MBA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Association Rule Mining\n",
    "Association rules are one of the important machine learning techniques used in market analysis and recommendation systems. By examining the relationship between the user and the products, the user's habits are observed and various actions are implemented as a result of this observation. For example; Recommended movies and TV series on Netflix, recommended products while shopping on Amazon, daily mix lists created based on songs listened to on Spotify. All of these are done to increase sales, viewing and listening rates.\n",
    "\n",
    "Many algorithms are used for association rules, the most popular of which is the Apriori Algorithm. There are 3 important concepts we need to know in the Apriori algorithm; Support, Confidence and Lift.\n",
    "\n",
    "Let X and Y denote the products in the market, and N denote the total number of products. <br>\n",
    "\n",
    "**Support**: Indicates how often X and Y occur together.<br>\n",
    "**Confidence:**  It indicates the probability that a customer who buys product X will buy product Y. <br>\n",
    "**Lift:** Indicates how much the sales of product Y increase when product X is purchased.\n",
    "\n",
    "**Problem Statement:** In market analysis and recommendation systems, the aim is to uncover meaningful product associations from transactional data to understand customer behavior, boost sales, and enhance user experience with personalized recommendations. Leveraging the Apriori algorithm, we focus on three vital metrics: Support, Confidence, and Lift."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>products</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>MILK,BREAD,BISCUIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BREAD,MILK,BISCUIT,CORNFLAKES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BREAD,TEA,BOURNVITA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>JAM,MAGGI,BREAD,MILK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MAGGI,TEA,BISCUIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BREAD,TEA,BOURNVITA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MAGGI,TEA,CORNFLAKES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>MAGGI,BREAD,TEA,BISCUIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>JAM,MAGGI,BREAD,TEA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BREAD,MILK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>COFFEE,COKE,BISCUIT,CORNFLAKES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>COFFEE,COKE,BISCUIT,CORNFLAKES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>COFFEE,SUGER,BOURNVITA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>BREAD,COFFEE,COKE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>BREAD,SUGER,BISCUIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>COFFEE,SUGER,CORNFLAKES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>BREAD,SUGER,BOURNVITA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>BREAD,COFFEE,SUGER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>BREAD,COFFEE,SUGER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>TEA,MILK,COFFEE,CORNFLAKES</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          products\n",
       "0               MILK,BREAD,BISCUIT\n",
       "1    BREAD,MILK,BISCUIT,CORNFLAKES\n",
       "2              BREAD,TEA,BOURNVITA\n",
       "3             JAM,MAGGI,BREAD,MILK\n",
       "4                MAGGI,TEA,BISCUIT\n",
       "5              BREAD,TEA,BOURNVITA\n",
       "6             MAGGI,TEA,CORNFLAKES\n",
       "7          MAGGI,BREAD,TEA,BISCUIT\n",
       "8              JAM,MAGGI,BREAD,TEA\n",
       "9                       BREAD,MILK\n",
       "10  COFFEE,COKE,BISCUIT,CORNFLAKES\n",
       "11  COFFEE,COKE,BISCUIT,CORNFLAKES\n",
       "12          COFFEE,SUGER,BOURNVITA\n",
       "13               BREAD,COFFEE,COKE\n",
       "14             BREAD,SUGER,BISCUIT\n",
       "15         COFFEE,SUGER,CORNFLAKES\n",
       "16           BREAD,SUGER,BOURNVITA\n",
       "17              BREAD,COFFEE,SUGER\n",
       "18              BREAD,COFFEE,SUGER\n",
       "19      TEA,MILK,COFFEE,CORNFLAKES"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#read data into a dataframe\n",
    "df = pd.read_csv(\"GroceryStoreDataSet.csv\", names=['products'],header=None)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 1)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['MILK,BREAD,BISCUIT'],\n",
       "       ['BREAD,MILK,BISCUIT,CORNFLAKES'],\n",
       "       ['BREAD,TEA,BOURNVITA'],\n",
       "       ['JAM,MAGGI,BREAD,MILK'],\n",
       "       ['MAGGI,TEA,BISCUIT'],\n",
       "       ['BREAD,TEA,BOURNVITA'],\n",
       "       ['MAGGI,TEA,CORNFLAKES'],\n",
       "       ['MAGGI,BREAD,TEA,BISCUIT'],\n",
       "       ['JAM,MAGGI,BREAD,TEA'],\n",
       "       ['BREAD,MILK'],\n",
       "       ['COFFEE,COKE,BISCUIT,CORNFLAKES'],\n",
       "       ['COFFEE,COKE,BISCUIT,CORNFLAKES'],\n",
       "       ['COFFEE,SUGER,BOURNVITA'],\n",
       "       ['BREAD,COFFEE,COKE'],\n",
       "       ['BREAD,SUGER,BISCUIT'],\n",
       "       ['COFFEE,SUGER,CORNFLAKES'],\n",
       "       ['BREAD,SUGER,BOURNVITA'],\n",
       "       ['BREAD,COFFEE,SUGER'],\n",
       "       ['BREAD,COFFEE,SUGER'],\n",
       "       ['TEA,MILK,COFFEE,CORNFLAKES']], dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['MILK', 'BREAD', 'BISCUIT'],\n",
       " ['BREAD', 'MILK', 'BISCUIT', 'CORNFLAKES'],\n",
       " ['BREAD', 'TEA', 'BOURNVITA'],\n",
       " ['JAM', 'MAGGI', 'BREAD', 'MILK'],\n",
       " ['MAGGI', 'TEA', 'BISCUIT'],\n",
       " ['BREAD', 'TEA', 'BOURNVITA'],\n",
       " ['MAGGI', 'TEA', 'CORNFLAKES'],\n",
       " ['MAGGI', 'BREAD', 'TEA', 'BISCUIT'],\n",
       " ['JAM', 'MAGGI', 'BREAD', 'TEA'],\n",
       " ['BREAD', 'MILK'],\n",
       " ['COFFEE', 'COKE', 'BISCUIT', 'CORNFLAKES'],\n",
       " ['COFFEE', 'COKE', 'BISCUIT', 'CORNFLAKES'],\n",
       " ['COFFEE', 'SUGER', 'BOURNVITA'],\n",
       " ['BREAD', 'COFFEE', 'COKE'],\n",
       " ['BREAD', 'SUGER', 'BISCUIT'],\n",
       " ['COFFEE', 'SUGER', 'CORNFLAKES'],\n",
       " ['BREAD', 'SUGER', 'BOURNVITA'],\n",
       " ['BREAD', 'COFFEE', 'SUGER'],\n",
       " ['BREAD', 'COFFEE', 'SUGER'],\n",
       " ['TEA', 'MILK', 'COFFEE', 'CORNFLAKES']]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data  =list(df['products'].apply(lambda x:x.split(',')))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting mlxtend\n",
      "  Downloading mlxtend-0.23.1-py3-none-any.whl.metadata (7.3 kB)\n",
      "Requirement already satisfied: scipy>=1.2.1 in c:\\users\\yesh damania\\anaconda3\\lib\\site-packages (from mlxtend) (1.11.4)\n",
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      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\yesh damania\\anaconda3\\lib\\site-packages (from scikit-learn>=1.0.2->mlxtend) (2.2.0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\yesh damania\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7->matplotlib>=3.0.0->mlxtend) (1.16.0)\n",
      "Downloading mlxtend-0.23.1-py3-none-any.whl (1.4 MB)\n",
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      "Installing collected packages: mlxtend\n",
      "Successfully installed mlxtend-0.23.1\n"
     ]
    }
   ],
   "source": [
    "!pip install mlxtend"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Converting MBA (Item set) into Binary (True / False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mlxtend.preprocessing import TransactionEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BISCUIT</th>\n",
       "      <th>BOURNVITA</th>\n",
       "      <th>BREAD</th>\n",
       "      <th>COFFEE</th>\n",
       "      <th>COKE</th>\n",
       "      <th>CORNFLAKES</th>\n",
       "      <th>JAM</th>\n",
       "      <th>MAGGI</th>\n",
       "      <th>MILK</th>\n",
       "      <th>SUGER</th>\n",
       "      <th>TEA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>True</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>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</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>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>True</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>False</td>\n",
       "      <td>True</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\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>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>True</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>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\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>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\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>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\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",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\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",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>False</td>\n",
       "      <td>True</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>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\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",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>True</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",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\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>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>False</td>\n",
       "      <td>True</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",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</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>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</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>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\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>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    BISCUIT  BOURNVITA  BREAD  COFFEE   COKE  CORNFLAKES    JAM  MAGGI   MILK  \\\n",
       "0      True      False   True   False  False       False  False  False   True   \n",
       "1      True      False   True   False  False        True  False  False   True   \n",
       "2     False       True   True   False  False       False  False  False  False   \n",
       "3     False      False   True   False  False       False   True   True   True   \n",
       "4      True      False  False   False  False       False  False   True  False   \n",
       "5     False       True   True   False  False       False  False  False  False   \n",
       "6     False      False  False   False  False        True  False   True  False   \n",
       "7      True      False   True   False  False       False  False   True  False   \n",
       "8     False      False   True   False  False       False   True   True  False   \n",
       "9     False      False   True   False  False       False  False  False   True   \n",
       "10     True      False  False    True   True        True  False  False  False   \n",
       "11     True      False  False    True   True        True  False  False  False   \n",
       "12    False       True  False    True  False       False  False  False  False   \n",
       "13    False      False   True    True   True       False  False  False  False   \n",
       "14     True      False   True   False  False       False  False  False  False   \n",
       "15    False      False  False    True  False        True  False  False  False   \n",
       "16    False       True   True   False  False       False  False  False  False   \n",
       "17    False      False   True    True  False       False  False  False  False   \n",
       "18    False      False   True    True  False       False  False  False  False   \n",
       "19    False      False  False    True  False        True  False  False   True   \n",
       "\n",
       "    SUGER    TEA  \n",
       "0   False  False  \n",
       "1   False  False  \n",
       "2   False   True  \n",
       "3   False  False  \n",
       "4   False   True  \n",
       "5   False   True  \n",
       "6   False   True  \n",
       "7   False   True  \n",
       "8   False   True  \n",
       "9   False  False  \n",
       "10  False  False  \n",
       "11  False  False  \n",
       "12   True  False  \n",
       "13  False  False  \n",
       "14   True  False  \n",
       "15   True  False  \n",
       "16   True  False  \n",
       "17   True  False  \n",
       "18   True  False  \n",
       "19  False   True  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "te = TransactionEncoder()\n",
    "te_data = te.fit(data).transform(data)\n",
    "df = pd.DataFrame(te_data,columns=te.columns_)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The value True indicates that the item is present in the transaction, while False indicates absence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BISCUIT        7\n",
       "BOURNVITA      4\n",
       "BREAD         13\n",
       "COFFEE         8\n",
       "COKE           3\n",
       "CORNFLAKES     6\n",
       "JAM            2\n",
       "MAGGI          5\n",
       "MILK           5\n",
       "SUGER          6\n",
       "TEA            7\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# What is the freq of each items\n",
    "df.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df.sum().to_frame('Frequency').sort_values('Frequency',ascending=False).plot(kind=\"bar\",\n",
    "                                                                           figsize=(12,8),\n",
    "                                                                           title=\"Frequent Items\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above analysis we can say that Bread has occur most of the time and Jam has occur least."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BREAD</th>\n",
       "      <td>0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COFFEE</th>\n",
       "      <td>0.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BISCUIT</th>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TEA</th>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CORNFLAKES</th>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUGER</th>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAGGI</th>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MILK</th>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BOURNVITA</th>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COKE</th>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JAM</th>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Support\n",
       "BREAD          0.65\n",
       "COFFEE         0.40\n",
       "BISCUIT        0.35\n",
       "TEA            0.35\n",
       "CORNFLAKES     0.30\n",
       "SUGER          0.30\n",
       "MAGGI          0.25\n",
       "MILK           0.25\n",
       "BOURNVITA      0.20\n",
       "COKE           0.15\n",
       "JAM            0.10"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Product Frequency / Total Sales\n",
    "first = pd.DataFrame(df.sum() / df.shape[0],columns = [\"Support\"]).sort_values(\"Support\", ascending = False)\n",
    "first"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BREAD</th>\n",
       "      <td>0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COFFEE</th>\n",
       "      <td>0.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BISCUIT</th>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TEA</th>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CORNFLAKES</th>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUGER</th>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Support\n",
       "BREAD          0.65\n",
       "COFFEE         0.40\n",
       "BISCUIT        0.35\n",
       "TEA            0.35\n",
       "CORNFLAKES     0.30\n",
       "SUGER          0.30"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Elimination by Support value\n",
    "first[first.Support >= 0.30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['BREAD', 'COFFEE'],\n",
       " ['BREAD', 'BISCUIT'],\n",
       " ['BREAD', 'TEA'],\n",
       " ['BREAD', 'CORNFLAKES'],\n",
