data_compare.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1065,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pickle\n",
    "from mlxtend.preprocessing import TransactionEncoder\n",
    "from mlxtend.frequent_patterns import apriori\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## apriori로 생성한 아이템셋"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2200,
   "metadata": {},
   "outputs": [],
   "source": [
    "itemsets = pd.read_csv('thesis_re_0005.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2201,
   "metadata": {},
   "outputs": [],
   "source": [
    "cand = itemsets['itemsets'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2202,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(cand)):\n",
    "    cand[i] = cand[i].replace(\"'\", \"\")\n",
    "    cand[i] = cand[i].replace(\"[\", \"\")\n",
    "    cand[i] = cand[i].replace(\"]\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2203,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(cand)):\n",
    "    cand[i] = cand[i].split(\", \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2204,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(cand)):\n",
    "    for j in range(len(cand[i])):\n",
    "        cand[i][j] = str(cand[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "821"
      ]
     },
     "execution_count": 2205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(cand)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## n-gram으로 생성한 아이템셋"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2109,
   "metadata": {},
   "outputs": [],
   "source": [
    "nitemsets = pd.read_csv('ngram_candidates_small_001.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2110,
   "metadata": {},
   "outputs": [],
   "source": [
    "ncand = nitemsets['movie_candidates'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1203"
      ]
     },
     "execution_count": 2111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ncand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1555,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(ncand)):\n",
    "    ncand[i] = ncand[i].replace(\"'\", \"\")\n",
    "    ncand[i] = ncand[i].replace(\"[\", \"\")\n",
    "    ncand[i] = ncand[i].replace(\"]\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1556,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(ncand)):\n",
    "    ncand[i] = ncand[i].split(\", \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1557,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(ncand)):\n",
    "    for j in range(len(ncand[i])):\n",
    "        ncand[i][j] = int(ncand[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1558,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(ncand)):\n",
    "    ncand[i] = sorted(ncand[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1559,
   "metadata": {},
   "outputs": [],
   "source": [
    "ncand_list = [random.choice(ncand) for i in range(821)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1560,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(ncand_list)):\n",
    "    for j in range(len(ncand_list[i])):\n",
    "        ncand_list[i][j] = str(ncand_list[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1561,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "821"
      ]
     },
     "execution_count": 1561,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ncand_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## lstm으로 생성된 아이템셋"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2206,
   "metadata": {},
   "outputs": [],
   "source": [
    "litemsets = pd.read_csv('lstm_candidates_small_0005.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2207,
   "metadata": {},
   "outputs": [],
   "source": [
    "lcand = litemsets['movie_candidates'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['110 2571 1196 318 260 593',\n",
       " '110 356 1196 260 527 296',\n",
       " '110 2571 1196 318 260 527',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 1196 318 527 2959',\n",
       " '110 2571 1196 527 296 <eos>',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 356 1196 260 296',\n",
       " '110 2571 1196 260 527 <eos>',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 1196 296 2571 356',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 318 2959 110',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 318 2959 110',\n",
       " '110 2571 1196 527 296 356',\n",
       " '110 1196 318 296 2959 593',\n",
       " '110 2571 1196 318 260 527',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 356 1196 260 296',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 296 2571 356',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 318 260 527',\n",
       " '110 1196 260 527 <eos> 2571',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 296 593 <eos>',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 356 1196 260 296 2959',\n",
       " '110 2571 1196 318 260 527',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 356 1196 260 296 2959',\n",
       " '110 1196 318 260 527 296',\n",
       " '110 2571 1196 296 2571 356',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 260 527 296',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 318 2959 110',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 1196 318 260 527 296',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 1196 260 527 <eos>',\n",
       " '110 2571 1196 318 260 527',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 527',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 1196 296 2571 356',\n",
       " '110 2571 1196 260 527 <eos>',\n",
       " '110 2571 1196 318 527 2959',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 260 527 296',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 296 2571 356',\n",
       " '110 2571 1196 260 527 296',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 318 2959 110',\n",
       " '110 2571 1196 2959 <eos> 1196',\n",
       " '110 2571 1196 260 527 296',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 1196 318 527 2959',\n",
       " '110 2571 1196 260 527 296',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 356 1196 260 296',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 356 1196 260 296',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 260 527 296',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 260 296 2959',\n",
       " '110 2571 1196 318 527 2959',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 527 296 110',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 318 260 527',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 296 2571 356',\n",
       " '110 356 1196 260 296 2959',\n",
       " '110 2571 1196 318 260 527',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 260 296',\n",
       " '110 2571 1196 318 2959 110',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 1196 527 593 <eos>',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 260 2959',\n",
       " '110 2571 356 1196 260 296',\n",
       " '110 2571 1196 318 2959 110',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 1196 260 527 <eos>',\n",
       " '110 2571 1196 296 <eos> 110',\n",
       " '110 356 1196 260 2959 593',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 1196 318 296 2959 593',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 356 1196 260 296 2959',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 260 527 <eos>',\n",
       " '110 2571 1196 260 2959 110',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 356 1196 260 2959',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 356 1196 260 2959',\n",
       " '110 2571 1196 318 260 527',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 318 260 356',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 593 110 356',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 356 1196 260 296 2959',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 318 2959 110',\n",
       " '110 2571 356 1196 260 296',\n",
       " '110 2571 1196 296 2571 356',\n",
       " '110 2571 1196 318 593 356',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 1196 260 527 <eos>',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 1196 593 <eos> 356',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 296 2959 110',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 356 1196 318 527',\n",
       " '110 2571 356 1196 260 296',\n",
       " '110 2571 356 1196 260 296',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 527 296',\n",
       " '110 2571 1196 527 593 <eos>',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 296 2571 356',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 356 1196 318 2959',\n",
       " '110 2571 1196 260 527 <eos>',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 318 296 593',\n",
       " '110 2571 1196 527 296 2959',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 356 1196 260 2959',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 260 527 <eos>',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 296 <eos>',\n",
       " '110 1196 296 110 1196 318',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 356 1196 260 296 2959',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 1196 318 296 593 <eos>',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 260 527 296',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 318 260 593',\n",
       " '110 356 1196 318 527 296',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 1196 260 527 296',\n",
       " '110 2571 1196 2959 <eos> 110',\n",
       " '110 356 1196 260 296 2959',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 1196 2959 110 2571',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 1196 260 <eos> 110',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 356 1196 318 110',\n",
       " '110 2571 356 1196 318 <eos>',\n",
       " '110 2571 1196 527 296 593',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 1196 260 527 296',\n",
       " '110 2571 1196 527 296 2571',\n",
       " '110 2571 356 1196 260 527',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 260',\n",
       " '110 2571 1196 318 260 296',\n",
       " '110 2571 356 1196 318 110',\n",
       " '1196 260 527 296 593 <eos>',\n",
       " '1196 318 296 2959 593 <eos>',\n",
       " '1196 260 527 296 593 110',\n",
       " '1196 527 296 2959 593 110',\n",
       " '1196 318 260 <eos> 356 1196',\n",
       " '1196 527 296 593 2571 356',\n",
       " '1196 260 296 2959 <eos> 2571',\n",
       " '1196 527 2959 593 <eos> 110',\n",
       " '1196 318 296 110 1196 318',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 260 2571 356 1196 318',\n",
       " '1196 260 296 2959 593 110',\n",
       " '1196 260 527 2959 110 1196',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 318 260 296 593 <eos>',\n",
       " '1196 260 296 593 2571 356',\n",
       " '1196 318 527 2959 <eos> 2571',\n",
       " '1196 318 260 296 110 2571',\n",
       " '1196 260 527 296 593 110',\n",
       " '1196 318 260 296 2959 110',\n",
       " '1196 527 593 1196 318 527',\n",
       " '1196 318 527 2959 2571 356',\n",
       " '1196 318 527 296 2959 593',\n",
       " '1196 260 296 2959 593 2571',\n",
       " '1196 318 260 527 296 2959',\n",
       " '1196 260 527 296 593 110',\n",
       " '1196 527 2959 593 <eos> 110',\n",
       " '1196 260 296 2959 110 2571',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 260 527 <eos> 110 356',\n",
       " '1196 318 260 527 593 <eos>',\n",
       " '1196 318 527 2959 2571 356',\n",
       " '1196 318 260 2959 <eos> 1196',\n",
       " '1196 260 296 2959 593 110',\n",
       " '1196 260 593 <eos> 2571 1196',\n",
       " '1196 260 527 296 2959 <eos>',\n",
       " '1196 318 593 356 1196 318',\n",
       " '1196 296 2959 <eos> 2571 1196',\n",
       " '1196 260 527 <eos> 110 356',\n",
       " '1196 296 2959 <eos> 2571 1196',\n",
       " '1196 260 527 110 356 1196',\n",
       " '1196 318 260 <eos> 356 1196',\n",
       " '1196 260 527 296 2959 <eos>',\n",
       " '1196 318 260 527 2959 593',\n",
       " '1196 527 2959 593 <eos> 110',\n",
       " '1196 318 296 593 356 1196',\n",
       " '1196 260 296 593 2571 356',\n",
       " '1196 527 296 593 2571 356',\n",
       " '1196 260 296 2959 110 2571',\n",
       " '1196 260 527 110 356 1196',\n",
       " '1196 318 <eos> 110 1196 318',\n",
       " '1196 318 260 296 110 2571',\n",
       " '1196 260 527 593 <eos> 110',\n",
       " '1196 318 260 527 296 593',\n",
       " '1196 260 527 296 593 <eos>',\n",
       " '1196 260 527 296 593 2571',\n",
       " '1196 260 527 296 593 <eos>',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 318 2959 593 110 2571',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 260 527 296 593 <eos>',\n",
       " '1196 527 593 1196 318 527',\n",
       " '1196 318 527 593 <eos> 1196',\n",
       " '1196 318 527 296 2959 593',\n",
       " '1196 260 296 593 356 1196',\n",
       " '1196 318 260 296 2959 593',\n",
       " '1196 318 2959 <eos> 1196 318',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 527 296 2959 <eos> 110',\n",
       " '1196 318 260 527 593 <eos>',\n",
       " '1196 318 296 593 356 1196',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 260 527 2959 110 1196',\n",
       " '1196 260 296 2959 <eos> 2571',\n",
       " '1196 260 296 2959 593 2571',\n",
       " '1196 318 296 593 356 1196',\n",
       " '1196 318 527 110 1196 527',\n",
       " '1196 260 296 2959 <eos> 2571',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 260 296 2959 593 110',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 318 296 593 356 1196',\n",
       " '1196 260 296 2959 593 110',\n",
       " '1196 318 296 593 356 1196',\n",
       " '1196 527 296 593 2571 356',\n",
       " '1196 110 2571 356 1196 260',\n",
       " '1196 318 <eos> 110 2571 1196',\n",
       " '1196 318 110 2571 356 1196',\n",
       " '1196 318 <eos> 110 1196 318',\n",
       " '1196 318 2959 593 <eos> 110',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 318 527 2959 <eos> 2571',\n",
       " '1196 260 527 2959 110 1196',\n",
       " '1196 260 527 <eos> 110 356',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 318 260 527 2959 <eos>',\n",
       " '1196 296 593 1196 318 296',\n",
       " '1196 527 296 2959 <eos> 110',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 296 593 1196 318 296',\n",
       " '1196 318 260 <eos> 356 1196',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 318 296 110 1196 318',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 296 593 1196 318 296',\n",
       " '1196 318 2959 593 110 2571',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 527 296 593 2571 356',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 318 260 296 2959 <eos>',\n",
       " '1196 110 2571 356 1196 260',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 260 527 2959 <eos> 2571',\n",
       " '1196 318 260 527 593 <eos>',\n",
       " '1196 318 260 296 <eos> 110',\n",
       " '1196 318 2959 <eos> 1196 318',\n",
       " '1196 527 296 2959 593 356',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 260 527 110 356 1196',\n",
       " '1196 260 527 2959 <eos> 2571',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 260 527 2959 110 1196',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 318 260 2959 593 110',\n",
       " '1196 296 2959 <eos> 2571 1196',\n",
       " '1196 260 2571 356 1196 318',\n",
       " '1196 260 527 2959 110 1196',\n",
       " '1196 260 527 110 356 1196',\n",
       " '1196 318 296 593 1196 2959',\n",
       " '1196 296 593 1196 318 296',\n",
       " '1196 296 2571 1196 318 260',\n",
       " '1196 2959 593 110 2571 1196',\n",
       " '1196 260 296 2959 593 110',\n",
       " '1196 527 593 1196 318 527',\n",
       " '1196 260 296 593 <eos> 1196',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 260 527 <eos> 110 356',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 260 527 2959 110 1196',\n",
       " '1196 318 296 593 <eos> 110',\n",
       " '1196 527 593 1196 318 527',\n",
       " '1196 318 593 356 1196 318',\n",
       " '1196 260 296 2959 110 2571',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 296 593 1196 318 296',\n",
       " '1196 527 296 593 110 2571',\n",
       " '1196 318 260 2959 <eos> 110',\n",
       " '1196 260 527 296 593 110',\n",
       " '1196 318 260 296 <eos> 110',\n",
       " '1196 260 527 593 <eos> 110',\n",
       " '1196 318 260 296 2959 110',\n",
       " '1196 260 296 593 <eos> 1196',\n",
       " '1196 527 296 593 2571 356',\n",
       " '1196 260 527 593 <eos> 110',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 318 260 296 593 <eos>',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 318 296 593 <eos> 2571',\n",
       " '1196 260 296 593 356 1196',\n",
       " '1196 318 260 527 2959 <eos>',\n",
       " '1196 318 <eos> 110 1196 318',\n",
       " '1196 260 296 593 <eos> 1196',\n",
       " '1196 260 2959 593 110 2571',\n",
       " '1196 260 527 296 2959 2571',\n",
       " '1196 318 110 2571 1196 318',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 260 296 2959 593 110',\n",
       " '1196 296 2959 <eos> 2571 1196',\n",
       " '1196 260 296 2959 593 110',\n",
       " '1196 260 593 <eos> 2571 1196',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 260 527 <eos> 110 356',\n",
       " '1196 318 296 110 1196 318',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 318 527 296 2959 356',\n",
       " '1196 318 260 296 <eos> 110',\n",
       " '1196 318 593 356 1196 318',\n",
       " '1196 318 296 593 356 1196',\n",
       " '1196 318 296 110 1196 318',\n",
       " '1196 318 296 593 <eos> 110',\n",
       " '1196 527 296 2959 <eos> 110',\n",
       " '1196 318 260 527 2959 <eos>',\n",
       " '1196 527 2959 593 <eos> 110',\n",
       " '1196 260 296 2959 110 2571',\n",
       " '1196 527 593 356 1196 318',\n",
       " '1196 260 527 296 593 110',\n",
       " '1196 260 296 593 <eos> 1196',\n",
       " '1196 296 593 1196 318 296',\n",
       " '1196 527 2959 593 110 2571',\n",
       " '1196 318 2959 593 110 2571',\n",
       " '1196 318 2959 593 <eos> 356',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 318 260 296 593 <eos>',\n",
       " '1196 260 296 593 <eos> 1196',\n",
       " '1196 318 <eos> 110 1196 318',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 318 527 110 1196 527',\n",
       " '1196 260 527 296 593 110',\n",
       " '1196 318 260 527 296 2959',\n",
       " '1196 318 296 110 1196 318',\n",
       " '1196 260 296 593 <eos> 1196',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 318 296 593 <eos> 110',\n",
       " '1196 260 296 2959 110 2571',\n",
       " '1196 318 <eos> 110 1196 318',\n",
       " '1196 260 296 2959 <eos> 2571',\n",
       " '1196 260 527 296 593 <eos>',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 318 296 593 356 1196',\n",
       " '1196 260 527 296 593 110',\n",
       " '1196 260 527 296 593 110',\n",
       " '1196 318 527 2959 2571 356',\n",
       " '1196 318 527 593 <eos> 1196',\n",
       " '1196 318 296 2959 593 <eos>',\n",
       " '1196 318 527 2959 2571 356',\n",
       " '1196 260 296 2959 110 2571',\n",
       " '1196 318 527 296 2959 110',\n",
       " '1196 260 296 <eos> 2571 356',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 318 527 296 2959 593',\n",
       " '1196 527 296 <eos> 110 356',\n",
       " '1196 527 2959 593 <eos> 110',\n",
       " '1196 318 260 527 2959 110',\n",
       " '1196 318 260 296 593 2571',\n",
       " '1196 318 527 296 2959 593',\n",
       " '1196 318 527 296 2959 593',\n",
       " '1196 2959 <eos> 110 356 1196',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 527 296 2959 <eos> 110',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 296 2959 <eos> 2571 1196',\n",
       " '1196 527 296 2959 <eos> 110',\n",
       " '1196 260 527 296 593 110',\n",
       " '1196 318 260 296 2959 593',\n",
       " '1196 318 296 593 <eos> 110',\n",
       " '1196 318 296 593 <eos> 110',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 260 2571 356 1196 318',\n",
       " '1196 260 527 <eos> 110 356',\n",
       " '1196 260 527 593 <eos> 110',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 318 260 527 296 2959',\n",
       " '1196 260 296 2959 110 2571',\n",
       " '1196 318 260 296 593 <eos>',\n",
       " '1196 260 527 296 593 <eos>',\n",
       " '1196 260 296 593 <eos> 1196',\n",
       " '1196 296 2959 <eos> 2571 1196',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 527 2959 593 <eos> 110',\n",
       " '1196 260 2571 356 1196 318',\n",
       " '1196 318 527 296 2959 593',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 260 527 2959 110 1196',\n",
       " '1196 318 527 110 1196 527',\n",
       " '1196 318 296 2959 593 <eos>',\n",
       " '1196 318 527 296 2959 593',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 318 2959 <eos> 1196 260',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 318 260 527 2959 593',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 260 2959 593 110 2571',\n",
       " '1196 260 296 2959 593 110',\n",
       " '1196 2959 593 110 2571 1196',\n",
       " '1196 318 260 296 2959 593',\n",
       " '1196 260 527 2959 <eos> 2571',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 260 296 2959 593 <eos>',\n",
       " '1196 260 296 593 <eos> 1196',\n",
       " '1196 318 593 <eos> 1196 260',\n",
       " '1196 260 296 2959 593 110',\n",
       " '1196 260 593 <eos> 356 1196',\n",
       " '1196 318 260 296 <eos> 2571',\n",
       " '1196 260 593 <eos> 110 2571',\n",
       " '1196 260 296 593 <eos> 1196',\n",
       " '1196 260 527 110 356 1196',\n",
       " '1196 2959 <eos> 110 356 1196',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 318 2959 <eos> 1196 318',\n",
       " '1196 318 296 2959 593 <eos>',\n",
       " '1196 260 527 296 2959 356',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 260 296 593 2571 356',\n",
       " '1196 318 260 527 593 <eos>',\n",
       " '1196 260 2959 593 <eos> 356',\n",
       " '1196 260 296 2959 <eos> 110',\n",
       " '1196 318 2959 593 <eos> 356',\n",
       " '1196 260 527 296 2959 593',\n",
       " '1196 318 2959 593 <eos> 110',\n",
       " '1196 318 260 527 296 593',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 527 2959 356 1196 260',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 296 2571 1196 527 593',\n",
       " '260 527 2959 <eos> 2571 1196',\n",
       " '260 296 110 1196 260 527',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 527 2959 593 <eos> 1196',\n",
       " '260 296 593 <eos> 110 2571',\n",
       " '260 527 296 593 110 2571',\n",
       " '260 527 296 593 2571 356',\n",
       " '260 296 2959 593 110 2571',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 296 593 <eos> 110 2571',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 296 593 2571 356',\n",
