'B', 'D', 'O', 'H', 'P', 'S', 'Y', 'P', 'R', 'O', 'J', 'E', 'C', 'T', 'G', 'U', 'T', 'E', 'N', 'B', 'E', 'R', 'G', 'S', 'A', 'L', 'I', 'C', 'E', 'S', 'A', 'D', 'V', 'E', 'N', 'T', 'U', 'R', 'E', 'S', 'I', 'N', 'W', 'O', 'N', 'D', 'E', 'R', 'L', 'A', 'N', 'D', 'B', 'Y', 'L', 'E', 'W', 'I', 'S', 'C', 'A', 'R', 'R', 'O', 'L', 'L', 'T', 'H', 'I', 'S', 'E', 'B', 'O', 'O', 'K', 'I', 'S', 'F', 'O', 'R', 'T', 'H', 'E', 'U', 'S', 'E', 'O', 'F', 'A', 'N', 'Y', 'O', 'N', 'E', 'A', 'N', 'Y', 'W', 'H']\n"
     ]
    }
   ],
   "source": [
    "print PlainText[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "global name 'enumrate' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-149-77dc41eb65f1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmagic\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mu'pylab inline'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdrawDFrequency\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mPlainText\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'PlainText'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mdrawDFrequency\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCipherText\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'CipherText'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-140-b0401f063cf8>\u001b[0m in \u001b[0;36mdrawDFrequency\u001b[1;34m(PlainText, label)\u001b[0m\n\u001b[0;32m     19\u001b[0m     \u001b[1;31m#print    frequency\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     20\u001b[0m     \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m40\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 21\u001b[1;33m     \u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumrate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfrequency\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     22\u001b[0m     \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfrequency\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     23\u001b[0m     \u001b[0mbar_width\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: global name 'enumrate' is not defined"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f802764a2d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "drawDFrequency(PlainText, 'PlainText')\n",
    "drawDFrequency(CipherText, 'CipherText')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "frequency = {}\n",
    "for i,j in zip(PlainText[:-1], PlainText[1:]):\n",
    "    try:\n",
    "        frequency[i+j] = frequency[i+j] + 1\n",
    "    except KeyError:\n",
    "        frequency[i+j] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'WN': 152, 'GW': 54, 'GV': 16, 'GU': 160, 'GT': 276, 'GS': 159, 'GR': 268, 'GQ': 6, 'GP': 28, 'GZ': 1, 'GY': 19, 'GG': 23, 'GF': 33, 'GE': 332, 'GD': 35, 'GC': 20, 'GB': 39, 'GA': 409, 'GO': 314, 'GN': 30, 'GM': 27, 'GL': 106, 'GK': 1, 'GJ': 4, 'GI': 190, 'GH': 393, 'JO': 17, 'VO': 71, 'WZ': 1, 'ZL': 14, 'ZI': 11, 'ZE': 32, 'ZA': 7, 'ZY': 2, 'ZZ': 14, 'ME': 673, 'MD': 11, 'MG': 8, 'MF': 21, 'MA': 465, 'MC': 11, 'MB': 78, 'MM': 25, 'ML': 11, 'MO': 360, 'MN': 32, 'MI': 237, 'MH': 16, 'MK': 1, 'MU': 140, 'MT': 66, 'MW': 32, 'MV': 2, 'MQ': 2, 'MP': 111, 'MS': 84, 'MR': 5, 'MY': 76, 'FP': 27, 'FQ': 2, 'FR': 126, 'FS': 54, 'FT': 371, 'FU': 139, 'FV': 9, 'FW': 37, 'FY': 63, 'FA': 217, 'FB': 24, 'FC': 48, 'FD': 11, 'FE': 198, 'FF': 147, 'FG': 12, 'FH': 65, 'FI': 276, 'FJ': 1, 'FK': 3, 