       " ['BREAD', 'SUGER'],\n",
       " ['BREAD', 'MAGGI'],\n",
       " ['BREAD', 'MILK'],\n",
       " ['BREAD', 'BOURNVITA'],\n",
       " ['BREAD', 'COKE'],\n",
       " ['BREAD', 'JAM'],\n",
       " ['COFFEE', 'BISCUIT'],\n",
       " ['COFFEE', 'TEA'],\n",
       " ['COFFEE', 'CORNFLAKES'],\n",
       " ['COFFEE', 'SUGER'],\n",
       " ['COFFEE', 'MAGGI'],\n",
       " ['COFFEE', 'MILK'],\n",
       " ['COFFEE', 'BOURNVITA'],\n",
       " ['COFFEE', 'COKE'],\n",
       " ['COFFEE', 'JAM'],\n",
       " ['BISCUIT', 'TEA'],\n",
       " ['BISCUIT', 'CORNFLAKES'],\n",
       " ['BISCUIT', 'SUGER'],\n",
       " ['BISCUIT', 'MAGGI'],\n",
       " ['BISCUIT', 'MILK'],\n",
       " ['BISCUIT', 'BOURNVITA'],\n",
       " ['BISCUIT', 'COKE'],\n",
       " ['BISCUIT', 'JAM'],\n",
       " ['TEA', 'CORNFLAKES'],\n",
       " ['TEA', 'SUGER'],\n",
       " ['TEA', 'MAGGI'],\n",
       " ['TEA', 'MILK'],\n",
       " ['TEA', 'BOURNVITA'],\n",
       " ['TEA', 'COKE'],\n",
       " ['TEA', 'JAM'],\n",
       " ['CORNFLAKES', 'SUGER'],\n",
       " ['CORNFLAKES', 'MAGGI'],\n",
       " ['CORNFLAKES', 'MILK'],\n",
       " ['CORNFLAKES', 'BOURNVITA'],\n",
       " ['CORNFLAKES', 'COKE'],\n",
       " ['CORNFLAKES', 'JAM'],\n",
       " ['SUGER', 'MAGGI'],\n",
       " ['SUGER', 'MILK'],\n",
       " ['SUGER', 'BOURNVITA'],\n",
       " ['SUGER', 'COKE'],\n",
       " ['SUGER', 'JAM'],\n",
       " ['MAGGI', 'MILK'],\n",
       " ['MAGGI', 'BOURNVITA'],\n",
       " ['MAGGI', 'COKE'],\n",
       " ['MAGGI', 'JAM'],\n",
       " ['MILK', 'BOURNVITA'],\n",
       " ['MILK', 'COKE'],\n",
       " ['MILK', 'JAM'],\n",
       " ['BOURNVITA', 'COKE'],\n",
       " ['BOURNVITA', 'JAM'],\n",
       " ['COKE', 'JAM']]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "second = list(itertools.combinations(first.index, 2))\n",
    "second = [list(i) for i in second]\n",
    "# Sample of combinations\n",
    "second"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mlxtend.frequent_patterns import apriori"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option(\"display.max_rows\",None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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",
       "      <th>0</th>\n",
       "      <td>0.35</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.65</td>\n",
       "      <td>(BREAD)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.40</td>\n",
       "      <td>(COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(COKE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.30</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(JAM)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.25</td>\n",
       "      <td>(MAGGI)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.25</td>\n",
       "      <td>(MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.30</td>\n",
       "      <td>(SUGER)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.35</td>\n",
       "      <td>(TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(COFFEE, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(SUGER, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(TEA, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, COKE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, SUGER)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(SUGER, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(JAM, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(JAM, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, CORNFLAKES, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, MILK, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, SUGER, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, BISCUIT, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, COKE, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, CORNFLAKES, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, BISCUIT, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, BISCUIT, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MAGGI, BISCUIT, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, SUGER, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, TEA, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, COFFEE, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, COKE, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, SUGER, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MILK, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, JAM, MAGGI)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, JAM, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, JAM, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, COFFEE, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, COFFEE, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, CORNFLAKES, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(CORNFLAKES, COFFEE, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, COFFEE, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, CORNFLAKES, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(CORNFLAKES, MILK, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, JAM, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(JAM, MAGGI, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MILK, BISCUIT, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, BISCUIT, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, COKE, BISCUIT, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, JAM, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, JAM, MAGGI, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(CORNFLAKES, MILK, COFFEE, TEA)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    support                             itemsets\n",
       "0      0.35                            (BISCUIT)\n",
       "1      0.20                          (BOURNVITA)\n",
       "2      0.65                              (BREAD)\n",
       "3      0.40                             (COFFEE)\n",
       "4      0.15                               (COKE)\n",
       "5      0.30                         (CORNFLAKES)\n",
       "6      0.10                                (JAM)\n",
       "7      0.25                              (MAGGI)\n",
       "8      0.25                               (MILK)\n",
       "9      0.30                              (SUGER)\n",
       "10     0.35                                (TEA)\n",
       "11     0.20                     (BREAD, BISCUIT)\n",
       "12     0.10                    (COFFEE, BISCUIT)\n",
       "13     0.10                      (COKE, BISCUIT)\n",
       "14     0.15                (CORNFLAKES, BISCUIT)\n",
       "15     0.10                     (MAGGI, BISCUIT)\n",
       "16     0.10                      (MILK, BISCUIT)\n",
       "17     0.05                     (SUGER, BISCUIT)\n",
       "18     0.10                       (BISCUIT, TEA)\n",
       "19     0.15                   (BREAD, BOURNVITA)\n",
       "20     0.05                  (COFFEE, BOURNVITA)\n",
       "21     0.10                   (SUGER, BOURNVITA)\n",
       "22     0.10                     (TEA, BOURNVITA)\n",
       "23     0.15                      (BREAD, COFFEE)\n",
       "24     0.05                        (BREAD, COKE)\n",
       "25     0.05                  (BREAD, CORNFLAKES)\n",
       "26     0.10                         (BREAD, JAM)\n",
       "27     0.15                       (BREAD, MAGGI)\n",
       "28     0.20                        (BREAD, MILK)\n",
       "29     0.20                       (BREAD, SUGER)\n",
       "30     0.20                         (BREAD, TEA)\n",
       "31     0.15                       (COKE, COFFEE)\n",
       "32     0.20                 (CORNFLAKES, COFFEE)\n",
       "33     0.05                       (MILK, COFFEE)\n",
       "34     0.20                      (SUGER, COFFEE)\n",
       "35     0.05                        (COFFEE, TEA)\n",
       "36     0.10                   (COKE, CORNFLAKES)\n",
       "37     0.05                  (MAGGI, CORNFLAKES)\n",
       "38     0.10                   (MILK, CORNFLAKES)\n",
       "39     0.05                  (SUGER, CORNFLAKES)\n",
       "40     0.10                    (CORNFLAKES, TEA)\n",
       "41     0.10                         (JAM, MAGGI)\n",
       "42     0.05                          (JAM, MILK)\n",
       "43     0.05                           (JAM, TEA)\n",
       "44     0.05                        (MAGGI, MILK)\n",
       "45     0.20                         (MAGGI, TEA)\n",
       "46     0.05                          (MILK, TEA)\n",
       "47     0.05         (BREAD, CORNFLAKES, BISCUIT)\n",
       "48     0.05              (BREAD, MAGGI, BISCUIT)\n",
       "49     0.10               (BREAD, MILK, BISCUIT)\n",
       "50     0.05              (BREAD, SUGER, BISCUIT)\n",
       "51     0.05                (BREAD, BISCUIT, TEA)\n",
       "52     0.10              (COFFEE, COKE, BISCUIT)\n",
       "53     0.10        (COFFEE, CORNFLAKES, BISCUIT)\n",
       "54     0.10          (COKE, BISCUIT, CORNFLAKES)\n",
       "55     0.05          (MILK, BISCUIT, CORNFLAKES)\n",
       "56     0.10                (MAGGI, BISCUIT, TEA)\n",
       "57     0.05            (BREAD, SUGER, BOURNVITA)\n",
       "58     0.10              (BREAD, TEA, BOURNVITA)\n",
       "59     0.05           (SUGER, COFFEE, BOURNVITA)\n",
       "60     0.05                (BREAD, COKE, COFFEE)\n",
       "61     0.10               (BREAD, SUGER, COFFEE)\n",
       "62     0.05            (BREAD, MILK, CORNFLAKES)\n",
       "63     0.10                  (BREAD, JAM, MAGGI)\n",
       "64     0.05                   (BREAD, JAM, MILK)\n",
       "65     0.05                    (BREAD, JAM, TEA)\n",
       "66     0.05                 (BREAD, MAGGI, MILK)\n",
       "67     0.10                  (BREAD, MAGGI, TEA)\n",
       "68     0.10           (COKE, COFFEE, CORNFLAKES)\n",
       "69     0.05           (MILK, COFFEE, CORNFLAKES)\n",
       "70     0.05          (SUGER, CORNFLAKES, COFFEE)\n",
       "71     0.05            (CORNFLAKES, COFFEE, TEA)\n",
       "72     0.05                  (MILK, COFFEE, TEA)\n",
       "73     0.05             (MAGGI, CORNFLAKES, TEA)\n",
       "74     0.05              (CORNFLAKES, MILK, TEA)\n",
       "75     0.05                   (MAGGI, JAM, MILK)\n",
       "76     0.05                    (JAM, MAGGI, TEA)\n",
       "77     0.05   (BREAD, MILK, BISCUIT, CORNFLAKES)\n",
       "78     0.05         (BREAD, MAGGI, BISCUIT, TEA)\n",
       "79     0.10  (COFFEE, COKE, BISCUIT, CORNFLAKES)\n",
       "80     0.05            (BREAD, MAGGI, JAM, MILK)\n",
       "81     0.05             (BREAD, JAM, MAGGI, TEA)\n",
       "82     0.05      (CORNFLAKES, MILK, COFFEE, TEA)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = apriori(df,min_support=0.01,use_colnames=True)\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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",
       "      <th>2</th>\n",
       "      <td>0.65</td>\n",
       "      <td>(BREAD)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.40</td>\n",
       "      <td>(COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.35</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.35</td>\n",
       "      <td>(TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.30</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.30</td>\n",
       "      <td>(SUGER)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.25</td>\n",
       "      <td>(MAGGI)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.25</td>\n",
       "      <td>(MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(SUGER, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, SUGER)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(COKE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, MILK, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MAGGI, BISCUIT, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, COKE, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, CORNFLAKES, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, BISCUIT, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, TEA, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, SUGER, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, JAM, MAGGI)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, COFFEE, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, COKE, BISCUIT, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(JAM)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(SUGER, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(TEA, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, CORNFLAKES, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, JAM, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, JAM, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, COFFEE, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(CORNFLAKES, COFFEE, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, CORNFLAKES, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(CORNFLAKES, MILK, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, JAM, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(JAM, MAGGI, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MILK, BISCUIT, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, BISCUIT, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, JAM, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, JAM, MAGGI, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, COFFEE, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, COKE, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MILK, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(JAM, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(JAM, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, CORNFLAKES, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, COKE)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, SUGER, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, BISCUIT, TEA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(COFFEE, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, BISCUIT, CORNFLAKES)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, SUGER, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, BISCUIT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, COFFEE, BOURNVITA)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(CORNFLAKES, MILK, COFFEE, TEA)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    support                             itemsets\n",
       "2      0.65                              (BREAD)\n",
       "3      0.40                             (COFFEE)\n",
       "0      0.35                            (BISCUIT)\n",
       "10     0.35                                (TEA)\n",
       "5      0.30                         (CORNFLAKES)\n",
       "9      0.30                              (SUGER)\n",
       "7      0.25                              (MAGGI)\n",
       "8      0.25                               (MILK)\n",
       "34     0.20                      (SUGER, COFFEE)\n",
       "28     0.20                        (BREAD, MILK)\n",
       "45     0.20                         (MAGGI, TEA)\n",
       "11     0.20                     (BREAD, BISCUIT)\n",
       "1      0.20                          (BOURNVITA)\n",
       "32     0.20                 (CORNFLAKES, COFFEE)\n",
       "30     0.20                         (BREAD, TEA)\n",
       "29     0.20                       (BREAD, SUGER)\n",
       "27     0.15                       (BREAD, MAGGI)\n",
       "19     0.15                   (BREAD, BOURNVITA)\n",
       "23     0.15                      (BREAD, COFFEE)\n",
       "31     0.15                       (COKE, COFFEE)\n",
       "14     0.15                (CORNFLAKES, BISCUIT)\n",
       "4      0.15                               (COKE)\n",
       "49     0.10               (BREAD, MILK, BISCUIT)\n",
       "40     0.10                    (CORNFLAKES, TEA)\n",
       "56     0.10                (MAGGI, BISCUIT, TEA)\n",
       "52     0.10              (COFFEE, COKE, BISCUIT)\n",
       "53     0.10        (COFFEE, CORNFLAKES, BISCUIT)\n",
       "54     0.10          (COKE, BISCUIT, CORNFLAKES)\n",
       "36     0.10                   (COKE, CORNFLAKES)\n",