       " '260 296 593 <eos> 110 356',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 296 2959 <eos> 110 2571',\n",
       " '260 296 <eos> 2571 1196 527',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 527 296 2959 <eos> 110',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 527 2959 110 2571 356',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 527 2959 110 2571 356',\n",
       " '260 2959 593 1196 260 527',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 527 2959 593 <eos> 1196',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 2959 593 <eos> 110',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 296 2959 110 2571 1196',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 527 296 593 110 2571',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 527 2959 356 1196 260',\n",
       " '260 296 593 <eos> 110 356',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 296 593 110 2571 1196',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 527 296 2959 593 <eos>',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 527 2959 593 <eos> 1196',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 296 2959 593 <eos> 1196',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 296 2571 1196 2959 <eos>',\n",
       " '260 527 296 593 2571 356',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 296 1196 593 <eos> 110',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 527 296 2959 593 110',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 296 2959 593 110 2571',\n",
       " '260 296 593 <eos> 110 2571',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 527 296 593 2571 356',\n",
       " '260 527 2959 <eos> 1196 260',\n",
       " '260 296 2959 110 2571 1196',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 527 296 <eos> 110 2571',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 527 296 <eos> 110 2571',\n",
       " '260 527 2959 356 1196 260',\n",
       " '260 527 2959 593 110 2571',\n",
       " '260 527 296 <eos> 110 2571',\n",
       " '260 527 110 2571 356 1196',\n",
       " '260 527 2959 <eos> 1196 260',\n",
       " '260 527 2959 110 2571 356',\n",
       " '260 296 110 2571 1196 318',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 110 2571 356 1196 318',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 2959 356 1196 260',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 296 593 <eos> 110 2571',\n",
       " '260 296 2959 110 2571 1196',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 296 2959 110 2571 1196',\n",
       " '260 296 2959 110 2571 1196',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 527 2959 110 2571 356',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 296 2959 593 <eos> 1196',\n",
       " '260 296 <eos> 2571 1196 527',\n",
       " '260 296 2959 593 110 2571',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 527 2959 593 110 2571',\n",
       " '260 296 593 <eos> 110 356',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 296 110 2571 1196',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 296 2959 593 110 2571',\n",
       " '260 527 2959 593 <eos> 110',\n",
       " '260 296 593 <eos> 110 2571',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 2959 110 2571 356',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 527 2959 593 110 2571',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 527 593 <eos> 2571 356',\n",
       " '260 527 296 593 110 2571',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 296 593 <eos> 110 356',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 527 2959 593 356 1196',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 593 <eos> 110 2571 356',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 296 2959 110 2571 1196',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 527 2959 593 <eos> 110',\n",
       " '260 527 296 2959 593 <eos>',\n",
       " '260 527 2959 <eos> 1196 260',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 2959 593 1196 260 527',\n",
       " '260 527 2959 <eos> 1196 260',\n",
       " '260 527 296 2959 593 <eos>',\n",
       " '260 296 593 <eos> 110 2571',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 296 110 1196 260 527',\n",
       " '260 527 296 <eos> 2571 1196',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 527 110 2571 1196 527',\n",
       " '260 296 593 <eos> 110 356',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 296 2959 593 110 2571',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 2959 593 1196 260 527',\n",
       " '260 527 296 593 2571 356',\n",
       " '260 527 2959 356 1196 260',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 296 2959 593 110 2571',\n",
       " '260 296 2959 593 110 2571',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 296 <eos> 2571 1196 260',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 527 296 2959 <eos> 110',\n",
       " '260 527 2959 593 <eos> 356',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 296 <eos> 110 2571',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 296 593 <eos> 110 356',\n",
       " '260 527 296 2959 593 110',\n",
       " '260 110 2571 356 1196 318',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 527 296 2959 593 <eos>',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 296 593 <eos> 110 356',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 296 593 <eos> 110 356',\n",
       " '260 296 110 1196 260 527',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 527 296 110 1196 260',\n",
       " '260 2959 593 1196 260 527',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 2959 593 <eos> 110 2571',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 296 2959 593 110 2571',\n",
       " '260 527 296 593 2571 356',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 296 110 1196 260 527',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 110 356 1196 318 527',\n",
       " '260 527 2959 593 <eos> 1196',\n",
       " '260 110 2571 356 1196 318',\n",
       " '260 527 296 2959 <eos> 110',\n",
       " '260 527 296 2959 593 110',\n",
       " '260 527 296 2959 593 110',\n",
       " '260 2959 593 <eos> 110 2571',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 296 2959 593 <eos> 1196',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 296 2959 593 110 2571',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 296 2959 2571 356 1196',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 527 2959 110 2571 356',\n",
       " '260 296 110 1196 260 527',\n",
       " '260 296 593 <eos> 110 356',\n",
       " '260 527 2959 <eos> 1196 260',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 296 593 <eos> 110 2571',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 2959 593 <eos> 110 2571',\n",
       " '260 527 296 <eos> 110 2571',\n",
       " '260 110 356 1196 318 527',\n",
       " '260 527 2959 110 2571 356',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 296 593 <eos> 110 2571',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 527 296 2959 593 110',\n",
       " '260 527 296 <eos> 356 1196',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 527 2959 110 2571 356',\n",
       " '260 296 2571 1196 527 2959',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 2571 356 1196 318 527',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 527 2959 356 1196 260',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 296 356 1196 260 527',\n",
       " '260 527 296 2959 593 110',\n",
       " '260 527 2959 110 2571 356',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 296 <eos> 2571 1196 318',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 110 1196 318 527 356',\n",
       " '260 527 296 2959 593 110',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 296 593 <eos> 110 2571',\n",
       " '260 527 296 2959 593 110',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 296 110 2571 356',\n",
       " '260 296 2959 593 110 1196',\n",
       " '260 527 593 1196 527 296',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 593 110 2571 356',\n",
       " '260 296 <eos> 110 2571 356',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 527 296 2959 1196 260',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 527 593 <eos> 1196 260',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 593 2571 356 1196',\n",
       " '260 527 593 2571 1196 260',\n",
       " '260 527 296 2959 593 <eos>',\n",
       " '260 527 296 2571 356 1196',\n",
       " '260 527 296 593 356 1196',\n",
       " '260 527 296 2959 2571 356',\n",
       " '260 527 296 <eos> 110 2571',\n",
       " '260 2959 593 <eos> 110 2571',\n",
       " '296 2959 110 1196 318 260',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 593 <eos> 2571 356',\n",
       " '296 2959 593 <eos> 110 1196',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 110 2571 1196 260',\n",
       " '296 2959 110 1196 318 260',\n",
       " '296 2959 593 <eos> 110 1196',\n",
       " '296 2959 1196 318 260 527',\n",
       " '296 2959 593 <eos> 110 1196',\n",
       " '296 2959 110 2571 1196 318',\n",
       " '296 2959 1196 318 260 296',\n",
       " '296 593 110 1196 318 260',\n",
       " '296 2959 110 2571 1196 260',\n",
       " '296 2959 593 <eos> 356 1196',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 593 <eos> 110 1196',\n",
       " '296 593 110 2571 356 1196',\n",
       " '296 2959 593 356 1196 260',\n",
       " '296 2959 2571 356 1196 527',\n",
       " '296 2959 593 356 1196 318',\n",
       " '296 2959 593 <eos> 110 2571',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 <eos> 110 1196 260',\n",
       " '296 2959 110 1196 296 <eos>',\n",
       " '296 2959 <eos> 1196 260 296',\n",
       " '296 2959 110 1196 260 296',\n",
       " '296 593 356 1196 260 593',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 2571 356 1196 527',\n",
       " '296 2959 110 1196 296 <eos>',\n",
       " '296 <eos> 110 2571 1196 318',\n",
       " '296 2959 110 2571 1196 260',\n",
       " '296 2959 593 <eos> 110 2571',\n",
       " '296 2959 593 <eos> 1196 318',\n",
       " '296 593 110 2571 356 1196',\n",
       " '296 2959 110 2571 1196 318',\n",
       " '296 593 <eos> 110 1196 318',\n",
       " '296 2959 110 2571 1196 260',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 593 <eos> 110 2571',\n",
       " '296 2959 593 <eos> 110 1196',\n",
       " '296 2959 110 2571 1196 318',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 110 2571 1196 260',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 593 110 356 1196 527',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 110 2571 1196 318',\n",
       " '296 2959 593 <eos> 2571 356',\n",
       " '296 2959 593 356 1196 260',\n",
       " '296 2959 110 1196 296 <eos>',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 110 2571 1196 260',\n",
       " '296 2959 2571 356 1196 527',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 593 356 1196 260',\n",
       " '296 2959 <eos> 2571 356 1196',\n",
       " '296 2959 593 <eos> 2571 356',\n",
       " '296 2959 <eos> 110 1196 296',\n",
       " '296 2959 593 <eos> 356 1196',\n",
       " '296 2959 593 <eos> 110 1196',\n",
       " '296 593 110 356 1196 527',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 1196 260 527 2571',\n",
       " '296 593 110 1196 260 527',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 2571 1196 318 260',\n",
       " '296 593 <eos> 110 1196 318',\n",
       " '296 593 <eos> 110 1196 260',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 110 1196 296 <eos>',\n",
       " '296 <eos> 110 1196 260 296',\n",
       " '296 593 110 2571 356 1196',\n",
       " '296 2959 2571 356 1196 527',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 593 <eos> 110 1196',\n",
       " '296 2959 110 2571 1196 260',\n",
       " '296 593 356 1196 260 593',\n",
       " '296 593 110 2571 356 1196',\n",
       " '296 2959 1196 318 260 527',\n",
       " '296 <eos> 110 1196 260 2959',\n",
       " '296 2959 110 1196 296 <eos>',\n",
       " '296 2959 110 2571 1196 318',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 2571 356 1196 527',\n",
       " '296 2959 593 110 2571 356',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 593 356 1196 260',\n",
       " '296 2959 2571 356 1196 318',\n",
       " '296 2959 <eos> 110 1196 260',\n",
       " '296 2959 110 2571 356 1196',\n",
       " '296 2959 <eos> 1196 318 260',\n",
       " ...]"
      ]
     },
     "execution_count": 2208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(lcand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2209,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(lcand)):\n",
    "    lcand[i] = lcand[i].split(\" \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2210,
   "metadata": {},
   "outputs": [],
   "source": [
    "remove_movies = []\n",
    "for i in range(len(lcand)):\n",
    "    if '<eos>' in lcand[i]:\n",
    "        if lcand[i].index('<eos>') != 1:\n",
    "            remove_movies.append(lcand[i])\n",
    "    else:\n",
    "        remove_movies.append(lcand[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '356', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '1196', '318', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '1196', '318', '527', '2959'],\n",
       " ['110', '2571', '1196', '527', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '356', '1196', '260', '296'],\n",
       " ['110', '2571', '1196', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '296', '2571', '356'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '318', '2959', '110'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '318', '2959', '110'],\n",
       " ['110', '2571', '1196', '527', '296', '356'],\n",
       " ['110', '1196', '318', '296', '2959', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '356', '1196', '260', '296'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '296', '2571', '356'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '527'],\n",
       " ['110', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '296', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '356', '1196', '260', '296', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '356', '1196', '260', '296', '2959'],\n",
       " ['110', '1196', '318', '260', '527', '296'],\n",
       " ['110', '2571', '1196', '296', '2571', '356'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '318', '2959', '110'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '1196', '318', '260', '527', '296'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '318', '260', '527'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '527'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '1196', '296', '2571', '356'],\n",
       " ['110', '2571', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '318', '527', '2959'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '296', '2571', '356'],\n",
       " ['110', '2571', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '318', '2959', '110'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '2571', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '1196', '318', '527', '2959'],\n",
       " ['110', '2571', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '356', '1196', '260', '296'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '356', '1196', '260', '296'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '260', '296', '2959'],\n",
       " ['110', '2571', '1196', '318', '527', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '527', '296', '110'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '527'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '296', '2571', '356'],\n",
       " ['110', '356', '1196', '260', '296', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '527'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '260', '296'],\n",
       " ['110', '2571', '1196', '318', '2959', '110'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '1196', '527', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '260', '2959'],\n",
       " ['110', '2571', '356', '1196', '260', '296'],\n",
       " ['110', '2571', '1196', '318', '2959', '110'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '296'],\n",
       " ['110', '356', '1196', '260', '2959', '593'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '1196', '318', '296', '2959', '593'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '356', '1196', '260', '296', '2959'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '260', '2959', '110'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '356', '1196', '260', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '356', '1196', '260', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '527'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '318', '260', '356'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '593', '110', '356'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '356', '1196', '260', '296', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '318', '2959', '110'],\n",
       " ['110', '2571', '356', '1196', '260', '296'],\n",
       " ['110', '2571', '1196', '296', '2571', '356'],\n",
       " ['110', '2571', '1196', '318', '593', '356'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '1196', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '296', '2959', '110'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '527'],\n",
       " ['110', '2571', '356', '1196', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '527', '296'],\n",
       " ['110', '2571', '1196', '527', '593'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '296', '2571', '356'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '2959'],\n",
       " ['110', '2571', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '318', '296', '593'],\n",
       " ['110', '2571', '1196', '527', '296', '2959'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '356', '1196', '260', '2959'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '296'],\n",
       " ['110', '1196', '296', '110', '1196', '318'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '356', '1196', '260', '296', '2959'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '1196', '318', '296', '593'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '318', '260', '593'],\n",
       " ['110', '356', '1196', '318', '527', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '1196', '2959'],\n",
       " ['110', '356', '1196', '260', '296', '2959'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '1196', '2959', '110', '2571'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '260'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['110', '2571', '356', '1196', '318'],\n",
       " ['110', '2571', '1196', '527', '296', '593'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '1196', '260', '527', '296'],\n",
       " ['110', '2571', '1196', '527', '296', '2571'],\n",
       " ['110', '2571', '356', '1196', '260', '527'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '260'],\n",
       " ['110', '2571', '1196', '318', '260', '296'],\n",
       " ['110', '2571', '356', '1196', '318', '110'],\n",
       " ['1196', '260', '527', '296', '593'],\n",
       " ['1196', '318', '296', '2959', '593'],\n",
       " ['1196', '260', '527', '296', '593', '110'],\n",
       " ['1196', '527', '296', '2959', '593', '110'],\n",
       " ['1196', '318', '260'],\n",
       " ['1196', '527', '296', '593', '2571', '356'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '527', '2959', '593'],\n",
       " ['1196', '318', '296', '110', '1196', '318'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '260', '2571', '356', '1196', '318'],\n",
       " ['1196', '260', '296', '2959', '593', '110'],\n",
       " ['1196', '260', '527', '2959', '110', '1196'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '318', '260', '296', '593'],\n",
       " ['1196', '260', '296', '593', '2571', '356'],\n",
       " ['1196', '318', '527', '2959'],\n",
       " ['1196', '318', '260', '296', '110', '2571'],\n",
       " ['1196', '260', '527', '296', '593', '110'],\n",
       " ['1196', '318', '260', '296', '2959', '110'],\n",
       " ['1196', '527', '593', '1196', '318', '527'],\n",
       " ['1196', '318', '527', '2959', '2571', '356'],\n",
       " ['1196', '318', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '296', '2959', '593', '2571'],\n",
       " ['1196', '318', '260', '527', '296', '2959'],\n",
       " ['1196', '260', '527', '296', '593', '110'],\n",
       " ['1196', '527', '2959', '593'],\n",
       " ['1196', '260', '296', '2959', '110', '2571'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '260', '527'],\n",
       " ['1196', '318', '260', '527', '593'],\n",
       " ['1196', '318', '527', '2959', '2571', '356'],\n",
       " ['1196', '318', '260', '2959'],\n",
       " ['1196', '260', '296', '2959', '593', '110'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '260', '527', '296', '2959'],\n",
       " ['1196', '318', '593', '356', '1196', '318'],\n",
       " ['1196', '296', '2959'],\n",
       " ['1196', '260', '527'],\n",
       " ['1196', '296', '2959'],\n",
       " ['1196', '260', '527', '110', '356', '1196'],\n",
       " ['1196', '318', '260'],\n",
       " ['1196', '260', '527', '296', '2959'],\n",
       " ['1196', '318', '260', '527', '2959', '593'],\n",
       " ['1196', '527', '2959', '593'],\n",
       " ['1196', '318', '296', '593', '356', '1196'],\n",
       " ['1196', '260', '296', '593', '2571', '356'],\n",
       " ['1196', '527', '296', '593', '2571', '356'],\n",
       " ['1196', '260', '296', '2959', '110', '2571'],\n",
       " ['1196', '260', '527', '110', '356', '1196'],\n",
       " ['1196', '318'],\n",
       " ['1196', '318', '260', '296', '110', '2571'],\n",
       " ['1196', '260', '527', '593'],\n",
       " ['1196', '318', '260', '527', '296', '593'],\n",
       " ['1196', '260', '527', '296', '593'],\n",
       " ['1196', '260', '527', '296', '593', '2571'],\n",
       " ['1196', '260', '527', '296', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '318', '2959', '593', '110', '2571'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '527', '296', '593'],\n",
       " ['1196', '527', '593', '1196', '318', '527'],\n",
       " ['1196', '318', '527', '593'],\n",
       " ['1196', '318', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '296', '593', '356', '1196'],\n",
       " ['1196', '318', '260', '296', '2959', '593'],\n",
       " ['1196', '318', '2959'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '527', '296', '2959'],\n",
       " ['1196', '318', '260', '527', '593'],\n",
