MS_apriori_docword_kos.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24\n",
      "K= 2\n",
      "Runtime is :1.9596245288848877 seconds\n",
      "The Frequent sets are:\n",
      "[{'mar'}, {'materiel'}, {'hstewart'}, {'apr'}, {'endspan'}, {'dryfly'}, {'republicansforkerry'}, {'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine'}, {'var'}, {'newwindow'}, {'startspan'}, {'calistan'}, {'calculator'}, {'bushsux'}, {'altsite'}, {'boxrdf_feeds'}, {'boxfeed_listing'}, {'montclair'}, {'boxblogroll'}, {'admin'}, {'asap'}, {'function'}, {'sep'}, {'materiel', 'hstewart'}, {'republicansforkerry', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'racine', 'endspan'}, {'var', 'endspan'}, {'newwindow', 'endspan'}, {'startspan', 'endspan'}, {'montclair', 'endspan'}, {'dryfly', 'endspan'}, {'republicansforkerry', 'dryfly'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'racine', 'dryfly'}, {'var', 'dryfly'}, {'newwindow', 'dryfly'}, {'dryfly', 'startspan'}, {'dryfly', 'montclair'}, {'republicansforkerry', 'var'}, {'republicansforkerry', 'startspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'republicansforkerry', 'racine'}, {'racine', 'var'}, {'racine', 'startspan'}, {'republicansforkerry', 'newwindow'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'racine'}, {'newwindow', 'var'}, {'newwindow', 'startspan'}, {'var', 'startspan'}, {'endspan', 'calistan'}, {'dryfly', 'calistan'}, {'republicansforkerry', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'racine', 'calistan'}, {'var', 'calistan'}, {'newwindow', 'calistan'}, {'startspan', 'calistan'}, {'montclair', 'calistan'}, {'calculator', 'endspan'}, {'dryfly', 'calculator'}, {'republicansforkerry', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'racine', 'calculator'}, {'var', 'calculator'}, {'newwindow', 'calculator'}, {'startspan', 'calculator'}, {'calculator', 'calistan'}, {'montclair', 'calculator'}, {'bushsux', 'endspan'}, {'dryfly', 'bushsux'}, {'republicansforkerry', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'racine', 'bushsux'}, {'var', 'bushsux'}, {'newwindow', 'bushsux'}, {'startspan', 'bushsux'}, {'bushsux', 'calistan'}, {'calculator', 'bushsux'}, {'montclair', 'bushsux'}, {'altsite', 'endspan'}, {'dryfly', 'altsite'}, {'republicansforkerry', 'altsite'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'racine', 'altsite'}, {'var', 'altsite'}, {'newwindow', 'altsite'}, {'altsite', 'startspan'}, {'altsite', 'calistan'}, {'altsite', 'calculator'}, {'altsite', 'bushsux'}, {'altsite', 'boxrdf_feeds'}, {'altsite', 'boxfeed_listing'}, {'montclair', 'altsite'}, {'altsite', 'boxblogroll'}, {'altsite', 'asap'}, {'endspan', 'boxrdf_feeds'}, {'dryfly', 'boxrdf_feeds'}, {'republicansforkerry', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds'}, {'racine', 'boxrdf_feeds'}, {'var', 'boxrdf_feeds'}, {'newwindow', 'boxrdf_feeds'}, {'startspan', 'boxrdf_feeds'}, {'boxrdf_feeds', 'calistan'}, {'calculator', 'boxrdf_feeds'}, {'bushsux', 'boxrdf_feeds'}, {'montclair', 'boxrdf_feeds'}, {'boxfeed_listing', 'endspan'}, {'dryfly', 'boxfeed_listing'}, {'republicansforkerry', 'boxfeed_listing'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'racine', 'boxfeed_listing'}, {'var', 'boxfeed_listing'}, {'newwindow', 'boxfeed_listing'}, {'startspan', 'boxfeed_listing'}, {'boxfeed_listing', 'calistan'}, {'calculator', 'boxfeed_listing'}, {'boxfeed_listing', 'bushsux'}, {'boxfeed_listing', 'boxrdf_feeds'}, {'montclair', 'boxfeed_listing'}, {'republicansforkerry', 'montclair'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair'}, {'racine', 'montclair'}, {'var', 'montclair'}, {'newwindow', 'montclair'}, {'montclair', 'startspan'}, {'boxblogroll', 'endspan'}, {'dryfly', 'boxblogroll'}, {'republicansforkerry', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxblogroll'}, {'racine', 'boxblogroll'}, {'var', 'boxblogroll'}, {'newwindow', 'boxblogroll'}, {'startspan', 'boxblogroll'}, {'boxblogroll', 'calistan'}, {'calculator', 'boxblogroll'}, {'bushsux', 'boxblogroll'}, {'boxblogroll', 'boxrdf_feeds'}, {'boxfeed_listing', 'boxblogroll'}, {'montclair', 'boxblogroll'}]\n",
      "24\n",
      "K= 3\n",
      "Runtime is :2.245506525039673 seconds\n",
      "The Frequent sets are:\n",
      "[{'mar'}, {'materiel'}, {'hstewart'}, {'apr'}, {'endspan'}, {'dryfly'}, {'republicansforkerry'}, {'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine'}, {'var'}, {'newwindow'}, {'startspan'}, {'calistan'}, {'calculator'}, {'bushsux'}, {'altsite'}, {'boxrdf_feeds'}, {'boxfeed_listing'}, {'montclair'}, {'boxblogroll'}, {'admin'}, {'asap'}, {'function'}, {'sep'}, {'materiel', 'hstewart'}, {'republicansforkerry', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'racine', 'endspan'}, {'var', 'endspan'}, {'newwindow', 'endspan'}, {'startspan', 'endspan'}, {'montclair', 'endspan'}, {'dryfly', 'endspan'}, {'republicansforkerry', 'dryfly'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'racine', 'dryfly'}, {'var', 'dryfly'}, {'newwindow', 'dryfly'}, {'dryfly', 'startspan'}, {'dryfly', 'montclair'}, {'republicansforkerry', 'var'}, {'republicansforkerry', 'startspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'republicansforkerry', 'racine'}, {'racine', 'var'}, {'racine', 'startspan'}, {'republicansforkerry', 'newwindow'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'racine'}, {'newwindow', 'var'}, {'newwindow', 'startspan'}, {'var', 'startspan'}, {'endspan', 'calistan'}, {'dryfly', 'calistan'}, {'republicansforkerry', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'racine', 'calistan'}, {'var', 'calistan'}, {'newwindow', 'calistan'}, {'startspan', 'calistan'}, {'montclair', 'calistan'}, {'calculator', 'endspan'}, {'dryfly', 'calculator'}, {'republicansforkerry', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'racine', 'calculator'}, {'var', 'calculator'}, {'newwindow', 'calculator'}, {'startspan', 'calculator'}, {'calculator', 'calistan'}, {'montclair', 'calculator'}, {'bushsux', 'endspan'}, {'dryfly', 'bushsux'}, {'republicansforkerry', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'racine', 'bushsux'}, {'var', 'bushsux'}, {'newwindow', 'bushsux'}, {'startspan', 'bushsux'}, {'bushsux', 'calistan'}, {'calculator', 'bushsux'}, {'montclair', 'bushsux'}, {'altsite', 'endspan'}, {'dryfly', 'altsite'}, {'republicansforkerry', 'altsite'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'racine', 'altsite'}, {'var', 'altsite'}, {'newwindow', 'altsite'}, {'altsite', 'startspan'}, {'altsite', 'calistan'}, {'altsite', 'calculator'}, {'altsite', 'bushsux'}, {'altsite', 'boxrdf_feeds'}, {'altsite', 'boxfeed_listing'}, {'montclair', 'altsite'}, {'altsite', 'boxblogroll'}, {'altsite', 'asap'}, {'endspan', 'boxrdf_feeds'}, {'dryfly', 'boxrdf_feeds'}, {'republicansforkerry', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds'}, {'racine', 'boxrdf_feeds'}, {'var', 'boxrdf_feeds'}, {'newwindow', 'boxrdf_feeds'}, {'startspan', 'boxrdf_feeds'}, {'boxrdf_feeds', 'calistan'}, {'calculator', 'boxrdf_feeds'}, {'bushsux', 'boxrdf_feeds'}, {'montclair', 'boxrdf_feeds'}, {'boxfeed_listing', 'endspan'}, {'dryfly', 'boxfeed_listing'}, {'republicansforkerry', 'boxfeed_listing'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'racine', 'boxfeed_listing'}, {'var', 'boxfeed_listing'}, {'newwindow', 'boxfeed_listing'}, {'startspan', 'boxfeed_listing'}, {'boxfeed_listing', 'calistan'}, {'calculator', 'boxfeed_listing'}, {'boxfeed_listing', 'bushsux'}, {'boxfeed_listing', 'boxrdf_feeds'}, {'montclair', 'boxfeed_listing'}, {'republicansforkerry', 'montclair'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair'}, {'racine', 'montclair'}, {'var', 'montclair'}, {'newwindow', 'montclair'}, {'montclair', 'startspan'}, {'boxblogroll', 'endspan'}, {'dryfly', 'boxblogroll'}, {'republicansforkerry', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxblogroll'}, {'racine', 'boxblogroll'}, {'var', 'boxblogroll'}, {'newwindow', 'boxblogroll'}, {'startspan', 'boxblogroll'}, {'boxblogroll', 'calistan'}, {'calculator', 'boxblogroll'}, {'bushsux', 'boxblogroll'}, {'boxblogroll', 'boxrdf_feeds'}, {'boxfeed_listing', 'boxblogroll'}, {'montclair', 'boxblogroll'}, {'republicansforkerry', 'var', 'endspan'}, {'republicansforkerry', 'startspan', 'endspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'var', 'endspan', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'endspan'}, {'republicansforkerry', 'racine', 'endspan'}, {'racine', 'var', 'endspan'}, {'racine', 'startspan', 'endspan'}, {'republicansforkerry', 'newwindow', 'endspan'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'newwindow', 'racine', 'endspan'}, {'newwindow', 'var', 'endspan'}, {'newwindow', 'startspan', 'endspan'}, {'var', 'startspan', 'endspan'}, {'republicansforkerry', 'montclair', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'endspan'}, {'racine', 'montclair', 'endspan'}, {'var', 'montclair', 'endspan'}, {'newwindow', 'montclair', 'endspan'}, {'montclair', 'startspan', 'endspan'}, {'republicansforkerry', 'dryfly', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'endspan'}, {'racine', 'dryfly', 'endspan'}, {'var', 'dryfly', 'endspan'}, {'newwindow', 'dryfly', 'endspan'}, {'dryfly', 'startspan', 