'FL': 56, 'FM': 27, 'FN': 16, 'FO': 454, 'SY': 53, 'SS': 503, 'SR': 39, 'SQ': 23, 'SP': 154, 'SW': 209, 'SV': 36, 'SU': 195, 'ST': 1085, 'SK': 52, 'SJ': 9, 'SI': 522, 'SH': 987, 'SO': 617, 'SN': 144, 'SM': 94, 'SL': 125, 'SC': 127, 'SB': 75, 'SA': 1076, 'SG': 56, 'SF': 88, 'SE': 959, 'SD': 41, 'YI': 183, 'YH': 58, 'YK': 13, 'YJ': 8, 'YM': 67, 'YL': 61, 'YO': 671, 'YN': 34, 'YA': 244, 'YC': 61, 'YB': 68, 'YE': 125, 'YD': 78, 'YG': 35, 'YF': 50, 'YY': 37, 'YQ': 4, 'YP': 107, 'YS': 181, 'YR': 68, 'YU': 29, 'YT': 251, 'YW': 141, 'YV': 11, 'LF': 165, 'LG': 12, 'LD': 366, 'LE': 833, 'LB': 42, 'LC': 33, 'LA': 438, 'LN': 11, 'LO': 389, 'LL': 760, 'LM': 36, 'LJ': 4, 'LK': 62, 'LH': 36, 'LI': 1009, 'LV': 19, 'LW': 54, 'LT': 182, 'LU': 42, 'LR': 36, 'LS': 138, 'LP': 44, 'LQ': 1, 'LZ': 1, 'LY': 498, 'RT': 531, 'RU': 97, 'RV': 27, 'RW': 116, 'RP': 118, 'RQ': 10, 'RR': 120, 'RS': 543, 'RX': 3, 'RY': 429, 'RZ': 1, 'RD': 228, 'RE': 1399, 'RF': 88, 'RG': 197, 'RA': 592, 'RB': 40, 'RC': 132, 'RL': 109, 'RM': 179, 'RN': 126, 'RO': 630, 'RH': 155, 'RI': 572, 'RJ': 6, 'RK': 162, 'VA': 30, 'VI': 91, 'EM': 578, 'EL': 670, 'EO': 408, 'EN': 1263, 'EI': 427, 'EH': 351, 'EK': 123, 'EJ': 49, 'EE': 650, 'ED': 1354, 'EG': 320, 'EF': 354, 'EA': 1349, 'EC': 628, 'EB': 271, 'EY': 328, 'EX': 122, 'EZ': 14, 'EU': 64, 'ET': 1090, 'EW': 653, 'EV': 244, 'EQ': 109, 'EP': 372, 'ES': 1326, 'ER': 2278, 'VT': 1, 'VU': 1, 'XH': 1, 'XI': 28, 'XO': 4, 'XC': 17, 'XA': 15, 'XD': 1, 'XE': 30, 'XR': 1, 'XP': 31, 'XW': 1, 'XT': 47, 'KC': 9, 'KB': 11, 'KA': 90, 'KG': 1, 'KF': 11, 'KE': 382, 'KD': 3, 'KK': 1, 'KJ': 2, 'KI': 259, 'KH': 17, 'KO': 46, 'KN': 148, 'KM': 10, 'KL': 26, 'KS': 82, 'KR': 6, 'KQ': 1, 'KP': 5, 'KW': 19, 'KV': 4, 'KU': 9, 'KT': 122, 'KY': 27, 'DN': 185, 'DO': 657, 'DL': 125, 'DM': 66, 'DJ': 15, 'DK': 9, 'DH': 184, 'DI': 568, 'DF': 101, 'DG': 88, 'DD': 149, 'DE': 566, 'DB': 176, 'DC': 65, 'DA': 619, 'DY': 107, 'DV': 54, 'DW': 173, 'DT': 874, 'DU': 114, 'DR': 149, 'DS': 356, 'DP': 55, 'DQ': 14, 'QU': 219, 'QZ': 1, 'QH': 1, 'WG': 6, 'WF': 13, 'WE': 372, 'WD': 25, 'WC': 12, 'WB': 9, 'WA': 642, 'WO': 369, 'JU': 103, 'WM': 15, 'WL': 41, 'WK': 1, 'WI': 485, 'WH': 550, 'WW': 54, 'WV': 5, 'WU': 6, 'WT': 71, 'WS': 63, 'WR': 41, 'WQ': 2, 'WP': 6, 'JE': 108, 'JA': 6, 'WY': 11, 'JC': 1, 'PR': 231, 'PS': 43, 'PP': 136, 'PV': 4, 'PW': 12, 'PT': 106, 'PU': 87, 'PY': 47, 'PB': 18, 'PC': 5, 'PA': 208, 'PF': 1, 'PG': 10, 'PD': 6, 'PE': 332, 'PK': 1, 'PH': 86, 'PI': 171, 'PN': 3, 'PO': 227, 'PL': 228, 'PM': 6, 'CK': 181, 'CI': 58, 'CH': 507, 'CO': 449, 'CL': 88, 'CC': 36, 'CB': 2, 'CA': 363, 'CE': 798, 'CD': 8, 'CY': 8, 'CS': 2, 'CR': 124, 'CP': 1, 'CW': 27, 'CU': 113, 'CT': 236, 'IX': 10, 'IZ': 27, 'VE': 766, 'IQ': 2, 'IP': 30, 'IS': 788, 'IR': 232, 'IU': 12, 'IT': 1529, 'IW': 50, 'IV': 142, 'II': 11, 'IH': 34, 'IK': 112, 'IM': 325, 'IL': 378, 'IO': 314, 'IN': 2285, 'IA': 78, 'VY': 3, 'IC': 740, 'IB': 67, 'IE': 230, 'ID': 795, 'IG': 244, 'IF': 198, 'BD': 1, 'BE': 650, 'BA': 85, 'BB': 66, 'BL': 129, 'BM': 1, 'BN': 2, 'BO': 231, 'BH': 1, 'BI': 120, 'BJ': 8, 'BT': 14, 'BU': 242, 'BP': 4, 'BR': 62, 'BS': 34, 'BY': 97, 'OO': 520, 'ON': 1333, 'OM': 403, 'OL': 248, 'OK': 234, 'OJ': 88, 'OI': 191, 'OH': 178, 'OG': 88, 'OF': 789, 'OE': 73, 'OD': 161, 'OC': 161, 'OB': 132, 'OA': 151, 'OZ': 2, 'OY': 62, 'OX': 11, 'OW': 623, 'OV': 119, 'OU': 1720, 'OT': 688, 'OS': 325, 'OR': 973, 'OQ': 14, 