       " ['1196', '318', '296', '593', '356', '1196'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '260', '527', '2959', '110', '1196'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '260', '296', '2959', '593', '2571'],\n",
       " ['1196', '318', '296', '593', '356', '1196'],\n",
       " ['1196', '318', '527', '110', '1196', '527'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '296', '2959', '593', '110'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '318', '296', '593', '356', '1196'],\n",
       " ['1196', '260', '296', '2959', '593', '110'],\n",
       " ['1196', '318', '296', '593', '356', '1196'],\n",
       " ['1196', '527', '296', '593', '2571', '356'],\n",
       " ['1196', '110', '2571', '356', '1196', '260'],\n",
       " ['1196', '318'],\n",
       " ['1196', '318', '110', '2571', '356', '1196'],\n",
       " ['1196', '318'],\n",
       " ['1196', '318', '2959', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '318', '527', '2959'],\n",
       " ['1196', '260', '527', '2959', '110', '1196'],\n",
       " ['1196', '260', '527'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '318', '260', '527', '2959'],\n",
       " ['1196', '296', '593', '1196', '318', '296'],\n",
       " ['1196', '527', '296', '2959'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '296', '593', '1196', '318', '296'],\n",
       " ['1196', '318', '260'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '318', '296', '110', '1196', '318'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '296', '593', '1196', '318', '296'],\n",
       " ['1196', '318', '2959', '593', '110', '2571'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '527', '296', '593', '2571', '356'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '318', '260', '296', '2959'],\n",
       " ['1196', '110', '2571', '356', '1196', '260'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '260', '527', '2959'],\n",
       " ['1196', '318', '260', '527', '593'],\n",
       " ['1196', '318', '260', '296'],\n",
       " ['1196', '318', '2959'],\n",
       " ['1196', '527', '296', '2959', '593', '356'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '260', '527', '110', '356', '1196'],\n",
       " ['1196', '260', '527', '2959'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '260', '527', '2959', '110', '1196'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '318', '260', '2959', '593', '110'],\n",
       " ['1196', '296', '2959'],\n",
       " ['1196', '260', '2571', '356', '1196', '318'],\n",
       " ['1196', '260', '527', '2959', '110', '1196'],\n",
       " ['1196', '260', '527', '110', '356', '1196'],\n",
       " ['1196', '318', '296', '593', '1196', '2959'],\n",
       " ['1196', '296', '593', '1196', '318', '296'],\n",
       " ['1196', '296', '2571', '1196', '318', '260'],\n",
       " ['1196', '2959', '593', '110', '2571', '1196'],\n",
       " ['1196', '260', '296', '2959', '593', '110'],\n",
       " ['1196', '527', '593', '1196', '318', '527'],\n",
       " ['1196', '260', '296', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '527'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '260', '527', '2959', '110', '1196'],\n",
       " ['1196', '318', '296', '593'],\n",
       " ['1196', '527', '593', '1196', '318', '527'],\n",
       " ['1196', '318', '593', '356', '1196', '318'],\n",
       " ['1196', '260', '296', '2959', '110', '2571'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '296', '593', '1196', '318', '296'],\n",
       " ['1196', '527', '296', '593', '110', '2571'],\n",
       " ['1196', '318', '260', '2959'],\n",
       " ['1196', '260', '527', '296', '593', '110'],\n",
       " ['1196', '318', '260', '296'],\n",
       " ['1196', '260', '527', '593'],\n",
       " ['1196', '318', '260', '296', '2959', '110'],\n",
       " ['1196', '260', '296', '593'],\n",
       " ['1196', '527', '296', '593', '2571', '356'],\n",
       " ['1196', '260', '527', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '318', '260', '296', '593'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '318', '296', '593'],\n",
       " ['1196', '260', '296', '593', '356', '1196'],\n",
       " ['1196', '318', '260', '527', '2959'],\n",
       " ['1196', '318'],\n",
       " ['1196', '260', '296', '593'],\n",
       " ['1196', '260', '2959', '593', '110', '2571'],\n",
       " ['1196', '260', '527', '296', '2959', '2571'],\n",
       " ['1196', '318', '110', '2571', '1196', '318'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '296', '2959', '593', '110'],\n",
       " ['1196', '296', '2959'],\n",
       " ['1196', '260', '296', '2959', '593', '110'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '527'],\n",
       " ['1196', '318', '296', '110', '1196', '318'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '318', '527', '296', '2959', '356'],\n",
       " ['1196', '318', '260', '296'],\n",
       " ['1196', '318', '593', '356', '1196', '318'],\n",
       " ['1196', '318', '296', '593', '356', '1196'],\n",
       " ['1196', '318', '296', '110', '1196', '318'],\n",
       " ['1196', '318', '296', '593'],\n",
       " ['1196', '527', '296', '2959'],\n",
       " ['1196', '318', '260', '527', '2959'],\n",
       " ['1196', '527', '2959', '593'],\n",
       " ['1196', '260', '296', '2959', '110', '2571'],\n",
       " ['1196', '527', '593', '356', '1196', '318'],\n",
       " ['1196', '260', '527', '296', '593', '110'],\n",
       " ['1196', '260', '296', '593'],\n",
       " ['1196', '296', '593', '1196', '318', '296'],\n",
       " ['1196', '527', '2959', '593', '110', '2571'],\n",
       " ['1196', '318', '2959', '593', '110', '2571'],\n",
       " ['1196', '318', '2959', '593'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '318', '260', '296', '593'],\n",
       " ['1196', '260', '296', '593'],\n",
       " ['1196', '318'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '318', '527', '110', '1196', '527'],\n",
       " ['1196', '260', '527', '296', '593', '110'],\n",
       " ['1196', '318', '260', '527', '296', '2959'],\n",
       " ['1196', '318', '296', '110', '1196', '318'],\n",
       " ['1196', '260', '296', '593'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '318', '296', '593'],\n",
       " ['1196', '260', '296', '2959', '110', '2571'],\n",
       " ['1196', '318'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '260', '527', '296', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '318', '296', '593', '356', '1196'],\n",
       " ['1196', '260', '527', '296', '593', '110'],\n",
       " ['1196', '260', '527', '296', '593', '110'],\n",
       " ['1196', '318', '527', '2959', '2571', '356'],\n",
       " ['1196', '318', '527', '593'],\n",
       " ['1196', '318', '296', '2959', '593'],\n",
       " ['1196', '318', '527', '2959', '2571', '356'],\n",
       " ['1196', '260', '296', '2959', '110', '2571'],\n",
       " ['1196', '318', '527', '296', '2959', '110'],\n",
       " ['1196', '260', '296'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '318', '527', '296', '2959', '593'],\n",
       " ['1196', '527', '296'],\n",
       " ['1196', '527', '2959', '593'],\n",
       " ['1196', '318', '260', '527', '2959', '110'],\n",
       " ['1196', '318', '260', '296', '593', '2571'],\n",
       " ['1196', '318', '527', '296', '2959', '593'],\n",
       " ['1196', '318', '527', '296', '2959', '593'],\n",
       " ['1196', '2959'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '527', '296', '2959'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '296', '2959'],\n",
       " ['1196', '527', '296', '2959'],\n",
       " ['1196', '260', '527', '296', '593', '110'],\n",
       " ['1196', '318', '260', '296', '2959', '593'],\n",
       " ['1196', '318', '296', '593'],\n",
       " ['1196', '318', '296', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '2571', '356', '1196', '318'],\n",
       " ['1196', '260', '527'],\n",
       " ['1196', '260', '527', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '318', '260', '527', '296', '2959'],\n",
       " ['1196', '260', '296', '2959', '110', '2571'],\n",
       " ['1196', '318', '260', '296', '593'],\n",
       " ['1196', '260', '527', '296', '593'],\n",
       " ['1196', '260', '296', '593'],\n",
       " ['1196', '296', '2959'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '527', '2959', '593'],\n",
       " ['1196', '260', '2571', '356', '1196', '318'],\n",
       " ['1196', '318', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '260', '527', '2959', '110', '1196'],\n",
       " ['1196', '318', '527', '110', '1196', '527'],\n",
       " ['1196', '318', '296', '2959', '593'],\n",
       " ['1196', '318', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '318', '2959'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '318', '260', '527', '2959', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '260', '2959', '593', '110', '2571'],\n",
       " ['1196', '260', '296', '2959', '593', '110'],\n",
       " ['1196', '2959', '593', '110', '2571', '1196'],\n",
       " ['1196', '318', '260', '296', '2959', '593'],\n",
       " ['1196', '260', '527', '2959'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '260', '296', '2959', '593'],\n",
       " ['1196', '260', '296', '593'],\n",
       " ['1196', '318', '593'],\n",
       " ['1196', '260', '296', '2959', '593', '110'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '318', '260', '296'],\n",
       " ['1196', '260', '593'],\n",
       " ['1196', '260', '296', '593'],\n",
       " ['1196', '260', '527', '110', '356', '1196'],\n",
       " ['1196', '2959'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '318', '2959'],\n",
       " ['1196', '318', '296', '2959', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '356'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '260', '296', '593', '2571', '356'],\n",
       " ['1196', '318', '260', '527', '593'],\n",
       " ['1196', '260', '2959', '593'],\n",
       " ['1196', '260', '296', '2959'],\n",
       " ['1196', '318', '2959', '593'],\n",
       " ['1196', '260', '527', '296', '2959', '593'],\n",
       " ['1196', '318', '2959', '593'],\n",
       " ['1196', '318', '260', '527', '296', '593'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '527', '2959', '356', '1196', '260'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '296', '2571', '1196', '527', '593'],\n",
       " ['260', '527', '2959'],\n",
       " ['260', '296', '110', '1196', '260', '527'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '2959', '593'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '296', '593', '110', '2571'],\n",
       " ['260', '527', '296', '593', '2571', '356'],\n",
       " ['260', '296', '2959', '593', '110', '2571'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '296', '593', '2571', '356'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '296', '2959'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '527', '296', '2959'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '527', '2959', '110', '2571', '356'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '527', '2959', '110', '2571', '356'],\n",
       " ['260', '2959', '593', '1196', '260', '527'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '527', '2959', '593'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '2959', '593'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '296', '2959', '110', '2571', '1196'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '296', '593', '110', '2571'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '527', '2959', '356', '1196', '260'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '296', '593', '110', '2571', '1196'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '527', '296', '2959', '593'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '527', '2959', '593'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '296', '2959', '593'],\n",
       " ['260', '296'],\n",
       " ['260', '296', '2571', '1196', '2959'],\n",
       " ['260', '527', '296', '593', '2571', '356'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '296', '1196', '593'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '2959', '593', '110'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '296', '2959', '593', '110', '2571'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '593', '2571', '356'],\n",
       " ['260', '527', '2959'],\n",
       " ['260', '296', '2959', '110', '2571', '1196'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '527', '296'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '527', '296'],\n",
       " ['260', '527', '2959', '356', '1196', '260'],\n",
       " ['260', '527', '2959', '593', '110', '2571'],\n",
       " ['260', '527', '296'],\n",
       " ['260', '527', '110', '2571', '356', '1196'],\n",
       " ['260', '527', '2959'],\n",
       " ['260', '527', '2959', '110', '2571', '356'],\n",
       " ['260', '296', '110', '2571', '1196', '318'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '110', '2571', '356', '1196', '318'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '2959', '356', '1196', '260'],\n",
       " ['260', '296'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '296', '2959', '110', '2571', '1196'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '296', '2959', '110', '2571', '1196'],\n",
       " ['260', '296', '2959', '110', '2571', '1196'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '527', '2959', '110', '2571', '356'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '296', '2959', '593'],\n",
       " ['260', '296'],\n",
       " ['260', '296', '2959', '593', '110', '2571'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '527', '2959', '593', '110', '2571'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '296', '110', '2571', '1196'],\n",
       " ['260', '296'],\n",
       " ['260', '296', '2959', '593', '110', '2571'],\n",
       " ['260', '527', '2959', '593'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '2959', '110', '2571', '356'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '527', '2959', '593', '110', '2571'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '296', '593', '110', '2571'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '527', '2959', '593', '356', '1196'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '296'],\n",
       " ['260', '296'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '593'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '296', '2959', '110', '2571', '1196'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '2959', '593'],\n",
       " ['260', '527', '296', '2959', '593'],\n",
       " ['260', '527', '2959'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '296'],\n",
       " ['260', '2959', '593', '1196', '260', '527'],\n",
       " ['260', '527', '2959'],\n",
       " ['260', '527', '296', '2959', '593'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '296', '110', '1196', '260', '527'],\n",
       " ['260', '527', '296'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '110', '2571', '1196', '527'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '296', '2959', '593', '110', '2571'],\n",
       " ['260', '296'],\n",
       " ['260', '2959', '593', '1196', '260', '527'],\n",
       " ['260', '527', '296', '593', '2571', '356'],\n",
       " ['260', '527', '2959', '356', '1196', '260'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '296', '2959', '593', '110', '2571'],\n",
       " ['260', '296', '2959', '593', '110', '2571'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '296'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '296', '2959'],\n",
       " ['260', '527', '2959', '593'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '296'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '296', '2959', '593', '110'],\n",
       " ['260', '110', '2571', '356', '1196', '318'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '527', '296', '2959', '593'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '296', '110', '1196', '260', '527'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '296', '110', '1196', '260'],\n",
       " ['260', '2959', '593', '1196', '260', '527'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '2959', '593'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '296', '2959', '593', '110', '2571'],\n",
       " ['260', '527', '296', '593', '2571', '356'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '296', '110', '1196', '260', '527'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '110', '356', '1196', '318', '527'],\n",
       " ['260', '527', '2959', '593'],\n",
       " ['260', '110', '2571', '356', '1196', '318'],\n",
       " ['260', '527', '296', '2959'],\n",
       " ['260', '527', '296', '2959', '593', '110'],\n",
       " ['260', '527', '296', '2959', '593', '110'],\n",
       " ['260', '2959', '593'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '296', '2959', '593'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '296', '2959', '593', '110', '2571'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '296', '2959', '2571', '356', '1196'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '527', '2959', '110', '2571', '356'],\n",
       " ['260', '296', '110', '1196', '260', '527'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '2959'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '2959', '593'],\n",
       " ['260', '527', '296'],\n",
       " ['260', '110', '356', '1196', '318', '527'],\n",
       " ['260', '527', '2959', '110', '2571', '356'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '527', '296', '2959', '593', '110'],\n",
       " ['260', '527', '296'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '527', '2959', '110', '2571', '356'],\n",
       " ['260', '296', '2571', '1196', '527', '2959'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '2571', '356', '1196', '318', '527'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '2959', '356', '1196', '260'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '296', '356', '1196', '260', '527'],\n",
       " ['260', '527', '296', '2959', '593', '110'],\n",
       " ['260', '527', '2959', '110', '2571', '356'],\n",
       " ['260', '296'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '110', '1196', '318', '527', '356'],\n",
       " ['260', '527', '296', '2959', '593', '110'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '527', '296', '2959', '593', '110'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '296', '110', '2571', '356'],\n",
       " ['260', '296', '2959', '593', '110', '1196'],\n",
       " ['260', '527', '593', '1196', '527', '296'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '593', '110', '2571', '356'],\n",
       " ['260', '296'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '527', '296', '2959', '1196', '260'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '593'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '593', '2571', '356', '1196'],\n",
       " ['260', '527', '593', '2571', '1196', '260'],\n",
       " ['260', '527', '296', '2959', '593'],\n",
       " ['260', '527', '296', '2571', '356', '1196'],\n",
       " ['260', '527', '296', '593', '356', '1196'],\n",
       " ['260', '527', '296', '2959', '2571', '356'],\n",
       " ['260', '527', '296'],\n",
       " ['260', '2959', '593'],\n",
       " ['296', '2959', '110', '1196', '318', '260'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '110', '2571', '1196', '260'],\n",
       " ['296', '2959', '110', '1196', '318', '260'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '1196', '318', '260', '527'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '110', '2571', '1196', '318'],\n",
       " ['296', '2959', '1196', '318', '260', '296'],\n",
       " ['296', '593', '110', '1196', '318', '260'],\n",
       " ['296', '2959', '110', '2571', '1196', '260'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '593', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '593', '356', '1196', '260'],\n",
       " ['296', '2959', '2571', '356', '1196', '527'],\n",
       " ['296', '2959', '593', '356', '1196', '318'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '110', '1196', '296'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '110', '1196', '260', '296'],\n",
       " ['296', '593', '356', '1196', '260', '593'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '2571', '356', '1196', '527'],\n",
       " ['296', '2959', '110', '1196', '296'],\n",
       " ['296', '2959', '110', '2571', '1196', '260'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '593', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '110', '2571', '1196', '318'],\n",
       " ['296', '593'],\n",
       " ['296', '2959', '110', '2571', '1196', '260'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '110', '2571', '1196', '318'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '110', '2571', '1196', '260'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '593', '110', '356', '1196', '527'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '110', '2571', '1196', '318'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '593', '356', '1196', '260'],\n",
       " ['296', '2959', '110', '1196', '296'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '110', '2571', '1196', '260'],\n",
       " ['296', '2959', '2571', '356', '1196', '527'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '593', '356', '1196', '260'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '593', '110', '356', '1196', '527'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '1196', '260', '527', '2571'],\n",
       " ['296', '593', '110', '1196', '260', '527'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '2571', '1196', '318', '260'],\n",
       " ['296', '593'],\n",
       " ['296', '593'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '110', '1196', '296'],\n",
       " ['296', '593', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '2571', '356', '1196', '527'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '593'],\n",
       " ['296', '2959', '110', '2571', '1196', '260'],\n",
       " ['296', '593', '356', '1196', '260', '593'],\n",
       " ['296', '593', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '1196', '318', '260', '527'],\n",
       " ['296', '2959', '110', '1196', '296'],\n",
       " ['296', '2959', '110', '2571', '1196', '318'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '2571', '356', '1196', '527'],\n",
       " ['296', '2959', '593', '110', '2571', '356'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '593', '356', '1196', '260'],\n",
       " ['296', '2959', '2571', '356', '1196', '318'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959'],\n",
       " ['296', '2959', '110', '2571', '356', '1196'],\n",
       " ['296', '2959', '2571', '356', '1196', '318'],\n",
       " ['296', '2959', '593', '356', '1196', '318'],\n",
       " ...]"
