dockword_kos_apriori.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F= 0.8\n",
      "K= 10\n",
      "Runtime is :1.6963436603546143 seconds\n",
      "The Frequent sets are:\n",
      "[]\n",
      "F= 0.7\n",
      "K= 10\n",
      "Runtime is :1.3163387775421143 seconds\n",
      "The Frequent sets are:\n",
      "[]\n",
      "F= 0.6\n",
      "K= 10\n",
      "Runtime is :1.1737546920776367 seconds\n",
      "The Frequent sets are:\n",
      "[{'bush'}]\n",
      "F= 0.5\n",
      "K= 10\n",
      "Runtime is :1.3077049255371094 seconds\n",
      "The Frequent sets are:\n",
      "[{'bush'}]\n",
      "F= 0.4\n",
      "K= 10\n",
      "Runtime is :1.2745091915130615 seconds\n",
      "The Frequent sets are:\n",
      "[{'bush'}, {'democratic'}, {'general'}, {'kerry'}]\n",
      "F= 0.3\n",
      "K= 10\n",
      "Runtime is :1.2921435832977295 seconds\n",
      "The Frequent sets are:\n",
      "[{'bush'}, {'democratic'}, {'democrats'}, {'general'}, {'house'}, {'kerry'}, {'poll'}, {'republicans'}, {'time'}, {'war'}, {'general', 'bush'}, {'bush', 'kerry'}, {'general', 'kerry'}]\n",
      "F= 0.2\n",
      "K= 10\n",
      "Runtime is :1.585676670074463 seconds\n",
      "The Frequent sets are:\n",
      "[{'administration'}, {'bush'}, {'bushs'}, {'campaign'}, {'democratic'}, {'democrats'}, {'election'}, {'elections'}, {'general'}, {'house'}, {'iraq'}, {'john'}, {'kerry'}, {'media'}, {'national'}, {'news'}, {'people'}, {'political'}, {'poll'}, {'polls'}, {'president'}, {'primary'}, {'race'}, {'republican'}, {'republicans'}, {'senate'}, {'state'}, {'states'}, {'time'}, {'vote'}, {'war'}, {'bush', 'administration'}, {'democratic', 'bush'}, {'bush', 'democrats'}, {'election', 'bush'}, {'general', 'bush'}, {'house', 'bush'}, {'bush', 'kerry'}, {'bush', 'media'}, {'bush', 'poll'}, {'bush', 'president'}, {'bush', 'republicans'}, {'time', 'bush'}, {'war', 'bush'}, {'democratic', 'democrats'}, {'general', 'democratic'}, {'democratic', 'house'}, {'democratic', 'kerry'}, {'democratic', 'poll'}, {'primary', 'democratic'}, {'general', 'election'}, {'general', 'kerry'}, {'general', 'poll'}, {'general', 'war'}, {'kerry', 'poll'}, {'primary', 'kerry'}, {'war', 'kerry'}, {'general', 'bush', 'kerry'}]\n",
      "F= 0.15\n",
      "K= 10\n",
      "Runtime is :2.866230010986328 seconds\n",
      "The Frequent sets are:\n",
      "[{'administration'}, {'american'}, {'bush'}, {'bushs'}, {'campaign'}, {'candidate'}, {'country'}, {'dean'}, {'democratic'}, {'democrats'}, {'economy'}, {'election'}, {'elections'}, {'general'}, {'gop'}, {'governor'}, {'house'}, {'iraq'}, {'john'}, {'kerry'}, {'lead'}, {'media'}, {'national'}, {'news'}, {'november'}, {'numbers'}, {'oct'}, {'party'}, {'people'}, {'political'}, {'poll'}, {'polls'}, {'president'}, {'primary'}, {'race'}, {'races'}, {'republican'}, {'republicans'}, {'running'}, {'senate'}, {'state'}, {'states'}, {'time'}, {'vote'}, {'voters'}, {'war'}, {'win'}, {'year'}, {'years'}, {'bush', 'administration'}, {'bush', 'bushs'}, {'bush', 'campaign'}, {'democratic', 'bush'}, {'bush', 'democrats'}, {'election', 'bush'}, {'general', 'bush'}, {'house', 'bush'}, {'iraq', 