       "58     0.10              (BREAD, TEA, BOURNVITA)\n",
       "61     0.10               (BREAD, SUGER, COFFEE)\n",
       "63     0.10                  (BREAD, JAM, MAGGI)\n",
       "67     0.10                  (BREAD, MAGGI, TEA)\n",
       "68     0.10           (COKE, COFFEE, CORNFLAKES)\n",
       "79     0.10  (COFFEE, COKE, BISCUIT, CORNFLAKES)\n",
       "38     0.10                   (MILK, CORNFLAKES)\n",
       "41     0.10                         (JAM, MAGGI)\n",
       "16     0.10                      (MILK, BISCUIT)\n",
       "26     0.10                         (BREAD, JAM)\n",
       "6      0.10                                (JAM)\n",
       "13     0.10                      (COKE, BISCUIT)\n",
       "18     0.10                       (BISCUIT, TEA)\n",
       "12     0.10                    (COFFEE, BISCUIT)\n",
       "21     0.10                   (SUGER, BOURNVITA)\n",
       "15     0.10                     (MAGGI, BISCUIT)\n",
       "22     0.10                     (TEA, BOURNVITA)\n",
       "70     0.05          (SUGER, CORNFLAKES, COFFEE)\n",
       "64     0.05                   (BREAD, JAM, MILK)\n",
       "65     0.05                    (BREAD, JAM, TEA)\n",
       "66     0.05                 (BREAD, MAGGI, MILK)\n",
       "69     0.05           (MILK, COFFEE, CORNFLAKES)\n",
       "37     0.05                  (MAGGI, CORNFLAKES)\n",
       "71     0.05            (CORNFLAKES, COFFEE, TEA)\n",
       "73     0.05             (MAGGI, CORNFLAKES, TEA)\n",
       "74     0.05              (CORNFLAKES, MILK, TEA)\n",
       "75     0.05                   (MAGGI, JAM, MILK)\n",
       "76     0.05                    (JAM, MAGGI, TEA)\n",
       "77     0.05   (BREAD, MILK, BISCUIT, CORNFLAKES)\n",
       "78     0.05         (BREAD, MAGGI, BISCUIT, TEA)\n",
       "80     0.05            (BREAD, MAGGI, JAM, MILK)\n",
       "81     0.05             (BREAD, JAM, MAGGI, TEA)\n",
       "72     0.05                  (MILK, COFFEE, TEA)\n",
       "60     0.05                (BREAD, COKE, COFFEE)\n",
       "62     0.05            (BREAD, MILK, CORNFLAKES)\n",
       "35     0.05                        (COFFEE, TEA)\n",
       "39     0.05                  (SUGER, CORNFLAKES)\n",
       "33     0.05                       (MILK, COFFEE)\n",
       "42     0.05                          (JAM, MILK)\n",
       "43     0.05                           (JAM, TEA)\n",
       "44     0.05                        (MAGGI, MILK)\n",
       "25     0.05                  (BREAD, CORNFLAKES)\n",
       "46     0.05                          (MILK, TEA)\n",
       "47     0.05         (BREAD, CORNFLAKES, BISCUIT)\n",
       "48     0.05              (BREAD, MAGGI, BISCUIT)\n",
       "24     0.05                        (BREAD, COKE)\n",
       "50     0.05              (BREAD, SUGER, BISCUIT)\n",
       "51     0.05                (BREAD, BISCUIT, TEA)\n",
       "20     0.05                  (COFFEE, BOURNVITA)\n",
       "55     0.05          (MILK, BISCUIT, CORNFLAKES)\n",
       "57     0.05            (BREAD, SUGER, BOURNVITA)\n",
       "17     0.05                     (SUGER, BISCUIT)\n",
       "59     0.05           (SUGER, COFFEE, BOURNVITA)\n",
       "82     0.05      (CORNFLAKES, MILK, COFFEE, TEA)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.sort_values(by='support',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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",
       "      <th>length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.35</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.65</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.40</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.30</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.25</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.25</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.30</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.35</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, BISCUIT)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, BISCUIT)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, BOURNVITA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(COFFEE, BOURNVITA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(SUGER, BOURNVITA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(TEA, BOURNVITA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, COFFEE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, COKE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, SUGER)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(SUGER, COFFEE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, CORNFLAKES)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, CORNFLAKES)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, CORNFLAKES, BISCUIT)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, BISCUIT)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, MILK, BISCUIT)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, SUGER, BISCUIT)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, BISCUIT, TEA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, COKE, BISCUIT)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, CORNFLAKES, BISCUIT)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(MAGGI, BISCUIT, TEA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, SUGER, BOURNVITA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, TEA, BOURNVITA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, COFFEE, BOURNVITA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, COKE, COFFEE)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, SUGER, COFFEE)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MILK, CORNFLAKES)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, JAM, MAGGI)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, JAM, MILK)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, JAM, TEA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, MILK)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COKE, COFFEE, CORNFLAKES)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, COFFEE, CORNFLAKES)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(SUGER, CORNFLAKES, COFFEE)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(CORNFLAKES, COFFEE, TEA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MILK, COFFEE, TEA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, CORNFLAKES, TEA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(CORNFLAKES, MILK, TEA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(MAGGI, JAM, MILK)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(JAM, MAGGI, TEA)</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MILK, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, BISCUIT, TEA)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.10</td>\n",
       "      <td>(COFFEE, COKE, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, MAGGI, JAM, MILK)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(BREAD, JAM, MAGGI, TEA)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0.05</td>\n",
       "      <td>(CORNFLAKES, MILK, COFFEE, TEA)</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    support                             itemsets  length\n",
       "0      0.35                            (BISCUIT)       1\n",
       "1      0.20                          (BOURNVITA)       1\n",
       "2      0.65                              (BREAD)       1\n",
       "3      0.40                             (COFFEE)       1\n",
       "4      0.15                               (COKE)       1\n",
       "5      0.30                         (CORNFLAKES)       1\n",
       "6      0.10                                (JAM)       1\n",
       "7      0.25                              (MAGGI)       1\n",
       "8      0.25                               (MILK)       1\n",
       "9      0.30                              (SUGER)       1\n",
       "10     0.35                                (TEA)       1\n",
       "11     0.20                     (BREAD, BISCUIT)       2\n",
       "12     0.10                    (COFFEE, BISCUIT)       2\n",
       "13     0.10                      (COKE, BISCUIT)       2\n",
       "14     0.15                (CORNFLAKES, BISCUIT)       2\n",
       "15     0.10                     (MAGGI, BISCUIT)       2\n",
       "16     0.10                      (MILK, BISCUIT)       2\n",
       "17     0.05                     (SUGER, BISCUIT)       2\n",
       "18     0.10                       (BISCUIT, TEA)       2\n",
       "19     0.15                   (BREAD, BOURNVITA)       2\n",
       "20     0.05                  (COFFEE, BOURNVITA)       2\n",
       "21     0.10                   (SUGER, BOURNVITA)       2\n",
       "22     0.10                     (TEA, BOURNVITA)       2\n",
       "23     0.15                      (BREAD, COFFEE)       2\n",
       "24     0.05                        (BREAD, COKE)       2\n",
       "25     0.05                  (BREAD, CORNFLAKES)       2\n",
       "26     0.10                         (BREAD, JAM)       2\n",
       "27     0.15                       (BREAD, MAGGI)       2\n",
       "28     0.20                        (BREAD, MILK)       2\n",
       "29     0.20                       (BREAD, SUGER)       2\n",
       "30     0.20                         (BREAD, TEA)       2\n",
       "31     0.15                       (COKE, COFFEE)       2\n",
       "32     0.20                 (CORNFLAKES, COFFEE)       2\n",
       "33     0.05                       (MILK, COFFEE)       2\n",
       "34     0.20                      (SUGER, COFFEE)       2\n",
       "35     0.05                        (COFFEE, TEA)       2\n",
       "36     0.10                   (COKE, CORNFLAKES)       2\n",
       "37     0.05                  (MAGGI, CORNFLAKES)       2\n",
       "38     0.10                   (MILK, CORNFLAKES)       2\n",
       "39     0.05                  (SUGER, CORNFLAKES)       2\n",
       "40     0.10                    (CORNFLAKES, TEA)       2\n",
       "41     0.10                         (JAM, MAGGI)       2\n",
       "42     0.05                          (JAM, MILK)       2\n",
       "43     0.05                           (JAM, TEA)       2\n",
       "44     0.05                        (MAGGI, MILK)       2\n",
       "45     0.20                         (MAGGI, TEA)       2\n",
       "46     0.05                          (MILK, TEA)       2\n",
       "47     0.05         (BREAD, CORNFLAKES, BISCUIT)       3\n",
       "48     0.05              (BREAD, MAGGI, BISCUIT)       3\n",
       "49     0.10               (BREAD, MILK, BISCUIT)       3\n",
       "50     0.05              (BREAD, SUGER, BISCUIT)       3\n",
       "51     0.05                (BREAD, BISCUIT, TEA)       3\n",
       "52     0.10              (COFFEE, COKE, BISCUIT)       3\n",
       "53     0.10        (COFFEE, CORNFLAKES, BISCUIT)       3\n",
       "54     0.10          (COKE, BISCUIT, CORNFLAKES)       3\n",
       "55     0.05          (MILK, BISCUIT, CORNFLAKES)       3\n",
       "56     0.10                (MAGGI, BISCUIT, TEA)       3\n",
       "57     0.05            (BREAD, SUGER, BOURNVITA)       3\n",
       "58     0.10              (BREAD, TEA, BOURNVITA)       3\n",
       "59     0.05           (SUGER, COFFEE, BOURNVITA)       3\n",
       "60     0.05                (BREAD, COKE, COFFEE)       3\n",
       "61     0.10               (BREAD, SUGER, COFFEE)       3\n",
       "62     0.05            (BREAD, MILK, CORNFLAKES)       3\n",
       "63     0.10                  (BREAD, JAM, MAGGI)       3\n",
       "64     0.05                   (BREAD, JAM, MILK)       3\n",
       "65     0.05                    (BREAD, JAM, TEA)       3\n",
       "66     0.05                 (BREAD, MAGGI, MILK)       3\n",
       "67     0.10                  (BREAD, MAGGI, TEA)       3\n",
       "68     0.10           (COKE, COFFEE, CORNFLAKES)       3\n",
       "69     0.05           (MILK, COFFEE, CORNFLAKES)       3\n",
       "70     0.05          (SUGER, CORNFLAKES, COFFEE)       3\n",
       "71     0.05            (CORNFLAKES, COFFEE, TEA)       3\n",
       "72     0.05                  (MILK, COFFEE, TEA)       3\n",
       "73     0.05             (MAGGI, CORNFLAKES, TEA)       3\n",
       "74     0.05              (CORNFLAKES, MILK, TEA)       3\n",
       "75     0.05                   (MAGGI, JAM, MILK)       3\n",
       "76     0.05                    (JAM, MAGGI, TEA)       3\n",
       "77     0.05   (BREAD, MILK, BISCUIT, CORNFLAKES)       4\n",
       "78     0.05         (BREAD, MAGGI, BISCUIT, TEA)       4\n",
       "79     0.10  (COFFEE, COKE, BISCUIT, CORNFLAKES)       4\n",
       "80     0.05            (BREAD, MAGGI, JAM, MILK)       4\n",
       "81     0.05             (BREAD, JAM, MAGGI, TEA)       4\n",
       "82     0.05      (CORNFLAKES, MILK, COFFEE, TEA)       4"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['length'] = df1['itemsets'].apply(lambda x:len(x))\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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",
       "      <th>length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, BOURNVITA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, COFFEE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, SUGER)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.15</td>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(SUGER, COFFEE)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.20</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    support               itemsets  length\n",
       "11     0.20       (BREAD, BISCUIT)       2\n",
       "14     0.15  (CORNFLAKES, BISCUIT)       2\n",
       "19     0.15     (BREAD, BOURNVITA)       2\n",
       "23     0.15        (BREAD, COFFEE)       2\n",
       "27     0.15         (BREAD, MAGGI)       2\n",
       "28     0.20          (BREAD, MILK)       2\n",
       "29     0.20         (BREAD, SUGER)       2\n",
       "30     0.20           (BREAD, TEA)       2\n",
       "31     0.15         (COKE, COFFEE)       2\n",
       "32     0.20   (CORNFLAKES, COFFEE)       2\n",
       "34     0.20        (SUGER, COFFEE)       2\n",
       "45     0.20           (MAGGI, TEA)       2"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[(df1['length']==2) & (df1['support']>=0.15)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mlxtend.frequent_patterns import association_rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "      <th>zhangs_metric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.879121</td>\n",
       "      <td>-0.0275</td>\n",
       "      <td>0.816667</td>\n",
       "      <td>-0.174603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>0.558824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.153846</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.923077</td>\n",
       "      <td>-0.0125</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>-0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.230769</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.025641</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.035714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.879121</td>\n",
       "      <td>-0.0275</td>\n",
       "      <td>0.816667</td>\n",
       "      <td>-0.174603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.15</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.705882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0550</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.647059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0750</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.285714</td>\n",
       "      <td>0.1125</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>2.285714</td>\n",
       "      <td>0.1125</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.865385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>-0.0150</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>-0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>(SUGER, BISCUIT)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>-0.0150</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>-0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>0.558824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.944444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.470588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.444444</td>\n",