'endspan'}, {'dryfly', 'montclair', 'endspan'}, {'republicansforkerry', 'var', 'dryfly'}, {'republicansforkerry', 'dryfly', 'startspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'var', 'dryfly', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'dryfly'}, {'republicansforkerry', 'racine', 'dryfly'}, {'racine', 'var', 'dryfly'}, {'racine', 'dryfly', 'startspan'}, {'republicansforkerry', 'newwindow', 'dryfly'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'newwindow', 'racine', 'dryfly'}, {'newwindow', 'var', 'dryfly'}, {'newwindow', 'dryfly', 'startspan'}, {'var', 'startspan', 'dryfly'}, {'republicansforkerry', 'dryfly', 'montclair'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'dryfly'}, {'racine', 'dryfly', 'montclair'}, {'var', 'montclair', 'dryfly'}, {'newwindow', 'dryfly', 'montclair'}, {'montclair', 'dryfly', 'startspan'}, {'republicansforkerry', 'var', 'startspan'}, {'republicansforkerry', 'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'republicansforkerry', 'racine', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'var', 'startspan', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'republicansforkerry', 'racine', 'var'}, {'republicansforkerry', 'racine', 'startspan'}, {'racine', 'var', 'startspan'}, {'republicansforkerry', 'newwindow', 'var'}, {'republicansforkerry', 'newwindow', 'startspan'}, {'republicansforkerry', 'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'racine', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'republicansforkerry', 'racine', 'newwindow'}, {'newwindow', 'racine', 'var'}, {'newwindow', 'racine', 'startspan'}, {'newwindow', 'var', 'startspan'}, {'republicansforkerry', 'endspan', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan', 'calistan'}, {'racine', 'endspan', 'calistan'}, {'var', 'endspan', 'calistan'}, {'newwindow', 'endspan', 'calistan'}, {'startspan', 'endspan', 'calistan'}, {'montclair', 'endspan', 'calistan'}, {'dryfly', 'endspan', 'calistan'}, {'republicansforkerry', 'dryfly', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'calistan'}, {'racine', 'dryfly', 'calistan'}, {'var', 'dryfly', 'calistan'}, {'newwindow', 'dryfly', 'calistan'}, {'dryfly', 'startspan', 'calistan'}, {'dryfly', 'montclair', 'calistan'}, {'republicansforkerry', 'var', 'calistan'}, {'republicansforkerry', 'startspan', 'calistan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'var', 'calistan', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'calistan'}, {'republicansforkerry', 'racine', 'calistan'}, {'racine', 'var', 'calistan'}, {'racine', 'startspan', 'calistan'}, {'republicansforkerry', 'newwindow', 'calistan'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'newwindow', 'racine', 'calistan'}, {'newwindow', 'var', 'calistan'}, {'newwindow', 'startspan', 'calistan'}, {'var', 'startspan', 'calistan'}, {'republicansforkerry', 'montclair', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'calistan'}, {'racine', 'montclair', 'calistan'}, {'var', 'montclair', 'calistan'}, {'newwindow', 'montclair', 'calistan'}, {'montclair', 'startspan', 'calistan'}, {'republicansforkerry', 'calculator', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'endspan'}, {'racine', 'calculator', 'endspan'}, {'var', 'calculator', 'endspan'}, {'newwindow', 'calculator', 'endspan'}, {'startspan', 'calculator', 'endspan'}, {'montclair', 'calculator', 'endspan'}, {'dryfly', 'calculator', 'endspan'}, {'republicansforkerry', 'dryfly', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'calculator'}, {'racine', 'dryfly', 'calculator'}, {'var', 'dryfly', 'calculator'}, {'newwindow', 'dryfly', 'calculator'}, {'dryfly', 'startspan', 'calculator'}, {'dryfly', 'montclair', 'calculator'}, {'republicansforkerry', 'var', 'calculator'}, {'republicansforkerry', 'startspan', 'calculator'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'var', 'calculator', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'calculator'}, {'republicansforkerry', 'racine', 'calculator'}, {'racine', 'var', 'calculator'}, {'racine', 'startspan', 'calculator'}, {'republicansforkerry', 'newwindow', 'calculator'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'newwindow', 'racine', 'calculator'}, {'newwindow', 'var', 'calculator'}, {'newwindow', 'startspan', 'calculator'}, {'var', 'startspan', 'calculator'}, {'calculator', 'endspan', 'calistan'}, {'dryfly', 'calculator', 'calistan'}, {'republicansforkerry', 'calculator', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'calistan'}, {'racine', 'calculator', 'calistan'}, {'var', 'calculator', 'calistan'}, {'newwindow', 'calculator', 'calistan'}, {'startspan', 'calculator', 'calistan'}, {'montclair', 'calculator', 'calistan'}, {'republicansforkerry', 'montclair', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'calculator'}, {'racine', 'montclair', 'calculator'}, {'var', 'montclair', 'calculator'}, {'newwindow', 'montclair', 'calculator'}, {'montclair', 'startspan', 'calculator'}, {'republicansforkerry', 'bushsux', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux', 'endspan'}, {'racine', 'bushsux', 'endspan'}, {'var', 'bushsux', 'endspan'}, {'newwindow', 'bushsux', 'endspan'}, {'startspan', 'bushsux', 'endspan'}, {'montclair', 'bushsux', 'endspan'}, {'dryfly', 'bushsux', 'endspan'}, {'republicansforkerry', 'dryfly', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'bushsux'}, {'racine', 'dryfly', 'bushsux'}, {'var', 'dryfly', 'bushsux'}, {'newwindow', 'dryfly', 'bushsux'}, {'dryfly', 'startspan', 'bushsux'}, {'dryfly', 'montclair', 'bushsux'}, {'republicansforkerry', 'var', 'bushsux'}, {'republicansforkerry', 'startspan', 'bushsux'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'var', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'bushsux'}, {'republicansforkerry', 'racine', 'bushsux'}, {'racine', 'var', 'bushsux'}, {'racine', 'startspan', 'bushsux'}, {'republicansforkerry', 'newwindow', 'bushsux'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'newwindow', 'racine', 'bushsux'}, {'newwindow', 'var', 'bushsux'}, {'newwindow', 'startspan', 'bushsux'}, {'var', 'startspan', 'bushsux'}, {'bushsux', 'endspan', 'calistan'}, {'dryfly', 'bushsux', 'calistan'}, {'republicansforkerry', 'bushsux', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux', 'calistan'}, {'racine', 'bushsux', 'calistan'}, {'var', 'bushsux', 'calistan'}, {'newwindow', 'bushsux', 'calistan'}, {'startspan', 'bushsux', 'calistan'}, {'montclair', 'bushsux', 'calistan'}, {'calculator', 'bushsux', 'endspan'}, {'dryfly', 'calculator', 'bushsux'}, {'republicansforkerry', 'calculator', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'bushsux'}, {'racine', 'calculator', 'bushsux'}, {'var', 'calculator', 'bushsux'}, {'newwindow', 'calculator', 'bushsux'}, {'calculator', 'bushsux', 'startspan'}, {'calculator', 'bushsux', 'calistan'}, {'montclair', 'calculator', 'bushsux'}, {'republicansforkerry', 'montclair', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'bushsux'}, {'racine', 'montclair', 'bushsux'}, {'var', 'montclair', 'bushsux'}, {'newwindow', 'montclair', 'bushsux'}, {'montclair', 'startspan', 'bushsux'}, {'republicansforkerry', 'altsite', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'endspan'}, {'racine', 'altsite', 'endspan'}, {'var', 'altsite', 'endspan'}, {'newwindow', 'altsite', 'endspan'}, {'endspan', 'altsite', 'startspan'}, {'montclair', 'altsite', 'endspan'}, {'dryfly', 'altsite', 'endspan'}, {'republicansforkerry', 'dryfly', 'altsite'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'dryfly'}, {'racine', 'dryfly', 'altsite'}, {'var', 'altsite', 'dryfly'}, {'newwindow', 'dryfly', 'altsite'}, {'dryfly', 'altsite', 'startspan'}, {'montclair', 'dryfly', 'altsite'}, {'republicansforkerry', 'var', 'altsite'}, {'republicansforkerry', 'altsite', 'startspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'var', 'altsite', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'startspan'}, {'republicansforkerry', 'racine', 'altsite'}, {'racine', 'var', 'altsite'}, {'racine', 'altsite', 'startspan'}, {'republicansforkerry', 'newwindow', 'altsite'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'newwindow', 'racine', 'altsite'}, {'newwindow', 'var', 'altsite'}, {'newwindow', 'altsite', 'startspan'}, {'var', 'altsite', 'startspan'}, {'altsite', 'endspan', 'calistan'}, {'dryfly', 'altsite', 'calistan'}, {'republicansforkerry', 'altsite', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'calistan'}, {'racine', 'altsite', 'calistan'}, {'var', 'altsite', 'calistan'}, {'newwindow', 'altsite', 'calistan'}, {'altsite', 'startspan', 'calistan'}, {'montclair', 'altsite', 'calistan'}, {'altsite', 'calculator', 'endspan'}, {'dryfly', 'altsite', 'calculator'}, {'republicansforkerry', 'altsite', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'calculator'}, {'racine', 'altsite', 'calculator'}, {'var', 'altsite', 'calculator'}, {'newwindow', 'altsite', 'calculator'}, {'altsite', 'calculator', 'startspan'}, {'altsite', 'calculator', 'calistan'}, {'montclair', 'altsite', 'calculator'}, {'altsite', 'bushsux', 'endspan'}, {'dryfly', 'altsite', 'bushsux'}, {'republicansforkerry', 'altsite', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'bushsux'}, {'racine', 