'bush'}, {'john', 'bush'}, {'bush', 'kerry'}, {'bush', 'media'}, {'national', 'bush'}, {'bush', 'people'}, {'bush', 'political'}, {'bush', 'poll'}, {'polls', 'bush'}, {'bush', 'president'}, {'primary', 'bush'}, {'bush', 'republican'}, {'bush', 'republicans'}, {'senate', 'bush'}, {'state', 'bush'}, {'bush', 'states'}, {'time', 'bush'}, {'vote', 'bush'}, {'war', 'bush'}, {'democratic', 'campaign'}, {'general', 'campaign'}, {'campaign', 'kerry'}, {'democratic', 'democrats'}, {'election', 'democratic'}, {'general', 'democratic'}, {'democratic', 'house'}, {'democratic', 'kerry'}, {'democratic', 'media'}, {'democratic', 'poll'}, {'democratic', 'polls'}, {'primary', 'democratic'}, {'democratic', 'republicans'}, {'senate', 'democratic'}, {'war', 'democratic'}, {'election', 'democrats'}, {'general', 'democrats'}, {'house', 'democrats'}, {'democrats', 'kerry'}, {'democrats', 'poll'}, {'primary', 'democrats'}, {'republicans', 'democrats'}, {'senate', 'democrats'}, {'war', 'democrats'}, {'general', 'election'}, {'election', 'house'}, {'election', 'kerry'}, {'election', 'poll'}, {'election', 'republicans'}, {'war', 'election'}, {'general', 'house'}, {'general', 'kerry'}, {'general', 'media'}, {'general', 'poll'}, {'general', 'polls'}, {'general', 'president'}, {'general', 'republicans'}, {'general', 'senate'}, {'general', 'time'}, {'general', 'vote'}, {'general', 'war'}, {'house', 'kerry'}, {'house', 'media'}, {'house', 'poll'}, {'house', 'republicans'}, {'senate', 'house'}, {'war', 'house'}, {'iraq', 'war'}, {'john', 'kerry'}, {'kerry', 'media'}, {'kerry', 'poll'}, {'polls', 'kerry'}, {'primary', 'kerry'}, {'republicans', 'kerry'}, {'senate', 'kerry'}, {'time', 'kerry'}, {'vote', 'kerry'}, {'war', 'kerry'}, {'media', 'poll'}, {'war', 'media'}, {'polls', 'poll'}, {'primary', 'poll'}, {'republicans', 'poll'}, {'senate', 'poll'}, {'war', 'poll'}, {'senate', 'republicans'}, {'war', 'republicans'}, {'democratic', 'bush', 'democrats'}, {'general', 'democratic', 'bush'}, {'democratic', 'house', 'bush'}, {'democratic', 'bush', 'kerry'}, {'democratic', 'bush', 'poll'}, {'primary', 'democratic', 'bush'}, {'democratic', 'bush', 'republicans'}, {'war', 'democratic', 'bush'}, {'general', 'bush', 'democrats'}, {'house', 'bush', 'democrats'}, {'bush', 'democrats', 'kerry'}, {'republicans', 'bush', 'democrats'}, {'general', 'election', 'bush'}, {'election', 'bush', 'kerry'}, {'general', 'house', 'bush'}, {'general', 'bush', 'kerry'}, {'general', 'bush', 'media'}, {'general', 'bush', 'poll'}, {'general', 'polls', 'bush'}, {'general', 'bush', 'republicans'}, {'general', 'war', 'bush'}, {'house', 'bush', 'kerry'}, {'war', 'house', 'bush'}, {'kerry', 'bush', 'media'}, {'kerry', 'bush', 'poll'}, {'polls', 'bush', 'kerry'}, {'bush', 'republicans', 'kerry'}, {'war', 'bush', 'kerry'}, {'polls', 'bush', 'poll'}, {'democratic', 'house', 'democrats'}, {'democratic', 'democrats', 'kerry'}, {'democratic', 'republicans', 'democrats'}, {'general', 'democratic', 'kerry'}, {'kerry', 'democratic', 'poll'}, {'primary', 'democratic', 'kerry'}, {'primary', 'democratic', 'poll'}, {'general', 'election', 'kerry'}, {'general', 'kerry', 'poll'}, {'general', 'polls', 'kerry'}, {'general', 'war', 'kerry'}, {'kerry', 'polls', 'poll'}, {'primary', 'kerry', 'poll'}, {'general', 'democratic', 'bush', 'kerry'}, {'general', 'bush', 'kerry', 'poll'}, {'general', 'war', 'bush', 'kerry'}]\n",