       "      <td>0.0775</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>0.911765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.444444</td>\n",
       "      <td>0.0775</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>0.911765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0750</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>(SUGER, BOURNVITA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>-0.0150</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>-0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>(BREAD, BOURNVITA)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>0.558824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>(BOURNVITA, TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>(SUGER, BOURNVITA)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>(COFFEE, BOURNVITA)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>(BREAD, COKE)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>(BREAD, SUGER)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>(BREAD, COFFEE)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0550</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.647059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>(SUGER, COFFEE)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>-0.0300</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>-0.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>-0.0150</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>-0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0750</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.944444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>0.558824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>-0.0300</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>-0.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0550</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.647059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>0.823529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>(SUGER, CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>(MAGGI, CORNFLAKES)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>(BREAD, MILK, BISCUIT)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>(BREAD, MILK, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>(BREAD, CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>(MILK, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>(BREAD, MAGGI, BISCUIT)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>(BREAD, BISCUIT, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>(MAGGI, BISCUIT, TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>-0.0150</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>-0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>(BISCUIT, COKE, COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>(COKE, COFFEE, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>(BISCUIT, CORNFLAKES, COFFEE)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.944444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>(COKE, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.444444</td>\n",
       "      <td>0.0775</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>0.911765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.444444</td>\n",
       "      <td>0.0775</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>0.911765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(BISCUIT, CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>(BREAD, JAM, MAGGI)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>(BREAD, MAGGI, MILK)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>(BREAD, JAM, MILK)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>(JAM, MAGGI, MILK)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0425</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.894737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, MAGGI, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>(BREAD, JAM, MAGGI)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>(BREAD, JAM, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>(JAM, MAGGI, TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0425</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.894737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>(MILK, CORNFLAKES, COFFEE)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>(MILK, CORNFLAKES, TEA)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>(CORNFLAKES, COFFEE, TEA)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>(MILK, COFFEE, TEA)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.842105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       antecedents                    consequents  \\\n",
       "0                        (BISCUIT)                        (BREAD)   \n",
       "1                           (COKE)                      (BISCUIT)   \n",
       "2                     (CORNFLAKES)                      (BISCUIT)   \n",
       "3                      (BOURNVITA)                        (BREAD)   \n",
       "4                      (BOURNVITA)                        (SUGER)   \n",
       "5                      (BOURNVITA)                          (TEA)   \n",
       "6                            (JAM)                        (BREAD)   \n",
       "7                          (MAGGI)                        (BREAD)   \n",
       "8                           (MILK)                        (BREAD)   \n",
       "9                          (SUGER)                        (BREAD)   \n",
       "10                           (TEA)                        (BREAD)   \n",
       "11                          (COKE)                       (COFFEE)   \n",
       "12                    (CORNFLAKES)                       (COFFEE)   \n",
       "13                        (COFFEE)                   (CORNFLAKES)   \n",
       "14                         (SUGER)                       (COFFEE)   \n",
       "15                        (COFFEE)                        (SUGER)   \n",
       "16                          (COKE)                   (CORNFLAKES)   \n",
       "17                           (JAM)                        (MAGGI)   \n",
       "18                           (JAM)                         (MILK)   \n",
       "19                           (JAM)                          (TEA)   \n",
       "20                         (MAGGI)                          (TEA)   \n",
       "21                           (TEA)                        (MAGGI)   \n",
       "22             (BREAD, CORNFLAKES)                      (BISCUIT)   \n",
       "23                (MAGGI, BISCUIT)                        (BREAD)   \n",
       "24                   (BREAD, MILK)                      (BISCUIT)   \n",
       "25                (BREAD, BISCUIT)                         (MILK)   \n",
       "26                 (MILK, BISCUIT)                        (BREAD)   \n",
       "27                (SUGER, BISCUIT)                        (BREAD)   \n",
       "28                  (BISCUIT, TEA)                        (BREAD)   \n",
       "29                  (COKE, COFFEE)                      (BISCUIT)   \n",
       "30               (BISCUIT, COFFEE)                         (COKE)   \n",
       "31                 (COKE, BISCUIT)                       (COFFEE)   \n",
       "32                          (COKE)              (BISCUIT, COFFEE)   \n",
       "33            (CORNFLAKES, COFFEE)                      (BISCUIT)   \n",
       "34               (BISCUIT, COFFEE)                   (CORNFLAKES)   \n",
       "35           (CORNFLAKES, BISCUIT)                       (COFFEE)   \n",
       "36                 (COKE, BISCUIT)                   (CORNFLAKES)   \n",
       "37              (COKE, CORNFLAKES)                      (BISCUIT)   \n",
       "38           (CORNFLAKES, BISCUIT)                         (COKE)   \n",
       "39                          (COKE)          (CORNFLAKES, BISCUIT)   \n",
       "40                 (MILK, BISCUIT)                   (CORNFLAKES)   \n",
       "41              (MILK, CORNFLAKES)                      (BISCUIT)   \n",
       "42                (MAGGI, BISCUIT)                          (TEA)   \n",
       "43                    (MAGGI, TEA)                      (BISCUIT)   \n",
       "44                  (BISCUIT, TEA)                        (MAGGI)   \n",
       "45              (SUGER, BOURNVITA)                        (BREAD)   \n",
       "46                    (BREAD, TEA)                    (BOURNVITA)   \n",
       "47              (BREAD, BOURNVITA)                          (TEA)   \n",
       "48                (BOURNVITA, TEA)                        (BREAD)   \n",
       "49                     (BOURNVITA)                   (BREAD, TEA)   \n",
       "50              (SUGER, BOURNVITA)                       (COFFEE)   \n",
       "51             (COFFEE, BOURNVITA)                        (SUGER)   \n",
       "52                   (BREAD, COKE)                       (COFFEE)   \n",
       "53                  (BREAD, SUGER)                       (COFFEE)   \n",
       "54                 (BREAD, COFFEE)                        (SUGER)   \n",
       "55                 (SUGER, COFFEE)                        (BREAD)   \n",
       "56             (BREAD, CORNFLAKES)                         (MILK)   \n",
       "57              (MILK, CORNFLAKES)                        (BREAD)   \n",
       "58                    (BREAD, JAM)                        (MAGGI)   \n",
       "59                  (BREAD, MAGGI)                          (JAM)   \n",
       "60                    (JAM, MAGGI)                        (BREAD)   \n",
       "61                           (JAM)                 (BREAD, MAGGI)   \n",
       "62                    (BREAD, JAM)                         (MILK)   \n",
       "63                     (JAM, MILK)                        (BREAD)   \n",
       "64                           (JAM)                  (BREAD, MILK)   \n",
       "65                    (BREAD, JAM)                          (TEA)   \n",
       "66                      (JAM, TEA)                        (BREAD)   \n",
       "67                           (JAM)                   (BREAD, TEA)   \n",
       "68                   (MAGGI, MILK)                        (BREAD)   \n",
       "69                  (BREAD, MAGGI)                          (TEA)   \n",
       "70                    (BREAD, TEA)                        (MAGGI)   \n",
       "71                    (MAGGI, TEA)                        (BREAD)   \n",
       "72                  (COKE, COFFEE)                   (CORNFLAKES)   \n",
       "73              (COKE, CORNFLAKES)                       (COFFEE)   \n",
       "74            (CORNFLAKES, COFFEE)                         (COKE)   \n",
       "75                          (COKE)           (CORNFLAKES, COFFEE)   \n",
       "76                  (MILK, COFFEE)                   (CORNFLAKES)   \n",
       "77              (MILK, CORNFLAKES)                       (COFFEE)   \n",
       "78             (SUGER, CORNFLAKES)                       (COFFEE)   \n",
       "79               (CORNFLAKES, TEA)                       (COFFEE)   \n",
       "80                   (COFFEE, TEA)                   (CORNFLAKES)   \n",
       "81                  (MILK, COFFEE)                          (TEA)   \n",
       "82                     (MILK, TEA)                       (COFFEE)   \n",
       "83                   (COFFEE, TEA)                         (MILK)   \n",
       "84             (MAGGI, CORNFLAKES)                          (TEA)   \n",
       "85               (CORNFLAKES, TEA)                        (MAGGI)   \n",
       "86              (MILK, CORNFLAKES)                          (TEA)   \n",
       "87               (CORNFLAKES, TEA)                         (MILK)   \n",
       "88                     (MILK, TEA)                   (CORNFLAKES)   \n",
       "89                    (JAM, MAGGI)                         (MILK)   \n",
       "90                   (MAGGI, MILK)                          (JAM)   \n",
       "91                     (JAM, MILK)                        (MAGGI)   \n",
       "92                           (JAM)                  (MAGGI, MILK)   \n",
       "93                    (JAM, MAGGI)                          (TEA)   \n",
       "94                      (JAM, TEA)                        (MAGGI)   \n",
       "95                           (JAM)                   (MAGGI, TEA)   \n",
       "96          (BREAD, MILK, BISCUIT)                   (CORNFLAKES)   \n",
       "97       (BREAD, MILK, CORNFLAKES)                      (BISCUIT)   \n",
       "98    (BREAD, CORNFLAKES, BISCUIT)                         (MILK)   \n",
       "99     (MILK, BISCUIT, CORNFLAKES)                        (BREAD)   \n",
       "100            (BREAD, CORNFLAKES)                (MILK, BISCUIT)   \n",
       "101                (MILK, BISCUIT)            (BREAD, CORNFLAKES)   \n",
       "102             (MILK, CORNFLAKES)               (BREAD, BISCUIT)   \n",
       "103        (BREAD, MAGGI, BISCUIT)                          (TEA)   \n",
       "104            (BREAD, MAGGI, TEA)                      (BISCUIT)   \n",
       "105          (BREAD, BISCUIT, TEA)                        (MAGGI)   \n",
       "106          (MAGGI, BISCUIT, TEA)                        (BREAD)   \n",
       "107               (MAGGI, BISCUIT)                   (BREAD, TEA)   \n",
       "108                 (BISCUIT, TEA)                 (BREAD, MAGGI)   \n",
       "109        (BISCUIT, COKE, COFFEE)                   (CORNFLAKES)   \n",
       "110     (COKE, COFFEE, CORNFLAKES)                      (BISCUIT)   \n",
       "111  (BISCUIT, CORNFLAKES, COFFEE)                         (COKE)   \n",
       "112    (COKE, BISCUIT, CORNFLAKES)                       (COFFEE)   \n",
       "113                 (COKE, COFFEE)          (CORNFLAKES, BISCUIT)   \n",
       "114              (BISCUIT, COFFEE)             (COKE, CORNFLAKES)   \n",
       "115           (CORNFLAKES, COFFEE)                (COKE, BISCUIT)   \n",
       "116                (COKE, BISCUIT)           (CORNFLAKES, COFFEE)   \n",
       "117             (COKE, CORNFLAKES)              (BISCUIT, COFFEE)   \n",
       "118          (CORNFLAKES, BISCUIT)                 (COKE, COFFEE)   \n",
       "119                         (COKE)  (BISCUIT, CORNFLAKES, COFFEE)   \n",
       "120            (BREAD, JAM, MAGGI)                         (MILK)   \n",
       "121           (BREAD, MAGGI, MILK)                          (JAM)   \n",
       "122             (BREAD, JAM, MILK)                        (MAGGI)   \n",
       "123             (JAM, MAGGI, MILK)                        (BREAD)   \n",
       "124                   (BREAD, JAM)                  (MAGGI, MILK)   \n",
       "125                   (JAM, MAGGI)                  (BREAD, MILK)   \n",
       "126                  (MAGGI, MILK)                   (BREAD, JAM)   \n",
       "127                    (JAM, MILK)                 (BREAD, MAGGI)   \n",
       "128                          (JAM)           (BREAD, MAGGI, MILK)   \n",
       "129            (BREAD, JAM, MAGGI)                          (TEA)   \n",
       "130              (BREAD, JAM, TEA)                        (MAGGI)   \n",
       "131            (BREAD, MAGGI, TEA)                          (JAM)   \n",
       "132              (JAM, MAGGI, TEA)                        (BREAD)   \n",
       "133                   (BREAD, JAM)                   (MAGGI, TEA)   \n",
       "134                   (JAM, MAGGI)                   (BREAD, TEA)   \n",
       "135                     (JAM, TEA)                 (BREAD, MAGGI)   \n",
       "136                          (JAM)            (BREAD, MAGGI, TEA)   \n",
       "137     (MILK, CORNFLAKES, COFFEE)                          (TEA)   \n",
       "138        (MILK, CORNFLAKES, TEA)                       (COFFEE)   \n",