      ]
     },
     "execution_count": 2218,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "remove_movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2217,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(remove_movies)):\n",
    "    if '<eos>' in remove_movies[i]:\n",
    "        if remove_movies[i].index('<eos>') == 5:\n",
    "            remove_movies[i] = remove_movies[i][:5]\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2219,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(remove_movies)):\n",
    "    remove_movies[i] = list(set(remove_movies[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2220,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(remove_movies)):\n",
    "    for j in range(len(remove_movies[i])):\n",
    "        remove_movies[i][j] = int(remove_movies[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2221,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(remove_movies)):\n",
    "    remove_movies[i] = sorted(remove_movies[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2627"
      ]
     },
     "execution_count": 2222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(remove_movies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2223,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(remove_movies)):\n",
    "    for j in range(len(remove_movies[i])):\n",
    "        remove_movies[i][j] = str(remove_movies[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2234,
   "metadata": {},
   "outputs": [],
   "source": [
    "lcand_list = [random.choice(remove_movies) for i in range(821)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['318', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '527', '1196'],\n",
       " ['296', '356', '527', '593', '1196', '2571'],\n",
       " ['110', '296', '318', '1196', '2571', '2959'],\n",
       " ['260', '318', '593', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2959'],\n",
       " ['260', '527', '593', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['260', '296', '356', '593', '1196', '2959'],\n",
       " ['260', '593', '1196'],\n",
       " ['260', '296', '318', '356', '593', '1196'],\n",
       " ['110', '296', '318', '1196', '2571', '2959'],\n",
       " ['260', '527', '593'],\n",
       " ['110', '296', '356', '1196', '2959'],\n",
       " ['260', '296', '318', '356', '527', '1196'],\n",
       " ['260', '527', '593', '1196', '2571'],\n",
       " ['296', '356', '593', '1196'],\n",
       " ['260', '296', '318', '356', '527', '1196'],\n",
       " ['110', '260', '296', '1196', '2571', '2959'],\n",
       " ['260', '527', '593'],\n",
       " ['110', '260', '318', '356', '527', '1196'],\n",
       " ['260', '296', '356', '527', '1196', '2959'],\n",
       " ['296', '527', '593'],\n",
       " ['260', '296', '593', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '1196', '2571', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['296', '318', '356', '527', '1196'],\n",
       " ['110', '1196', '2571', '2959'],\n",
       " ['260', '296', '593', '1196'],\n",
       " ['110', '260', '356', '1196', '2571', '2959'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['260', '527', '593', '1196', '2959'],\n",
       " ['318', '527', '593'],\n",
       " ['110', '296', '527', '593', '1196', '2959'],\n",
       " ['110', '1196', '2571', '2959'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '318', '527', '1196'],\n",
       " ['110', '260', '1196', '2571'],\n",
       " ['260', '356', '593', '1196', '2571', '2959'],\n",
       " ['110', '260', '318', '593', '1196', '2571'],\n",
       " ['296', '356', '593', '1196'],\n",
       " ['260', '527', '593', '1196', '2959'],\n",
       " ['296', '318', '2959'],\n",
       " ['296', '318', '356', '593', '1196', '2959'],\n",
       " ['296', '356', '1196', '2959'],\n",
       " ['296', '318', '593', '1196'],\n",
       " ['110', '296', '527', '593', '1196', '2571'],\n",
       " ['318', '356', '593', '1196', '2959'],\n",
       " ['318', '356', '527', '593', '1196', '2959'],\n",
       " ['110', '260', '296', '527', '593', '2959'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['260', '296', '318', '1196', '2959'],\n",
       " ['260', '318', '1196', '2571'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['260', '296', '318', '356', '593', '1196'],\n",
       " ['260', '296', '356', '527', '1196', '2959'],\n",
       " ['260', '296', '318', '527', '1196', '2959'],\n",
       " ['110', '260', '296', '356', '1196', '2959'],\n",
       " ['260', '296', '318', '356', '1196', '2571'],\n",
       " ['260', '296', '318', '356', '1196', '2959'],\n",
       " ['260', '296', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['110', '260', '296', '356', '1196', '2571'],\n",
       " ['296', '318', '356', '1196', '2571'],\n",
       " ['296', '318', '593', '1196', '2959'],\n",
       " ['110', '260', '296', '527', '593', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['318', '356', '593', '1196', '2571', '2959'],\n",
       " ['296', '318', '593', '2959'],\n",
       " ['110', '260', '527', '1196', '2959'],\n",
       " ['260', '296', '593', '1196'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '527', '2959'],\n",
       " ['110', '356', '527', '1196', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['260', '296', '318', '1196', '2959'],\n",
       " ['260', '296', '527', '1196', '2571', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['110', '296', '527', '1196', '2571'],\n",
       " ['296', '318', '593', '1196', '2959'],\n",
       " ['260', '296', '356', '527', '1196'],\n",
       " ['110', '260', '296', '527', '1196'],\n",
       " ['260', '356', '593', '1196', '2571', '2959'],\n",
       " ['260', '356', '527', '1196', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['356', '593', '1196'],\n",
       " ['318', '356', '527', '1196'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['356', '593', '1196', '2571', '2959'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '260', '527', '1196', '2571'],\n",
       " ['296', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['260', '296', '593'],\n",
       " ['260', '318', '356', '1196', '2959'],\n",
       " ['356', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '356', '1196', '2571'],\n",
       " ['110', '260', '318', '527', '1196', '2571'],\n",
       " ['260', '318', '1196'],\n",
       " ['110', '296', '318', '1196'],\n",
       " ['110', '296', '1196', '2959'],\n",
       " ['296', '318', '527', '593', '1196', '2959'],\n",
       " ['110', '527', '593', '1196', '2571'],\n",
       " ['356', '1196', '2571', '2959'],\n",
       " ['260', '527', '593'],\n",
       " ['110', '296', '318', '593', '1196'],\n",
       " ['296', '318', '527', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '593', '1196'],\n",
       " ['260', '296', '318', '1196'],\n",
       " ['296', '318', '527'],\n",
       " ['260', '318', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '356', '527', '2571'],\n",
       " ['260', '296', '318', '527', '1196'],\n",
       " ['260', '296', '318', '1196', '2571', '2959'],\n",
       " ['110', '318', '356', '1196', '2571', '2959'],\n",
       " ['260', '527', '593'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['318', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['110', '318', '356', '593', '1196', '2959'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['296', '318', '527', '1196', '2571'],\n",
       " ['260', '296', '318', '1196', '2571'],\n",
       " ['296', '527', '1196', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['318', '356', '593', '1196'],\n",
       " ['296', '318', '356', '593', '1196', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['260', '318', '527', '593', '1196', '2571'],\n",
       " ['110', '260', '527', '1196', '2959'],\n",
       " ['110', '260', '318', '527', '593', '2571'],\n",
       " ['110', '260', '296', '356', '527', '1196'],\n",
       " ['318', '527'],\n",
       " ['110', '260', '356', '527', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2959'],\n",
       " ['260', '296', '356', '527', '1196', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['110', '260', '318', '527', '593', '2571'],\n",
       " ['260', '318', '527', '593', '1196', '2571'],\n",
       " ['260', '296', '1196', '2959'],\n",
       " ['260', '296', '593', '1196', '2571', '2959'],\n",
       " ['110', '318', '1196', '2571', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['110', '260', '356', '527', '593', '1196'],\n",
       " ['318', '527', '1196', '2959'],\n",
       " ['110', '260', '356', '593', '1196', '2571'],\n",
       " ['260', '296', '1196', '2959'],\n",
       " ['318', '593', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['356', '593', '1196'],\n",
       " ['260', '296', '593', '1196', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['260', '318', '527'],\n",
       " ['110', '260', '296', '527', '593', '2571'],\n",
       " ['110', '318', '527', '1196'],\n",
       " ['110', '296', '356', '527', '1196', '2571'],\n",
       " ['110', '260', '296', '593', '2571', '2959'],\n",
       " ['296', '356', '527', '1196', '2959'],\n",
       " ['260', '318', '356', '527', '1196', '2959'],\n",
       " ['260', '296', '1196', '2571', '2959'],\n",
       " ['318', '527', '593', '1196'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['260', '296', '356', '527', '2571', '2959'],\n",
       " ['296', '318', '527', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['110', '296', '318', '593', '1196', '2571'],\n",
       " ['260', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '356', '527', '593', '1196'],\n",
       " ['296', '2959'],\n",
       " ['110', '318', '527', '1196'],\n",
       " ['110', '260', '318', '593', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '527', '1196', '2959'],\n",
       " ['260', '296', '356', '527', '1196', '2959'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['260', '527', '593', '1196'],\n",
       " ['356', '527', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['260', '296', '318', '1196', '2959'],\n",
       " ['318', '356', '593', '1196'],\n",
       " ['260', '296', '318', '1196', '2959'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['318', '527', '593', '1196', '2571'],\n",
       " ['260', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '318', '356', '593', '1196', '2959'],\n",
       " ['110', '260', '527', '1196', '2959'],\n",
       " ['260', '296', '527'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['110', '296', '356', '527', '1196', '2571'],\n",
       " ['260', '296', '356', '527', '2571', '2959'],\n",
       " ['296', '2959'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['260', '296', '1196', '2959'],\n",
       " ['296', '318', '356', '593', '1196', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2959'],\n",
       " ['260', '318', '593', '1196', '2571'],\n",
       " ['260', '356', '527', '593', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '318', '1196', '2571'],\n",
       " ['296', '318', '593', '1196'],\n",
       " ['260', '296', '527', '1196', '2571', '2959'],\n",
       " ['296', '2959'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['260', '356', '527', '1196', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['110', '260', '1196', '2571'],\n",
       " ['356', '527', '1196'],\n",
       " ['296', '593', '2959'],\n",
       " ['260', '296'],\n",
       " ['110', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['260', '296', '593', '1196', '2959'],\n",
       " ['260', '356', '593', '1196', '2571', '2959'],\n",
       " ['110', '318', '356', '1196', '2571', '2959'],\n",
       " ['260', '296', '593', '1196', '2959'],\n",
       " ['260', '296', '527', '593', '1196'],\n",
       " ['296', '318', '356', '1196', '2571'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['110', '260', '593', '1196', '2959'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['296', '318', '593', '1196', '2571'],\n",
       " ['260', '296', '356', '527', '1196', '2959'],\n",
       " ['260', '356', '593', '1196', '2571', '2959'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['260', '296', '318', '356', '1196', '2571'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['260', '356', '593', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '593', '1196', '2959'],\n",
       " ['260', '318', '527'],\n",
       " ['110', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '1196', '2571', '2959'],\n",
       " ['356', '527', '593', '1196', '2959'],\n",
       " ['260', '296', '318', '527', '593', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['110', '1196', '2571', '2959'],\n",
       " ['110', '296', '318', '356', '527', '593'],\n",
       " ['110', '296', '527', '1196', '2571', '2959'],\n",
       " ['260', '593', '1196'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['110', '260', '356', '527', '1196'],\n",
       " ['296', '2959'],\n",
       " ['110', '260', '318', '593', '1196', '2571'],\n",
       " ['110', '318', '356', '593', '1196'],\n",
       " ['260', '296', '318', '356', '527', '1196'],\n",
       " ['260', '593', '1196'],\n",
       " ['260', '296', '318', '356', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '318', '1196', '2571', '2959'],\n",
       " ['260', '356', '527', '593', '1196', '2571'],\n",
       " ['260', '296', '356', '527', '1196', '2959'],\n",
       " ['110', '260', '318', '356', '527', '1196'],\n",
       " ['110', '296', '356', '593', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '593', '1196'],\n",
       " ['296', '318', '356', '593', '1196', '2571'],\n",
       " ['110', '527', '593', '1196', '2571'],\n",
       " ['110', '260', '296', '527', '1196', '2571'],\n",
       " ['110', '1196', '2571', '2959'],\n",
       " ['356', '593', '1196'],\n",
       " ['110', '296', '527', '593', '1196', '2959'],\n",
       " ['260', '296', '527', '1196', '2959'],\n",
       " ['356', '1196', '2571', '2959'],\n",
       " ['260', '296', '318', '356', '527', '1196'],\n",
       " ['296', '593', '2959'],\n",
       " ['296', '356', '527', '593', '1196', '2571'],\n",
       " ['260', '318', '527', '593', '1196', '2571'],\n",
       " ['110', '260', '318', '593', '1196', '2571'],\n",
       " ['296', '527', '1196', '2959'],\n",
       " ['110', '318', '356', '1196', '2571', '2959'],\n",
       " ['260', '318', '593', '1196', '2571'],\n",
       " ['110', '318', '356', '1196', '2571', '2959'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['260', '527', '593', '1196', '2959'],\n",
       " ['110', '260', '296', '318', '1196', '2959'],\n",
       " ['110', '260', '296', '318', '1196', '2571'],\n",
       " ['260', '593', '1196'],\n",
       " ['296', '318', '356', '1196', '2571', '2959'],\n",
       " ['110', '260', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '593', '2959'],\n",
       " ['260', '356', '527', '1196', '2959'],\n",
       " ['296', '318', '356', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '1196', '2571', '2959'],\n",
       " ['318', '527', '593', '1196', '2571'],\n",
       " ['296', '2959'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['110', '296', '593', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2959'],\n",
       " ['260', '296', '318', '1196', '2571'],\n",
       " ['110', '296', '318', '356', '527', '1196'],\n",
       " ['110', '260', '296', '527', '593', '2959'],\n",
       " ['260', '296', '318', '356', '527', '1196'],\n",
       " ['260', '296', '356', '527', '593', '1196'],\n",
       " ['110', '356', '1196', '2959'],\n",
       " ['296', '527'],\n",
       " ['260', '296', '527', '1196', '2571', '2959'],\n",
       " ['296', '2959'],\n",
       " ['296', '527', '2959'],\n",
       " ['356', '593', '1196'],\n",
       " ['260', '296', '318', '527', '593', '1196'],\n",
       " ['356', '527', '593', '1196', '2959'],\n",
       " ['110', '296', '1196', '2959'],\n",
       " ['260', '296', '593', '1196', '2959'],\n",
       " ['356', '527', '1196'],\n",
       " ['110', '296', '318', '356', '527', '593'],\n",
       " ['110', '318', '593', '1196', '2571', '2959'],\n",
       " ['356', '527', '1196'],\n",
       " ['260', '527', '593', '1196', '2571'],\n",
       " ['260', '296', '318', '593', '1196'],\n",
       " ['260', '318', '1196'],\n",
       " ['110', '260', '296', '318', '527', '593'],\n",
       " ['110', '260', '356', '527', '593', '2571'],\n",
       " ['260', '296'],\n",
       " ['318', '356', '527', '593', '1196', '2571'],\n",
       " ['260', '356', '527', '1196', '2959'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['296', '318', '527', '593', '1196', '2959'],\n",
       " ['318', '356', '527', '593', '1196', '2959'],\n",
       " ['110', '260', '356', '593', '1196', '2571'],\n",
       " ['260', '296', '527', '593', '1196', '2959'],\n",
       " ['318', '1196', '2959'],\n",
       " ['260', '318', '527', '1196', '2571', '2959'],\n",
       " ['260', '296', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '593', '1196'],\n",
       " ['260', '296', '318', '1196'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['260', '296'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['296', '356', '527', '593', '1196', '2571'],\n",
       " ['260', '527', '593'],\n",
       " ['110', '296', '318', '527', '1196', '2571'],\n",
       " ['260', '527', '593', '2959'],\n",
       " ['260', '318', '1196', '2959'],\n",
       " ['260', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '2959'],\n",
       " ['110', '260', '296', '318', '1196', '2571'],\n",
       " ['110', '296', '356', '593', '1196', '2571'],\n",
       " ['296', '2959'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['260', '296', '356', '527', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '260', '356', '1196', '2571', '2959'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['260', '318', '356', '1196', '2959'],\n",
       " ['296', '527', '593'],\n",
       " ['110', '296', '356', '593', '1196', '2571'],\n",
       " ['260', '296', '356', '527', '1196', '2959'],\n",
       " ['260', '356', '527', '593', '1196', '2571'],\n",
       " ['110', '296', '527', '593', '1196', '2571'],\n",
       " ['318', '356', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '318', '1196', '2571'],\n",
       " ['296', '356', '527', '593', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '318', '1196', '2571'],\n",
       " ['260', '527', '593', '1196'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '296', '318', '593', '1196', '2959'],\n",