'altsite', 'bushsux'}, {'var', 'altsite', 'bushsux'}, {'newwindow', 'altsite', 'bushsux'}, {'altsite', 'bushsux', 'startspan'}, {'altsite', 'bushsux', 'calistan'}, {'calculator', 'altsite', 'bushsux'}, {'montclair', 'altsite', 'bushsux'}, {'endspan', 'altsite', 'boxrdf_feeds'}, {'dryfly', 'altsite', 'boxrdf_feeds'}, {'republicansforkerry', 'altsite', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'boxrdf_feeds'}, {'racine', 'altsite', 'boxrdf_feeds'}, {'var', 'altsite', 'boxrdf_feeds'}, {'newwindow', 'altsite', 'boxrdf_feeds'}, {'startspan', 'altsite', 'boxrdf_feeds'}, {'altsite', 'boxrdf_feeds', 'calistan'}, {'altsite', 'calculator', 'boxrdf_feeds'}, {'altsite', 'bushsux', 'boxrdf_feeds'}, {'montclair', 'altsite', 'boxrdf_feeds'}, {'altsite', 'boxfeed_listing', 'endspan'}, {'dryfly', 'altsite', 'boxfeed_listing'}, {'republicansforkerry', 'altsite', 'boxfeed_listing'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'boxfeed_listing'}, {'racine', 'altsite', 'boxfeed_listing'}, {'var', 'altsite', 'boxfeed_listing'}, {'newwindow', 'altsite', 'boxfeed_listing'}, {'altsite', 'boxfeed_listing', 'startspan'}, {'altsite', 'boxfeed_listing', 'calistan'}, {'boxfeed_listing', 'altsite', 'calculator'}, {'boxfeed_listing', 'altsite', 'bushsux'}, {'altsite', 'boxfeed_listing', 'boxrdf_feeds'}, {'montclair', 'altsite', 'boxfeed_listing'}, {'republicansforkerry', 'altsite', 'montclair'}, {'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'montclair', 'racine', 'altsite'}, {'montclair', 'var', 'altsite'}, {'montclair', 'newwindow', 'altsite'}, {'montclair', 'altsite', 'startspan'}, {'boxblogroll', 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{'altsite', 'boxrdf_feeds', 'asap'}, {'altsite', 'boxfeed_listing', 'asap'}, {'montclair', 'altsite', 'asap'}, {'altsite', 'boxblogroll', 'asap'}, {'republicansforkerry', 'endspan', 'boxrdf_feeds'}, {'endspan', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds'}, {'racine', 'endspan', 'boxrdf_feeds'}, {'endspan', 'var', 'boxrdf_feeds'}, {'newwindow', 'endspan', 'boxrdf_feeds'}, {'endspan', 'startspan', 'boxrdf_feeds'}, {'endspan', 'montclair', 'boxrdf_feeds'}, {'endspan', 'dryfly', 'boxrdf_feeds'}, {'republicansforkerry', 'dryfly', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'boxrdf_feeds'}, {'racine', 'dryfly', 'boxrdf_feeds'}, {'var', 'dryfly', 'boxrdf_feeds'}, {'newwindow', 'dryfly', 'boxrdf_feeds'}, {'dryfly', 'startspan', 'boxrdf_feeds'}, {'dryfly', 'montclair', 'boxrdf_feeds'}, {'republicansforkerry', 'var', 'boxrdf_feeds'}, {'republicansforkerry', 'startspan', 'boxrdf_feeds'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds'}, {'var', 'boxrdf_feeds', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'boxrdf_feeds'}, {'republicansforkerry', 'racine', 'boxrdf_feeds'}, {'racine', 'var', 'boxrdf_feeds'}, {'racine', 'startspan', 'boxrdf_feeds'}, {'republicansforkerry', 'newwindow', 'boxrdf_feeds'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds'}, {'newwindow', 'racine', 'boxrdf_feeds'}, {'newwindow', 'var', 'boxrdf_feeds'}, {'newwindow', 'startspan', 'boxrdf_feeds'}, {'var', 'startspan', 'boxrdf_feeds'}, {'endspan', 'boxrdf_feeds', 'calistan'}, {'dryfly', 'boxrdf_feeds', 'calistan'}, {'republicansforkerry', 'boxrdf_feeds', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds', 'calistan'}, {'racine', 'boxrdf_feeds', 'calistan'}, {'var', 'boxrdf_feeds', 'calistan'}, {'newwindow', 'boxrdf_feeds', 'calistan'}, {'startspan', 'boxrdf_feeds', 'calistan'}, {'montclair', 'boxrdf_feeds', 'calistan'}, {'endspan', 'calculator', 'boxrdf_feeds'}, {'dryfly', 'calculator', 'boxrdf_feeds'}, {'republicansforkerry', 'calculator', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'boxrdf_feeds'}, {'racine', 'calculator', 'boxrdf_feeds'}, {'var', 'calculator', 'boxrdf_feeds'}, {'newwindow', 'calculator', 'boxrdf_feeds'}, {'startspan', 'calculator', 'boxrdf_feeds'}, {'calculator', 'boxrdf_feeds', 'calistan'}, {'montclair', 'calculator', 'boxrdf_feeds'}, {'endspan', 'bushsux', 'boxrdf_feeds'}, {'dryfly', 'bushsux', 'boxrdf_feeds'}, {'republicansforkerry', 'bushsux', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux', 'boxrdf_feeds'}, {'racine', 'bushsux', 'boxrdf_feeds'}, {'var', 'bushsux', 'boxrdf_feeds'}, {'newwindow', 'bushsux', 'boxrdf_feeds'}, {'startspan', 'bushsux', 'boxrdf_feeds'}, {'bushsux', 'boxrdf_feeds', 'calistan'}, {'calculator', 'bushsux', 'boxrdf_feeds'}, {'montclair', 'bushsux', 'boxrdf_feeds'}, {'republicansforkerry', 'montclair', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'boxrdf_feeds'}, {'racine', 'montclair', 'boxrdf_feeds'}, {'var', 'montclair', 'boxrdf_feeds'}, {'newwindow', 'montclair', 'boxrdf_feeds'}, {'montclair', 'startspan', 'boxrdf_feeds'}, {'republicansforkerry', 'boxfeed_listing', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing', 'endspan'}, {'racine', 'boxfeed_listing', 'endspan'}, {'var', 'boxfeed_listing', 'endspan'}, {'newwindow', 'boxfeed_listing', 'endspan'}, {'startspan', 'boxfeed_listing', 'endspan'}, {'montclair', 'boxfeed_listing', 'endspan'}, {'dryfly', 'boxfeed_listing', 'endspan'}, {'republicansforkerry', 'dryfly', 'boxfeed_listing'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'boxfeed_listing'}, {'racine', 'dryfly', 'boxfeed_listing'}, {'var', 'dryfly', 'boxfeed_listing'}, {'newwindow', 'dryfly', 'boxfeed_listing'}, {'dryfly', 'startspan', 'boxfeed_listing'}, {'dryfly', 'montclair', 'boxfeed_listing'}, {'republicansforkerry', 'var', 'boxfeed_listing'}, {'republicansforkerry', 'startspan', 'boxfeed_listing'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'var', 'boxfeed_listing', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'boxfeed_listing'}, {'republicansforkerry', 'racine', 'boxfeed_listing'}, {'racine', 'var', 'boxfeed_listing'}, {'racine', 'startspan', 'boxfeed_listing'}, {'republicansforkerry', 'newwindow', 'boxfeed_listing'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'newwindow', 'racine', 'boxfeed_listing'}, {'newwindow', 'var', 'boxfeed_listing'}, {'newwindow', 'startspan', 'boxfeed_listing'}, {'var', 'startspan', 'boxfeed_listing'}, {'boxfeed_listing', 'endspan', 'calistan'}, {'dryfly', 'boxfeed_listing', 'calistan'}, {'republicansforkerry', 'boxfeed_listing', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing', 'calistan'}, {'racine', 'boxfeed_listing', 'calistan'}, {'var', 'boxfeed_listing', 'calistan'}, {'newwindow', 'boxfeed_listing', 'calistan'}, {'startspan', 'boxfeed_listing', 'calistan'}, {'montclair', 'boxfeed_listing', 'calistan'}, {'calculator', 'boxfeed_listing', 'endspan'}, {'dryfly', 'calculator', 'boxfeed_listing'}, {'republicansforkerry', 'calculator', 'boxfeed_listing'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'boxfeed_listing'}, {'racine', 'calculator', 'boxfeed_listing'}, {'var', 'calculator', 'boxfeed_listing'}, {'newwindow', 'calculator', 'boxfeed_listing'}, {'calculator', 'boxfeed_listing', 'startspan'}, {'calculator', 'boxfeed_listing', 'calistan'}, {'montclair', 'calculator', 'boxfeed_listing'}, {'boxfeed_listing', 'bushsux', 'endspan'}, {'boxfeed_listing', 'dryfly', 'bushsux'}, {'boxfeed_listing', 'republicansforkerry', 'bushsux'}, {'boxfeed_listing', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'boxfeed_listing', 'racine', 'bushsux'}, {'boxfeed_listing', 'var', 'bushsux'}, {'boxfeed_listing', 'newwindow', 'bushsux'}, {'boxfeed_listing', 'startspan', 'bushsux'}, {'boxfeed_listing', 'bushsux', 'calistan'}, {'boxfeed_listing', 'calculator', 'bushsux'}, {'boxfeed_listing', 'montclair', 'bushsux'}, {'endspan', 'boxfeed_listing', 'boxrdf_feeds'}, {'dryfly', 'boxfeed_listing', 'boxrdf_feeds'}, {'republicansforkerry', 'boxfeed_listing', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing', 'boxrdf_feeds'}, {'racine', 'boxfeed_listing', 'boxrdf_feeds'}, {'var', 'boxfeed_listing', 'boxrdf_feeds'}, {'newwindow', 'boxfeed_listing', 'boxrdf_feeds'}, {'startspan', 'boxfeed_listing', 'boxrdf_feeds'}, {'boxfeed_listing', 'boxrdf_feeds', 'calistan'}, {'calculator', 'boxfeed_listing', 'boxrdf_feeds'}, {'boxfeed_listing', 'bushsux', 'boxrdf_feeds'}, {'montclair', 'boxfeed_listing', 'boxrdf_feeds'}, {'republicansforkerry', 'montclair', 'boxfeed_listing'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'boxfeed_listing'}, {'racine', 'montclair', 'boxfeed_listing'}, {'var', 'montclair', 'boxfeed_listing'}, {'newwindow', 'montclair', 'boxfeed_listing'}, {'montclair', 'startspan', 'boxfeed_listing'}, {'republicansforkerry', 'var', 'montclair'}, {'republicansforkerry', 'startspan', 'montclair'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair'}, {'var', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'republicansforkerry', 'racine', 'montclair'}, {'racine', 'var', 'montclair'}, {'montclair', 'racine', 'startspan'}, {'republicansforkerry', 'newwindow', 'montclair'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair'}, {'newwindow', 'racine', 'montclair'}, {'newwindow', 'var', 'montclair'}, {'montclair', 'newwindow', 'startspan'}, {'montclair', 'var', 'startspan'}, {'republicansforkerry', 'boxblogroll', 'endspan'}, {'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'boxblogroll', 'racine', 'endspan'}, {'boxblogroll', 'var', 