'OP': 191, 'HY': 69, 'HR': 92, 'HS': 75, 'HP': 18, 'HV': 2, 'HW': 38, 'HT': 397, 'HU': 63, 'HJ': 2, 'HK': 1, 'HH': 72, 'HI': 928, 'HN': 9, 'HO': 651, 'HL': 15, 'HM': 27, 'HB': 12, 'HC': 20, 'HA': 1339, 'HF': 19, 'HG': 7, 'HD': 21, 'HE': 4013, 'UY': 3, 'UZ': 14, 'UU': 1, 'UT': 775, 'UW': 43, 'UV': 7, 'UP': 236, 'US': 515, 'UR': 561, 'UM': 110, 'UL': 374, 'UO': 19, 'UN': 332, 'UI': 99, 'UH': 18, 'UK': 47, 'UJ': 5, 'UE': 172, 'UD': 104, 'UG': 188, 'UF': 18, 'UA': 68, 'UC': 222, 'UB': 47, 'NH': 108, 'NI': 424, 'NJ': 7, 'NK': 127, 'NL': 130, 'NM': 43, 'NN': 79, 'NO': 692, 'NA': 527, 'NB': 154, 'NC': 260, 'ND': 1454, 'NE': 636, 'NF': 79, 'NG': 1248, 'NX': 17, 'NY': 187, 'NP': 34, 'NQ': 9, 'NR': 38, 'NS': 367, 'NT': 1185, 'NU': 76, 'NV': 29, 'NW': 141, 'TX': 1, 'TY': 161, 'TV': 25, 'TW': 347, 'TT': 899, 'TU': 261, 'TR': 284, 'TS': 624, 'TP': 76, 'TQ': 19, 'TN': 65, 'TO': 1362, 'TL': 380, 'TM': 182, 'TJ': 12, 'TK': 23, 'TH': 4024, 'TI': 1007, 'TF': 99, 'TG': 140, 'TD': 102, 'TE': 1064, 'TB': 139, 'TC': 131, 'TA': 773, 'AA': 11, 'AC': 262, 'AB': 277, 'AE': 2, 'AD': 515, 'AG': 260, 'AF': 109, 'AI': 766, 'AH': 48, 'AK': 137, 'AJ': 15, 'AM': 246, 'AL': 1137, 'AO': 6, 'AN': 1802, 'AQ': 3, 'AP': 184, 'AS': 1007, 'AR': 876, 'AU': 85, 'AT': 1404, 'AW': 128, 'AV': 208, 'AY': 297, 'AX': 12, 'AZ': 5}\n"
     ]
    }
   ],
   "source": [
    "print frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "frequency = {}\n",
    "for i in PlainText:\n",
    "    try:\n",
    "        frequency[i] = frequency[i] + 1\n",
    "    except KeyError:\n",
    "        frequency[i] = 1\n",
    "\n",
    "for i in frequency:\n",
    "    frequency[i] = (100.0 * frequency[i])/len(PlainText)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'A': 7.9691704810608215, 'C': 2.4398572346116634, 'B': 1.4203367507052902, 'E': 12.51636192164164, 'D': 4.4463776128261205, 'G': 2.392702379694144, 'F': 1.937414125318092, 'I': 7.018756250050814, 'H': 6.414686298262588, 'K': 1.049602029284791, 'J': 0.19105846388995032, 'M': 2.0057073634745, 'L': 4.236619809917154, 'O': 7.705753705314677, 'N': 6.545581671395702, 'Q': 0.17967625753054903, 'P': 1.6000130082358393, 'S': 5.9098041447491445, 'R': 5.374027431117326, 'U': 3.2341726355498825, 'T': 9.918779827478271, 'W': 2.400019512353759, 'V': 0.7829331945788177, 'Y': 2.1016431027894535, 'X': 0.14309059423247344, 'Z': 0.06585419393653608}\n"
     ]
    }
   ],
   "source": [
    "print frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  8.94316214e-03   2.25205083e-01   2.13009862e-01   4.18702591e-01\n",
      "   1.62602948e-03   8.86186067e-02   2.11383832e-01   3.90247075e-02\n",
      "   6.22769291e-01   1.21952211e-02   1.11383019e-01   9.24397759e-01\n",
      "   2.00001626e-01   1.46505256e+00   4.87808844e-03   1.49594712e-01\n",
      "   2.43904422e-03   7.12200912e-01   8.18705843e-01   1.14147269e+00\n",
      "   6.91062529e-02   1.69107066e-01   1.04065887e-01   9.75617688e-03\n",
      "   2.41465378e-01   4.06507370e-03   6.91062529e-02   5.36589728e-02\n",
      "   0.00000000e+00   8.13014740e-04   5.28459581e-01   0.00000000e+00\n",
      "   0.00000000e+00   8.13014740e-04   9.75617688e-02   6.50411792e-03\n",
      "   0.00000000e+00   1.04878901e-01   8.13014740e-04   1.62602948e-03\n",
      "   1.87806405e-01   2.43904422e-03   0.00000000e+00   5.04069139e-02\n",