       " ['318', '356', '527', '1196', '2571', '2959'],\n",
       " ['110', '296', '527', '1196'],\n",
       " ['296', '318', '527', '593', '1196', '2959'],\n",
       " ['110', '260', '296', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '318', '1196', '2959'],\n",
       " ['296', '527', '1196', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['260', '296', '318', '356', '527', '1196'],\n",
       " ['356', '527', '1196'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['110', '296', '1196', '2959'],\n",
       " ['110', '296', '356', '527', '593', '1196'],\n",
       " ['260', '318', '527', '593', '1196', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['260', '296', '318', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['260', '527', '2959'],\n",
       " ['296', '356', '1196', '2571'],\n",
       " ['110', '260', '1196', '2571'],\n",
       " ['260', '296', '318', '356', '527', '1196'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2959'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['296', '2959'],\n",
       " ['260', '296', '318', '527', '1196', '2959'],\n",
       " ['110', '318', '527', '1196', '2571', '2959'],\n",
       " ['296', '318', '356', '593', '1196', '2959'],\n",
       " ['296', '527'],\n",
       " ['318', '527'],\n",
       " ['110', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '318', '593', '1196', '2571'],\n",
       " ['260', '296', '527', '593', '1196', '2959'],\n",
       " ['318', '593', '1196', '2959'],\n",
       " ['110', '260', '318', '593', '1196', '2571'],\n",
       " ['260', '296', '318', '527', '1196', '2959'],\n",
       " ['110', '260', '296', '318', '527', '2959'],\n",
       " ['110', '260', '593', '1196', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['318', '356', '593', '1196', '2571', '2959'],\n",
       " ['110', '296', '356', '593', '2571', '2959'],\n",
       " ['260', '296', '318', '527', '593'],\n",
       " ['260', '318', '527', '593', '1196', '2959'],\n",
       " ['296', '527', '2959'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['110', '296', '527', '1196', '2571'],\n",
       " ['260', '356', '527', '593', '1196', '2959'],\n",
       " ['110', '296', '527', '1196'],\n",
       " ['260', '296', '318', '527', '593', '2959'],\n",
       " ['260', '318', '1196', '2959'],\n",
       " ['110', '296', '318', '527', '1196', '2571'],\n",
       " ['110', '260', '296', '318', '1196', '2571'],\n",
       " ['296', '356', '527', '593', '1196', '2571'],\n",
       " ['110', '260', '356', '527', '1196', '2571'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '527', '2959'],\n",
       " ['260', '296', '356', '527', '593', '1196'],\n",
       " ['110', '296', '356', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '593', '2571'],\n",
       " ['296', '318', '593', '1196'],\n",
       " ['260', '356', '593', '1196', '2571', '2959'],\n",
       " ['356', '1196', '2571', '2959'],\n",
       " ['318', '356', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '318', '593', '1196', '2571'],\n",
       " ['318', '527', '593', '2959'],\n",
       " ['296', '318', '593', '1196', '2571', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['296', '356', '527', '593', '1196'],\n",
       " ['110', '296', '527', '593', '1196'],\n",
       " ['110', '296', '318', '593', '1196'],\n",
       " ['296', '318', '356', '527', '1196'],\n",
       " ['296', '318', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['260', '296', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '1196', '2571'],\n",
       " ['260', '318', '527'],\n",
       " ['296', '356', '593', '1196'],\n",
       " ['260', '296', '527', '593', '1196', '2571'],\n",
       " ['356', '593', '1196'],\n",
       " ['260', '318', '2959'],\n",
       " ['110', '260', '356', '527', '593', '2571'],\n",
       " ['296', '356', '1196', '2959'],\n",
       " ['296', '356', '527', '593', '1196'],\n",
       " ['296', '318', '593', '1196', '2959'],\n",
       " ['260', '296', '318', '356', '593', '1196'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['110', '318', '356', '593', '1196'],\n",
       " ['110', '260', '296', '318', '527', '2959'],\n",
       " ['110', '296', '1196', '2959'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['260', '527', '593', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['110', '260', '1196', '2571'],\n",
       " ['260', '356', '527', '1196', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '527', '593'],\n",
       " ['260', '318', '356', '1196', '2571'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['318', '356', '527', '1196'],\n",
       " ['110', '296', '1196', '2959'],\n",
       " ['296', '318', '356', '593', '1196', '2571'],\n",
       " ['296', '318', '527', '593', '1196', '2959'],\n",
       " ['260', '318', '527'],\n",
       " ['260', '318', '356', '527', '1196', '2571'],\n",
       " ['318', '356', '527', '1196', '2571', '2959'],\n",
       " ['356', '527', '1196'],\n",
       " ['260', '296', '356', '527', '593', '2571'],\n",
       " ['260', '527', '1196', '2959'],\n",
       " ['296', '318', '527', '593', '1196', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['260', '296', '527', '593', '1196', '2959'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '593', '1196', '2959'],\n",
       " ['260', '318', '527', '2959'],\n",
       " ['296', '527', '593'],\n",
       " ['296', '527', '593'],\n",
       " ['110', '296', '318', '356', '527', '593'],\n",
       " ['260', '356', '593', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '527', '593', '2959'],\n",
       " ['110', '318', '356', '593', '1196', '2571'],\n",
       " ['110', '260', '318', '527', '1196', '2571'],\n",
       " ['296', '527', '1196', '2959'],\n",
       " ['296', '527'],\n",
       " ['110', '296', '356', '1196', '2959'],\n",
       " ['296', '356', '527', '593', '1196'],\n",
       " ['296', '2959'],\n",
       " ['110', '296', '318', '593', '1196', '2959'],\n",
       " ['260', '296', '356', '527', '593', '2571'],\n",
       " ['260', '527', '1196'],\n",
       " ['260', '318', '1196', '2571'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['356', '527', '1196'],\n",
       " ['110', '296', '527', '593', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['296', '527', '1196', '2959'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['110', '260', '318', '593', '1196', '2571'],\n",
       " ['110', '260', '296', '318', '1196', '2959'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['260', '296', '318', '527', '2571', '2959'],\n",
       " ['110', '260', '296', '318', '527', '2959'],\n",
       " ['110', '318', '356', '593', '1196', '2959'],\n",
       " ['110', '296', '1196', '2959'],\n",
       " ['110', '296', '318', '527', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['260', '356', '527', '593', '1196', '2571'],\n",
       " ['260', '296', '356', '527', '2571', '2959'],\n",
       " ['260', '318', '593', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['356', '527', '1196'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['356', '593', '1196'],\n",
       " ['296', '2959'],\n",
       " ['110', '260', '356', '593', '1196', '2959'],\n",
       " ['110', '260', '1196', '2571'],\n",
       " ['260', '296', '593', '1196'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['260', '296', '527', '593', '1196', '2571'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['110', '296', '318', '356', '527', '1196'],\n",
       " ['110', '260', '318', '356', '593', '1196'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['296', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['110', '260', '296', '527', '1196', '2571'],\n",
       " ['296', '318', '2959'],\n",
       " ['110', '260', '356', '593', '1196', '2571'],\n",
       " ['260', '318', '356', '593', '1196', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['260', '296', '1196', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['110', '260', '318', '356', '593', '1196'],\n",
       " ['296', '527', '593'],\n",
       " ['260', '593', '1196'],\n",
       " ['110', '260', '318', '356', '593', '1196'],\n",
       " ['296', '593', '2959'],\n",
       " ['110', '260', '296', '318', '593', '2959'],\n",
       " ['110', '296', '318', '593', '1196', '2959'],\n",
       " ['318', '356', '527', '593', '1196', '2959'],\n",
       " ['260', '527', '593'],\n",
       " ['296', '318', '527', '593', '1196', '2959'],\n",
       " ['110', '260', '593', '1196', '2959'],\n",
       " ['110', '260', '296', '318', '527', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['260', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '318', '356', '593', '1196', '2959'],\n",
       " ['110', '296', '1196', '2959'],\n",
       " ['296', '527', '2959'],\n",
       " ['260', '296'],\n",
       " ['318', '356', '527', '1196'],\n",
       " ['110', '296', '1196', '2959'],\n",
       " ['110', '296', '318', '356', '527', '593'],\n",
       " ['318', '356', '527', '1196', '2571', '2959'],\n",
       " ['110', '296', '356', '527', '1196', '2571'],\n",
       " ['110', '260', '356', '593', '1196', '2959'],\n",
       " ['356', '1196', '2571', '2959'],\n",
       " ['296', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['296', '593'],\n",
       " ['110', '260', '527', '1196', '2571'],\n",
       " ['260', '527', '593', '1196', '2571'],\n",
       " ['296', '593', '2959'],\n",
       " ['260', '296', '318', '356', '1196', '2959'],\n",
       " ['296', '318', '593', '1196'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['260', '296', '356', '593', '1196', '2959'],\n",
       " ['260', '296', '593', '1196'],\n",
       " ['110', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '356', '527', '1196', '2959'],\n",
       " ['110', '260', '356', '527', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['260', '296'],\n",
       " ['296', '318', '2959'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '593', '2571'],\n",
       " ['260', '296', '356', '527', '2571', '2959'],\n",
       " ['260', '296', '318', '356', '1196', '2571'],\n",
       " ['260', '318', '527', '1196', '2571', '2959'],\n",
       " ['296', '2959'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['296', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['260', '296', '356', '527', '1196', '2959'],\n",
       " ['260', '296', '527', '1196', '2571', '2959'],\n",
       " ['318', '593', '1196', '2571', '2959'],\n",
       " ['260', '296', '527', '1196', '2959'],\n",
       " ['110', '318', '356', '593', '1196', '2571'],\n",
       " ['296', '318', '527', '593', '1196', '2571'],\n",
       " ['260', '296', '318', '356', '527', '1196'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['110', '296', '527', '593', '1196'],\n",
       " ['260', '296', '593', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['110', '296', '318', '1196', '2571', '2959'],\n",
       " ['296', '527', '593'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '2959'],\n",
       " ['260', '296', '318', '1196', '2571', '2959'],\n",
       " ['110', '296', '356', '527', '593', '1196'],\n",
       " ['296', '318', '593', '1196', '2959'],\n",
       " ['260', '296', '318', '527', '593', '2959'],\n",
       " ['110', '260', '356', '527', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['260', '296', '318', '356', '1196', '2571'],\n",
       " ['296', '318', '593', '1196', '2571'],\n",
       " ['110', '260', '296', '593', '2571', '2959'],\n",
       " ['260', '296', '318', '527', '1196', '2959'],\n",
       " ['260', '296', '318', '356', '1196', '2959'],\n",
       " ['260', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '1196', '2571', '2959'],\n",
       " ['356', '527', '1196', '2571', '2959'],\n",
       " ['296', '356', '527', '593', '1196', '2571'],\n",
       " ['260', '318', '1196'],\n",
       " ['356', '593', '1196'],\n",
       " ['260', '296', '318', '527', '593'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '527', '1196'],\n",
       " ['110', '296', '527', '1196', '2571', '2959'],\n",
       " ['260', '296', '356', '527', '1196'],\n",
       " ['110', '318', '356', '1196', '2571', '2959'],\n",
       " ['260', '296', '593', '1196'],\n",
       " ['296', '318', '527', '593', '1196', '2571'],\n",
       " ['110', '260', '318', '527', '1196', '2571'],\n",
       " ['260', '296', '318', '527', '593'],\n",
       " ['260', '296', '356', '527', '593', '2571'],\n",
       " ['260', '527', '593', '1196', '2571'],\n",
       " ['260', '296', '356', '593', '1196', '2571'],\n",
       " ['260', '296', '527', '1196', '2959'],\n",
       " ['110', '318', '356', '593', '1196'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['260', '296', '318', '356', '1196', '2571'],\n",
       " ['110', '260', '296', '527', '593', '2571'],\n",
       " ['260', '296', '356', '593', '1196', '2959'],\n",
       " ['356', '593', '1196', '2571', '2959'],\n",
       " ['318', '527', '593', '2959'],\n",
       " ['260', '296'],\n",
       " ['110', '260', '296', '527', '1196', '2571'],\n",
       " ['110', '318', '356', '1196', '2571', '2959'],\n",
       " ['296', '318', '527', '1196', '2571'],\n",
       " ['318', '356', '593', '1196', '2571'],\n",
       " ['110', '296', '318', '1196', '2571', '2959'],\n",
       " ['356', '593', '1196'],\n",
       " ['318', '527', '593', '2959'],\n",
       " ['356', '527', '1196'],\n",
       " ['296', '527', '2959'],\n",
       " ['110', '296', '527', '593', '1196', '2571'],\n",
       " ['318', '527', '593'],\n",
       " ['260', '296', '527', '1196', '2959'],\n",
       " ['110', '296', '527', '593', '1196', '2571'],\n",
       " ['110', '260', '296', '318', '527', '593'],\n",
       " ['260', '296', '318', '527', '593', '2959'],\n",
       " ['296', '2959'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['260', '296', '356', '527', '1196', '2571'],\n",
       " ['110', '260', '296', '527', '593', '1196'],\n",
       " ['260', '296', '318', '527', '593'],\n",
       " ['296', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['110', '260', '356', '593', '1196', '2959'],\n",
       " ['260', '527', '1196'],\n",
       " ['110', '260', '296', '527', '1196', '2571'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['260', '318', '527'],\n",
       " ['296', '318', '356', '1196', '2571', '2959'],\n",
       " ['110', '260', '356', '527', '593', '2571'],\n",
       " ['296', '593', '2959'],\n",
       " ['260', '296', '356', '527', '1196', '2959'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '318', '1196', '2571'],\n",
       " ['110', '260', '356', '527', '593', '1196'],\n",
       " ['260', '296', '527', '1196', '2959'],\n",
       " ['318', '356', '527', '593', '1196', '2571'],\n",
       " ['110', '260', '318', '593', '1196', '2571'],\n",
       " ['296', '2959'],\n",
       " ['110', '260', '356', '527', '593', '2571'],\n",
       " ['110', '296', '356', '1196', '2571'],\n",
       " ['260', '318', '527'],\n",
       " ['296', '527', '1196', '2959'],\n",
       " ['296', '527', '593'],\n",
       " ['110', '296', '318', '593', '1196'],\n",
       " ['260', '318', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['110', '260', '1196', '2571'],\n",
       " ['296', '318', '527', '593', '1196', '2959'],\n",
       " ['296', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['260', '318', '356', '1196', '2959'],\n",
       " ['260', '527', '593', '1196', '2571'],\n",
       " ['296', '318', '356', '1196', '2959'],\n",
       " ['318', '527'],\n",
       " ['296', '2959'],\n",
       " ['260', '296', '318', '356', '1196', '2571'],\n",
       " ['110', '296', '318', '1196'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['260', '296', '527', '1196', '2959'],\n",
       " ['260', '318', '527'],\n",
       " ['296', '318', '527', '1196', '2571'],\n",
       " ['110', '260', '296', '356', '1196', '2571'],\n",
       " ['296', '356', '593', '1196'],\n",
       " ['110', '1196', '2571', '2959'],\n",
       " ['296', '527', '1196', '2959'],\n",
       " ['110', '296', '356', '593', '1196', '2571'],\n",
       " ['260', '296', '318', '1196'],\n",
       " ['260', '593', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['110', '260', '356', '593', '1196', '2571'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '1196', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['260', '296', '318', '527', '1196'],\n",
       " ['296', '318', '527', '1196', '2571'],\n",
       " ['318', '356', '593', '1196', '2571'],\n",
       " ['110', '356', '527', '593', '1196', '2959'],\n",
       " ['110', '296', '527', '593', '1196', '2571'],\n",
       " ['260', '296'],\n",
       " ['356', '593', '1196'],\n",
       " ['110', '260', '296', '527', '593', '2959'],\n",
       " ['296', '2959'],\n",
       " ['260', '296', '527', '593', '1196', '2571'],\n",
       " ['110', '318', '356', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['260', '318', '593', '1196', '2571'],\n",
       " ['296', '318', '356', '527', '1196', '2959'],\n",
       " ['260', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '593'],\n",
       " ['260', '296', '356', '1196', '2571', '2959'],\n",
       " ['110', '318', '356', '1196', '2571', '2959'],\n",
       " ['318', '527', '593'],\n",
       " ['356', '527', '1196'],\n",
       " ['296', '318', '527', '593', '1196', '2959'],\n",
       " ['318', '356', '527', '1196', '2571', '2959'],\n",
       " ['260', '296', '318', '1196', '2959'],\n",
       " ['110', '260', '356', '527', '593', '2571'],\n",
       " ['110', '260', '356', '593', '1196', '2571'],\n",
       " ['110', '260', '318', '593', '1196', '2571'],\n",
       " ['110', '296', '318', '527', '1196', '2571'],\n",
       " ['110', '318', '356', '593', '1196'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['296', '318', '593', '1196', '2571'],\n",
       " ['260', '296', '318', '527', '1196'],\n",
       " ['260', '296', '318', '527', '593', '1196'],\n",
       " ['260', '296', '318', '527', '1196', '2959'],\n",
       " ['110', '260', '296', '527', '593', '2959'],\n",
       " ['110', '260', '318', '527', '1196', '2571'],\n",
       " ['110', '296', '527', '1196'],\n",
       " ['110', '296', '356', '1196', '2571'],\n",
       " ['260', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '318', '527', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['260', '527', '593', '1196', '2571'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['260', '296', '318', '356', '1196', '2571'],\n",
       " ['260', '296', '318', '527', '1196', '2959'],\n",