      "F= 0.1\n",
      "K= 10\n",
      "Runtime is :34.02154612541199 seconds\n",
      "The Frequent sets are:\n",
      "[{'account'}, {'administration'}, {'advertising'}, {'america'}, {'american'}, {'blades'}, {'bush'}, {'bushs'}, {'campaign'}, {'candidate'}, {'candidates'}, {'challenge'}, {'challenger'}, {'challengers'}, {'challenging'}, {'contact'}, {'country'}, {'create'}, {'culture'}, {'dean'}, {'dem'}, {'democratic'}, {'democrats'}, {'dkosopedia'}, {'economy'}, {'edwards'}, {'election'}, {'elections'}, {'electoral'}, {'end'}, {'experience'}, {'fact'}, {'general'}, {'george'}, {'gop'}, {'government'}, {'governor'}, {'ground'}, {'hard'}, {'homepage'}, {'house'}, {'important'}, {'including'}, {'iraq'}, {'issue'}, {'ive'}, {'john'}, {'kerry'}, {'kerrys'}, {'kossacks'}, {'labor'}, {'latest'}, {'lead'}, {'long'}, {'man'}, {'media'}, {'meteor'}, {'midday'}, {'military'}, {'million'}, {'money'}, {'national'}, {'needed'}, {'news'}, {'nov'}, {'november'}, {'numbers'}, {'oct'}, {'party'}, {'people'}, {'percent'}, {'political'}, {'poll'}, {'polling'}, {'polls'}, {'president'}, {'presidential'}, {'press'}, {'primary'}, {'public'}, {'put'}, {'question'}, {'race'}, {'races'}, {'real'}, {'recommended'}, {'report'}, {'republican'}, {'republicans'}, {'results'}, {'running'}, {'scoop'}, {'section'}, {'select'}, {'senate'}, {'sep'}, {'split'}, {'state'}, {'states'}, {'steal'}, {'store'}, {'straight'}, {'sun'}, {'support'}, {'ticket'}, {'time'}, {'times'}, {'tom'}, {'top'}, {'vote'}, {'voted'}, {'voter'}, {'voters'}, {'voting'}, {'war'}, {'washington'}, {'white'}, {'win'}, {'working'}, {'year'}, {'years'}, {'account', 'bush'}, {'account', 'democratic'}, {'account', 'democrats'}, {'account', 'general'}, {'account', 'house'}, {'account', 'media'}, {'account', 'poll'}, {'account', 'senate'}, {'account', 'war'}, {'bush', 'administration'}, {'iraq', 'administration'}, {'president', 'administration'}, {'war', 'administration'}, {'bush', 'advertising'}, {'democratic', 'advertising'}, {'advertising', 'democrats'}, {'general', 'advertising'}, {'house', 'advertising'}, {'advertising', 'kerry'}, {'advertising', 'media'}, {'november', 'advertising'}, {'advertising', 'poll'}, {'polls', 'advertising'}, {'primary', 'advertising'}, {'advertising', 'republicans'}, {'senate', 'advertising'}, {'war', 'advertising'}, {'bush', 'american'}, {'blades', 'meteor'}, {'bush', 'bushs'}, {'bush', 'campaign'}, {'challenge', 'bush'}, {'challenger', 'bush'}, {'challengers', 'bush'}, {'bush', 'challenging'}, {'contact', 'bush'}, {'country', 'bush'}, {'create', 'bush'}, {'culture', 'bush'}, {'dem', 'bush'}, {'democratic', 'bush'}, {'bush', 'democrats'}, {'bush', 'economy'}, {'election', 'bush'}, {'bush', 'elections'}, {'electoral', 'bush'}, {'bush', 'experience'}, {'general', 'bush'}, {'george', 'bush'}, {'gop', 'bush'}, {'governor', 'bush'}, {'house', 'bush'}, {'iraq', 'bush'}, {'john', 