'endspan'}, {'newwindow', 'boxblogroll', 'endspan'}, {'boxblogroll', 'startspan', 'endspan'}, {'boxblogroll', 'montclair', 'endspan'}, {'boxblogroll', 'dryfly', 'endspan'}, {'republicansforkerry', 'dryfly', 'boxblogroll'}, {'dryfly', 'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'dryfly', 'boxblogroll'}, {'var', 'dryfly', 'boxblogroll'}, {'newwindow', 'dryfly', 'boxblogroll'}, {'dryfly', 'startspan', 'boxblogroll'}, {'dryfly', 'montclair', 'boxblogroll'}, {'republicansforkerry', 'var', 'boxblogroll'}, {'republicansforkerry', 'startspan', 'boxblogroll'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxblogroll'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxblogroll'}, {'var', 'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'boxblogroll'}, {'republicansforkerry', 'racine', 'boxblogroll'}, {'racine', 'var', 'boxblogroll'}, {'racine', 'startspan', 'boxblogroll'}, {'republicansforkerry', 'newwindow', 'boxblogroll'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxblogroll'}, {'newwindow', 'racine', 'boxblogroll'}, {'newwindow', 'var', 'boxblogroll'}, {'newwindow', 'startspan', 'boxblogroll'}, {'var', 'startspan', 'boxblogroll'}, {'boxblogroll', 'endspan', 'calistan'}, {'boxblogroll', 'dryfly', 'calistan'}, {'republicansforkerry', 'boxblogroll', 'calistan'}, {'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'boxblogroll', 'racine', 'calistan'}, {'boxblogroll', 'var', 'calistan'}, {'newwindow', 'boxblogroll', 'calistan'}, {'boxblogroll', 'startspan', 'calistan'}, {'boxblogroll', 'montclair', 'calistan'}, {'boxblogroll', 'calculator', 'endspan'}, {'dryfly', 'calculator', 'boxblogroll'}, {'republicansforkerry', 'calculator', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'boxblogroll'}, {'racine', 'calculator', 'boxblogroll'}, {'var', 'calculator', 'boxblogroll'}, {'newwindow', 'calculator', 'boxblogroll'}, {'startspan', 'calculator', 'boxblogroll'}, {'boxblogroll', 'calculator', 'calistan'}, {'montclair', 'calculator', 'boxblogroll'}, {'boxblogroll', 'bushsux', 'endspan'}, {'dryfly', 'bushsux', 'boxblogroll'}, {'republicansforkerry', 'bushsux', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux', 'boxblogroll'}, {'racine', 'bushsux', 'boxblogroll'}, {'var', 'bushsux', 'boxblogroll'}, {'newwindow', 'bushsux', 'boxblogroll'}, {'startspan', 'bushsux', 'boxblogroll'}, {'boxblogroll', 'bushsux', 'calistan'}, {'calculator', 'bushsux', 'boxblogroll'}, {'montclair', 'bushsux', 'boxblogroll'}, {'boxblogroll', 'endspan', 'boxrdf_feeds'}, {'boxblogroll', 'dryfly', 'boxrdf_feeds'}, {'republicansforkerry', 'boxblogroll', 'boxrdf_feeds'}, {'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds'}, {'boxblogroll', 'racine', 'boxrdf_feeds'}, {'boxblogroll', 'var', 'boxrdf_feeds'}, {'newwindow', 'boxblogroll', 'boxrdf_feeds'}, {'boxblogroll', 'startspan', 'boxrdf_feeds'}, {'boxblogroll', 'boxrdf_feeds', 'calistan'}, {'boxblogroll', 'calculator', 'boxrdf_feeds'}, {'boxblogroll', 'bushsux', 'boxrdf_feeds'}, {'boxblogroll', 'montclair', 'boxrdf_feeds'}, {'boxblogroll', 'boxfeed_listing', 'endspan'}, {'dryfly', 'boxfeed_listing', 'boxblogroll'}, {'republicansforkerry', 'boxfeed_listing', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing', 'boxblogroll'}, {'racine', 'boxfeed_listing', 'boxblogroll'}, {'var', 'boxfeed_listing', 'boxblogroll'}, {'newwindow', 'boxfeed_listing', 'boxblogroll'}, {'startspan', 'boxfeed_listing', 'boxblogroll'}, {'boxblogroll', 'boxfeed_listing', 'calistan'}, {'calculator', 'boxfeed_listing', 'boxblogroll'}, {'boxfeed_listing', 'bushsux', 'boxblogroll'}, {'boxblogroll', 'boxfeed_listing', 'boxrdf_feeds'}, {'montclair', 'boxfeed_listing', 'boxblogroll'}, {'republicansforkerry', 'montclair', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'boxblogroll'}, {'racine', 'montclair', 'boxblogroll'}, {'var', 'montclair', 'boxblogroll'}, {'newwindow', 'montclair', 'boxblogroll'}, {'montclair', 'startspan', 'boxblogroll'}]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24\n",
      "K= 4\n",
      "Runtime is :5.686636686325073 seconds\n",
      "The Frequent sets are:\n",
      "[{'mar'}, {'materiel'}, {'hstewart'}, {'apr'}, {'endspan'}, {'dryfly'}, {'republicansforkerry'}, {'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine'}, {'var'}, {'newwindow'}, {'startspan'}, {'calistan'}, {'calculator'}, {'bushsux'}, {'altsite'}, {'boxrdf_feeds'}, {'boxfeed_listing'}, {'montclair'}, {'boxblogroll'}, {'admin'}, {'asap'}, {'function'}, {'sep'}, {'materiel', 'hstewart'}, {'republicansforkerry', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'racine', 'endspan'}, {'var', 'endspan'}, {'newwindow', 'endspan'}, {'startspan', 'endspan'}, {'montclair', 'endspan'}, {'dryfly', 'endspan'}, {'republicansforkerry', 'dryfly'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'racine', 'dryfly'}, {'var', 'dryfly'}, {'newwindow', 'dryfly'}, {'dryfly', 'startspan'}, {'dryfly', 'montclair'}, {'republicansforkerry', 'var'}, {'republicansforkerry', 'startspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'republicansforkerry', 'racine'}, {'racine', 'var'}, {'racine', 'startspan'}, {'republicansforkerry', 'newwindow'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'racine'}, {'newwindow', 'var'}, {'newwindow', 'startspan'}, {'var', 'startspan'}, {'endspan', 'calistan'}, {'dryfly', 'calistan'}, {'republicansforkerry', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'racine', 'calistan'}, {'var', 'calistan'}, {'newwindow', 'calistan'}, {'startspan', 'calistan'}, {'montclair', 'calistan'}, {'calculator', 'endspan'}, {'dryfly', 'calculator'}, {'republicansforkerry', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'racine', 'calculator'}, {'var', 'calculator'}, {'newwindow', 'calculator'}, {'startspan', 'calculator'}, {'calculator', 'calistan'}, {'montclair', 'calculator'}, {'bushsux', 'endspan'}, {'dryfly', 'bushsux'}, {'republicansforkerry', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'racine', 'bushsux'}, {'var', 'bushsux'}, {'newwindow', 'bushsux'}, {'startspan', 'bushsux'}, {'bushsux', 'calistan'}, {'calculator', 'bushsux'}, {'montclair', 'bushsux'}, {'altsite', 'endspan'}, {'dryfly', 'altsite'}, {'republicansforkerry', 'altsite'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'racine', 'altsite'}, {'var', 'altsite'}, {'newwindow', 'altsite'}, {'altsite', 'startspan'}, {'altsite', 'calistan'}, {'altsite', 'calculator'}, {'altsite', 'bushsux'}, {'altsite', 'boxrdf_feeds'}, {'altsite', 'boxfeed_listing'}, {'montclair', 'altsite'}, {'altsite', 'boxblogroll'}, {'altsite', 'asap'}, {'endspan', 'boxrdf_feeds'}, {'dryfly', 'boxrdf_feeds'}, {'republicansforkerry', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds'}, {'racine', 'boxrdf_feeds'}, {'var', 'boxrdf_feeds'}, {'newwindow', 'boxrdf_feeds'}, {'startspan', 'boxrdf_feeds'}, {'boxrdf_feeds', 'calistan'}, {'calculator', 'boxrdf_feeds'}, {'bushsux', 'boxrdf_feeds'}, {'montclair', 'boxrdf_feeds'}, {'boxfeed_listing', 'endspan'}, {'dryfly', 'boxfeed_listing'}, {'republicansforkerry', 'boxfeed_listing'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'racine', 'boxfeed_listing'}, {'var', 'boxfeed_listing'}, {'newwindow', 'boxfeed_listing'}, {'startspan', 'boxfeed_listing'}, {'boxfeed_listing', 'calistan'}, {'calculator', 'boxfeed_listing'}, {'boxfeed_listing', 'bushsux'}, {'boxfeed_listing', 'boxrdf_feeds'}, {'montclair', 'boxfeed_listing'}, {'republicansforkerry', 'montclair'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair'}, {'racine', 'montclair'}, {'var', 'montclair'}, {'newwindow', 'montclair'}, {'montclair', 'startspan'}, {'boxblogroll', 'endspan'}, {'dryfly', 'boxblogroll'}, {'republicansforkerry', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxblogroll'}, {'racine', 'boxblogroll'}, {'var', 'boxblogroll'}, {'newwindow', 'boxblogroll'}, {'startspan', 'boxblogroll'}, {'boxblogroll', 'calistan'}, {'calculator', 'boxblogroll'}, {'bushsux', 'boxblogroll'}, {'boxblogroll', 'boxrdf_feeds'}, {'boxfeed_listing', 'boxblogroll'}, {'montclair', 'boxblogroll'}, {'republicansforkerry', 'var', 'endspan'}, {'republicansforkerry', 'startspan', 'endspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'var', 'endspan', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'endspan'}, {'republicansforkerry', 'racine', 'endspan'}, {'racine', 'var', 'endspan'}, {'racine', 'startspan', 'endspan'}, {'republicansforkerry', 'newwindow', 'endspan'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'newwindow', 'racine', 'endspan'}, {'newwindow', 'var', 'endspan'}, {'newwindow', 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{'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'boxrdf_feeds'}, {'boxblogroll', 'racine', 'calculator', 'boxrdf_feeds'}, {'boxblogroll', 'var', 'calculator', 'boxrdf_feeds'}, {'newwindow', 'boxblogroll', 'calculator', 'boxrdf_feeds'}, {'boxblogroll', 'startspan', 'calculator', 'boxrdf_feeds'}, {'boxblogroll', 'calculator', 'boxrdf_feeds', 'calistan'}, {'boxblogroll', 'montclair', 'calculator', 'boxrdf_feeds'}, {'boxblogroll', 'endspan', 'bushsux', 'boxrdf_feeds'}, {'boxblogroll', 'dryfly', 'bushsux', 'boxrdf_feeds'}, {'republicansforkerry', 'boxblogroll', 'bushsux', 'boxrdf_feeds'}, {'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux', 