      "   2.76425012e-02   1.13822064e-02   1.96749567e-01   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   7.88624298e-02   0.00000000e+00\n",
      "   2.95124351e-01   1.62602948e-03   2.92685306e-02   6.50411792e-03\n",
      "   6.48785762e-01   0.00000000e+00   0.00000000e+00   4.12198473e-01\n",
      "   4.71548549e-02   0.00000000e+00   1.46342653e-01   7.15452971e-02\n",
      "   0.00000000e+00   0.00000000e+00   3.65043618e-01   8.13014740e-04\n",
      "   0.00000000e+00   1.00813828e-01   1.62602948e-03   1.91871479e-01\n",
      "   9.18706656e-02   0.00000000e+00   2.19513980e-02   0.00000000e+00\n",
      "   6.50411792e-03   0.00000000e+00   5.03256124e-01   1.43090594e-01\n",
      "   5.28459581e-02   1.21139196e-01   4.60166343e-01   8.21144887e-02\n",
      "   7.15452971e-02   1.49594712e-01   4.61792372e-01   1.21952211e-02\n",
      "   7.31713266e-03   1.01626842e-01   5.36589728e-02   1.50407727e-01\n",
      "   5.34150684e-01   4.47158107e-02   1.13822064e-02   1.21139196e-01\n",
      "   2.89433247e-01   7.10574883e-01   9.26836804e-02   4.39027960e-02\n",
      "   1.40651550e-01   0.00000000e+00   8.69925772e-02   0.00000000e+00\n",
      "   1.09675688e+00   2.20326995e-01   5.10573257e-01   1.10082196e+00\n",
      "   5.28459581e-01   2.87807218e-01   2.60164717e-01   2.85368174e-01\n",
      "   3.47157294e-01   3.98377223e-02   1.00000813e-01   5.44719876e-01\n",
      "   4.69922520e-01   1.02683762e+00   3.31710014e-01   3.02441483e-01\n",
      "   8.86186067e-02   1.85204758e+00   1.07805755e+00   8.86186067e-01\n",
      "   5.20329434e-02   1.98375597e-01   5.31711640e-01   9.91877983e-02\n",
      "   2.66668835e-01   1.13822064e-02   1.76424199e-01   1.86993390e-02\n",
      "   3.90247075e-02   8.94316214e-03   1.60976919e-01   1.19513167e-01\n",
      "   9.75617688e-03   5.28459581e-02   2.24392068e-01   8.13014740e-04\n",
      "   2.43904422e-03   4.55288254e-02   2.19513980e-02   1.30082358e-02\n",
      "   3.69108692e-01   2.19513980e-02   1.62602948e-03   1.02439857e-01\n",
      "   4.39027960e-02   3.01628469e-01   1.13009049e-01   7.31713266e-03\n",
      "   3.00815454e-02   0.00000000e+00   5.12199286e-02   0.00000000e+00\n",
      "   3.32523029e-01   3.17075749e-02   1.62602948e-02   2.84555159e-02\n",
      "   2.69920894e-01   2.68294864e-02   1.86993390e-02   3.19514793e-01\n",
      "   1.54472801e-01   3.25205896e-03   1.62602948e-03   8.61795624e-02\n",
      "   2.19513980e-02   2.43904422e-02   2.55286628e-01   2.27644127e-02\n",
      "   4.87808844e-03   2.17887950e-01   1.30082358e-01   2.24392068e-01\n",
      "   1.30082358e-01   1.30082358e-02   4.39027960e-02   0.00000000e+00\n",
      "   1.54472801e-02   8.13014740e-04   1.08862674e+00   9.75617688e-03\n",
      "   1.54472801e-02   1.70733095e-02   3.26262815e+00   1.54472801e-02\n",
      "   5.69110318e-03   5.85370613e-02   7.54477679e-01   1.62602948e-03\n",
      "   8.13014740e-04   1.21952211e-02   2.19513980e-02   7.31713266e-03\n",
      "   5.29272596e-01   1.46342653e-02   0.00000000e+00   7.47973561e-02\n",
      "   6.09761055e-02   3.22766852e-01   5.12199286e-02   1.62602948e-03\n",
      "   3.08945601e-02   0.00000000e+00   5.60980171e-02   0.00000000e+00\n",
      "   6.34151497e-02   5.44719876e-02   6.01630908e-01   6.46346718e-01\n",
      "   1.86993390e-01   1.60976919e-01   1.98375597e-01   2.76425012e-02\n",