'bush'}, {'bush', 'kerry'}, {'bush', 'kossacks'}, {'bush', 'labor'}, {'lead', 'bush'}, {'bush', 'media'}, {'midday', 'bush'}, {'national', 'bush'}, {'bush', 'needed'}, {'news', 'bush'}, {'november', 'bush'}, {'oct', 'bush'}, {'bush', 'party'}, {'bush', 'people'}, {'bush', 'political'}, {'bush', 'poll'}, {'polls', 'bush'}, {'bush', 'president'}, {'presidential', 'bush'}, {'primary', 'bush'}, {'bush', 'race'}, {'races', 'bush'}, {'recommended', 'bush'}, {'bush', 'republican'}, {'bush', 'republicans'}, {'running', 'bush'}, {'bush', 'scoop'}, {'bush', 'section'}, {'bush', 'select'}, {'senate', 'bush'}, {'split', 'bush'}, {'state', 'bush'}, {'bush', 'states'}, {'bush', 'steal'}, {'store', 'bush'}, {'bush', 'straight'}, {'ticket', 'bush'}, {'time', 'bush'}, {'vote', 'bush'}, {'voted', 'bush'}, {'voter', 'bush'}, {'voters', 'bush'}, {'war', 'bush'}, {'white', 'bush'}, {'win', 'bush'}, {'bush', 'year'}, {'years', 'bush'}, {'general', 'bushs'}, {'bushs', 'kerry'}, {'president', 'bushs'}, {'war', 'bushs'}, {'democratic', 'campaign'}, {'campaign', 'democrats'}, {'election', 'campaign'}, {'general', 'campaign'}, {'house', 'campaign'}, {'campaign', 'kerry'}, {'campaign', 'people'}, {'campaign', 'poll'}, 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{'challengers', 'races'}, {'challengers', 'republicans'}, {'senate', 'challengers'}, {'democratic', 'challenging'}, {'democrats', 'challenging'}, {'general', 'challenging'}, {'house', 'challenging'}, {'republicans', 'challenging'}, {'senate', 'challenging'}, {'war', 'challenging'}, {'democratic', 'contact'}, {'contact', 'democrats'}, {'general', 'contact'}, {'house', 'contact'}, {'contact', 'media'}, {'contact', 'republicans'}, {'senate', 'contact'}, {'war', 'contact'}, {'democratic', 'create'}, {'create', 'democrats'}, {'create', 'economy'}, {'general', 'create'}, {'house', 'create'}, {'create', 'kerry'}, {'create', 'media'}, {'november', 'create'}, {'create', 'poll'}, {'polls', 'create'}, {'primary', 'create'}, {'create', 'republicans'}, {'senate', 'create'}, {'war', 'create'}, {'culture', 'democratic'}, {'culture', 'democrats'}, {'culture', 'general'}, {'culture', 'house'}, {'culture', 'media'}, {'culture', 'poll'}, {'culture', 'republicans'}, {'culture', 'senate'}, {'culture', 'war'}, {'dean', 'democratic'}, {'dean', 'kerry'}, {'primary', 'dean'}, {'dem', 'democratic'}, {'dem', 'democrats'}, {'general', 'dem'}, {'dem', 'governor'}, {'dem', 'house'}, {'dem', 'kerry'}, {'dem', 'media'}, {'dem', 'november'}, {'dem', 'poll'}, {'dem', 'polls'}, {'primary', 'dem'}, {'dem', 'races'}, {'dem', 'republicans'}, {'senate', 'dem'}, {'voter', 'dem'}, {'war', 'dem'}, {'democratic', 'democrats'}, {'democratic', 'economy'}, {'edwards', 'democratic'}, {'election', 'democratic'}, {'democratic', 'elections'}, {'electoral', 'democratic'}, {'democratic', 'experience'}, {'general', 'democratic'}, {'governor', 'democratic'}, {'democratic', 'house'}, {'john', 'democratic'}, {'democratic', 'kerry'}, {'democratic', 'kossacks'}, {'democratic', 'labor'}, {'lead', 'democratic'}, {'democratic', 'media'}, {'democratic', 'national'}, {'democratic', 'needed'}, {'democratic', 