       "139      (CORNFLAKES, COFFEE, TEA)                         (MILK)   \n",
       "140            (MILK, COFFEE, TEA)                   (CORNFLAKES)   \n",
       "141             (MILK, CORNFLAKES)                  (COFFEE, TEA)   \n",
       "142              (CORNFLAKES, TEA)                 (MILK, COFFEE)   \n",
       "143                 (MILK, COFFEE)              (CORNFLAKES, TEA)   \n",
       "144                    (MILK, TEA)           (CORNFLAKES, COFFEE)   \n",
       "145                  (COFFEE, TEA)             (MILK, CORNFLAKES)   \n",
       "\n",
       "     antecedent support  consequent support  support  confidence       lift  \\\n",
       "0                  0.35                0.65     0.20    0.571429   0.879121   \n",
       "1                  0.15                0.35     0.10    0.666667   1.904762   \n",
       "2                  0.30                0.35     0.15    0.500000   1.428571   \n",
       "3                  0.20                0.65     0.15    0.750000   1.153846   \n",
       "4                  0.20                0.30     0.10    0.500000   1.666667   \n",
       "5                  0.20                0.35     0.10    0.500000   1.428571   \n",
       "6                  0.10                0.65     0.10    1.000000   1.538462   \n",
       "7                  0.25                0.65     0.15    0.600000   0.923077   \n",
       "8                  0.25                0.65     0.20    0.800000   1.230769   \n",
       "9                  0.30                0.65     0.20    0.666667   1.025641   \n",
       "10                 0.35                0.65     0.20    0.571429   0.879121   \n",
       "11                 0.15                0.40     0.15    1.000000   2.500000   \n",
       "12                 0.30                0.40     0.20    0.666667   1.666667   \n",
       "13                 0.40                0.30     0.20    0.500000   1.666667   \n",
       "14                 0.30                0.40     0.20    0.666667   1.666667   \n",
       "15                 0.40                0.30     0.20    0.500000   1.666667   \n",
       "16                 0.15                0.30     0.10    0.666667   2.222222   \n",
       "17                 0.10                0.25     0.10    1.000000   4.000000   \n",
       "18                 0.10                0.25     0.05    0.500000   2.000000   \n",
       "19                 0.10                0.35     0.05    0.500000   1.428571   \n",
       "20                 0.25                0.35     0.20    0.800000   2.285714   \n",
       "21                 0.35                0.25     0.20    0.571429   2.285714   \n",
       "22                 0.05                0.35     0.05    1.000000   2.857143   \n",
       "23                 0.10                0.65     0.05    0.500000   0.769231   \n",
       "24                 0.20                0.35     0.10    0.500000   1.428571   \n",
       "25                 0.20                0.25     0.10    0.500000   2.000000   \n",
       "26                 0.10                0.65     0.10    1.000000   1.538462   \n",
       "27                 0.05                0.65     0.05    1.000000   1.538462   \n",
       "28                 0.10                0.65     0.05    0.500000   0.769231   \n",
       "29                 0.15                0.35     0.10    0.666667   1.904762   \n",
       "30                 0.10                0.15     0.10    1.000000   6.666667   \n",
       "31                 0.10                0.40     0.10    1.000000   2.500000   \n",
       "32                 0.15                0.10     0.10    0.666667   6.666667   \n",
       "33                 0.20                0.35     0.10    0.500000   1.428571   \n",
       "34                 0.10                0.30     0.10    1.000000   3.333333   \n",
       "35                 0.15                0.40     0.10    0.666667   1.666667   \n",
       "36                 0.10                0.30     0.10    1.000000   3.333333   \n",
       "37                 0.10                0.35     0.10    1.000000   2.857143   \n",
       "38                 0.15                0.15     0.10    0.666667   4.444444   \n",
       "39                 0.15                0.15     0.10    0.666667   4.444444   \n",
       "40                 0.10                0.30     0.05    0.500000   1.666667   \n",
       "41                 0.10                0.35     0.05    0.500000   1.428571   \n",
       "42                 0.10                0.35     0.10    1.000000   2.857143   \n",
       "43                 0.20                0.35     0.10    0.500000   1.428571   \n",
       "44                 0.10                0.25     0.10    1.000000   4.000000   \n",
       "45                 0.10                0.65     0.05    0.500000   0.769231   \n",
       "46                 0.20                0.20     0.10    0.500000   2.500000   \n",
       "47                 0.15                0.35     0.10    0.666667   1.904762   \n",
       "48                 0.10                0.65     0.10    1.000000   1.538462   \n",
       "49                 0.20                0.20     0.10    0.500000   2.500000   \n",
       "50                 0.10                0.40     0.05    0.500000   1.250000   \n",
       "51                 0.05                0.30     0.05    1.000000   3.333333   \n",
       "52                 0.05                0.40     0.05    1.000000   2.500000   \n",
       "53                 0.20                0.40     0.10    0.500000   1.250000   \n",
       "54                 0.15                0.30     0.10    0.666667   2.222222   \n",
       "55                 0.20                0.65     0.10    0.500000   0.769231   \n",
       "56                 0.05                0.25     0.05    1.000000   4.000000   \n",
       "57                 0.10                0.65     0.05    0.500000   0.769231   \n",
       "58                 0.10                0.25     0.10    1.000000   4.000000   \n",
       "59                 0.15                0.10     0.10    0.666667   6.666667   \n",
       "60                 0.10                0.65     0.10    1.000000   1.538462   \n",
       "61                 0.10                0.15     0.10    1.000000   6.666667   \n",
       "62                 0.10                0.25     0.05    0.500000   2.000000   \n",
       "63                 0.05                0.65     0.05    1.000000   1.538462   \n",
       "64                 0.10                0.20     0.05    0.500000   2.500000   \n",
       "65                 0.10                0.35     0.05    0.500000   1.428571   \n",
       "66                 0.05                0.65     0.05    1.000000   1.538462   \n",
       "67                 0.10                0.20     0.05    0.500000   2.500000   \n",
       "68                 0.05                0.65     0.05    1.000000   1.538462   \n",
       "69                 0.15                0.35     0.10    0.666667   1.904762   \n",
       "70                 0.20                0.25     0.10    0.500000   2.000000   \n",
       "71                 0.20                0.65     0.10    0.500000   0.769231   \n",
       "72                 0.15                0.30     0.10    0.666667   2.222222   \n",
       "73                 0.10                0.40     0.10    1.000000   2.500000   \n",
       "74                 0.20                0.15     0.10    0.500000   3.333333   \n",
       "75                 0.15                0.20     0.10    0.666667   3.333333   \n",
       "76                 0.05                0.30     0.05    1.000000   3.333333   \n",
       "77                 0.10                0.40     0.05    0.500000   1.250000   \n",
       "78                 0.05                0.40     0.05    1.000000   2.500000   \n",
       "79                 0.10                0.40     0.05    0.500000   1.250000   \n",
       "80                 0.05                0.30     0.05    1.000000   3.333333   \n",
       "81                 0.05                0.35     0.05    1.000000   2.857143   \n",
       "82                 0.05                0.40     0.05    1.000000   2.500000   \n",
       "83                 0.05                0.25     0.05    1.000000   4.000000   \n",
       "84                 0.05                0.35     0.05    1.000000   2.857143   \n",
       "85                 0.10                0.25     0.05    0.500000   2.000000   \n",
       "86                 0.10                0.35     0.05    0.500000   1.428571   \n",
       "87                 0.10                0.25     0.05    0.500000   2.000000   \n",
       "88                 0.05                0.30     0.05    1.000000   3.333333   \n",
       "89                 0.10                0.25     0.05    0.500000   2.000000   \n",
       "90                 0.05                0.10     0.05    1.000000  10.000000   \n",
       "91                 0.05                0.25     0.05    1.000000   4.000000   \n",
       "92                 0.10                0.05     0.05    0.500000  10.000000   \n",
       "93                 0.10                0.35     0.05    0.500000   1.428571   \n",
       "94                 0.05                0.25     0.05    1.000000   4.000000   \n",
       "95                 0.10                0.20     0.05    0.500000   2.500000   \n",
       "96                 0.10                0.30     0.05    0.500000   1.666667   \n",
       "97                 0.05                0.35     0.05    1.000000   2.857143   \n",
       "98                 0.05                0.25     0.05    1.000000   4.000000   \n",
       "99                 0.05                0.65     0.05    1.000000   1.538462   \n",
       "100                0.05                0.10     0.05    1.000000  10.000000   \n",
       "101                0.10                0.05     0.05    0.500000  10.000000   \n",
       "102                0.10                0.20     0.05    0.500000   2.500000   \n",
       "103                0.05                0.35     0.05    1.000000   2.857143   \n",
       "104                0.10                0.35     0.05    0.500000   1.428571   \n",
       "105                0.05                0.25     0.05    1.000000   4.000000   \n",
       "106                0.10                0.65     0.05    0.500000   0.769231   \n",
       "107                0.10                0.20     0.05    0.500000   2.500000   \n",
       "108                0.10                0.15     0.05    0.500000   3.333333   \n",
       "109                0.10                0.30     0.10    1.000000   3.333333   \n",
       "110                0.10                0.35     0.10    1.000000   2.857143   \n",
       "111                0.10                0.15     0.10    1.000000   6.666667   \n",
       "112                0.10                0.40     0.10    1.000000   2.500000   \n",
       "113                0.15                0.15     0.10    0.666667   4.444444   \n",
       "114                0.10                0.10     0.10    1.000000  10.000000   \n",
       "115                0.20                0.10     0.10    0.500000   5.000000   \n",
       "116                0.10                0.20     0.10    1.000000   5.000000   \n",
       "117                0.10                0.10     0.10    1.000000  10.000000   \n",
       "118                0.15                0.15     0.10    0.666667   4.444444   \n",
       "119                0.15                0.10     0.10    0.666667   6.666667   \n",
       "120                0.10                0.25     0.05    0.500000   2.000000   \n",
       "121                0.05                0.10     0.05    1.000000  10.000000   \n",
       "122                0.05                0.25     0.05    1.000000   4.000000   \n",
       "123                0.05                0.65     0.05    1.000000   1.538462   \n",
       "124                0.10                0.05     0.05    0.500000  10.000000   \n",
       "125                0.10                0.20     0.05    0.500000   2.500000   \n",
       "126                0.05                0.10     0.05    1.000000  10.000000   \n",
       "127                0.05                0.15     0.05    1.000000   6.666667   \n",
       "128                0.10                0.05     0.05    0.500000  10.000000   \n",
       "129                0.10                0.35     0.05    0.500000   1.428571   \n",
       "130                0.05                0.25     0.05    1.000000   4.000000   \n",
       "131                0.10                0.10     0.05    0.500000   5.000000   \n",
       "132                0.05                0.65     0.05    1.000000   1.538462   \n",
       "133                0.10                0.20     0.05    0.500000   2.500000   \n",
       "134                0.10                0.20     0.05    0.500000   2.500000   \n",
       "135                0.05                0.15     0.05    1.000000   6.666667   \n",
       "136                0.10                0.10     0.05    0.500000   5.000000   \n",
       "137                0.05                0.35     0.05    1.000000   2.857143   \n",
       "138                0.05                0.40     0.05    1.000000   2.500000   \n",
       "139                0.05                0.25     0.05    1.000000   4.000000   \n",
       "140                0.05                0.30     0.05    1.000000   3.333333   \n",
       "141                0.10                0.05     0.05    0.500000  10.000000   \n",
       "142                0.10                0.05     0.05    0.500000  10.000000   \n",
       "143                0.05                0.10     0.05    1.000000  10.000000   \n",
       "144                0.05                0.20     0.05    1.000000   5.000000   \n",
       "145                0.05                0.10     0.05    1.000000  10.000000   \n",
       "\n",
       "     leverage  conviction  zhangs_metric  \n",
       "0     -0.0275    0.816667      -0.174603  \n",
       "1      0.0475    1.950000       0.558824  \n",
       "2      0.0450    1.300000       0.428571  \n",
       "3      0.0200    1.400000       0.166667  \n",
       "4      0.0400    1.400000       0.500000  \n",
       "5      0.0300    1.300000       0.375000  \n",
       "6      0.0350         inf       0.388889  \n",
       "7     -0.0125    0.875000      -0.100000  \n",
       "8      0.0375    1.750000       0.250000  \n",
       "9      0.0050    1.050000       0.035714  \n",
       "10    -0.0275    0.816667      -0.174603  \n",
       "11     0.0900         inf       0.705882  \n",
       "12     0.0800    1.800000       0.571429  \n",
       "13     0.0800    1.400000       0.666667  \n",
       "14     0.0800    1.800000       0.571429  \n",
       "15     0.0800    1.400000       0.666667  \n",
       "16     0.0550    2.100000       0.647059  \n",
       "17     0.0750         inf       0.833333  \n",
       "18     0.0250    1.500000       0.555556  \n",
       "19     0.0150    1.300000       0.333333  \n",
       "20     0.1125    3.250000       0.750000  \n",
       "21     0.1125    1.750000       0.865385  \n",
       "22     0.0325         inf       0.684211  \n",
       "23    -0.0150    0.700000      -0.250000  \n",
       "24     0.0300    1.300000       0.375000  \n",
       "25     0.0500    1.500000       0.625000  \n",
       "26     0.0350         inf       0.388889  \n",
       "27     0.0175         inf       0.368421  \n",
       "28    -0.0150    0.700000      -0.250000  \n",
       "29     0.0475    1.950000       0.558824  \n",
       "30     0.0850         inf       0.944444  \n",
       "31     0.0600         inf       0.666667  \n",
       "32     0.0850    2.700000       1.000000  \n",
       "33     0.0300    1.300000       0.375000  \n",
       "34     0.0700         inf       0.777778  \n",
       "35     0.0400    1.800000       0.470588  \n",
       "36     0.0700         inf       0.777778  \n",
       "37     0.0650         inf       0.722222  \n",
       "38     0.0775    2.550000       0.911765  \n",
       "39     0.0775    2.550000       0.911765  \n",
       "40     0.0200    1.400000       0.444444  \n",