      "   8.94316214e-03   0.00000000e+00   9.10576509e-02   3.07319572e-01\n",
      "   2.64229790e-01   1.85773868e+00   2.55286628e-01   2.43904422e-02\n",
      "   1.62602948e-03   1.88619420e-01   6.40655615e-01   1.24309954e+00\n",
      "   9.75617688e-03   1.15448093e-01   4.06507370e-02   8.13014740e-03\n",
      "   0.00000000e+00   2.19513980e-02   4.87808844e-03   0.00000000e+00\n",
      "   8.13014740e-04   0.00000000e+00   8.78055919e-02   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   1.38212506e-02   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   8.37405182e-02   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   7.31713266e-02   8.94316214e-03   7.31713266e-03   2.43904422e-03\n",
      "   3.10571631e-01   8.94316214e-03   8.13014740e-04   1.38212506e-02\n",
      "   2.10570818e-01   1.62602948e-03   8.13014740e-04   2.11383832e-02\n",
      "   8.13014740e-03   1.20326182e-01   3.73986780e-02   4.87808844e-03\n",
      "   8.13014740e-04   4.87808844e-03   6.58541939e-02   9.91877983e-02\n",
      "   7.31713266e-03   3.25205896e-03   1.54472801e-02   0.00000000e+00\n",
      "   2.19513980e-02   0.00000000e+00   3.56100456e-01   3.41466191e-02\n",
      "   2.68294864e-02   2.97563395e-01   6.77241278e-01   1.34147432e-01\n",
      "   9.75617688e-03   2.92685306e-02   8.20331873e-01   3.25205896e-03\n",
      "   5.04069139e-02   6.17891202e-01   2.92685306e-02   8.94316214e-03\n",
      "   3.16262734e-01   3.57726486e-02   8.13014740e-04   2.92685306e-02\n",
      "   1.12196034e-01   1.47968683e-01   3.41466191e-02   1.54472801e-02\n",
      "   4.39027960e-02   0.00000000e+00   4.04881340e-01   8.13014740e-04\n",
      "   3.78051854e-01   6.34151497e-02   8.94316214e-03   8.94316214e-03\n",
      "   5.47158920e-01   1.70733095e-02   6.50411792e-03   1.30082358e-02\n",
      "   1.92684493e-01   0.00000000e+00   8.13014740e-04   8.94316214e-03\n",
      "   2.03253685e-02   2.60164717e-02   2.92685306e-01   9.02446361e-02\n",
      "   1.62602948e-03   4.06507370e-03   6.82932382e-02   5.36589728e-02\n",
      "   1.13822064e-01   1.62602948e-03   2.60164717e-02   0.00000000e+00\n",
      "   6.17891202e-02   0.00000000e+00   4.28458768e-01   1.25204270e-01\n",
      "   2.11383832e-01   1.18212343e+00   5.17077375e-01   6.42281645e-02\n",
      "   1.01464240e+00   8.78055919e-02   3.44718250e-01   5.69110318e-03\n",
      "   1.03252872e-01   1.05691916e-01   3.49596338e-02   6.42281645e-02\n",
      "   5.62606200e-01   2.76425012e-02   7.31713266e-03   3.08945601e-02\n",
      "   2.98376410e-01   9.63422467e-01   6.17891202e-02   2.35774275e-02\n",
      "   1.14635078e-01   1.38212506e-02   1.52033756e-01   0.00000000e+00\n",
      "   1.22765226e-01   1.07317946e-01   1.30895373e-01   1.30895373e-01\n",
      "   5.93500760e-02   6.41468630e-01   7.23583119e-02   1.43903609e-01\n",
      "   1.55285815e-01   7.15452971e-02   1.90245449e-01   2.01627656e-01\n",
      "   3.27644940e-01   1.08374865e+00   4.22767665e-01   1.55285815e-01\n",
      "   1.13822064e-02   7.91063342e-01   2.64229790e-01   5.59354141e-01\n",
      "   1.39838535e+00   9.67487541e-02   5.06508183e-01   8.94316214e-03\n",
      "   5.04069139e-02   1.62602948e-03   1.69107066e-01   1.46342653e-02\n",
      "   4.06507370e-03   4.87808844e-03   2.69920894e-01   8.13014740e-04\n",