'november'}, {'democratic', 'party'}, {'democratic', 'people'}, {'democratic', 'political'}, {'democratic', 'poll'}, {'democratic', 'polls'}, {'democratic', 'president'}, {'primary', 'democratic'}, {'democratic', 'race'}, {'democratic', 'races'}, {'democratic', 'republican'}, {'democratic', 'republicans'}, {'democratic', 'scoop'}, {'democratic', 'select'}, {'senate', 'democratic'}, {'split', 'democratic'}, {'democratic', 'state'}, {'democratic', 'states'}, {'democratic', 'steal'}, {'democratic', 'straight'}, {'ticket', 'democratic'}, {'time', 'democratic'}, {'vote', 'democratic'}, {'voted', 'democratic'}, {'voter', 'democratic'}, {'democratic', 'voters'}, {'war', 'democratic'}, {'win', 'democratic'}, {'democrats', 'economy'}, {'election', 'democrats'}, {'electoral', 'democrats'}, {'experience', 'democrats'}, {'general', 'democrats'}, {'governor', 'democrats'}, {'house', 'democrats'}, {'democrats', 'kerry'}, {'kossacks', 'democrats'}, {'labor', 'democrats'}, {'democrats', 'media'}, {'democrats', 'needed'}, {'november', 'democrats'}, {'political', 'democrats'}, {'democrats', 'poll'}, {'polls', 'democrats'}, {'primary', 'democrats'}, {'races', 'democrats'}, {'democrats', 'republican'}, {'republicans', 'democrats'}, {'democrats', 'select'}, {'senate', 'democrats'}, {'split', 'democrats'}, {'state', 'democrats'}, {'steal', 'democrats'}, {'democrats', 'straight'}, {'ticket', 'democrats'}, {'time', 'democrats'}, {'vote', 'democrats'}, {'voted', 'democrats'}, {'voter', 'democrats'}, {'war', 'democrats'}, {'election', 'economy'}, {'electoral', 'economy'}, {'general', 'economy'}, {'governor', 'economy'}, {'house', 'economy'}, {'economy', 'kerry'}, {'labor', 'economy'}, {'economy', 'media'}, {'november', 'economy'}, {'economy', 'poll'}, {'polls', 'economy'}, {'primary', 'economy'}, {'republicans', 'economy'}, {'senate', 'economy'}, {'voter', 'economy'}, {'war', 'economy'}, {'edwards', 'kerry'}, {'electoral', 'election'}, {'general', 'election'}, {'election', 'governor'}, {'election', 'house'}, {'election', 'kerry'}, {'election', 'media'}, {'election', 'november'}, {'election', 'poll'}, {'election', 'polls'}, {'primary', 'election'}, {'election', 'races'}, {'election', 'republicans'}, {'election', 'senate'}, {'election', 'time'}, {'election', 'vote'}, {'voter', 'election'}, {'war', 'election'}, {'house', 'elections'}, {'race', 'elections'}, {'senate', 'elections'}, {'electoral', 'general'}, {'electoral', 'house'}, {'electoral', 'kerry'}, {'electoral', 'labor'}, {'electoral', 'media'}, {'electoral', 'november'}, {'electoral', 'poll'}, {'electoral', 'polls'}, {'electoral', 'primary'}, {'electoral', 'races'}, {'electoral', 'republicans'}, {'electoral', 'senate'}, {'electoral', 'war'}, {'general', 'experience'}, {'house', 'experience'}, {'experience', 'kerry'}, {'experience', 'media'}, {'experience', 'poll'}, {'polls', 'experience'}, {'primary', 'experience'}, {'experience', 'republicans'}, {'senate', 'experience'}, {'war', 'experience'}, {'general', 'governor'}, {'general', 'house'}, {'iraq', 'general'}, {'general', 'john'}, {'general', 'kerry'}, {'general', 'labor'}, {'general', 'lead'}, {'general', 