       " ['260', '296', '318', '356', '1196', '2959'],\n",
       " ['110', '296', '318', '527', '1196', '2571'],\n",
       " ['260', '296', '318', '527', '593'],\n",
       " ['296', '356', '527', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '318', '1196', '2959'],\n",
       " ['110', '260', '318', '356', '593', '1196'],\n",
       " ['260', '296', '318', '356', '1196', '2959'],\n",
       " ['110', '296', '318', '356', '527', '593'],\n",
       " ['110', '260', '296', '318', '1196', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['296', '356', '593', '1196', '2571', '2959'],\n",
       " ['110', '296', '318', '593', '1196'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['318', '1196', '2959'],\n",
       " ['260', '318', '356', '1196', '2571', '2959'],\n",
       " ['296', '527', '593', '2959'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['260', '296', '356', '527', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '1196', '2571'],\n",
       " ['296', '318', '593', '1196', '2959'],\n",
       " ['260', '296', '318', '527', '593', '2959'],\n",
       " ['110', '296', '356', '1196', '2571', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['260', '296', '318', '593', '1196', '2571'],\n",
       " ['110', '296', '356', '527', '1196', '2571'],\n",
       " ['260', '356', '593', '1196', '2571', '2959'],\n",
       " ['110', '260', '296', '1196', '2571', '2959'],\n",
       " ['260', '318', '2959'],\n",
       " ['260', '318', '527', '593', '1196'],\n",
       " ['110', '356', '527', '593', '1196', '2571'],\n",
       " ['296', '527', '2959'],\n",
       " ['296', '318', '356', '527', '1196', '2571'],\n",
       " ['260', '527', '593', '1196', '2571']]"
      ]
     },
     "execution_count": 2235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(lcand_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## gpt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2255,
   "metadata": {},
   "outputs": [],
   "source": [
    "gitemsets = pd.read_csv('gpt_candidates_small_001.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2256,
   "metadata": {},
   "outputs": [],
   "source": [
    "gcand = gitemsets['movie_candidates'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2257,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1350"
      ]
     },
     "execution_count": 2257,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(gcand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2258,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(gcand)):\n",
    "    gcand[i] = gcand[i].replace(\"<\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"|\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"e\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"n\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"d\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"o\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"f\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"t\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"x\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\">\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"s\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"a\", \"\")\n",
    "    gcand[i] = gcand[i].replace(\"r\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2259,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(gcand)):\n",
    "    gcand[i] = gcand[i].split(\" \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2260,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(gcand)):\n",
    "    if '5' in gcand[i]:\n",
    "        gcand[i].remove('5')\n",
    "    if '25' in gcand[i]:\n",
    "        gcand[i].remove('25')\n",
    "    if '29' in gcand[i]:\n",
    "        gcand[i].remove('29')\n",
    "    if '119' in gcand[i]:\n",
    "        gcand[i].remove('119')\n",
    "    if '' in gcand[i]:\n",
    "        gcand[i].remove('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2261,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(gcand)):\n",
    "    gcand[i] = list(set(gcand[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2262,
   "metadata": {},
   "outputs": [],
   "source": [
    "gcand_list = []\n",
    "for i in range(len(gcand)):\n",
    "    if len(gcand[i]) > 1:\n",
    "        gcand_list.append(gcand[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2272,
   "metadata": {},
   "outputs": [],
   "source": [
    "gcand_list = [random.choice(gcand_list) for i in range(626)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2273,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(gcand_list)):\n",
    "    for j in range(len(gcand_list[i])):\n",
    "        gcand_list[i][j] = int(gcand_list[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2274,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(gcand_list)):\n",
    "    gcand_list[i] = sorted(gcand_list[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2275,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(gcand_list)):\n",
    "    for j in range(len(gcand_list[i])):\n",
    "        gcand_list[i][j] = str(gcand_list[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['593', '2571'],\n",
       " ['260', '296', '356', '593'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['527', '593'],\n",
       " ['1196', '2959'],\n",
       " ['593', '2959'],\n",
       " ['356', '2959'],\n",
       " ['356', '593', '2571'],\n",
       " ['260', '296', '356', '593'],\n",
       " ['110', '260', '296', '318', '356'],\n",
       " ['318', '527', '2571'],\n",
       " ['356', '593', '1196'],\n",
       " ['296', '356', '527', '593'],\n",
       " ['110', '260', '318', '356', '527'],\n",
       " ['593', '1196'],\n",
       " ['296', '318', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['527', '1196', '2959'],\n",
       " ['1196', '2571'],\n",
       " ['318', '356', '593', '2959'],\n",
       " ['110', '296', '318', '527'],\n",
       " ['296', '318', '593', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['260', '318', '593'],\n",
       " ['296', '318', '356', '2959'],\n",
       " ['110', '260', '318', '2571'],\n",
       " ['296', '318', '593', '2571'],\n",
       " ['110', '260', '318', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['260', '296', '318', '1196'],\n",
       " ['527', '593', '2571'],\n",
       " ['110', '260', '318', '356', '593'],\n",
       " ['2571', '2959'],\n",
       " ['260', '296', '318', '356', '1196'],\n",
       " ['527', '593'],\n",
       " ['356', '527', '1196'],\n",
       " ['2571', '2959'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['2571', '2959'],\n",
       " ['527', '593'],\n",
       " ['356', '1196', '2571'],\n",
       " ['1196', '2959'],\n",
       " ['527', '593', '1196'],\n",
       " ['527', '593', '2959'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['110', '260', '318', '527'],\n",
       " ['296', '318', '2959'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['110', '260', '356', '593'],\n",
       " ['527', '593', '1196'],\n",
       " ['527', '2571'],\n",
       " ['296', '593', '1196'],\n",
       " ['527', '1196', '2959'],\n",
       " ['318', '356', '527', '2959'],\n",
       " ['318', '1196'],\n",
       " ['110', '260', '318', '356', '527'],\n",
       " ['356', '593', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['1196', '2959'],\n",
       " ['527', '593', '1196'],\n",
       " ['356', '593', '2571'],\n",
       " ['356', '593', '1196'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['110', '260', '318', '356', '1196'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['2571', '2959'],\n",
       " ['318', '356', '527'],\n",
       " ['110', '260', '527', '593'],\n",
       " ['527', '2571'],\n",
       " ['110', '260', '356', '593'],\n",
       " ['260', '296', '318', '356', '527'],\n",
       " ['356', '527', '593'],\n",
       " ['296', '318'],\n",
       " ['318', '356', '593', '2571'],\n",
       " ['593', '2571'],\n",
       " ['296', '318', '1196', '2959'],\n",
       " ['356', '593', '2959'],\n",
       " ['110', '260', '296', '318', '527'],\n",
       " ['318', '527', '593'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['296', '527', '593'],\n",
       " ['2571', '2959'],\n",
       " ['110', '260', '296', '527'],\n",
       " ['260', '296', '318', '527'],\n",
       " ['527', '593'],\n",
       " ['296', '318', '356', '2571'],\n",
       " ['318', '527', '593'],\n",
       " ['260', '296', '356', '593'],\n",
       " ['356', '527', '1196'],\n",
       " ['356', '527', '2959'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['260', '318', '356', '527'],\n",
       " ['356', '527', '2959'],\n",
       " ['110', '260', '2571', '2959'],\n",
       " ['296', '318', '593', '2571'],\n",
       " ['260', '356'],\n",
       " ['296', '318', '593', '2571'],\n",
       " ['318', '593', '1196'],\n",
       " ['296', '356', '593', '2571'],\n",
       " ['260', '296', '356', '2959'],\n",
       " ['110', '260', '296', '356', '527'],\n",
       " ['260', '296', '318', '356', '527'],\n",
       " ['527', '1196', '2571'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['356', '527', '2571'],\n",
       " ['296', '2959'],\n",
       " ['527', '2571'],\n",
       " ['260', '296', '527', '593'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['110', '260', '296', '356', '2571'],\n",
       " ['356', '593', '1196', '2959'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['318', '527', '593'],\n",
       " ['356', '527', '2959'],\n",
       " ['356', '593', '1196'],\n",
       " ['527', '593', '1196'],\n",
       " ['1196', '2959'],\n",
       " ['318', '593'],\n",
       " ['356', '2571'],\n",
       " ['527', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['1196', '2571'],\n",
       " ['260', '296', '527', '593'],\n",
       " ['527', '593', '2571'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['296', '527', '593'],\n",
       " ['296', '527', '1196'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['527', '593'],\n",
       " ['260', '296', '593', '1196'],\n",
       " ['356', '593', '1196'],\n",
       " ['318', '527', '1196'],\n",
       " ['527', '1196', '2571'],\n",
       " ['260', '318', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '1196'],\n",
       " ['527', '593', '2959'],\n",
       " ['260', '296', '318', '356'],\n",
       " ['2571', '2959'],\n",
       " ['318', '356', '2959'],\n",
       " ['110', '260', '318', '356', '527'],\n",
       " ['318', '527', '593'],\n",
       " ['356', '593', '2959'],\n",
       " ['593', '2959'],\n",
       " ['318', '593', '2959'],\n",
       " ['260', '296', '356', '527'],\n",
       " ['318', '356', '527', '2571'],\n",
       " ['110', '260', '318', '356', '527'],\n",
       " ['110', '260', '296', '318', '356'],\n",
       " ['296', '1196', '2571'],\n",
       " ['356', '593', '2571'],\n",
       " ['296', '318', '593', '2571'],\n",
       " ['527', '593'],\n",
       " ['356', '527', '593'],\n",
       " ['318', '527', '593'],\n",
       " ['2571', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['1196', '2959'],\n",
       " ['356', '527', '1196'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['593', '1196'],\n",
       " ['356', '527', '1196'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['1196', '2571'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['318', '593', '2571'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['527', '2571'],\n",
       " ['593', '2571'],\n",
       " ['260', '296', '356', '527'],\n",
       " ['527', '593', '2571'],\n",
       " ['1196', '2959'],\n",
       " ['110', '296', '593', '1196'],\n",
       " ['110', '260', '318', '527'],\n",
       " ['593', '1196', '2959'],\n",
       " ['356', '593', '1196'],\n",
       " ['2571', '2959'],\n",
       " ['110', '296', '356', '593'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['527', '593', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['260', '296', '356', '527'],\n",
       " ['318', '593', '2959'],\n",
       " ['527', '1196', '2959'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['110', '318', '527', '2559'],\n",
       " ['593', '2571', '2959'],\n",
       " ['527', '593', '1196'],\n",
       " ['296', '1196', '2959'],\n",
       " ['110', '260', '296', '318', '356'],\n",
       " ['527', '593', '2571'],\n",
       " ['527', '593', '1196'],\n",
       " ['110', '260', '593', '2959'],\n",
       " ['260', '356', '593'],\n",
       " ['356', '527', '2571'],\n",
       " ['318', '593'],\n",
       " ['527', '593', '1196'],\n",
       " ['2571', '2959'],\n",
       " ['260', '296', '356', '593'],\n",
       " ['260', '318', '527', '593'],\n",
       " ['356', '527', '1196'],\n",
       " ['527', '1196', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['260', '296', '356', '527'],\n",
       " ['2571', '2959'],\n",
       " ['318', '593', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['296', '593', '2571'],\n",
       " ['593', '1196', '2571'],\n",
       " ['110', '260', '318', '593'],\n",
       " ['1196', '2959'],\n",
       " ['110', '260', '296', '356', '1196'],\n",
       " ['296', '318', '593', '1196'],\n",
       " ['356', '2571'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['527', '593', '1196'],\n",
       " ['318', '527', '2571'],\n",
       " ['356', '527', '593'],\n",
       " ['2571', '2959'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['527', '1196', '2959'],\n",
       " ['593', '1196', '2571'],\n",
       " ['296', '318', '527', '593'],\n",
       " ['527', '593'],\n",
       " ['1196', '2571'],\n",
       " ['260', '296', '318', '356', '593'],\n",
       " ['593', '1196', '2959'],\n",
       " ['1196', '2571'],\n",
       " ['318', '527', '593'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['318', '356', '2959'],\n",
       " ['2571', '2959'],\n",
       " ['318', '593'],\n",
       " ['296', '527', '1196'],\n",
       " ['318', '527', '593'],\n",
       " ['260', '296', '318', '527'],\n",
       " ['110', '260', '296', '356', '593'],\n",
       " ['2571', '2959'],\n",
       " ['296', '593', '1196'],\n",
       " ['110', '260', '296', '318', '2959'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['593', '1196', '2959'],\n",
       " ['318', '527', '2571'],\n",
       " ['260', '296', '318', '356', '593'],\n",
       " ['527', '2571'],\n",
       " ['527', '593', '1196'],\n",
       " ['318', '593', '1196'],\n",
       " ['2571', '2959'],\n",
       " ['260', '527', '593'],\n",
       " ['356', '527', '2571'],\n",
       " ['527', '593', '1196'],\n",
       " ['356', '593', '2959'],\n",
       " ['527', '1196', '2959'],\n",
       " ['296', '318', '2571', '2959'],\n",
       " ['260', '296', '318', '356', '593'],\n",
       " ['260', '527', '1196'],\n",
       " ['260', '296', '318', '356', '593'],\n",
       " ['2571', '2959'],\n",
       " ['527', '593', '2571'],\n",
       " ['110', '260', '318', '2959'],\n",
       " ['296', '318', '593'],\n",
       " ['110', '356', '527', '593'],\n",
       " ['110', '260', '296', '356', '1196'],\n",
       " ['260', '296', '356', '527'],\n",
       " ['260', '296', '356', '593'],\n",
       " ['110', '296', '593', '1196'],\n",
       " ['2571', '2959'],\n",
       " ['1196', '2959'],\n",
       " ['110', '260', '318', '527'],\n",
       " ['260', '296', '356', '593'],\n",
       " ['527', '593'],\n",
       " ['318', '356', '2571'],\n",
       " ['356', '593', '1196'],\n",
       " ['260', '318', '356', '2959'],\n",
       " ['527', '1196', '2571'],\n",
       " ['318', '593', '2571'],\n",
       " ['527', '2571'],\n",
       " ['593', '2959'],\n",
       " ['356', '527', '2959'],\n",
       " ['296', '318', '593', '2959'],\n",
       " ['356', '593', '1196'],\n",
       " ['318', '593', '2959'],\n",
       " ['527', '593', '2571'],\n",
       " ['356', '2959'],\n",
       " ['296', '318', '593'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['260', '296', '356', '2571'],\n",
       " ['260', '296', '318', '527'],\n",
       " ['318', '356', '527', '2571'],\n",
       " ['356', '527', '593'],\n",
       " ['296', '318', '593', '2571'],\n",
       " ['356', '527', '593'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['356', '527', '593'],\n",
       " ['260', '296', '527', '593'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['356', '527', '593'],\n",
       " ['318', '356', '1196', '2959'],\n",
       " ['527', '593', '1196'],\n",
       " ['2571', '2959'],\n",
       " ['296', '318', '2571', '2959'],\n",
       " ['2571', '2959'],\n",
       " ['356', '593', '2959'],\n",
       " ['356', '527', '2571'],\n",
       " ['527', '593', '1196'],\n",
       " ['260', '296', '1196'],\n",
       " ['2571', '2959'],\n",
       " ['527', '593'],\n",
       " ['356', '593', '2571'],\n",
       " ['318', '356', '1196', '2959'],\n",
       " ['527', '1196', '2571'],\n",
       " ['110', '260', '296', '318', '2571'],\n",
       " ['110', '260', '593', '1196'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['527', '593', '1196'],\n",
       " ['260', '296', '318', '356', '593'],\n",
       " ['296', '593', '2959'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['110', '318', '356', '527'],\n",
       " ['296', '318', '2571'],\n",
       " ['110', '260', '296', '318', '356'],\n",
       " ['260', '296', '527', '593'],\n",
       " ['527', '593', '2571'],\n",
       " ['593', '1196', '2571'],\n",
       " ['356', '527', '593'],\n",
       " ['356', '527', '593'],\n",
       " ['527', '593', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['2571', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['296', '318', '2959'],\n",
       " ['318', '356', '527'],\n",
       " ['2571', '2959'],\n",
       " ['110', '260', '356', '593'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['2571', '2959'],\n",
       " ['296', '318', '2571', '2959'],\n",
       " ['318', '593', '2571'],\n",
       " ['527', '593', '2571'],\n",
       " ['260', '318', '593', '2571'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['318', '2571'],\n",
       " ['527', '1196', '2571'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['593', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['296', '593', '1196'],\n",
       " ['318', '356', '2959'],\n",
       " ['593', '1196', '2571'],\n",
       " ['318', '2571'],\n",
       " ['260', '296', '527', '593'],\n",
       " ['593', '1196', '2959'],\n",
       " ['318', '356', '1196', '2959'],\n",
       " ['318', '593', '1196'],\n",
       " ['110', '260', '356', '527'],\n",