'boxrdf_feeds'}, {'boxblogroll', 'racine', 'bushsux', 'boxrdf_feeds'}, {'boxblogroll', 'var', 'bushsux', 'boxrdf_feeds'}, {'newwindow', 'boxblogroll', 'bushsux', 'boxrdf_feeds'}, {'boxblogroll', 'startspan', 'bushsux', 'boxrdf_feeds'}, {'boxblogroll', 'bushsux', 'boxrdf_feeds', 'calistan'}, {'boxblogroll', 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{'republicansforkerry', 'dryfly', 'boxfeed_listing', 'boxblogroll'}, {'dryfly', 'boxfeed_listing', 'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'dryfly', 'boxfeed_listing', 'boxblogroll'}, {'var', 'dryfly', 'boxfeed_listing', 'boxblogroll'}, {'newwindow', 'dryfly', 'boxfeed_listing', 'boxblogroll'}, {'dryfly', 'startspan', 'boxfeed_listing', 'boxblogroll'}, {'dryfly', 'montclair', 'boxfeed_listing', 'boxblogroll'}, {'republicansforkerry', 'var', 'boxfeed_listing', 'boxblogroll'}, {'republicansforkerry', 'startspan', 'boxfeed_listing', 'boxblogroll'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing', 'boxblogroll'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing', 'boxblogroll'}, {'var', 'boxfeed_listing', 'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'boxfeed_listing', 'boxblogroll'}, {'republicansforkerry', 'racine', 'boxfeed_listing', 'boxblogroll'}, {'racine', 'var', 'boxfeed_listing', 'boxblogroll'}, {'racine', 'startspan', 'boxfeed_listing', 'boxblogroll'}, {'republicansforkerry', 'newwindow', 'boxfeed_listing', 'boxblogroll'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing', 'boxblogroll'}, {'newwindow', 'racine', 'boxfeed_listing', 'boxblogroll'}, {'newwindow', 'var', 'boxfeed_listing', 'boxblogroll'}, {'newwindow', 'startspan', 'boxfeed_listing', 'boxblogroll'}, {'var', 'startspan', 'boxfeed_listing', 'boxblogroll'}, {'boxblogroll', 'boxfeed_listing', 'endspan', 'calistan'}, {'boxblogroll', 'dryfly', 'boxfeed_listing', 'calistan'}, {'republicansforkerry', 'boxblogroll', 'boxfeed_listing', 'calistan'}, {'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing', 'calistan'}, {'boxblogroll', 'racine', 'boxfeed_listing', 'calistan'}, {'boxblogroll', 'var', 'boxfeed_listing', 'calistan'}, {'newwindow', 'boxblogroll', 'boxfeed_listing', 'calistan'}, {'boxblogroll', 'startspan', 'boxfeed_listing', 'calistan'}, {'boxblogroll', 'montclair', 'boxfeed_listing', 'calistan'}, {'boxblogroll', 'calculator', 'boxfeed_listing', 'endspan'}, {'dryfly', 'calculator', 'boxfeed_listing', 'boxblogroll'}, {'republicansforkerry', 'calculator', 'boxfeed_listing', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'boxfeed_listing', 'boxblogroll'}, {'racine', 'calculator', 'boxfeed_listing', 'boxblogroll'}, {'var', 'calculator', 'boxfeed_listing', 'boxblogroll'}, {'newwindow', 'calculator', 'boxfeed_listing', 'boxblogroll'}, {'boxblogroll', 'calculator', 'boxfeed_listing', 'startspan'}, {'boxblogroll', 'calculator', 'boxfeed_listing', 'calistan'}, {'montclair', 'calculator', 'boxfeed_listing', 'boxblogroll'}, {'boxfeed_listing', 'boxblogroll', 'bushsux', 'endspan'}, {'boxfeed_listing', 'dryfly', 'bushsux', 'boxblogroll'}, {'boxfeed_listing', 'republicansforkerry', 'bushsux', 'boxblogroll'}, {'boxfeed_listing', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux', 'boxblogroll'}, {'boxfeed_listing', 'racine', 'bushsux', 'boxblogroll'}, {'boxfeed_listing', 'var', 'bushsux', 'boxblogroll'}, {'boxfeed_listing', 'newwindow', 'bushsux', 'boxblogroll'}, {'boxfeed_listing', 'startspan', 'bushsux', 'boxblogroll'}, {'boxfeed_listing', 'boxblogroll', 'bushsux', 'calistan'}, {'boxfeed_listing', 'calculator', 'bushsux', 'boxblogroll'}, {'boxfeed_listing', 'montclair', 'bushsux', 'boxblogroll'}, {'boxblogroll', 'endspan', 'boxfeed_listing', 'boxrdf_feeds'}, {'boxblogroll', 'dryfly', 'boxfeed_listing', 'boxrdf_feeds'}, {'republicansforkerry', 'boxblogroll', 'boxfeed_listing', 'boxrdf_feeds'}, {'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing', 'boxrdf_feeds'}, {'boxblogroll', 'racine', 'boxfeed_listing', 'boxrdf_feeds'}, {'boxblogroll', 'var', 'boxfeed_listing', 'boxrdf_feeds'}, {'newwindow', 'boxblogroll', 'boxfeed_listing', 'boxrdf_feeds'}, {'boxblogroll', 'startspan', 'boxfeed_listing', 'boxrdf_feeds'}, {'boxblogroll', 'boxfeed_listing', 'boxrdf_feeds', 'calistan'}, {'boxblogroll', 'calculator', 'boxfeed_listing', 'boxrdf_feeds'}, {'boxfeed_listing', 'boxblogroll', 'bushsux', 'boxrdf_feeds'}, {'boxblogroll', 'montclair', 'boxfeed_listing', 'boxrdf_feeds'}, {'republicansforkerry', 'montclair', 'boxfeed_listing', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'boxfeed_listing', 'boxblogroll'}, {'racine', 'montclair', 'boxfeed_listing', 'boxblogroll'}, {'var', 'montclair', 'boxfeed_listing', 'boxblogroll'}, {'newwindow', 'montclair', 'boxfeed_listing', 'boxblogroll'}, {'montclair', 'startspan', 'boxfeed_listing', 'boxblogroll'}, {'republicansforkerry', 'var', 'montclair', 'boxblogroll'}, {'republicansforkerry', 'startspan', 'montclair', 'boxblogroll'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'boxblogroll'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'boxblogroll'}, {'var', 'montclair', 'boxblogroll', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'boxblogroll'}, {'republicansforkerry', 'racine', 'montclair', 'boxblogroll'}, {'racine', 'var', 'montclair', 'boxblogroll'}, {'montclair', 'racine', 'startspan', 'boxblogroll'}, {'republicansforkerry', 'newwindow', 'montclair', 'boxblogroll'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'boxblogroll'}, {'newwindow', 'racine', 'montclair', 'boxblogroll'}, {'newwindow', 'var', 'montclair', 'boxblogroll'}, {'montclair', 'newwindow', 'startspan', 'boxblogroll'}, {'montclair', 'var', 'startspan', 'boxblogroll'}]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24\n",
      "K= 5\n",
      "Runtime is :22.83659029006958 seconds\n",
      "The Frequent sets are:\n",
      "[{'mar'}, {'materiel'}, {'hstewart'}, {'apr'}, {'endspan'}, {'dryfly'}, {'republicansforkerry'}, {'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine'}, {'var'}, {'newwindow'}, {'startspan'}, {'calistan'}, {'calculator'}, {'bushsux'}, {'altsite'}, {'boxrdf_feeds'}, {'boxfeed_listing'}, {'montclair'}, {'boxblogroll'}, {'admin'}, {'asap'}, {'function'}, {'sep'}, {'materiel', 'hstewart'}, {'republicansforkerry', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'racine', 'endspan'}, {'var', 'endspan'}, {'newwindow', 'endspan'}, {'startspan', 'endspan'}, {'montclair', 'endspan'}, {'dryfly', 'endspan'}, {'republicansforkerry', 'dryfly'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'racine', 'dryfly'}, {'var', 'dryfly'}, {'newwindow', 'dryfly'}, {'dryfly', 'startspan'}, {'dryfly', 'montclair'}, {'republicansforkerry', 'var'}, {'republicansforkerry', 'startspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'republicansforkerry', 'racine'}, {'racine', 'var'}, {'racine', 'startspan'}, {'republicansforkerry', 'newwindow'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'racine'}, {'newwindow', 'var'}, {'newwindow', 'startspan'}, {'var', 'startspan'}, {'endspan', 'calistan'}, {'dryfly', 'calistan'}, {'republicansforkerry', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'racine', 'calistan'}, {'var', 'calistan'}, {'newwindow', 'calistan'}, {'startspan', 'calistan'}, {'montclair', 'calistan'}, {'calculator', 'endspan'}, {'dryfly', 'calculator'}, {'republicansforkerry', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'racine', 'calculator'}, {'var', 'calculator'}, {'newwindow', 'calculator'}, {'startspan', 'calculator'}, {'calculator', 'calistan'}, {'montclair', 'calculator'}, {'bushsux', 'endspan'}, {'dryfly', 'bushsux'}, {'republicansforkerry', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'racine', 'bushsux'}, {'var', 'bushsux'}, {'newwindow', 'bushsux'}, {'startspan', 'bushsux'}, {'bushsux', 'calistan'}, {'calculator', 'bushsux'}, {'montclair', 'bushsux'}, {'altsite', 'endspan'}, {'dryfly', 'altsite'}, {'republicansforkerry', 'altsite'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'racine', 'altsite'}, {'var', 'altsite'}, {'newwindow', 'altsite'}, {'altsite', 'startspan'}, {'altsite', 'calistan'}, {'altsite', 'calculator'}, {'altsite', 'bushsux'}, {'altsite', 'boxrdf_feeds'}, {'altsite', 'boxfeed_listing'}, {'montclair', 'altsite'}, {'altsite', 'boxblogroll'}, {'altsite', 'asap'}, {'endspan', 'boxrdf_feeds'}, {'dryfly', 'boxrdf_feeds'}, {'republicansforkerry', 'boxrdf_feeds'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxrdf_feeds'}, {'racine', 'boxrdf_feeds'}, {'var', 'boxrdf_feeds'}, {'newwindow', 'boxrdf_feeds'}, {'startspan', 'boxrdf_feeds'}, {'boxrdf_feeds', 'calistan'}, {'calculator', 'boxrdf_feeds'}, {'bushsux', 'boxrdf_feeds'}, {'montclair', 'boxrdf_feeds'}, {'boxfeed_listing', 'endspan'}, {'dryfly', 'boxfeed_listing'}, {'republicansforkerry', 'boxfeed_listing'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'racine', 'boxfeed_listing'}, {'var', 'boxfeed_listing'}, {'newwindow', 'boxfeed_listing'}, {'startspan', 'boxfeed_listing'}, {'boxfeed_listing', 'calistan'}, {'calculator', 'boxfeed_listing'}, {'boxfeed_listing', 'bushsux'}, {'boxfeed_listing', 'boxrdf_feeds'}, {'montclair', 'boxfeed_listing'}, {'republicansforkerry', 