       "41     0.0150    1.300000       0.333333  \n",
       "42     0.0650         inf       0.722222  \n",
       "43     0.0300    1.300000       0.375000  \n",
       "44     0.0750         inf       0.833333  \n",
       "45    -0.0150    0.700000      -0.250000  \n",
       "46     0.0600    1.600000       0.750000  \n",
       "47     0.0475    1.950000       0.558824  \n",
       "48     0.0350         inf       0.388889  \n",
       "49     0.0600    1.600000       0.750000  \n",
       "50     0.0100    1.200000       0.222222  \n",
       "51     0.0350         inf       0.736842  \n",
       "52     0.0300         inf       0.631579  \n",
       "53     0.0200    1.200000       0.250000  \n",
       "54     0.0550    2.100000       0.647059  \n",
       "55    -0.0300    0.700000      -0.272727  \n",
       "56     0.0375         inf       0.789474  \n",
       "57    -0.0150    0.700000      -0.250000  \n",
       "58     0.0750         inf       0.833333  \n",
       "59     0.0850    2.700000       1.000000  \n",
       "60     0.0350         inf       0.388889  \n",
       "61     0.0850         inf       0.944444  \n",
       "62     0.0250    1.500000       0.555556  \n",
       "63     0.0175         inf       0.368421  \n",
       "64     0.0300    1.600000       0.666667  \n",
       "65     0.0150    1.300000       0.333333  \n",
       "66     0.0175         inf       0.368421  \n",
       "67     0.0300    1.600000       0.666667  \n",
       "68     0.0175         inf       0.368421  \n",
       "69     0.0475    1.950000       0.558824  \n",
       "70     0.0500    1.500000       0.625000  \n",
       "71    -0.0300    0.700000      -0.272727  \n",
       "72     0.0550    2.100000       0.647059  \n",
       "73     0.0600         inf       0.666667  \n",
       "74     0.0700    1.700000       0.875000  \n",
       "75     0.0700    2.400000       0.823529  \n",
       "76     0.0350         inf       0.736842  \n",
       "77     0.0100    1.200000       0.222222  \n",
       "78     0.0300         inf       0.631579  \n",
       "79     0.0100    1.200000       0.222222  \n",
       "80     0.0350         inf       0.736842  \n",
       "81     0.0325         inf       0.684211  \n",
       "82     0.0300         inf       0.631579  \n",
       "83     0.0375         inf       0.789474  \n",
       "84     0.0325         inf       0.684211  \n",
       "85     0.0250    1.500000       0.555556  \n",
       "86     0.0150    1.300000       0.333333  \n",
       "87     0.0250    1.500000       0.555556  \n",
       "88     0.0350         inf       0.736842  \n",
       "89     0.0250    1.500000       0.555556  \n",
       "90     0.0450         inf       0.947368  \n",
       "91     0.0375         inf       0.789474  \n",
       "92     0.0450    1.900000       1.000000  \n",
       "93     0.0150    1.300000       0.333333  \n",
       "94     0.0375         inf       0.789474  \n",
       "95     0.0300    1.600000       0.666667  \n",
       "96     0.0200    1.400000       0.444444  \n",
       "97     0.0325         inf       0.684211  \n",
       "98     0.0375         inf       0.789474  \n",
       "99     0.0175         inf       0.368421  \n",
       "100    0.0450         inf       0.947368  \n",
       "101    0.0450    1.900000       1.000000  \n",
       "102    0.0300    1.600000       0.666667  \n",
       "103    0.0325         inf       0.684211  \n",
       "104    0.0150    1.300000       0.333333  \n",
       "105    0.0375         inf       0.789474  \n",
       "106   -0.0150    0.700000      -0.250000  \n",
       "107    0.0300    1.600000       0.666667  \n",
       "108    0.0350    1.700000       0.777778  \n",
       "109    0.0700         inf       0.777778  \n",
       "110    0.0650         inf       0.722222  \n",
       "111    0.0850         inf       0.944444  \n",
       "112    0.0600         inf       0.666667  \n",
       "113    0.0775    2.550000       0.911765  \n",
       "114    0.0900         inf       1.000000  \n",
       "115    0.0800    1.800000       1.000000  \n",
       "116    0.0800         inf       0.888889  \n",
       "117    0.0900         inf       1.000000  \n",
       "118    0.0775    2.550000       0.911765  \n",
       "119    0.0850    2.700000       1.000000  \n",
       "120    0.0250    1.500000       0.555556  \n",
       "121    0.0450         inf       0.947368  \n",
       "122    0.0375         inf       0.789474  \n",
       "123    0.0175         inf       0.368421  \n",
       "124    0.0450    1.900000       1.000000  \n",
       "125    0.0300    1.600000       0.666667  \n",
       "126    0.0450         inf       0.947368  \n",
       "127    0.0425         inf       0.894737  \n",
       "128    0.0450    1.900000       1.000000  \n",
       "129    0.0150    1.300000       0.333333  \n",
       "130    0.0375         inf       0.789474  \n",
       "131    0.0400    1.800000       0.888889  \n",
       "132    0.0175         inf       0.368421  \n",
       "133    0.0300    1.600000       0.666667  \n",
       "134    0.0300    1.600000       0.666667  \n",
       "135    0.0425         inf       0.894737  \n",
       "136    0.0400    1.800000       0.888889  \n",
       "137    0.0325         inf       0.684211  \n",
       "138    0.0300         inf       0.631579  \n",
       "139    0.0375         inf       0.789474  \n",
       "140    0.0350         inf       0.736842  \n",
       "141    0.0450    1.900000       1.000000  \n",
       "142    0.0450    1.900000       1.000000  \n",
       "143    0.0450         inf       0.947368  \n",
       "144    0.0400         inf       0.842105  \n",
       "145    0.0450         inf       0.947368  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Association rules & Info\n",
    "df_ar = association_rules(df1, metric = \"confidence\", min_threshold = 0.5)\n",
    "df_ar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "      <th>zhangs_metric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.025641</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.035714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.230769</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.285714</td>\n",
       "      <td>0.1125</td>\n",
       "      <td>3.25</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     antecedents consequents  antecedent support  consequent support  support  \\\n",
       "9        (SUGER)     (BREAD)                0.30                0.65      0.2   \n",
       "12  (CORNFLAKES)    (COFFEE)                0.30                0.40      0.2   \n",
       "14       (SUGER)    (COFFEE)                0.30                0.40      0.2   \n",
       "8         (MILK)     (BREAD)                0.25                0.65      0.2   \n",
       "20       (MAGGI)       (TEA)                0.25                0.35      0.2   \n",
       "\n",
       "    confidence      lift  leverage  conviction  zhangs_metric  \n",
       "9     0.666667  1.025641    0.0050        1.05       0.035714  \n",
       "12    0.666667  1.666667    0.0800        1.80       0.571429  \n",
       "14    0.666667  1.666667    0.0800        1.80       0.571429  \n",
       "8     0.800000  1.230769    0.0375        1.75       0.250000  \n",
       "20    0.800000  2.285714    0.1125        3.25       0.750000  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ar[(df_ar.support > 0.15) & (df_ar.confidence > 0.60)].sort_values(\"confidence\", ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\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>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "      <th>zhangs_metric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, MAGGI, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>(BREAD, MAGGI, MILK)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.900000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(BISCUIT, CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.944444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0425</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.894737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.944444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0425</td>\n",
       "      <td>1.425000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0425</td>\n",
       "      <td>1.425000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0425</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.894737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>(BISCUIT, CORNFLAKES, COFFEE)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>0.0850</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.944444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.842105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.266667</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.444444</td>\n",
       "      <td>0.0775</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>0.911765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.444444</td>\n",
       "      <td>0.0775</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>0.911765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.444444</td>\n",
       "      <td>0.0775</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>0.911765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.444444</td>\n",
       "      <td>0.0775</td>\n",
       "      <td>2.550000</td>\n",
       "      <td>0.911765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0750</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0750</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>(BREAD, BISCUIT, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0750</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0750</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD, BISCUIT, TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>(BREAD, CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BREAD, CORNFLAKES, BISCUIT)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>(BREAD, JAM, MILK)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0750</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>(CORNFLAKES, COFFEE, TEA)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(CORNFLAKES, COFFEE, TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0750</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>(BREAD, JAM, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD, JAM, MILK)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD, JAM, TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.187500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.350000</td>\n",
       "      <td>0.823529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(MILK, COFFEE, TEA)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.140000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>(COFFEE, BOURNVITA)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>(BISCUIT, TEA)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>(MILK, COFFEE, TEA)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.140000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.140000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>(COFFEE, TEA)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(COFFEE, BOURNVITA)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.140000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>(BISCUIT, COKE, COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>0.823529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>1.350000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>1.350000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>(BISCUIT, COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.140000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(BISCUIT, COKE, COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>1.350000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>(BREAD, MILK, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(BREAD, MILK, CORNFLAKES)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>1.108333</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(MILK, COFFEE)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>1.108333</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>(MAGGI, CORNFLAKES)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(MAGGI, CORNFLAKES)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>1.108333</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(MILK, CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>1.108333</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>(BREAD, MAGGI, BISCUIT)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>(COKE, COFFEE, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>(MILK, CORNFLAKES, COFFEE)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(COKE, COFFEE, CORNFLAKES)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>1.260000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>1.260000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(BREAD, CORNFLAKES)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>1.108333</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(BREAD, MAGGI, BISCUIT)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0325</td>\n",
       "      <td>1.108333</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>0.0650</td>\n",
       "      <td>1.260000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.15</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.705882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.085714</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(COKE, CORNFLAKES)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>(MILK, TEA)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>(MILK, CORNFLAKES, TEA)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(MILK, CORNFLAKES, TEA)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.085714</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>(SUGER, CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(SUGER, CORNFLAKES)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.085714</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>(BREAD, COKE)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(BREAD, COKE)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.085714</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>(COKE, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>(COKE, BISCUIT)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(COKE, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>(MAGGI, BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>1.360000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.285714</td>\n",
       "      <td>0.1125</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>2.285714</td>\n",
       "      <td>0.1125</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.865385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(BREAD, COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0550</td>\n",
       "      <td>1.275000</td>\n",
       "      <td>0.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>(BREAD, COFFEE)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0275</td>\n",
       "      <td>1.275000</td>\n",
       "      <td>0.647059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0550</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.647059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(BREAD, COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0275</td>\n",
       "      <td>1.275000</td>\n",
       "      <td>0.647059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0550</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.647059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0550</td>\n",
       "      <td>1.275000</td>\n",
       "      <td>0.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>(BREAD, COFFEE)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0550</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.647059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>0.0550</td>\n",
       "      <td>1.275000</td>\n",