'media'}, {'general', 'national'}, {'general', 'needed'}, {'general', 'news'}, {'general', 'november'}, {'general', 'oct'}, {'general', 'people'}, {'general', 'political'}, {'general', 'poll'}, {'general', 'polls'}, {'general', 'president'}, {'primary', 'general'}, {'general', 'race'}, {'general', 'races'}, {'general', 'recommended'}, {'general', 'republican'}, {'general', 'republicans'}, {'general', 'scoop'}, {'general', 'section'}, {'general', 'select'}, {'general', 'senate'}, {'general', 'split'}, {'general', 'state'}, {'general', 'states'}, {'general', 'steal'}, {'general', 'straight'}, {'ticket', 'general'}, {'general', 'time'}, {'general', 'vote'}, {'general', 'voted'}, {'general', 'voter'}, {'general', 'voters'}, {'general', 'war'}, {'governor', 'house'}, {'governor', 'kerry'}, {'governor', 'media'}, {'governor', 'november'}, {'governor', 'poll'}, {'governor', 'polls'}, {'primary', 'governor'}, {'governor', 'races'}, {'governor', 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'polls'}, {'split', 'polls'}, {'ticket', 'polls'}, {'vote', 'polls'}, {'voted', 'polls'}, {'voter', 'polls'}, {'war', 'polls'}, {'time', 'president'}, {'war', 'president'}, {'primary', 'race'}, {'primary', 'races'}, {'primary', 'republicans'}, {'primary', 'scoop'}, {'primary', 'senate'}, {'primary', 'split'}, {'primary', 'steal'}, {'primary', 'ticket'}, {'primary', 'vote'}, {'primary', 'voted'}, {'primary', 'voter'}, {'primary', 'war'}, {'senate', 'race'}, {'races', 'republicans'}, {'senate', 'races'}, {'voter', 'races'}, {'war', 'races'}, {'republicans', 'republican'}, {'senate', 'republicans'}, {'split', 'republicans'}, {'steal', 'republicans'}, {'republicans', 'straight'}, {'ticket', 'republicans'}, {'time', 'republicans'}, {'vote', 'republicans'}, {'voted', 'republicans'}, {'voter', 'republicans'}, {'war', 'republicans'}, {'war', 'scoop'}, {'war', 'section'}, {'senate', 'split'}, {'ticket', 'senate'}, {'vote', 'senate'}, {'senate', 'voted'}, {'voter', 'senate'}, {'war', 'senate'}, {'war', 'split'}, {'war', 'straight'}, {'ticket', 'war'}, {'war', 'time'}, {'war', 'vote'}, {'war', 'voted'}, {'war', 'voter'}, {'account', 'general', 'bush'}, {'account', 'house', 'bush'}, {'account', 'bush', 'poll'}, {'bush', 'president', 'administration'}, {'war', 'bush', 'administration'}, {'democratic', 'bush', 'advertising'}, {'advertising', 'bush', 'democrats'}, {'general', 'bush', 'advertising'}, {'house', 'bush', 'advertising'}, {'bush', 'advertising', 'kerry'}, {'bush', 'advertising', 'media'}, {'bush', 'advertising', 'poll'}, {'polls', 'bush', 'advertising'}, {'advertising', 'bush', 'republicans'}, {'senate', 'bush', 'advertising'}, {'war', 'bush', 'advertising'}, {'democratic', 'advertising', 'democrats'}, {'general', 'democratic', 'advertising'}, {'democratic', 'house', 'advertising'}, {'democratic', 'advertising', 'media'}, {'democratic', 'advertising', 'poll'}, {'primary', 'democratic', 'advertising'}, {'democratic', 'advertising', 'republicans'}, {'senate', 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'democrats', 'democratic'}, {'senate', 'house', 'republicans', 'general', 'democrats', 'democratic'}, {'house', 