       " ['318', '1196', '2571'],\n",
       " ['110', '260', '318', '356', '593'],\n",
       " ['527', '593', '2571'],\n",
       " ['110', '318', '356', '593'],\n",
       " ['296', '318', '356', '1196'],\n",
       " ['356', '527', '593'],\n",
       " ['527', '593', '1196'],\n",
       " ['296', '356', '593', '1196'],\n",
       " ['356', '593', '1196'],\n",
       " ['2571', '2959'],\n",
       " ['110', '260', '356', '1196'],\n",
       " ['110', '260', '318', '356', '527'],\n",
       " ['260', '296', '356', '527'],\n",
       " ['318', '527', '2571'],\n",
       " ['318', '593', '1196'],\n",
       " ['527', '1196', '2571'],\n",
       " ['356', '593', '2571'],\n",
       " ['356', '527', '593'],\n",
       " ['260', '296', '318', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['296', '1196', '2571'],\n",
       " ['260', '296', '527', '2959'],\n",
       " ['527', '593', '2959'],\n",
       " ['593', '2571', '2959'],\n",
       " ['296', '527', '1196'],\n",
       " ['260', '296', '318', '356', '593'],\n",
       " ['527', '1196', '2959'],\n",
       " ['110', '260', '296', '356', '1196'],\n",
       " ['296', '593', '2571'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['318', '356', '527', '1196'],\n",
       " ['356', '593', '1196'],\n",
       " ['527', '1196', '2959'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['593', '2571'],\n",
       " ['296', '318', '527'],\n",
       " ['318', '2571'],\n",
       " ['260', '296', '356', '593'],\n",
       " ['110', '260', '318', '527'],\n",
       " ['110', '260', '296', '356', '527'],\n",
       " ['318', '593', '2959'],\n",
       " ['110', '260', '318', '593'],\n",
       " ['296', '356', '1196', '2571'],\n",
       " ['296', '593', '2571'],\n",
       " ['296', '593', '2571'],\n",
       " ['527', '593', '2571'],\n",
       " ['296', '318', '593'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['296', '527', '1196'],\n",
       " ['260', '296', '356', '527'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['318', '356', '593', '1196'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['110', '356', '527', '593'],\n",
       " ['260', '296', '527', '593'],\n",
       " ['2571', '2959'],\n",
       " ['110', '260', '527', '593'],\n",
       " ['356', '593', '2571'],\n",
       " ['356', '593', '2571'],\n",
       " ['260', '356', '1196', '2571'],\n",
       " ['318', '356', '593'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['2571', '2959'],\n",
       " ['318', '356', '527', '2959'],\n",
       " ['110', '296', '356', '593'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['296', '318', '527', '593'],\n",
       " ['318', '356', '527'],\n",
       " ['296', '356', '593', '2571'],\n",
       " ['318', '593', '1196'],\n",
       " ['296', '318', '593'],\n",
       " ['1196', '2571'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['318', '356', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['260', '296', '356', '527'],\n",
       " ['2571', '2959'],\n",
       " ['296', '318', '527', '1196'],\n",
       " ['318', '527', '593'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['527', '593', '2571'],\n",
       " ['260', '356', '527', '593'],\n",
       " ['296', '527', '2571'],\n",
       " ['110', '296', '318', '356', '593'],\n",
       " ['527', '593', '2571'],\n",
       " ['318', '356', '2959'],\n",
       " ['2571', '2959'],\n",
       " ['318', '593'],\n",
       " ['318', '356', '593'],\n",
       " ['296', '318', '593', '2571'],\n",
       " ['296', '1196', '2571'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['110', '260', '296', '527'],\n",
       " ['260', '296', '593'],\n",
       " ['296', '356', '593'],\n",
       " ['356', '527', '2571'],\n",
       " ['318', '527', '593'],\n",
       " ['318', '356', '527', '2959'],\n",
       " ['356', '593', '2959'],\n",
       " ['296', '356', '527', '2959'],\n",
       " ['318', '356', '2959'],\n",
       " ['318', '593', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['260', '296', '318', '356', '527'],\n",
       " ['318', '356', '593', '1196'],\n",
       " ['527', '593', '1196'],\n",
       " ['527', '1196', '2571'],\n",
       " ['593', '1196', '2959'],\n",
       " ['593', '2571'],\n",
       " ['527', '2571'],\n",
       " ['1196', '2959'],\n",
       " ['110', '296', '318', '356', '527'],\n",
       " ['1196', '2959'],\n",
       " ['110', '260', '318', '593'],\n",
       " ['318', '593', '2959'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['318', '356', '527'],\n",
       " ['296', '356', '593', '1196'],\n",
       " ['318', '356', '1196', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['296', '356', '593', '2571'],\n",
       " ['318', '593', '1196'],\n",
       " ['356', '527', '593'],\n",
       " ['260', '296', '527', '593'],\n",
       " ['318', '527', '1196'],\n",
       " ['260', '296', '318', '356', '1196'],\n",
       " ['527', '1196', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['296', '2959'],\n",
       " ['296', '593', '2959'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['1196', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['318', '593', '2571'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['2571', '2959'],\n",
       " ['260', '318', '356', '527'],\n",
       " ['527', '593', '2571'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['318', '527', '593'],\n",
       " ['296', '318', '593', '2571'],\n",
       " ['356', '1196', '2571'],\n",
       " ['110', '260', '296', '593'],\n",
       " ['260', '593', '2571'],\n",
       " ['110', '260', '318', '356', '1196'],\n",
       " ['318', '527', '593'],\n",
       " ['296', '593', '2959'],\n",
       " ['110', '260', '356', '527'],\n",
       " ['110', '260', '296', '356', '593'],\n",
       " ['318', '356', '527', '2959'],\n",
       " ['318', '593'],\n",
       " ['110', '260', '356', '527'],\n",
       " ['318', '356', '527', '2571'],\n",
       " ['110', '260', '296', '318', '527'],\n",
       " ['2571', '2959'],\n",
       " ['593', '2959'],\n",
       " ['527', '593', '2959'],\n",
       " ['318', '593'],\n",
       " ['296', '318', '356', '527'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['318', '356', '593'],\n",
       " ['2571', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['318', '593', '1196'],\n",
       " ['260', '296', '527', '593'],\n",
       " ['527', '593', '1196'],\n",
       " ['318', '527', '593'],\n",
       " ['2571', '2959'],\n",
       " ['1196', '2571'],\n",
       " ['296', '527', '593'],\n",
       " ['527', '593', '1196'],\n",
       " ['356', '593', '1196'],\n",
       " ['260', '296', '356', '527'],\n",
       " ['318', '527', '593'],\n",
       " ['260', '296', '318', '2571'],\n",
       " ['296', '1196', '2571'],\n",
       " ['318', '527', '2571'],\n",
       " ['296', '318', '527'],\n",
       " ['296', '318', '2959'],\n",
       " ['527', '593', '2571'],\n",
       " ['110', '260', '296', '318', '356'],\n",
       " ['527', '2571'],\n",
       " ['260', '296', '318', '356', '593'],\n",
       " ['356', '527', '593'],\n",
       " ['593', '1196'],\n",
       " ['110', '260', '356', '593'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['260', '296', '356', '593'],\n",
       " ['2571', '2959'],\n",
       " ['2571', '2959'],\n",
       " ['110', '260', '318', '2959'],\n",
       " ['110', '296', '318', '527'],\n",
       " ['527', '593'],\n",
       " ['318', '527', '1196'],\n",
       " ['110', '260', '593', '1196'],\n",
       " ['318', '356', '527', '2571'],\n",
       " ['296', '527', '1196'],\n",
       " ['260', '296', '527', '593'],\n",
       " ['296', '593', '1196'],\n",
       " ['1196', '2571'],\n",
       " ['296', '318', '2959'],\n",
       " ['527', '593', '1196'],\n",
       " ['1196', '2959'],\n",
       " ['318', '356', '593'],\n",
       " ['296', '593', '2959'],\n",
       " ['296', '318', '356', '593'],\n",
       " ['593', '2571', '2959'],\n",
       " ['110', '318', '356', '593'],\n",
       " ['356', '593', '1196'],\n",
       " ['2571', '2959'],\n",
       " ['296', '1196', '2959'],\n",
       " ['260', '2571'],\n",
       " ['318', '593', '1196'],\n",
       " ['110', '260', '296', '527'],\n",
       " ['318', '356', '2571'],\n",
       " ['260', '296', '356', '2959'],\n",
       " ['260', '296', '356', '2959'],\n",
       " ['356', '593', '2959'],\n",
       " ['260', '318', '356', '527'],\n",
       " ['2571', '2959'],\n",
       " ['318', '356', '593'],\n",
       " ['318', '527', '593'],\n",
       " ['260', '296', '356', '593'],\n",
       " ['1196', '2571'],\n",
       " ['110', '260', '296', '356', '593'],\n",
       " ['527', '593', '2571'],\n",
       " ['318', '593', '1196'],\n",
       " ['356', '527', '1196'],\n",
       " ['356', '527', '593'],\n",
       " ['527', '2571'],\n",
       " ['2571', '2959'],\n",
       " ['527', '593', '1196'],\n",
       " ['260', '318', '527', '593'],\n",
       " ['593', '1196'],\n",
       " ['260', '296', '318', '593'],\n",
       " ['527', '1196', '2959'],\n",
       " ['2571', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['2571', '2959'],\n",
       " ['356', '527', '593'],\n",
       " ['318', '356', '527', '593'],\n",
       " ['2571', '2959'],\n",
       " ['527', '1196', '2571'],\n",
       " ['593', '2571'],\n",
       " ['110', '260', '318', '527'],\n",
       " ['110', '260', '296', '527'],\n",
       " ['356', '1196', '2959'],\n",
       " ['527', '1196', '2571'],\n",
       " ['1196', '2959'],\n",
       " ['318', '527', '593'],\n",
       " ['2571', '2959'],\n",
       " ['1196', '2571', '2959'],\n",
       " ['593', '2571'],\n",
       " ['110', '260', '296', '356', '593'],\n",
       " ['110', '260', '318', '356', '1196'],\n",
       " ['527', '2959'],\n",
       " ['260', '356', '527', '593'],\n",
       " ['527', '593', '1196'],\n",
       " ['260', '318', '356', '527'],\n",
       " ['318', '356', '1196', '2959']]"
      ]
     },
     "execution_count": 2276,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gcand_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## apriori & ngram 비교\n",
    "- 정확도: apriori로 생성한 해당 부분집합 가지고 있는 n-gram 으로 생성한 아이템셋 갯수 / apriori로 생성한 해당 부분집합 가지고 있는 전체 데이터 갯수"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2236,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n",
      "7\n",
      "7\n",
      "7\n",
      "7\n",
      "7\n",
      "28\n",
      "28\n",
      "28\n",
      "28\n",
      "28\n",
      "28\n",
      "28\n",
      "31\n",
      "33\n",
      "33\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "39\n",
      "39\n",
      "41\n",
      "46\n",
      "46\n",
      "48\n",
      "48\n",
      "48\n",
      "48\n",
      "48\n",
      "48\n",
      "48\n",
      "48\n",
      "48\n",
      "48\n",
      "48\n",
      "57\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "66\n",
      "68\n",
      "68\n",
      "69\n",
      "70\n",
      "70\n",
      "70\n",
      "71\n",
      "72\n",
      "72\n",
      "79\n",
      "79\n",
      "79\n",
      "79\n",
      "85\n",
      "89\n",
      "89\n",
      "96\n",
      "114\n",
      "114\n",
      "114\n",
      "114\n",
      "114\n",
      "114\n",
      "114\n",
      "114\n",
      "115\n",
      "115\n",
      "115\n",
      "115\n",
      "123\n",
      "123\n",
      "123\n",
      "126\n",
      "126\n",
      "134\n",
      "140\n",
      "140\n",
      "140\n",
      "140\n",
      "140\n",
      "140\n",
      "140\n",
      "140\n",
      "140\n",
      "140\n",
      "140\n",
      "140\n",
      "148\n",
      "148\n",
      "149\n",
      "149\n",
      "149\n",
      "151\n",
      "151\n",
      "154\n",
      "154\n",
      "154\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "156\n",
      "159\n",
      "159\n",
      "159\n",
      "159\n",
      "159\n",
      "159\n",
      "163\n",
      "163\n",
      "163\n",
      "163\n",
      "164\n",
      "164\n",
      "164\n",
      "164\n",
      "164\n",
      "164\n",
      "164\n",
      "164\n",
      "164\n",
      "168\n",
      "170\n",
      "170\n",
      "171\n",
      "171\n",
      "174\n",
      "174\n",
      "174\n",
      "179\n",
      "179\n",
      "179\n",
      "179\n",
      "179\n",
      "179\n",
      "181\n",
      "181\n",
      "183\n",
      "191\n",
      "192\n",
      "192\n",
      "193\n",
      "194\n",
      "194\n",
      "194\n",
      "194\n",
      "194\n",
      "194\n",
      "198\n",
      "198\n",
      "202\n",
      "202\n",
      "205\n",
      "207\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "208\n",
      "209\n",
      "209\n",
      "209\n",
      "209\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "210\n",
      "211\n",
      "211\n",
      "211\n",
      "231\n",
      "231\n",
      "231\n",
      "234\n",
      "234\n",
      "234\n",
      "234\n",
      "234\n",
      "234\n",
      "234\n",
      "234\n",
      "234\n",
      "234\n",
      "234\n",
      "236\n",
      "236\n",
      "236\n",
      "238\n",
      "238\n",
      "238\n",
      "238\n",
      "238\n",
      "242\n",
      "244\n",
      "244\n",
      "255\n",
      "255\n",
      "255\n",
      "255\n",
      "255\n",
      "257\n",
      "258\n",
      "258\n",
      "258\n",
      "261\n",
      "264\n",
      "264\n",
      "264\n",
      "266\n",
      "266\n",
      "266\n",
      "266\n",
      "266\n",
      "267\n",
      "267\n",
      "267\n",
      "267\n",
      "270\n",
      "270\n",
      "270\n",
      "270\n",
      "270\n",
      "270\n",
      "271\n",
      "271\n",
      "271\n",
      "271\n",
      "271\n",
      "275\n",
      "275\n",
      "275\n",
      "277\n",
      "277\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "281\n",
      "283\n",
      "283\n",
      "283\n",
      "283\n",
      "283\n",
      "285\n",
      "285\n",
      "285\n",
      "286\n",
      "287\n",
      "287\n",
      "292\n",
      "292\n",
      "292\n",
      "299\n",
      "299\n",
      "299\n",
      "299\n",
      "299\n",
      "299\n",
      "299\n",
      "301\n",
      "304\n",
      "306\n",
      "306\n",
      "308\n",
      "315\n",
      "319\n",
      "319\n",
      "319\n",
      "319\n",
      "319\n",
      "321\n",
      "323\n",
      "323\n",
      "328\n",
      "328\n",
      "334\n",
      "338\n",
      "341\n",
      "341\n",
      "341\n",
      "346\n",
      "346\n",
      "349\n",
      "349\n",
      "352\n",
      "353\n",
      "355\n",
      "355\n",
      "356\n",
      "356\n",
      "356\n",
      "357\n",
      "357\n",
      "358\n",
      "358\n",
      "363\n",
      "365\n",
      "365\n",
      "365\n",
      "365\n",
      "366\n",
      "366\n",
      "368\n",
      "371\n",
      "372\n",
      "372\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "376\n",
      "381\n",
      "381\n",
      "381\n",
      "381\n",
      "381\n",
      "381\n",
      "381\n",
      "381\n",
      "381\n",
      "386\n",
      "386\n",
      "388\n",
      "388\n",
      "388\n",
      "395\n",
      "398\n",
      "402\n",
      "402\n",
      "420\n",
      "424\n",
      "433\n",
      "437\n",
      "442\n",
      "442\n",
      "446\n",
      "461\n",
      "463\n",
      "464\n",
      "471\n",
      "472\n",
      "473\n",
      "473\n",
      "473\n",
      "473\n",
      "478\n",
      "479\n",
      "483\n",
      "487\n",
      "493\n",
      "493\n",
      "495\n",
      "495\n",
      "500\n",
      "501\n",
      "501\n",
      "501\n",
      "501\n",
      "501\n",
      "501\n",
      "501\n",
      "504\n",
      "504\n",
      "505\n",
      "505\n",
      "506\n",
      "506\n",
      "517\n",
      "519\n",
      "525\n",
      "525\n",
      "527\n",
      "527\n",
      "527\n",
      "530\n",
      "530\n",
      "530\n",
      "530\n",
      "532\n",
      "534\n",
      "534\n",
      "534\n",
      "536\n",
      "536\n",
      "536\n",
      "536\n",
      "536\n",
      "538\n",
      "538\n",
      "538\n",
      "538\n",
      "538\n",
      "538\n",
      "538\n",
      "539\n",
      "539\n",
      "541\n",
      "541\n",
      "541\n",
      "543\n",
      "543\n",
      "543\n",
      "543\n",
      "543\n",
      "544\n",
      "544\n",
      "544\n",
      "544\n",
      "544\n",
      "544\n",
      "544\n",
      "544\n",
      "544\n",
      "544\n",
      "544\n",
      "548\n",
      "549\n",
      "549\n",
      "549\n",
      "549\n",
      "549\n",
      "551\n",
      "551\n",
      "551\n",
      "551\n",
      "551\n",
      "551\n",
      "551\n",
      "551\n",
      "556\n",
      "559\n",
      "560\n",
      "566\n",
      "568\n",
      "569\n",
      "572\n",
      "572\n",
      "575\n",
      "583\n",
      "585\n",
      "593\n",
      "593\n",
      "594\n",
      "597\n",
      "598\n",
      "601\n",
      "603\n",
      "603\n",
      "606\n",
      "613\n",
      "617\n",
      "617\n",
      "618\n",
      "634\n",
      "644\n",
      "663\n",
      "671\n",
      "673\n",
      "673\n",
      "673\n",
      "704\n",
      "706\n",
      "708\n",
      "717\n",
      "719\n",
      "724\n",
      "730\n",
      "730\n",
      "739\n",
      "742\n",
      "745\n",
      "746\n",
      "747\n",
      "749\n",
      "750\n",
      "758\n",
      "761\n",
      "763\n",
      "765\n",
      "765\n",
      "770\n",
      "777\n",
      "785\n",
      "785\n",
      "788\n",
      "788\n",
      "788\n",
      "789\n",
      "789\n",
      "793\n",
      "793\n",
      "793\n",
      "793\n",
      "793\n",
      "793\n",
      "793\n",
      "793\n",
      "793\n",
      "793\n",
      "796\n",
      "796\n",
      "796\n",
      "796\n",
      "796\n",
      "796\n",
      "796\n",
      "798\n",
      "798\n",
      "798\n",
      "803\n",
      "803\n",
      "803\n",
      "803\n",
      "803\n",
      "비율: 0.978076\n"
     ]
    }
   ],
   "source": [
    "count = 0\n",
    "litem = []\n",
    "\n",
    "for i in range(len(cand)):\n",
    "    for j in range(len(lcand_list)):\n",
    "        if cand[i] == lcand_list[j]:\n",
    "            count += 1\n",
    "            litem.append(lcand_list[j])\n",
    "    print(count)\n",
    "\n",
    "prob = count/len(cand)\n",
    "print(\"비율: %f\" % prob)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2237,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(litem)):\n",
    "    litem[i] = str(litem[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2238,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "201"