       "      <td>0.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>(BREAD, JAM, MAGGI)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BREAD, JAM, MAGGI)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD, TEA)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(BREAD, BOURNVITA)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.190000</td>\n",
       "      <td>0.730769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>(BREAD, BOURNVITA)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>0.558824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.190000</td>\n",
       "      <td>0.730769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>(COKE, COFFEE)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>0.558824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(COKE)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>0.558824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>0.558824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(COKE)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.190000</td>\n",
       "      <td>0.730769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.904762</td>\n",
       "      <td>0.0475</td>\n",
       "      <td>1.190000</td>\n",
       "      <td>0.730769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>(BREAD, MILK, BISCUIT)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.470588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.133333</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(BREAD, MILK, BISCUIT)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.080000</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.470588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.133333</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.080000</td>\n",
       "      <td>0.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>1.029167</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(MILK, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>1.029167</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(JAM, MAGGI, MILK)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>1.029167</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>1.029167</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(JAM, MAGGI, TEA)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>1.029167</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(BOURNVITA, TEA)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.063636</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.063636</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.063636</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>1.063636</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(SUGER, BISCUIT)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>1.029167</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>1.029167</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>(SUGER, BISCUIT)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>(JAM, TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>(MILK, BISCUIT)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>(JAM, MAGGI, MILK)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>(MAGGI, MILK)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>(JAM, MAGGI, TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>(BOURNVITA, TEA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0350</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>(JAM, MILK)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>(MILK, BISCUIT, CORNFLAKES)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.538462</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>inf</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.225000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.120000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.120000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0450</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(BREAD, JAM, MAGGI)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>(BREAD, JAM, MAGGI)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(JAM)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>(JAM)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>(TEA)</td>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>(JAM, MAGGI)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.120000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>(BREAD, JAM)</td>\n",
       "      <td>(TEA)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.120000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(BREAD, MAGGI, TEA)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>1.428571</td>\n",
       "      <td>0.0150</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.0125</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>(CORNFLAKES)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.357143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>(BREAD, MAGGI)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.0125</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.294118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.0125</td>\n",
       "      <td>1.062500</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>(CORNFLAKES, BISCUIT)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>0.0125</td>\n",
       "      <td>1.125000</td>\n",
       "      <td>0.294118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.028571</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(BREAD, SUGER)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>(CORNFLAKES, TEA)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(BREAD, SUGER)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>(BREAD, SUGER)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(MILK, CORNFLAKES)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.028571</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>(MAGGI, TEA)</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>(BREAD, SUGER)</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(SUGER, COFFEE)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>(SUGER, BOURNVITA)</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.028571</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>(SUGER, BOURNVITA)</td>\n",
       "      <td>(COFFEE)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>0.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>(SUGER, COFFEE)</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>1.230769</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.083333</td>\n",
       "      <td>0.535714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.230769</td>\n",
       "      <td>0.0375</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.153846</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(BOURNVITA)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>1.153846</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>1.040000</td>\n",
       "      <td>0.380952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.142857</td>\n",
       "      <td>0.0125</td>\n",
       "      <td>1.083333</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>1.142857</td>\n",
       "      <td>0.0125</td>\n",
       "      <td>1.083333</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.142857</td>\n",
       "      <td>0.0125</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.192308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(BISCUIT)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.142857</td>\n",
       "      <td>0.0125</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.192308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>(BREAD, BOURNVITA)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.111111</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.117647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(BREAD, BOURNVITA)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>1.111111</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>1.020000</td>\n",
       "      <td>0.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>1.025641</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>1.011111</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>(SUGER)</td>\n",
       "      <td>(BREAD)</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.025641</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>1.050000</td>\n",
       "      <td>0.035714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       antecedents                    consequents  \\\n",
       "225                   (BREAD, JAM)                  (MAGGI, MILK)   \n",
       "254              (CORNFLAKES, TEA)                 (MILK, COFFEE)   \n",
       "211              (BISCUIT, COFFEE)             (COKE, CORNFLAKES)   \n",
       "214             (COKE, CORNFLAKES)              (BISCUIT, COFFEE)   \n",
       "232                          (JAM)           (BREAD, MAGGI, MILK)   \n",
       "228                  (MAGGI, MILK)                   (BREAD, JAM)   \n",
       "169                  (MAGGI, MILK)                          (JAM)   \n",
       "221           (BREAD, MAGGI, MILK)                          (JAM)   \n",
       "252             (MILK, CORNFLAKES)                  (COFFEE, TEA)   \n",
       "255                 (MILK, COFFEE)              (CORNFLAKES, TEA)   \n",
       "172                          (JAM)                  (MAGGI, MILK)   \n",
       "257                  (COFFEE, TEA)             (MILK, CORNFLAKES)   \n",
       "186            (BREAD, CORNFLAKES)                (MILK, BISCUIT)   \n",
       "187                (MILK, BISCUIT)            (BREAD, CORNFLAKES)   \n",
       "217                         (COKE)  (BISCUIT, CORNFLAKES, COFFEE)   \n",
       "107                 (BREAD, MAGGI)                          (JAM)   \n",
       "51               (BISCUIT, COFFEE)                         (COKE)   \n",
       "229                    (JAM, MILK)                 (BREAD, MAGGI)   \n",
       "54                          (COKE)              (BISCUIT, COFFEE)   \n",
       "110                          (JAM)                 (BREAD, MAGGI)   \n",
       "239                 (BREAD, MAGGI)                     (JAM, TEA)   \n",
       "224                 (BREAD, MAGGI)                    (JAM, MILK)   \n",
       "242                     (JAM, TEA)                 (BREAD, MAGGI)   \n",
       "208  (BISCUIT, CORNFLAKES, COFFEE)                         (COKE)   \n",
       "236            (BREAD, MAGGI, TEA)                          (JAM)   \n",
       "212           (CORNFLAKES, COFFEE)                (COKE, BISCUIT)   \n",
       "213                (COKE, BISCUIT)           (CORNFLAKES, COFFEE)   \n",
       "245                          (JAM)            (BREAD, MAGGI, TEA)   \n",
       "256                    (MILK, TEA)           (CORNFLAKES, COFFEE)   \n",
       "253           (CORNFLAKES, COFFEE)                    (MILK, TEA)   \n",
       "64           (CORNFLAKES, BISCUIT)                         (COKE)   \n",
       "215          (CORNFLAKES, BISCUIT)                 (COKE, COFFEE)   \n",
       "210                 (COKE, COFFEE)          (CORNFLAKES, BISCUIT)   \n",
       "65                          (COKE)          (CORNFLAKES, BISCUIT)   \n",
       "77                         (MAGGI)                 (BISCUIT, TEA)   \n",
       "111                        (MAGGI)                   (BREAD, JAM)   \n",
       "196          (BREAD, BISCUIT, TEA)                        (MAGGI)   \n",
       "106                   (BREAD, JAM)                        (MAGGI)   \n",
       "76                  (BISCUIT, TEA)                        (MAGGI)   \n",
       "203                        (MAGGI)          (BREAD, BISCUIT, TEA)   \n",
       "182   (BREAD, CORNFLAKES, BISCUIT)                         (MILK)   \n",
       "105                         (MILK)            (BREAD, CORNFLAKES)   \n",
       "178                        (MAGGI)                     (JAM, TEA)   \n",
       "104            (BREAD, CORNFLAKES)                         (MILK)   \n",
       "191                         (MILK)   (BREAD, CORNFLAKES, BISCUIT)   \n",
       "222             (BREAD, JAM, MILK)                        (MAGGI)   \n",
       "31                         (MAGGI)                          (JAM)   \n",
       "155                         (MILK)                  (COFFEE, TEA)   \n",
       "250      (CORNFLAKES, COFFEE, TEA)                         (MILK)   \n",
       "154                  (COFFEE, TEA)                         (MILK)   \n",
       "259                         (MILK)      (CORNFLAKES, COFFEE, TEA)   \n",
       "30                           (JAM)                        (MAGGI)   \n",
       "235              (BREAD, JAM, TEA)                        (MAGGI)   \n",
       "231                        (MAGGI)             (BREAD, JAM, MILK)   \n",
       "170                    (JAM, MILK)                        (MAGGI)   \n",
       "171                        (MAGGI)                    (JAM, MILK)   \n",
       "175                     (JAM, TEA)                        (MAGGI)   \n",
       "246                        (MAGGI)              (BREAD, JAM, TEA)   \n",
       "197                 (BREAD, MAGGI)                 (BISCUIT, TEA)   \n",
       "258                   (CORNFLAKES)            (MILK, COFFEE, TEA)   \n",
       "92             (COFFEE, BOURNVITA)                        (SUGER)   \n",
       "202                 (BISCUIT, TEA)                 (BREAD, MAGGI)   \n",
       "251            (MILK, COFFEE, TEA)                   (CORNFLAKES)   \n",
       "150                   (CORNFLAKES)                  (COFFEE, TEA)   \n",
       "145                   (CORNFLAKES)                 (MILK, COFFEE)   \n",
       "149                  (COFFEE, TEA)                   (CORNFLAKES)   \n",
       "93                         (SUGER)            (COFFEE, BOURNVITA)   \n",
       "206        (BISCUIT, COKE, COFFEE)                   (CORNFLAKES)   \n",
       "137                         (COKE)           (CORNFLAKES, COFFEE)   \n",
       "67                    (CORNFLAKES)                (COKE, BISCUIT)   \n",
       "140                 (MILK, COFFEE)                   (CORNFLAKES)   \n",
       "136           (CORNFLAKES, COFFEE)                         (COKE)   \n",
       "62                 (COKE, BISCUIT)                   (CORNFLAKES)   \n",
       "60                    (CORNFLAKES)              (BISCUIT, COFFEE)   \n",
       "57               (BISCUIT, COFFEE)                   (CORNFLAKES)   \n",
       "164                    (MILK, TEA)                   (CORNFLAKES)   \n",
       "165                   (CORNFLAKES)                    (MILK, TEA)   \n",
       "219                   (CORNFLAKES)        (BISCUIT, COKE, COFFEE)   \n",
       "181      (BREAD, MILK, CORNFLAKES)                      (BISCUIT)   \n",
       "152                 (MILK, COFFEE)                          (TEA)   \n",
       "192                      (BISCUIT)      (BREAD, MILK, CORNFLAKES)   \n",
       "157                          (TEA)                 (MILK, COFFEE)   \n",
       "158            (MAGGI, CORNFLAKES)                          (TEA)   \n",
       "161                          (TEA)            (MAGGI, CORNFLAKES)   \n",
       "261                          (TEA)     (MILK, CORNFLAKES, COFFEE)   \n",
       "74                (MAGGI, BISCUIT)                          (TEA)   \n",
       "194        (BREAD, MAGGI, BISCUIT)                          (TEA)   \n",
       "207     (COKE, COFFEE, CORNFLAKES)                      (BISCUIT)   \n",
       "248     (MILK, CORNFLAKES, COFFEE)                          (TEA)   \n",
       "38             (BREAD, CORNFLAKES)                      (BISCUIT)   \n",
       "218                      (BISCUIT)     (COKE, COFFEE, CORNFLAKES)   \n",
       "63              (COKE, CORNFLAKES)                      (BISCUIT)   \n",
       "66                       (BISCUIT)             (COKE, CORNFLAKES)   \n",
       "39                       (BISCUIT)            (BREAD, CORNFLAKES)   \n",
       "205                          (TEA)        (BREAD, MAGGI, BISCUIT)   \n",
       "79                           (TEA)               (MAGGI, BISCUIT)   \n",
       "185               (BREAD, BISCUIT)             (MILK, CORNFLAKES)   \n",
       "20                          (COKE)                       (COFFEE)   \n",