'montclair'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair'}, {'racine', 'montclair'}, {'var', 'montclair'}, {'newwindow', 'montclair'}, {'montclair', 'startspan'}, {'boxblogroll', 'endspan'}, {'dryfly', 'boxblogroll'}, {'republicansforkerry', 'boxblogroll'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'boxblogroll'}, {'racine', 'boxblogroll'}, {'var', 'boxblogroll'}, {'newwindow', 'boxblogroll'}, {'startspan', 'boxblogroll'}, {'boxblogroll', 'calistan'}, {'calculator', 'boxblogroll'}, {'bushsux', 'boxblogroll'}, {'boxblogroll', 'boxrdf_feeds'}, {'boxfeed_listing', 'boxblogroll'}, {'montclair', 'boxblogroll'}, {'republicansforkerry', 'var', 'endspan'}, {'republicansforkerry', 'startspan', 'endspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'var', 'endspan', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'endspan'}, {'republicansforkerry', 'racine', 'endspan'}, {'racine', 'var', 'endspan'}, {'racine', 'startspan', 'endspan'}, {'republicansforkerry', 'newwindow', 'endspan'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan'}, {'newwindow', 'racine', 'endspan'}, {'newwindow', 'var', 'endspan'}, {'newwindow', 'startspan', 'endspan'}, {'var', 'startspan', 'endspan'}, {'republicansforkerry', 'montclair', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'endspan'}, {'racine', 'montclair', 'endspan'}, {'var', 'montclair', 'endspan'}, {'newwindow', 'montclair', 'endspan'}, {'montclair', 'startspan', 'endspan'}, {'republicansforkerry', 'dryfly', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'endspan'}, {'racine', 'dryfly', 'endspan'}, {'var', 'dryfly', 'endspan'}, {'newwindow', 'dryfly', 'endspan'}, {'dryfly', 'startspan', 'endspan'}, {'dryfly', 'montclair', 'endspan'}, {'republicansforkerry', 'var', 'dryfly'}, {'republicansforkerry', 'dryfly', 'startspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'var', 'dryfly', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'dryfly'}, {'republicansforkerry', 'racine', 'dryfly'}, {'racine', 'var', 'dryfly'}, {'racine', 'dryfly', 'startspan'}, {'republicansforkerry', 'newwindow', 'dryfly'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly'}, {'newwindow', 'racine', 'dryfly'}, {'newwindow', 'var', 'dryfly'}, {'newwindow', 'dryfly', 'startspan'}, {'var', 'startspan', 'dryfly'}, {'republicansforkerry', 'dryfly', 'montclair'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'dryfly'}, {'racine', 'dryfly', 'montclair'}, {'var', 'montclair', 'dryfly'}, {'newwindow', 'dryfly', 'montclair'}, {'montclair', 'dryfly', 'startspan'}, {'republicansforkerry', 'var', 'startspan'}, {'republicansforkerry', 'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'republicansforkerry', 'racine', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'var', 'startspan', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'republicansforkerry', 'racine', 'var'}, {'republicansforkerry', 'racine', 'startspan'}, {'racine', 'var', 'startspan'}, {'republicansforkerry', 'newwindow', 'var'}, {'republicansforkerry', 'newwindow', 'startspan'}, {'republicansforkerry', 'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'racine', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'var', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'republicansforkerry', 'racine', 'newwindow'}, {'newwindow', 'racine', 'var'}, {'newwindow', 'racine', 'startspan'}, {'newwindow', 'var', 'startspan'}, {'republicansforkerry', 'endspan', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'endspan', 'calistan'}, {'racine', 'endspan', 'calistan'}, {'var', 'endspan', 'calistan'}, {'newwindow', 'endspan', 'calistan'}, {'startspan', 'endspan', 'calistan'}, {'montclair', 'endspan', 'calistan'}, {'dryfly', 'endspan', 'calistan'}, {'republicansforkerry', 'dryfly', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'calistan'}, {'racine', 'dryfly', 'calistan'}, {'var', 'dryfly', 'calistan'}, {'newwindow', 'dryfly', 'calistan'}, {'dryfly', 'startspan', 'calistan'}, {'dryfly', 'montclair', 'calistan'}, {'republicansforkerry', 'var', 'calistan'}, {'republicansforkerry', 'startspan', 'calistan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'var', 'calistan', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'calistan'}, {'republicansforkerry', 'racine', 'calistan'}, {'racine', 'var', 'calistan'}, {'racine', 'startspan', 'calistan'}, {'republicansforkerry', 'newwindow', 'calistan'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calistan'}, {'newwindow', 'racine', 'calistan'}, {'newwindow', 'var', 'calistan'}, {'newwindow', 'startspan', 'calistan'}, {'var', 'startspan', 'calistan'}, {'republicansforkerry', 'montclair', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'calistan'}, {'racine', 'montclair', 'calistan'}, {'var', 'montclair', 'calistan'}, {'newwindow', 'montclair', 'calistan'}, {'montclair', 'startspan', 'calistan'}, {'republicansforkerry', 'calculator', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'endspan'}, {'racine', 'calculator', 'endspan'}, {'var', 'calculator', 'endspan'}, {'newwindow', 'calculator', 'endspan'}, {'startspan', 'calculator', 'endspan'}, {'montclair', 'calculator', 'endspan'}, {'dryfly', 'calculator', 'endspan'}, {'republicansforkerry', 'dryfly', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'calculator'}, {'racine', 'dryfly', 'calculator'}, {'var', 'dryfly', 'calculator'}, {'newwindow', 'dryfly', 'calculator'}, {'dryfly', 'startspan', 'calculator'}, {'dryfly', 'montclair', 'calculator'}, {'republicansforkerry', 'var', 'calculator'}, {'republicansforkerry', 'startspan', 'calculator'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'var', 'calculator', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'calculator'}, {'republicansforkerry', 'racine', 'calculator'}, {'racine', 'var', 'calculator'}, {'racine', 'startspan', 'calculator'}, {'republicansforkerry', 'newwindow', 'calculator'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator'}, {'newwindow', 'racine', 'calculator'}, {'newwindow', 'var', 'calculator'}, {'newwindow', 'startspan', 'calculator'}, {'var', 'startspan', 'calculator'}, {'calculator', 'endspan', 'calistan'}, {'dryfly', 'calculator', 'calistan'}, {'republicansforkerry', 'calculator', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'calistan'}, {'racine', 'calculator', 'calistan'}, {'var', 'calculator', 'calistan'}, {'newwindow', 'calculator', 'calistan'}, {'startspan', 'calculator', 'calistan'}, {'montclair', 'calculator', 'calistan'}, {'republicansforkerry', 'montclair', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'calculator'}, {'racine', 'montclair', 'calculator'}, {'var', 'montclair', 'calculator'}, {'newwindow', 'montclair', 'calculator'}, {'montclair', 'startspan', 'calculator'}, {'republicansforkerry', 'bushsux', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux', 'endspan'}, {'racine', 'bushsux', 'endspan'}, {'var', 'bushsux', 'endspan'}, {'newwindow', 'bushsux', 'endspan'}, {'startspan', 'bushsux', 'endspan'}, {'montclair', 'bushsux', 'endspan'}, {'dryfly', 'bushsux', 'endspan'}, {'republicansforkerry', 'dryfly', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'dryfly', 'bushsux'}, {'racine', 'dryfly', 'bushsux'}, {'var', 'dryfly', 'bushsux'}, {'newwindow', 'dryfly', 'bushsux'}, {'dryfly', 'startspan', 'bushsux'}, {'dryfly', 'montclair', 'bushsux'}, {'republicansforkerry', 'var', 'bushsux'}, {'republicansforkerry', 'startspan', 'bushsux'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'var', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'bushsux'}, {'republicansforkerry', 'racine', 'bushsux'}, {'racine', 'var', 'bushsux'}, {'racine', 'startspan', 'bushsux'}, {'republicansforkerry', 'newwindow', 'bushsux'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux'}, {'newwindow', 'racine', 'bushsux'}, {'newwindow', 'var', 'bushsux'}, {'newwindow', 'startspan', 'bushsux'}, {'var', 'startspan', 'bushsux'}, {'bushsux', 'endspan', 'calistan'}, {'dryfly', 'bushsux', 'calistan'}, {'republicansforkerry', 'bushsux', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux', 'calistan'}, {'racine', 'bushsux', 'calistan'}, {'var', 'bushsux', 'calistan'}, {'newwindow', 'bushsux', 'calistan'}, {'startspan', 'bushsux', 'calistan'}, {'montclair', 'bushsux', 'calistan'}, {'calculator', 'bushsux', 'endspan'}, {'dryfly', 'calculator', 'bushsux'}, {'republicansforkerry', 'calculator', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'calculator', 'bushsux'}, {'racine', 'calculator', 'bushsux'}, {'var', 'calculator', 'bushsux'}, {'newwindow', 'calculator', 'bushsux'}, {'calculator', 'bushsux', 'startspan'}, {'calculator', 'bushsux', 'calistan'}, {'montclair', 'calculator', 'bushsux'}, {'republicansforkerry', 'montclair', 'bushsux'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'montclair', 'bushsux'}, {'racine', 'montclair', 'bushsux'}, {'var', 'montclair', 'bushsux'}, {'newwindow', 'montclair', 'bushsux'}, {'montclair', 'startspan', 'bushsux'}, {'republicansforkerry', 'altsite', 'endspan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'endspan'}, {'racine', 'altsite', 'endspan'}, {'var', 'altsite', 'endspan'}, {'newwindow', 'altsite', 'endspan'}, {'endspan', 'altsite', 'startspan'}, {'montclair', 'altsite', 