      "   8.13014740e-03   6.99192676e-02   1.39025521e-01   0.00000000e+00\n",
      "   8.13014740e-04   1.85367361e-01   4.87808844e-03   2.43904422e-03\n",
      "   1.84554346e-01   1.10570005e-01   0.00000000e+00   1.87806405e-01\n",
      "   3.49596338e-02   8.61795624e-02   7.07322824e-02   3.25205896e-03\n",
      "   9.75617688e-03   0.00000000e+00   3.82116928e-02   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   8.13014740e-04\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   1.78050228e-01   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   4.81304726e-01   3.25205896e-02\n",
      "   1.07317946e-01   1.85367361e-01   1.13740762e+00   7.15452971e-02\n",
      "   1.60163904e-01   1.26017285e-01   4.65044431e-01   4.87808844e-03\n",
      "   1.31708388e-01   8.86186067e-02   1.45529638e-01   1.02439857e-01\n",
      "   5.12199286e-01   9.59357393e-02   8.13014740e-03   9.75617688e-02\n",
      "   4.41467004e-01   4.31710827e-01   7.88624298e-02   2.19513980e-02\n",
      "   9.43097098e-02   2.43904422e-03   3.48783323e-01   8.13014740e-04\n",
      "   8.74803860e-01   6.09761055e-02   1.03252872e-01   3.33336043e-02\n",
      "   7.80494150e-01   7.07322824e-02   4.55288254e-02   8.02445548e-01\n",
      "   4.24393694e-01   7.31713266e-03   4.22767665e-02   1.01626842e-01\n",
      "   7.64233856e-02   1.17074123e-01   5.01630095e-01   1.25204270e-01\n",
      "   1.78863243e-02   3.17075749e-02   4.08946414e-01   8.82120993e-01\n",
      "   1.58537874e-01   3.00815454e-02   1.69920081e-01   0.00000000e+00\n",
      "   4.30897812e-02   0.00000000e+00   6.28460394e-01   1.13009049e-01\n",
      "   1.06504931e-01   8.29275035e-02   8.65047683e-01   8.04884593e-02\n",
      "   1.13822064e-01   3.27157131e+00   8.18705843e-01   9.75617688e-03\n",
      "   1.86993390e-02   3.08945601e-01   1.47968683e-01   5.28459581e-02\n",
      "   1.10732608e+00   6.17891202e-02   1.54472801e-02   2.30896186e-01\n",
      "   5.07321198e-01   7.30900251e-01   2.12196847e-01   2.03253685e-02\n",
      "   2.82116115e-01   8.13014740e-04   1.30895373e-01   0.00000000e+00\n",
      "   5.52850023e-02   3.82116928e-02   1.80489272e-01   8.45535330e-02\n",
      "   1.39838535e-01   1.46342653e-02   1.52846771e-01   1.46342653e-02\n",
      "   8.04884593e-02   4.06507370e-03   3.82116928e-02   3.04067513e-01\n",
      "   8.94316214e-02   2.69920894e-01   1.54472801e-02   1.91871479e-01\n",
      "   0.00000000e+00   4.56101269e-01   4.18702591e-01   6.30086423e-01\n",
      "   8.13014740e-04   5.69110318e-03   3.49596338e-02   0.00000000e+00\n",
      "   2.43904422e-03   1.13822064e-02   2.43904422e-02   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   6.22769291e-01   8.13014740e-04\n",
      "   0.00000000e+00   0.00000000e+00   7.39843413e-02   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   5.77240465e-02   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   8.13014740e-04   8.13014740e-04   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   2.43904422e-03   0.00000000e+00\n",
      "   5.21955463e-01   7.31713266e-03   9.75617688e-03   2.03253685e-02\n",
      "   3.02441483e-01   1.05691916e-02   4.87808844e-03   4.47158107e-01\n",
      "   3.94312149e-01   0.00000000e+00   8.13014740e-04   3.33336043e-02\n",
      "   1.21952211e-02   1.23578240e-01   3.00002439e-01   4.87808844e-03\n",