      ]
     },
     "execution_count": 2238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(litem))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2198,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = []\n",
    "for i in range(len(gcand_list)):\n",
    "    test.append(str(gcand_list[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "148"
      ]
     },
     "execution_count": 2199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2008,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"['110', '260', '356', '1196', '2571']\",\n",
       " \"['260', '318', '356', '593', '2959']\",\n",
       " \"['110', '260', '356', '527', '1196']\",\n",
       " \"['318', '356']\",\n",
       " \"['110', '260', '318', '527', '1196']\",\n",
       " \"['593', '2571']\",\n",
       " \"['110', '260', '356', '593', '1196']\",\n",
       " \"['110', '260', '356', '527', '2959']\",\n",
       " \"['527', '1196', '2571', '2959']\",\n",
       " \"['1196', '2571']\",\n",
       " \"['356', '593', '2571']\",\n",
       " \"['296', '318', '356', '2959']\",\n",
       " \"['260', '296', '356', '593']\",\n",
       " \"['296', '356', '1196']\",\n",
       " \"['260', '296', '318', '593', '2959']\",\n",
       " \"['260', '296', '593']\",\n",
       " \"['527', '593', '1196', '2959']\",\n",
       " \"['110', '260', '2959']\",\n",
       " \"['356', '593', '2571', '2959']\",\n",
       " \"['356', '593']\",\n",
       " \"['110', '260', '356', '593', '2571']\",\n",
       " \"['260', '296', '318', '2571']\",\n",
       " \"['110', '296', '593', '1196']\",\n",
       " \"['260', '296', '318', '527']\",\n",
       " \"['110', '260', '318', '356', '527']\",\n",
       " \"['260', '1196', '2571']\",\n",
       " \"['110', '260', '356', '527', '593']\",\n",
       " \"['260', '593', '1196', '2959']\",\n",
       " \"['318', '356', '527', '2959']\",\n",
       " \"['260', '296', '356', '527', '593']\",\n",
       " \"['260', '318', '356', '593', '1196']\",\n",
       " \"['260', '296', '318', '527', '593']\",\n",
       " \"['318', '356', '1196']\",\n",
       " \"['318', '593', '2571', '2959']\",\n",
       " \"['260', '296', '593', '2571']\",\n",
       " \"['296', '318', '593', '2959']\",\n",
       " \"['527', '593', '1196', '2571']\",\n",
       " \"['260', '318', '356', '593']\",\n",
       " \"['296', '356', '2571', '2959']\",\n",
       " \"['110', '260', '318', '1196', '2959']\",\n",
       " \"['356', '593', '1196', '2571']\",\n",
       " \"['110', '296', '318', '356', '527']\",\n",
       " \"['356', '527', '593', '2959']\",\n",
       " \"['296', '593', '2571']\",\n",
       " \"['110', '318', '1196', '2571']\",\n",
       " \"['356', '527', '1196', '2571']\",\n",
       " \"['110', '260', '296', '318', '356', '593']\",\n",
       " \"['356', '1196', '2571']\",\n",
       " \"['110', '356', '593']\",\n",
       " \"['260', '318', '527', '593']\",\n",
       " \"['527', '1196', '2959']\",\n",
       " \"['110', '260', '593', '1196']\",\n",
       " \"['356', '527', '1196']\",\n",
       " \"['318', '527', '1196', '2571']\",\n",
       " \"['527', '593', '2571', '2959']\",\n",
       " \"['318', '593', '1196', '2571']\",\n",
       " \"['260', '318', '593', '2959']\",\n",
       " \"['527', '593', '1196']\",\n",
       " \"['260', '318', '593', '2571']\",\n",
       " \"['110', '593']\",\n",
       " \"['260', '296', '2571', '2959']\",\n",
       " \"['110', '260', '296', '527', '593']\",\n",
       " \"['260', '296', '1196', '2571']\",\n",
       " \"['1196', '2571', '2959']\",\n",
       " \"['260', '356', '593']\",\n",
       " \"['260', '296', '318', '356', '571']\",\n",
       " \"['110', '296', '318', '593', '1196']\",\n",
       " \"['356', '527', '593', '2571']\",\n",
       " \"['593', '2571', '2959']\",\n",
       " \"['260', '318', '593', '1196']\",\n",
       " \"['318', '593', '1196']\",\n",
       " \"['318', '356', '593', '2571']\",\n",
       " \"['318', '356', '527', '593']\",\n",
       " \"['260', '318', '356', '2571', '2959']\",\n",
       " \"['318', '527', '593', '2571']\",\n",
       " \"['110', '318', '356', '527', '593']\",\n",
       " \"['356', '593', '1196']\",\n",
       " \"['296', '318', '593', '1196260']\",\n",
       " \"['318', '527', '2571']\",\n",
       " \"['593', '2959']\",\n",
       " \"['110', '296', '527', '593']\",\n",
       " \"['110', '260', '318', '356', '2571']\",\n",
       " \"['527', '1196']\",\n",
       " \"['318', '593', '2959']\",\n",
       " \"['318', '1196', '2571']\",\n",
       " \"['260', '318', '527', '2571']\",\n",
       " \"['296', '593', '1196', '2959']\",\n",
       " \"['318', '356', '1196', '2571']\",\n",
       " \"['1196', '2959']\",\n",
       " \"['356', '527', '593', '1196']\",\n",
       " \"['318', '527', '593']\",\n",
       " \"['527', '1196', '2571']\",\n",
       " \"['593', '1196', '2571', '2959']\",\n",
       " \"['318', '527', '593', '1196']\",\n",
       " \"['260', '296', '527', '1196']\",\n",
       " \"['260', '2959']\",\n",
       " \"['296', '318', '356', '593', '2959']\",\n",
       " \"['110', '260', '318', '356']\",\n",
       " \"['110', '260', '527']\",\n",
       " \"['260', '318', '356', '2571']\",\n",
       " \"['110', '356', '527', '593']\",\n",
       " \"['260', '318', '356', '593', '2571']\",\n",
       " \"['260', '296', '593', '2959']\",\n",
       " \"['318', '527', '593', '2959']\",\n",
       " \"['296', '318', '593', '1196']\",\n",
       " \"['260', '296', '318', '356', '527']\",\n",
       " \"['110', '260', '296', '318', '356', '2571']\",\n",
       " \"['593', '1196']\",\n",
       " \"['110', '260', '1196', '2959']\",\n",
       " \"['260', '356', '2571', '2959']\",\n",
       " \"['260', '356', '593', '2959']\",\n",
       " \"['110', '260', '318', '593', '2959']\",\n",
       " \"['296', '527', '593', '1196']\",\n",
       " \"['296', '2571', '2959']\",\n",
       " \"['110', '260', '296', '318', '356', '527']\",\n",
       " \"['260', '593', '2571', '2959']\",\n",
       " \"['318', '593', '2571']\",\n",
       " \"['593', '1196', '2959']\",\n",
       " \"['593', '1196', '2571']\",\n",
       " \"['296', '318', '593', '2571']\",\n",
       " \"['296', '318', '356', '527']\",\n",
       " \"['356', '1196']\",\n",
       " \"['260', '527']\",\n",
       " \"['110', '260', '318', '356', '593']\",\n",
       " \"['356', '593', '2959']\",\n",
       " \"['296', '593', '2959']\",\n",
       " \"['318', '593']\",\n",
       " \"['110', '260', '527', '593']\",\n",
       " \"['296', '318', '527', '2959']\",\n",
       " \"['110', '260', '593', '2959']\",\n",
       " \"['356', '593', '1196', '2959']\",\n",
       " \"['527', '593', '2959']\",\n",
       " \"['260', '593', '2571']\",\n",
       " \"['296', '356', '593']\",\n",
       " \"['296', '2959']\",\n",
       " \"['527', '593', '2571']\",\n",
       " \"['296', '318', '1196', '2959']\",\n",
       " \"['318', '356', '593', '1196']\",\n",
       " \"['110', '260', '593']\",\n",
       " \"['110', '260', '318', '527', '593']\",\n",
       " \"['260', '296', '356', '527', '2571']\",\n",
       " \"['527', '593']\",\n",
       " \"['260', '318', '2959']\",\n",
       " \"['318', '593', '1196', '2959']\",\n",
       " \"['110', '260', '593', '2571']\"]"
      ]
     },
     "execution_count": 2008,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dup = list((set(test)) - (set(litem)))\n",
    "dup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2009,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(dup)):\n",
    "    dup[i] = dup[i].replace(\"'\", \"\")\n",
    "    dup[i] = dup[i].replace(\"[\", \"\")\n",
    "    dup[i] = dup[i].replace(\"]\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2010,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(dup)):\n",
    "    dup[i] = dup[i].split(\", \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2011,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(dup)):\n",
    "    for j in range(len(dup[i])):\n",
    "        dup[i][j] = int(dup[i][j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2012,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(dup)):\n",
    "    dup[i] = sorted(dup[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2013,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[110, 260, 356, 1196, 2571],\n",
       " [260, 318, 356, 593, 2959],\n",
       " [110, 260, 356, 527, 1196],\n",
       " [318, 356],\n",
       " [110, 260, 318, 527, 1196],\n",
       " [593, 2571],\n",
       " [110, 260, 356, 593, 1196],\n",
       " [110, 260, 356, 527, 2959],\n",
       " [527, 1196, 2571, 2959],\n",
       " [1196, 2571],\n",
       " [356, 593, 2571],\n",
       " [296, 318, 356, 2959],\n",
       " [260, 296, 356, 593],\n",
       " [296, 356, 1196],\n",
       " [260, 296, 318, 593, 2959],\n",
       " [260, 296, 593],\n",
       " [527, 593, 1196, 2959],\n",
       " [110, 260, 2959],\n",
       " [356, 593, 2571, 2959],\n",
       " [356, 593],\n",
       " [110, 260, 356, 593, 2571],\n",
       " [260, 296, 318, 2571],\n",
       " [110, 296, 593, 1196],\n",
       " [260, 296, 318, 527],\n",
       " [110, 260, 318, 356, 527],\n",
       " [260, 1196, 2571],\n",
       " [110, 260, 356, 527, 593],\n",
       " [260, 593, 1196, 2959],\n",
       " [318, 356, 527, 2959],\n",
       " [260, 296, 356, 527, 593],\n",
       " [260, 318, 356, 593, 1196],\n",
       " [260, 296, 318, 527, 593],\n",
       " [318, 356, 1196],\n",
       " [318, 593, 2571, 2959],\n",
       " [260, 296, 593, 2571],\n",
       " [296, 318, 593, 2959],\n",
       " [527, 593, 1196, 2571],\n",
       " [260, 318, 356, 593],\n",
       " [296, 356, 2571, 2959],\n",
       " [110, 260, 318, 1196, 2959],\n",
       " [356, 593, 1196, 2571],\n",
       " [110, 296, 318, 356, 527],\n",
       " [356, 527, 593, 2959],\n",
       " [296, 593, 2571],\n",
       " [110, 318, 1196, 2571],\n",
       " [356, 527, 1196, 2571],\n",
       " [110, 260, 296, 318, 356, 593],\n",
       " [356, 1196, 2571],\n",
       " [110, 356, 593],\n",
       " [260, 318, 527, 593],\n",
       " [527, 1196, 2959],\n",
       " [110, 260, 593, 1196],\n",
       " [356, 527, 1196],\n",
       " [318, 527, 1196, 2571],\n",
       " [527, 593, 2571, 2959],\n",
       " [318, 593, 1196, 2571],\n",
       " [260, 318, 593, 2959],\n",
       " [527, 593, 1196],\n",
       " [260, 318, 593, 2571],\n",
       " [110, 593],\n",
       " [260, 296, 2571, 2959],\n",
       " [110, 260, 296, 527, 593],\n",
       " [260, 296, 1196, 2571],\n",
       " [1196, 2571, 2959],\n",
       " [260, 356, 593],\n",
       " [260, 296, 318, 356, 571],\n",
       " [110, 296, 318, 593, 1196],\n",
       " [356, 527, 593, 2571],\n",
       " [593, 2571, 2959],\n",
       " [260, 318, 593, 1196],\n",
       " [318, 593, 1196],\n",
       " [318, 356, 593, 2571],\n",
       " [318, 356, 527, 593],\n",
       " [260, 318, 356, 2571, 2959],\n",
       " [318, 527, 593, 2571],\n",
       " [110, 318, 356, 527, 593],\n",
       " [356, 593, 1196],\n",
       " [296, 318, 593, 1196260],\n",
       " [318, 527, 2571],\n",
       " [593, 2959],\n",
       " [110, 296, 527, 593],\n",
       " [110, 260, 318, 356, 2571],\n",
       " [527, 1196],\n",
       " [318, 593, 2959],\n",
       " [318, 1196, 2571],\n",
       " [260, 318, 527, 2571],\n",
       " [296, 593, 1196, 2959],\n",
       " [318, 356, 1196, 2571],\n",
       " [1196, 2959],\n",
       " [356, 527, 593, 1196],\n",
       " [318, 527, 593],\n",
       " [527, 1196, 2571],\n",
       " [593, 1196, 2571, 2959],\n",
       " [318, 527, 593, 1196],\n",
       " [260, 296, 527, 1196],\n",
       " [260, 2959],\n",
       " [296, 318, 356, 593, 2959],\n",
       " [110, 260, 318, 356],\n",
       " [110, 260, 527],\n",
       " [260, 318, 356, 2571],\n",
       " [110, 356, 527, 593],\n",
       " [260, 318, 356, 593, 2571],\n",
       " [260, 296, 593, 2959],\n",
       " [318, 527, 593, 2959],\n",
       " [296, 318, 593, 1196],\n",
       " [260, 296, 318, 356, 527],\n",
       " [110, 260, 296, 318, 356, 2571],\n",
       " [593, 1196],\n",
       " [110, 260, 1196, 2959],\n",
       " [260, 356, 2571, 2959],\n",
       " [260, 356, 593, 2959],\n",
       " [110, 260, 318, 593, 2959],\n",
       " [296, 527, 593, 1196],\n",
       " [296, 2571, 2959],\n",
       " [110, 260, 296, 318, 356, 527],\n",
       " [260, 593, 2571, 2959],\n",
       " [318, 593, 2571],\n",
       " [593, 1196, 2959],\n",
       " [593, 1196, 2571],\n",
       " [296, 318, 593, 2571],\n",
       " [296, 318, 356, 527],\n",
       " [356, 1196],\n",
       " [260, 527],\n",
       " [110, 260, 318, 356, 593],\n",
       " [356, 593, 2959],\n",
       " [296, 593, 2959],\n",
       " [318, 593],\n",
       " [110, 260, 527, 593],\n",
       " [296, 318, 527, 2959],\n",
       " [110, 260, 593, 2959],\n",
       " [356, 593, 1196, 2959],\n",
       " [527, 593, 2959],\n",
       " [260, 593, 2571],\n",
       " [296, 356, 593],\n",
       " [296, 2959],\n",
       " [527, 593, 2571],\n",
       " [296, 318, 1196, 2959],\n",
       " [318, 356, 593, 1196],\n",
       " [110, 260, 593],\n",
       " [110, 260, 318, 527, 593],\n",
       " [260, 296, 356, 527, 2571],\n",
       " [527, 593],\n",
       " [260, 318, 2959],\n",
       " [318, 593, 1196, 2959],\n",
       " [110, 260, 593, 2571]]"
      ]
     },
     "execution_count": 2013,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Apriori 계산"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2277,
   "metadata": {},
   "outputs": [],
   "source": [
    "te = TransactionEncoder()\n",
    "te_result = te.fit(gcand_list).transform(gcand_list)\n",
    "df = pd.DataFrame(te_result, columns=te.columns_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>110</th>\n",
       "      <th>1196</th>\n",
       "      <th>2559</th>\n",
       "      <th>2571</th>\n",
       "      <th>260</th>\n",
       "      <th>2959</th>\n",
       "      <th>296</th>\n",
       "      <th>318</th>\n",
       "      <th>356</th>\n",
       "      <th>527</th>\n",
       "      <th>593</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>621</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>622</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>623</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>624</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>625</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>626 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       110   1196   2559   2571    260   2959    296    318    356    527  \\\n",
       "0    False  False  False   True  False  False  False  False  False  False   \n",
       "1    False  False  False  False   True  False   True  False   True  False   \n",
       "2    False  False  False  False  False  False   True   True   True   True   \n",
       "3    False  False  False  False  False  False  False  False  False   True   \n",
       "4    False   True  False  False  False   True  False  False  False  False   \n",
       "..     ...    ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
       "621  False  False  False  False  False   True  False  False  False   True   \n",
       "622  False  False  False  False   True  False  False  False   True   True   \n",
       "623  False   True  False  False  False  False  False  False  False   True   \n",
       "624  False  False  False  False   True  False  False   True   True   True   \n",
       "625  False   True  False  False  False   True  False   True   True  False   \n",
       "\n",
       "       593  \n",
       "0     True  \n",
       "1     True  \n",
       "2    False  \n",
       "3     True  \n",
       "4    False  \n",
       "..     ...  \n",
       "621  False  \n",
       "622   True  \n",
       "623   True  \n",
       "624  False  \n",
       "625  False  \n",
       "\n",
       "[626 rows x 11 columns]"
      ]
     },
     "execution_count": 2278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2279,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>support</th>\n",
       "      <th>itemsets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.119808</td>\n",
       "      <td>(110)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.282748</td>\n",
       "      <td>(1196)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.332268</td>\n",
       "      <td>(2571)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.230032</td>\n",
       "      <td>(260)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.276358</td>\n",
       "      <td>(2959)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>137</td>\n",
       "      <td>0.014377</td>\n",
       "      <td>(260, 356, 593, 318)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>138</td>\n",
       "      <td>0.023962</td>\n",
       "      <td>(296, 356, 318, 527)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>139</td>\n",
       "      <td>0.033546</td>\n",
       "      <td>(296, 356, 593, 318)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>140</td>\n",
       "      <td>0.017572</td>\n",
       "      <td>(318, 356, 593, 527)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>141</td>\n",
       "      <td>0.011182</td>\n",
       "      <td>(296, 593, 318, 260, 356)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>142 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      support                   itemsets\n",
       "0    0.119808                      (110)\n",
       "1    0.282748                     (1196)\n",
       "2    0.332268                     (2571)\n",
       "3    0.230032                      (260)\n",
       "4    0.276358                     (2959)\n",
       "..        ...                        ...\n",
       "137  0.014377       (260, 356, 593, 318)\n",
       "138  0.023962       (296, 356, 318, 527)\n",
       "139  0.033546       (296, 356, 593, 318)\n",
       "140  0.017572       (318, 356, 593, 527)\n",
       "141  0.011182  (296, 593, 318, 260, 356)\n",
       "\n",
       "[142 rows x 2 columns]"
      ]
     },
     "execution_count": 2279,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequent_itemsets = apriori(df, min_support=0.01, use_colnames=True)\n",
    "frequent_itemsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2280,
   "metadata": {},
   "outputs": [],
   "source": [
    "frequent_itemsets.to_csv('001_support.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}