'republicans', 'general', 'war', 'democrats', 'democratic'}, {'republicans', 'general', 'democrats', 'poll', 'democratic', 'media'}, {'senate', 'general', 'democrats', 'poll', 'democratic', 'media'}, {'senate', 'republicans', 'general', 'democrats', 'democratic', 'media'}, {'republicans', 'general', 'war', 'democrats', 'democratic', 'media'}, {'senate', 'republicans', 'general', 'november', 'democrats', 'democratic'}, {'primary', 'senate', 'republicans', 'general', 'democrats', 'democratic'}, {'senate', 'republicans', 'general', 'war', 'democrats', 'democratic'}, {'senate', 'house', 'republicans', 'democrats', 'democratic', 'media'}, {'senate', 'house', 'republicans', 'november', 'democrats', 'democratic'}, {'senate', 'house', 'republicans', 'democrats', 'poll', 'democratic'}, {'house', 'republicans', 'war', 'democrats', 'poll', 'democratic'}, {'primary', 'house', 'republicans', 'democrats', 'democratic', 'races'}, {'primary', 'senate', 'house', 'republicans', 'democrats', 'democratic'}, {'senate', 'house', 'republicans', 'democrats', 'democratic', 'races'}, {'senate', 'house', 'republicans', 'war', 'democrats', 'democratic'}, {'senate', 'house', 'republicans', 'general', 'poll', 'democratic'}, {'primary', 'senate', 'house', 'republicans', 'general', 'democratic'}, {'senate', 'house', 'republicans', 'general', 'war', 'democratic'}, {'senate', 'house', 'republicans', 'general', 'bush', 'democrats', 'democratic'}, {'house', 'republicans', 'general', 'war', 'bush', 'democrats', 'democratic'}, {'senate', 'republicans', 'general', 'bush', 'democrats', 'democratic', 'media'}, {'republicans', 'general', 'war', 'bush', 'democrats', 'democratic', 'media'}, {'primary', 'senate', 'republicans', 'general', 'bush', 'democrats', 'democratic'}, {'senate', 'republicans', 'general', 'war', 'bush', 'democrats', 'democratic'}, {'senate', 'house', 'republicans', 'bush', 'democrats', 'poll', 'democratic'}, {'senate', 'house', 'republicans', 'bush', 'democrats', 'democratic', 'races'}, {'senate', 'house', 'republicans', 'war', 'bush', 'democrats', 'democratic'}, {'senate', 'house', 'republicans', 'general', 'war', 'bush', 'democratic'}]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import time\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "input_file=\"docword.\"+\"kos\"+\".txt\"\n",
    "data =pd.read_csv(input_file,\n",
    "                  skiprows=3,\n",
    "                  header=None,sep= \" \",\n",
    "                  names=[\"docId\",\"wordId\",\"count\"])\n",
    "\n",
    "\n",
    "data_clean=data.pivot(index = \"docId\",\n",
    "           columns = \"wordId\",\n",
    "           values = \"count\")\n",
    "\n",
    "\n",
    "\n",
    "data_clean=data_clean.fillna(0)\n",
    "\n",
    "\n",
    "\n",
    "#data_clean=data.groupby([\"docId\",\"wordId\"])[\"count\"].sum().unstack().reset_index().fillna(0).set_index(\"docId\")\n",
    "data_clean[data_clean>0]=1\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#set of all transactions\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",
    "    ls2=set(ls1)\n",
    "    Transactions.append(ls2)\n",
    "\n",