      "   1.62602948e-03   3.33336043e-02   5.12199286e-02   5.77240465e-02\n",
      "   4.87808844e-03   4.06507370e-03   4.39027960e-02   8.13014740e-04\n",
      "   8.94316214e-03   8.13014740e-04   1.21952211e-02   0.00000000e+00\n",
      "   1.38212506e-02   8.13014740e-04   2.43904422e-02   0.00000000e+00\n",
      "   0.00000000e+00   8.13014740e-04   2.27644127e-02   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   4.06507370e-03   2.52034569e-02   0.00000000e+00   8.13014740e-04\n",
      "   0.00000000e+00   3.82116928e-02   0.00000000e+00   0.00000000e+00\n",
      "   8.13014740e-04   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   1.98375597e-01   5.52850023e-02   4.95938991e-02   6.34151497e-02\n",
      "   1.01626842e-01   4.06507370e-02   2.84555159e-02   4.71548549e-02\n",
      "   1.48781697e-01   6.50411792e-03   1.05691916e-02   4.95938991e-02\n",
      "   5.44719876e-02   2.76425012e-02   5.44719876e-01   8.69925772e-02\n",
      "   3.25205896e-03   5.52850023e-02   1.47155668e-01   2.04066700e-01\n",
      "   2.35774275e-02   8.94316214e-03   1.14635078e-01   0.00000000e+00\n",
      "   3.00815454e-02   0.00000000e+00   5.69110318e-03   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   2.60164717e-02   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   8.94316214e-03   0.00000000e+00\n",
      "   0.00000000e+00   1.13822064e-02   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   0.00000000e+00   0.00000000e+00\n",
      "   0.00000000e+00   0.00000000e+00   1.62602948e-03   1.13822064e-02]\n"
     ]
    }
   ],
   "source": [
    "alphabet = []\n",
    "for j in range(1 + ord('Z') - ord('A')):\n",
    "    for i in range(1 + ord('Z') - ord('A')):\n",
    "        alphabet.append(str(unichr(ord('A') + j)) + str(unichr(ord('A') + i)))\n",
    "\n",
    "frequency = np.zeros(len(alphabet),dtype=np.float64)\n",
    "\n",
    "\n",
    "for i,j in zip(PlainText[:-1], PlainText[1:]):\n",
    "    frequency[alphabet.index(i+j)] += 1\n",
    "        \n",
    "for i in range(len(frequency)):\n",
    "    frequency[i] = frequency[i]*100/len(PlainText)\n",
    "    \n",
    "print frequency\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "alphabet = []\n",
    "for j in range(1 + ord('Z') - ord('A')):\n",
    "    for i in range(1 + ord('Z') - ord('A')):\n",
    "        #print str(unichr(ord('A') + j)) + str(unichr(ord('A') + i))\n",
    "        alphabet.append(str(unichr(ord('A') + j)) + str(unichr(ord('A') + i)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['AA', 'AB', 'AC', 'AD', 'AE', 'AF', 'AG', 'AH', 'AI', 'AJ', 'AK', 'AL', 'AM', 'AN', 'AO', 'AP', 'AQ', 'AR', 'AS', 'AT', 'AU', 'AV', 'AW', 'AX', 'AY', 'AZ', 'BA', 'BB', 'BC', 'BD', 'BE', 'BF', 'BG', 'BH', 'BI', 'BJ', 'BK', 'BL', 'BM', 'BN', 'BO', 'BP', 'BQ', 'BR', 'BS', 'BT', 'BU', 'BV', 'BW', 'BX', 'BY', 'BZ', 'CA', 'CB', 'CC', 'CD', 'CE', 'CF', 'CG', 'CH', 'CI', 'CJ', 'CK', 'CL', 'CM', 'CN', 'CO', 'CP', 'CQ', 'CR', 'CS', 'CT', 'CU', 'CV', 'CW', 'CX', 'CY', 'CZ', 'DA', 'DB', 'DC', 'DD', 'DE', 'DF', 'DG', 'DH', 'DI', 'DJ', 'DK', 'DL', 'DM', 'DN', 'DO', 'DP', 'DQ', 'DR', 'DS', 'DT', 'DU', 'DV', 'DW', 'DX', 'DY', 'DZ', 'EA', 'EB', 'EC', 'ED', 'EE', 'EF', 'EG', 'EH', 'EI', 'EJ', 'EK', 'EL', 'EM', 'EN', 'EO', 'EP', 'EQ', 'ER', 'ES', 'ET', 'EU', 'EV', 'EW', 'EX', 'EY', 'EZ', 'FA', 'FB', 'FC', 'FD', 'FE', 'FF', 'FG', 'FH', 