'endspan'}, {'dryfly', 'altsite', 'endspan'}, {'republicansforkerry', 'dryfly', 'altsite'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'dryfly'}, {'racine', 'dryfly', 'altsite'}, {'var', 'altsite', 'dryfly'}, {'newwindow', 'dryfly', 'altsite'}, {'dryfly', 'altsite', 'startspan'}, {'montclair', 'dryfly', 'altsite'}, {'republicansforkerry', 'var', 'altsite'}, {'republicansforkerry', 'altsite', 'startspan'}, {'republicansforkerry', 'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'racine', 'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'var', 'altsite', 'openhttpwwwedwardsforprezcomdailykoshtml'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'startspan'}, {'republicansforkerry', 'racine', 'altsite'}, {'racine', 'var', 'altsite'}, {'racine', 'altsite', 'startspan'}, {'republicansforkerry', 'newwindow', 'altsite'}, {'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite'}, {'newwindow', 'racine', 'altsite'}, {'newwindow', 'var', 'altsite'}, {'newwindow', 'altsite', 'startspan'}, {'var', 'altsite', 'startspan'}, {'altsite', 'endspan', 'calistan'}, {'dryfly', 'altsite', 'calistan'}, {'republicansforkerry', 'altsite', 'calistan'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'calistan'}, {'racine', 'altsite', 'calistan'}, {'var', 'altsite', 'calistan'}, {'newwindow', 'altsite', 'calistan'}, {'altsite', 'startspan', 'calistan'}, {'montclair', 'altsite', 'calistan'}, {'altsite', 'calculator', 'endspan'}, {'dryfly', 'altsite', 'calculator'}, {'republicansforkerry', 'altsite', 'calculator'}, {'openhttpwwwedwardsforprezcomdailykoshtml', 'altsite', 'calculator'}, {'racine', 'altsite', 'calculator'}, {'var', 'altsite', 'calculator'}, {'newwindow', 'altsite', 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'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'montclair', 'dryfly', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'republicansforkerry', 'var', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'startspan', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'openhttpwwwedwardsforprezcomdailykoshtml', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'openhttpwwwedwardsforprezcomdailykoshtml', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'openhttpwwwedwardsforprezcomdailykoshtml', 'var', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'republicansforkerry', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'racine', 'var', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'startspan', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'newwindow', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'newwindow', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'newwindow', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'newwindow', 'var', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'newwindow', 'startspan', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'startspan', 'var', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'boxfeed_listing', 'endspan'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'dryfly', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'var', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'newwindow', 'calistan', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'startspan', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'montclair', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calculator', 'boxfeed_listing', 'endspan'}, {'boxblogroll', 'boxrdf_feeds', 'calculator', 'dryfly', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'calculator', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calculator', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calculator', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calculator', 'var', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'newwindow', 'calculator', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calculator', 'startspan', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'calculator', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'montclair', 'calculator', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'bushsux', 'boxfeed_listing', 'endspan'}, {'boxblogroll', 'boxrdf_feeds', 'bushsux', 'dryfly', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'bushsux', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'openhttpwwwedwardsforprezcomdailykoshtml', 'bushsux', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'bushsux', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'bushsux', 'var', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'newwindow', 'bushsux', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'startspan', 'bushsux', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'calistan', 'bushsux', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'calculator', 'bushsux', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'montclair', 'bushsux', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'montclair', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'montclair', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'boxrdf_feeds', 'montclair', 'var', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'newwindow', 'montclair', 'boxfeed_listing'}, {'boxrdf_feeds', 'boxblogroll', 'montclair', 'startspan', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'republicansforkerry', 'var', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'startspan', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'var', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'republicansforkerry', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'racine', 'var', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'startspan', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'newwindow', 'montclair', 'republicansforkerry', 'boxfeed_listing'}, {'boxblogroll', 'newwindow', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'boxfeed_listing'}, {'boxblogroll', 'newwindow', 'montclair', 'racine', 'boxfeed_listing'}, {'boxblogroll', 'newwindow', 'montclair', 'var', 'boxfeed_listing'}, {'boxblogroll', 'newwindow', 'montclair', 'startspan', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'startspan', 'var', 'boxfeed_listing'}, {'boxblogroll', 'montclair', 'startspan', 'republicansforkerry', 'var'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'republicansforkerry', 'var'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'republicansforkerry'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'republicansforkerry', 'racine'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'racine', 'var'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'racine'}, {'boxblogroll', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan', 'var'}, {'boxblogroll', 'montclair', 'republicansforkerry', 'racine', 'var'}, {'boxblogroll', 'montclair', 'startspan', 'republicansforkerry', 'racine'}, {'boxblogroll', 'montclair', 'startspan', 'racine', 'var'}, {'boxblogroll', 'newwindow', 'montclair', 'republicansforkerry', 'var'}, {'boxblogroll', 'newwindow', 'montclair', 'startspan', 'republicansforkerry'}, {'boxblogroll', 'newwindow', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'republicansforkerry'}, {'boxblogroll', 'newwindow', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'racine'}, {'boxblogroll', 'newwindow', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'var'}, {'boxblogroll', 'newwindow', 'montclair', 'openhttpwwwedwardsforprezcomdailykoshtml', 'startspan'}, {'boxblogroll', 'newwindow', 'montclair', 'republicansforkerry', 'racine'}, {'boxblogroll', 'newwindow', 'montclair', 'racine', 'var'}, {'boxblogroll', 'newwindow', 'montclair', 'startspan', 'racine'}, {'boxblogroll', 'newwindow', 'montclair', 'startspan', 'var'}]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import time\n",
    "\n",
    "global no_of_transactions\n",
    "global ms\n",
    "global m\n",
    "\n",
    "data =pd.read_csv(\"docword.\"+\"kos\"+\".txt\",\n",
    "                  skiprows=3,\n",
    "                  header=None,\n",
    "                  sep= \" \",\n",
    "                  names=[\"docId\",\"wordId\",\"count\"])\n",
    "\n",
    "data_clean=data.groupby([\"docId\",\"wordId\"])[\"count\"].sum().unstack().reset_index().fillna(0).set_index(\"docId\")\n",
    "\n",
    "df1=data_clean.copy()\n",
    "data_clean[data_clean>0]=1\n",
    "word_items=data_clean.columns\n",
    "\n",
    "\n",
    "no_of_transactions=max(data_clean.index)\n",
    "\n",
    "#set of all transactions\n",
    "\n",
    "Transactions=[]\n",
    "for id in data_clean.index:\n",
    "    ls=np.flatnonzero(data_clean.loc[id]).tolist()\n",
    "    ls1=[item+1 for item in ls]\n",
    "    \n",
    "    ls2=set(ls1)\n",
    "    Transactions.append(ls2)\n",
    "#calculating mis of every word\n",
    "def mis_individual():\n",
    "    \n",
    "    mis=[]\n",
    "    \n",
    "    \n",
    "    for item in range(1,max(word_items)+1):\n",
    "        if (item in word_items):\n",
    "            mis.append(max((df1[item].sum())/no_of_transactions,0.05))      ## mis values less than 0.05 are ignored             \n",
    "        else :                                                              # Note that here df1 is used \n",