    "#candidate-gen function\n",
    "def candidate_gen(f):\n",
    "    c_set=[]\n",
    "    c=set()\n",
    "    for f1 in f:\n",
    "        for f2 in f :\n",
    "            if (((f2.difference(f1)).union(f1.difference(f2))=={max(f1),max(f2)})&(max(f1)<max(f2))):\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",
    "                        if (c_set != []) & (c in c_set):\n",
    "                           \n",
    "                            c_set.remove(c)\n",
    "    \n",
    "    return c_set\n",
    "\n",
    "#counts the frequency of a candidate set\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",
    "#converts the frequent itemset list to words vocubaliry file\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",
    "\n",
    "# apriori function\n",
    "def apriori(data_clean,min_sup,k):\n",
    "    \n",
    "    global F                           # defining global variabe as to be used in output_file function\n",
    "    global K\n",
    "    global total_time\n",
    "    global final_word_list\n",
    "    global final_f\n",
    "    c1=[]\n",
    "    f=[]\n",
    "    no_of_transactions=max(data_clean.index)\n",
    "    start_time=time.time()\n",
    "    for item in data_clean.columns:\n",
    "        c1.append(set([item]))\n",
    "        \n",
    "    for item in data_clean.columns:\n",
    "        if ((data_clean[item].sum())/no_of_transactions)>=min_sup:\n",
    "            f.append(set([item]))\n",
    "    final_f=[]\n",
    "    final_f=final_f+f\n",
    "   \n",
    "    \n",
    "    for i in range(2,k+1):\n",
    "        \n",
    "        c_set=candidate_gen(f)\n",
    "        \n",
    "        temp=len(f)\n",
    "        for item in c_set:\n",
    "            \n",
    "            if (support_count_of_sets(item) /no_of_transactions) >= min_sup:\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",
    "    end_time  =time.time() \n",
    "    total_time=end_time-start_time\n",
    "    F=min_sup\n",
    "    K=k\n",
    "    final_word_list=to_word_conversion(final_f)\n",
    "    \n",
    "    return final_f\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "def output_file_apriori(min_sup,k):\n",
    "    apriori(data_clean,min_sup,k)\n",
    "    output_file=open(\"output_kos.txt\",\"a+\")\n",
    "    output=\"\"\n",
    "    output=output+\"\\n\\n\"+\"F=\"+str(F)+\"\\n\\n\"+\"K=\"+str(K)+\"\\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(\"F=\",min_sup)\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",
    "\n",
    "#Give input as minimum support and k,k being the maxmimum length frequent itemset\n",
    "\n",
    "output_file_apriori(0.8,10)\n",
    "\n",
    "output_file_apriori(0.7,10)\n",
    "\n",
    "output_file_apriori(0.6,10)\n",
    "\n",
    "output_file_apriori(0.5,10)\n",
    "\n",
    "output_file_apriori(0.4,10)\n",
    "\n",
    "output_file_apriori(0.3,10)\n",
    "\n",
    "output_file_apriori(0.2,10)\n",
    "\n",
    "output_file_apriori(0.15,10)\n",
    "\n",
    "output_file_apriori(0.1,10)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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