'FI', 'FJ', 'FK', 'FL', 'FM', 'FN', 'FO', 'FP', 'FQ', 'FR', 'FS', 'FT', 'FU', 'FV', 'FW', 'FX', 'FY', 'FZ', 'GA', 'GB', 'GC', 'GD', 'GE', 'GF', 'GG', 'GH', 'GI', 'GJ', 'GK', 'GL', 'GM', 'GN', 'GO', 'GP', 'GQ', 'GR', 'GS', 'GT', 'GU', 'GV', 'GW', 'GX', 'GY', 'GZ', 'HA', 'HB', 'HC', 'HD', 'HE', 'HF', 'HG', 'HH', 'HI', 'HJ', 'HK', 'HL', 'HM', 'HN', 'HO', 'HP', 'HQ', 'HR', 'HS', 'HT', 'HU', 'HV', 'HW', 'HX', 'HY', 'HZ', 'IA', 'IB', 'IC', 'ID', 'IE', 'IF', 'IG', 'IH', 'II', 'IJ', 'IK', 'IL', 'IM', 'IN', 'IO', 'IP', 'IQ', 'IR', 'IS', 'IT', 'IU', 'IV', 'IW', 'IX', 'IY', 'IZ', 'JA', 'JB', 'JC', 'JD', 'JE', 'JF', 'JG', 'JH', 'JI', 'JJ', 'JK', 'JL', 'JM', 'JN', 'JO', 'JP', 'JQ', 'JR', 'JS', 'JT', 'JU', 'JV', 'JW', 'JX', 'JY', 'JZ', 'KA', 'KB', 'KC', 'KD', 'KE', 'KF', 'KG', 'KH', 'KI', 'KJ', 'KK', 'KL', 'KM', 'KN', 'KO', 'KP', 'KQ', 'KR', 'KS', 'KT', 'KU', 'KV', 'KW', 'KX', 'KY', 'KZ', 'LA', 'LB', 'LC', 'LD', 'LE', 'LF', 'LG', 'LH', 'LI', 'LJ', 'LK', 'LL', 'LM', 'LN', 'LO', 'LP', 'LQ', 'LR', 'LS', 'LT', 'LU', 'LV', 'LW', 'LX', 'LY', 'LZ', 'MA', 'MB', 'MC', 'MD', 'ME', 'MF', 'MG', 'MH', 'MI', 'MJ', 'MK', 'ML', 'MM', 'MN', 'MO', 'MP', 'MQ', 'MR', 'MS', 'MT', 'MU', 'MV', 'MW', 'MX', 'MY', 'MZ', 'NA', 'NB', 'NC', 'ND', 'NE', 'NF', 'NG', 'NH', 'NI', 'NJ', 'NK', 'NL', 'NM', 'NN', 'NO', 'NP', 'NQ', 'NR', 'NS', 'NT', 'NU', 'NV', 'NW', 'NX', 'NY', 'NZ', 'OA', 'OB', 'OC', 'OD', 'OE', 'OF', 'OG', 'OH', 'OI', 'OJ', 'OK', 'OL', 'OM', 'ON', 'OO', 'OP', 'OQ', 'OR', 'OS', 'OT', 'OU', 'OV', 'OW', 'OX', 'OY', 'OZ', 'PA', 'PB', 'PC', 'PD', 'PE', 'PF', 'PG', 'PH', 'PI', 'PJ', 'PK', 'PL', 'PM', 'PN', 'PO', 'PP', 'PQ', 'PR', 'PS', 'PT', 'PU', 'PV', 'PW', 'PX', 'PY', 'PZ', 'QA', 'QB', 'QC', 'QD', 'QE', 'QF', 'QG', 'QH', 'QI', 'QJ', 'QK', 'QL', 'QM', 'QN', 'QO', 'QP', 'QQ', 'QR', 'QS', 'QT', 'QU', 'QV', 'QW', 'QX', 'QY', 'QZ', 'RA', 'RB', 'RC', 'RD', 'RE', 'RF', 'RG', 'RH', 'RI', 'RJ', 'RK', 'RL', 'RM', 'RN', 'RO', 'RP', 'RQ', 'RR', 'RS', 'RT', 'RU', 'RV', 'RW', 'RX', 'RY', 'RZ', 'SA', 'SB', 'SC', 'SD', 'SE', 'SF', 'SG', 'SH', 'SI', 'SJ', 'SK', 'SL', 'SM', 'SN', 'SO', 'SP', 'SQ', 'SR', 'SS', 'ST', 'SU', 'SV', 'SW', 'SX', 'SY', 'SZ', 'TA', 'TB', 'TC', 'TD', 'TE', 'TF', 'TG', 'TH', 'TI', 'TJ', 'TK', 'TL', 'TM', 'TN', 'TO', 'TP', 'TQ', 'TR', 'TS', 'TT', 'TU', 'TV', 'TW', 'TX', 'TY', 'TZ', 'UA', 'UB', 'UC', 'UD', 'UE', 'UF', 'UG', 'UH', 'UI', 'UJ', 'UK', 'UL', 'UM', 'UN', 'UO', 'UP', 'UQ', 'UR', 'US', 'UT', 'UU', 'UV', 'UW', 'UX', 'UY', 'UZ', 'VA', 'VB', 'VC', 'VD', 'VE', 'VF', 'VG', 'VH', 'VI', 'VJ', 'VK', 'VL', 'VM', 'VN', 'VO', 'VP', 'VQ', 'VR', 'VS', 'VT', 'VU', 'VV', 'VW', 'VX', 'VY', 'VZ', 'WA', 'WB', 'WC', 'WD', 'WE', 'WF', 'WG', 'WH', 'WI', 'WJ', 'WK', 'WL', 'WM', 'WN', 'WO', 'WP', 'WQ', 'WR', 'WS', 'WT', 'WU', 'WV', 'WW', 'WX', 'WY', 'WZ', 'XA', 'XB', 'XC', 'XD', 'XE', 'XF', 'XG', 'XH', 'XI', 'XJ', 'XK', 'XL', 'XM', 'XN', 'XO', 'XP', 'XQ', 'XR', 'XS', 'XT', 'XU', 'XV', 'XW', 'XX', 'XY', 'XZ', 'YA', 'YB', 'YC', 'YD', 'YE', 'YF', 'YG', 'YH', 'YI', 'YJ', 'YK', 'YL', 'YM', 'YN', 'YO', 'YP', 'YQ', 'YR', 'YS', 'YT', 'YU', 'YV', 'YW', 'YX', 'YY', 'YZ', 'ZA', 'ZB', 'ZC', 'ZD', 'ZE', 'ZF', 'ZG', 'ZH', 'ZI', 'ZJ', 'ZK', 'ZL', 'ZM', 'ZN', 'ZO', 'ZP', 'ZQ', 'ZR', 'ZS', 'ZT', 'ZU', 'ZV', 'ZW', 'ZX', 'ZY', 'ZZ']\n"
     ]
    }
   ],
   "source": [
    "print alphabet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  },
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