    "                                                                            # see also defination ms_apriori \n",
    "                    mis.append(0.05)                                        # if condition for appending item to f\n",
    "                                                                            # where data_clean is used instead\n",
    "    return mis\n",
    "#sortin and storing word_incices into m accotrding to mis\n",
    "def sort_accord_mis(data):\n",
    "    \n",
    "    vals=np.array(data)\n",
    "    vals1=np.argsort(vals).tolist()\n",
    "    vals2=[item+1 for item in vals1]\n",
    "    \n",
    "    return vals2\n",
    "\n",
    "ms= mis_individual()                           #contains all the mis\n",
    "m=sort_accord_mis(ms)                          #contains all the sorted 1-item sets according to mis\n",
    "\n",
    "\n",
    "## Not required as elements of f are already sorted in desired manner ##\n",
    "def level_2_candidate_gen(m,phi):\n",
    "    \n",
    "    c_set=[]\n",
    "    for i in range(0,len(m)):\n",
    "        \n",
    "        if ((data_clean[m[i]].sum())/no_of_transactions)>=ms[m[i]-1]:\n",
    "           \n",
    "            for j in range(i+1,len(m)) :\n",
    "               \n",
    "                \n",
    "                if (((data_clean[m[j]].sum())/no_of_transactions)>=ms[m[i]-1]):\n",
    "                        if(abs(((data_clean[m[i]].sum())/no_of_transactions)-((data_clean[m[j]].sum())/no_of_transactions))<=phi):\n",
    "                                c_set.append({m[i],m[j]})\n",
    "                        \n",
    "                        \n",
    "    return  c_set  \n",
    "\n",
    "#candidate-gen function for multiple minimum support\n",
    "\n",
    "def MS_candidate_gen(f,phi):\n",
    "        \n",
    "        c_set=[]\n",
    "        c=set()\n",
    "        for f1 in f:\n",
    "            for f2 in f :\n",
    "                \n",
    "                max_f1=max(f1)\n",
    "                max_f2=max(f2)\n",
    "                if ((f2.difference(f1)).union(f1.difference(f2))=={max_f1,max_f2}):\n",
    "                    if(max_f1<max_f2):\n",
    "                        if(abs(((data_clean[max_f1].sum())/no_of_transactions)-((data_clean[max_f2].sum())/no_of_transactions))<=phi):\n",
    "\n",
    "                            c =f1.union({max_f2})\n",
    "                            c_set.append(c)\n",
    "                    \n",
    "                    for i in c:\n",
    "                        if c.difference({i}) not in f:\n",
    "                            \n",
    "                            temp=c.difference({i})\n",
    "                            if (min(c) in temp):\n",
    "                            \n",
    "                                if (c_set != []) & (c in c_set):\n",
    "                               \n",
    "                                      c_set.remove(c)\n",
    "                            elif(ms[min(c)-1]==ms[min(c.difference({min(c)}))]):\n",
    "                                if (c_set != []) & (c in c_set):\n",
    "                               \n",
    "                                      c_set.remove(c)                             \n",
    "        return c_set\n",
    "\n",
    "#counts the frequency of a candidate set\n",
    "\n",
    "def support_count_of_sets(input_set):\n",
    "    count=0\n",
    "    for t in Transactions:\n",
    "        if input_set.issubset(t):\n",
    "            count =count+1\n",
    "    return count\n",
    "\n",
    "\n",
    "#converts the frequent itemset list to words vocubaliry file\n",
    "\n",
    "def to_word_conversion(word_index):\n",
    "    \n",
    "    vocabulary_file=open(\"vocab.\"+\"kos\"+\".txt\",\"r\")\n",
    "    vocabulary=vocabulary_file.read().split(\"\\n\")\n",
    "    frequent_set_words=[]\n",
    "    for frequent_set in word_index:\n",
    "        temp_word_set=set()\n",
    "        for index in frequent_set:\n",
    "            temp_word_set.add(vocabulary[index-1])\n",
    "        frequent_set_words.append(temp_word_set)\n",
    "    return frequent_set_words\n",
    "            \n",
    "def MS_apriori(data_clean,k,phi):\n",
    "    \n",
    "    # defining global variabe as to be used in output_file function\n",
    "    \n",
    "    global K\n",
    "    global Phi\n",
    "    global total_time\n",
    "    global final_word_list\n",
    "    global final_f\n",
    "    \n",
    "    f=[]\n",
    "    start_time=time.time()\n",
    "    \n",
    "    for item in m:\n",
    "        if item in word_items:\n",
    "            \n",
    "            if ((data_clean[item].sum())/no_of_transactions)>=ms[item-1]:\n",
    "                f.append(set([item]))\n",
    "    \n",
    "    final_f=[]\n",
    "    final_f=final_f+f\n",
    "    print(len(f))\n",
    "   \n",
    "    \n",
    "    for i in range(2,k+1):\n",
    "        \n",
    "        c_set=MS_candidate_gen(f,phi)\n",
    "        temp=len(f)\n",
    "       \n",
    "        for item in c_set:\n",
    "            \n",
    "            if (support_count_of_sets(item) /no_of_transactions)>=ms[min(item)-1]:\n",
    "                f.append(item)                           #  now f contains k-1,k length frequent item sets\n",
    "                             \n",
    "        f=f[temp:]                                       # this removes k-1 length frequent item sets from f\n",
    "        final_f=final_f+f                                # appends all k length frequent items to f_final\n",
    "\n",
    "    end_time  =time.time() \n",
    "    total_time=end_time-start_time\n",
    "    K=k\n",
    "    Phi=phi\n",
    "    final_word_list=to_word_conversion(final_f)\n",
    "    \n",
    "    return final_f\n",
    "\n",
    "def output_file_MS_apriori(k,phi):\n",
    "    MS_apriori(data_clean,k,phi)\n",
    "    output_file=open(\"output_MS_Apriori_kos.txt\",\"a+\")\n",
    "    output=\"\"\n",
    "    output=output+\"\\n\\n\"+\"K=\"+str(K)+\"\\n\\n\"+\"phi=\"+str(Phi)+\"\\n\\n\"+\"Runtime is :\"+str(total_time)+\" seconds\"+\"\\n\\n\"\n",
    "    output=output+\"The Frequent sets are:\"+\"\\n\\n\"+\"Word indices:\"+\"\\n\\n\"\n",
    "    output_file.write(output)\n",
    "    output_file.write(str(final_f))\n",
    "    output_file.write(\"\\n\\n\"+\"words:\"+\"\\n\\n\")\n",
    "    output_file.write(str(final_word_list))\n",
    "    print(\"K=\",k)\n",
    "    print(\"Runtime is :\"+str(total_time)+\" seconds\")\n",
    "    print(\"The Frequent sets are:\")\n",
    "    print(final_word_list)\n",
    "#############################################################################\n",
    "output_file_MS_apriori(2,0.001)\n",
    "output_file_MS_apriori(3,0.001)\n",
    "output_file_MS_apriori(4,0.001)\n",
    "output_file_MS_apriori(5,0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "f=[]\n",
    "mis_alter1=[]\n",
    "mis_alter2=[]\n",
    "for item in m:\n",
    "    if ((data_clean[item].sum())/no_of_transactions)>=ms[item-1]:\n",
    "        f.append(item)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.05860058309037901, 0.07492711370262391, 0.07492711370262391, 0.07725947521865889, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09737609329446065, 0.09737609329446065, 0.0988338192419825, 0.10583090379008746]\n"
     ]
    }
   ],
   "source": [
    "for i in f:\n",
    "    #print(i)\n",
    "    mis_alter1.append((df1[i].sum())/no_of_transactions)\n",
    "for i in f: \n",
    "    mis_alter2.append((data_clean[i].sum())/no_of_transactions)\n",
    "print(mis_alter2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.05860058309037901, 0.07492711370262391, 0.07492711370262391, 0.07725947521865889, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09650145772594752, 0.09737609329446065, 0.09737609329446065, 0.0988338192419825, 0.10583090379008746]\n"
     ]
    }
   ],
   "source": [
    "print(mis_alter1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24\n",
      "24\n",
      "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "24"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mis_diff=[]\n",
    "print(len(f))\n",
    "print(len(mis_alter1))\n",
    "for i in range(0,len(f)):\n",
    "    #print(mis_alter2[i]-mis_alter1[i])\n",
    "    mis_diff.append(mis_alter2[i]-mis_alter1[i])\n",
    "print(mis_diff)\n",
    "\n",
    "len(mis_diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.004664723032069971\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.5131195335276968"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(mis_alter2[2075])\n",
    "mis_alter2[1273]-mis_alter1[1273]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "int"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(min({2,3,5}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "int"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(5)\n",
    "s={2,3,4,5,7}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r\n"
     ]
    }
   ],
   "source": [
    "if min(9,3) in {2,3,5}:\n",
    "    print(\"r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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