       "89                     (BOURNVITA)                   (BREAD, TEA)   \n",
       "119                   (BREAD, TEA)                          (JAM)   \n",
       "122                          (JAM)                   (BREAD, TEA)   \n",
       "238                   (BREAD, JAM)                   (MAGGI, TEA)   \n",
       "156                       (COFFEE)                    (MILK, TEA)   \n",
       "240                   (BREAD, TEA)                   (JAM, MAGGI)   \n",
       "135             (COKE, CORNFLAKES)                       (COFFEE)   \n",
       "138                       (COFFEE)             (COKE, CORNFLAKES)   \n",
       "116                          (JAM)                  (BREAD, MILK)   \n",
       "241                   (JAM, MAGGI)                   (BREAD, TEA)   \n",
       "243                   (MAGGI, TEA)                   (BREAD, JAM)   \n",
       "153                    (MILK, TEA)                       (COFFEE)   \n",
       "188             (MILK, CORNFLAKES)               (BREAD, BISCUIT)   \n",
       "249        (MILK, CORNFLAKES, TEA)                       (COFFEE)   \n",
       "260                       (COFFEE)        (MILK, CORNFLAKES, TEA)   \n",
       "146            (SUGER, CORNFLAKES)                       (COFFEE)   \n",
       "84                    (BREAD, TEA)                    (BOURNVITA)   \n",
       "147                       (COFFEE)            (SUGER, CORNFLAKES)   \n",
       "227                   (JAM, MAGGI)                  (BREAD, MILK)   \n",
       "176                   (MAGGI, TEA)                          (JAM)   \n",
       "96                   (BREAD, COKE)                       (COFFEE)   \n",
       "99                        (COFFEE)                  (BREAD, COKE)   \n",
       "209    (COKE, BISCUIT, CORNFLAKES)                       (COFFEE)   \n",
       "200               (MAGGI, BISCUIT)                   (BREAD, TEA)   \n",
       "53                        (COFFEE)                (COKE, BISCUIT)   \n",
       "52                 (COKE, BISCUIT)                       (COFFEE)   \n",
       "216                       (COFFEE)    (COKE, BISCUIT, CORNFLAKES)   \n",
       "177                          (JAM)                   (MAGGI, TEA)   \n",
       "199                   (BREAD, TEA)               (MAGGI, BISCUIT)   \n",
       "113                  (BREAD, MILK)                          (JAM)   \n",
       "226                  (BREAD, MILK)                   (JAM, MAGGI)   \n",
       "21                        (COFFEE)                         (COKE)   \n",
       "36                         (MAGGI)                          (TEA)   \n",
       "37                           (TEA)                        (MAGGI)   \n",
       "102                        (SUGER)                (BREAD, COFFEE)   \n",
       "97                 (BREAD, COFFEE)                         (COKE)   \n",
       "26                          (COKE)                   (CORNFLAKES)   \n",
       "98                          (COKE)                (BREAD, COFFEE)   \n",
       "134                 (COKE, COFFEE)                   (CORNFLAKES)   \n",
       "27                    (CORNFLAKES)                         (COKE)   \n",
       "101                (BREAD, COFFEE)                        (SUGER)   \n",
       "139                   (CORNFLAKES)                 (COKE, COFFEE)   \n",
       "163              (CORNFLAKES, TEA)                         (MILK)   \n",
       "220            (BREAD, JAM, MAGGI)                         (MILK)   \n",
       "166                         (MILK)              (CORNFLAKES, TEA)   \n",
       "173                         (MILK)                   (JAM, MAGGI)   \n",
       "233                         (MILK)            (BREAD, JAM, MAGGI)   \n",
       "159              (CORNFLAKES, TEA)                        (MAGGI)   \n",
       "160                        (MAGGI)              (CORNFLAKES, TEA)   \n",
       "168                   (JAM, MAGGI)                         (MILK)   \n",
       "131                   (BREAD, TEA)                        (MAGGI)   \n",
       "43                (BREAD, BISCUIT)                         (MILK)   \n",
       "32                           (JAM)                         (MILK)   \n",
       "112                   (BREAD, JAM)                         (MILK)   \n",
       "117                         (MILK)                   (BREAD, JAM)   \n",
       "132                        (MAGGI)                   (BREAD, TEA)   \n",
       "46                          (MILK)               (BREAD, BISCUIT)   \n",
       "33                          (MILK)                          (JAM)   \n",
       "88                           (TEA)             (BREAD, BOURNVITA)   \n",
       "85              (BREAD, BOURNVITA)                          (TEA)   \n",
       "55                       (BISCUIT)                 (COKE, COFFEE)   \n",
       "50                  (COKE, COFFEE)                      (BISCUIT)   \n",
       "0                           (COKE)                      (BISCUIT)   \n",
       "130                 (BREAD, MAGGI)                          (TEA)   \n",
       "1                        (BISCUIT)                         (COKE)   \n",
       "133                          (TEA)                 (BREAD, MAGGI)   \n",
       "25                        (COFFEE)                        (SUGER)   \n",
       "24                         (SUGER)                       (COFFEE)   \n",
       "180         (BREAD, MILK, BISCUIT)                   (CORNFLAKES)   \n",
       "58           (CORNFLAKES, BISCUIT)                       (COFFEE)   \n",
       "59                        (COFFEE)          (CORNFLAKES, BISCUIT)   \n",
       "68                 (MILK, BISCUIT)                   (CORNFLAKES)   \n",
       "23                        (COFFEE)                   (CORNFLAKES)   \n",
       "22                    (CORNFLAKES)                       (COFFEE)   \n",
       "193                   (CORNFLAKES)         (BREAD, MILK, BISCUIT)   \n",
       "189          (CORNFLAKES, BISCUIT)                  (BREAD, MILK)   \n",
       "11                     (BOURNVITA)                        (SUGER)   \n",
       "10                         (SUGER)                    (BOURNVITA)   \n",
       "184                  (BREAD, MILK)          (CORNFLAKES, BISCUIT)   \n",
       "73                    (CORNFLAKES)                (MILK, BISCUIT)   \n",
       "127                        (BREAD)                  (MAGGI, MILK)   \n",
       "190                        (BREAD)    (MILK, BISCUIT, CORNFLAKES)   \n",
       "230                        (BREAD)             (JAM, MAGGI, MILK)   \n",
       "115                        (BREAD)                    (JAM, MILK)   \n",
       "244                        (BREAD)              (JAM, MAGGI, TEA)   \n",
       "87                         (BREAD)               (BOURNVITA, TEA)   \n",
       "109                        (BREAD)                   (JAM, MAGGI)   \n",
       "45                         (BREAD)                (MILK, BISCUIT)   \n",
       "14                         (BREAD)                          (JAM)   \n",
       "49                         (BREAD)               (SUGER, BISCUIT)   \n",
       "121                        (BREAD)                     (JAM, TEA)   \n",
       "48                (SUGER, BISCUIT)                        (BREAD)   \n",
       "120                     (JAM, TEA)                        (BREAD)   \n",
       "44                 (MILK, BISCUIT)                        (BREAD)   \n",
       "223             (JAM, MAGGI, MILK)                        (BREAD)   \n",
       "126                  (MAGGI, MILK)                        (BREAD)   \n",
       "15                           (JAM)                        (BREAD)   \n",
       "237              (JAM, MAGGI, TEA)                        (BREAD)   \n",
       "86                (BOURNVITA, TEA)                        (BREAD)   \n",
       "108                   (JAM, MAGGI)                        (BREAD)   \n",
       "114                    (JAM, MILK)                        (BREAD)   \n",
       "183    (MILK, BISCUIT, CORNFLAKES)                        (BREAD)   \n",
       "3                        (BISCUIT)                   (CORNFLAKES)   \n",
       "195            (BREAD, MAGGI, TEA)                      (BISCUIT)   \n",
       "13                     (BOURNVITA)                          (TEA)   \n",
       "12                           (TEA)                    (BOURNVITA)   \n",
       "47                       (BISCUIT)                  (BREAD, MILK)   \n",
       "179                          (TEA)                   (JAM, MAGGI)   \n",
       "2                     (CORNFLAKES)                      (BISCUIT)   \n",
       "247                          (TEA)            (BREAD, JAM, MAGGI)   \n",
       "42                   (BREAD, MILK)                      (BISCUIT)   \n",
       "234            (BREAD, JAM, MAGGI)                          (TEA)   \n",
       "35                           (TEA)                          (JAM)   \n",
       "34                           (JAM)                          (TEA)   \n",
       "162             (MILK, CORNFLAKES)                          (TEA)   \n",
       "123                          (TEA)                   (BREAD, JAM)   \n",
       "56            (CORNFLAKES, COFFEE)                      (BISCUIT)   \n",
       "167                          (TEA)             (MILK, CORNFLAKES)   \n",
       "174                   (JAM, MAGGI)                          (TEA)   \n",
       "61                       (BISCUIT)           (CORNFLAKES, COFFEE)   \n",
       "69              (MILK, CORNFLAKES)                      (BISCUIT)   \n",
       "118                   (BREAD, JAM)                          (TEA)   \n",
       "78                       (BISCUIT)                   (MAGGI, TEA)   \n",
       "72                       (BISCUIT)             (MILK, CORNFLAKES)   \n",
       "75                    (MAGGI, TEA)                      (BISCUIT)   \n",
       "204                      (BISCUIT)            (BREAD, MAGGI, TEA)   \n",
       "28                          (MILK)                   (CORNFLAKES)   \n",
       "129                         (MILK)                 (BREAD, MAGGI)   \n",
       "29                    (CORNFLAKES)                         (MILK)   \n",
       "124                 (BREAD, MAGGI)                         (MILK)   \n",
       "71                          (MILK)          (CORNFLAKES, BISCUIT)   \n",
       "70           (CORNFLAKES, BISCUIT)                         (MILK)   \n",
       "151                       (COFFEE)              (CORNFLAKES, TEA)   \n",
       "141             (MILK, CORNFLAKES)                       (COFFEE)   \n",
       "103                       (COFFEE)                 (BREAD, SUGER)   \n",
       "148              (CORNFLAKES, TEA)                       (COFFEE)   \n",
       "83                     (BOURNVITA)                 (BREAD, SUGER)   \n",
       "198               (BREAD, BISCUIT)                   (MAGGI, TEA)   \n",
       "100                 (BREAD, SUGER)                       (COFFEE)   \n",
       "144                       (COFFEE)             (MILK, CORNFLAKES)   \n",
       "201                   (MAGGI, TEA)               (BREAD, BISCUIT)   \n",
       "80                  (BREAD, SUGER)                    (BOURNVITA)   \n",
       "95                     (BOURNVITA)                (SUGER, COFFEE)   \n",
       "94                        (COFFEE)             (SUGER, BOURNVITA)   \n",
       "91              (SUGER, BOURNVITA)                       (COFFEE)   \n",
       "90                 (SUGER, COFFEE)                    (BOURNVITA)   \n",
       "16                         (BREAD)                         (MILK)   \n",
       "17                          (MILK)                        (BREAD)   \n",
       "9                      (BOURNVITA)                        (BREAD)   \n",
       "8                          (BREAD)                    (BOURNVITA)   \n",
       "6                           (MILK)                      (BISCUIT)   \n",
       "4                          (MAGGI)                      (BISCUIT)   \n",
       "5                        (BISCUIT)                        (MAGGI)   \n",
       "7                        (BISCUIT)                         (MILK)   \n",
       "81              (BREAD, BOURNVITA)                        (SUGER)   \n",
       "82                         (SUGER)             (BREAD, BOURNVITA)   \n",
       "18                         (BREAD)                        (SUGER)   \n",
       "19                         (SUGER)                        (BREAD)   \n",
       "40                (BREAD, BISCUIT)                        (MAGGI)   \n",
       "143                         (MILK)           (CORNFLAKES, COFFEE)   \n",
       "41                         (MAGGI)               (BREAD, BISCUIT)   \n",
       "142           (CORNFLAKES, COFFEE)                         (MILK)   \n",
       "128                        (MAGGI)                  (BREAD, MILK)   \n",
       "125                  (BREAD, MILK)                        (MAGGI)   \n",
       "\n",
       "     antecedent support  consequent support  support  confidence       lift  \\\n",
       "225                0.10                0.05     0.05    0.500000  10.000000   \n",
       "254                0.10                0.05     0.05    0.500000  10.000000   \n",
       "211                0.10                0.10     0.10    1.000000  10.000000   \n",
       "214                0.10                0.10     0.10    1.000000  10.000000   \n",
       "232                0.10                0.05     0.05    0.500000  10.000000   \n",
       "228                0.05                0.10     0.05    1.000000  10.000000   \n",
       "169                0.05                0.10     0.05    1.000000  10.000000   \n",
       "221                0.05                0.10     0.05    1.000000  10.000000   \n",
       "252                0.10                0.05     0.05    0.500000  10.000000   \n",
       "255                0.05                0.10     0.05    1.000000  10.000000   \n",
       "172                0.10                0.05     0.05    0.500000  10.000000   \n",
       "257                0.05                0.10     0.05    1.000000  10.000000   \n",
       "186                0.05                0.10     0.05    1.000000  10.000000   \n",
       "187                0.10                0.05     0.05    0.500000  10.000000   \n",
       "217                0.15                0.10     0.10    0.666667   6.666667   \n",
       "107                0.15                0.10     0.10    0.666667   6.666667   \n",
       "51                 0.10                0.15     0.10    1.000000   6.666667   \n",
       "229                0.05                0.15     0.05    1.000000   6.666667   \n",
       "54                 0.15                0.10     0.10    0.666667   6.666667   \n",
       "110                0.10                0.15     0.10    1.000000   6.666667   \n",
       "239                0.15                0.05     0.05    0.333333   6.666667   \n",
       "224                0.15                0.05     0.05    0.333333   6.666667   \n",
       "242                0.05                0.15     0.05    1.000000   6.666667   \n",
       "208                0.10                0.15     0.10    1.000000   6.666667   \n",
       "236                0.10                0.10     0.05    0.500000   5.000000   \n",
       "212                0.20                0.10     0.10    0.500000   5.000000   \n",
       "213                0.10                0.20     0.10    1.000000   5.000000   \n",
       "245                0.10                0.10     0.05    0.500000   5.000000   \n",
       "256                0.05                0.20     0.05    1.000000   5.000000   \n",
       "253                0.20                0.05     0.05    0.250000   5.000000   \n",
       "64                 0.15                0.15     0.10    0.666667   4.444444   \n",
       "215                0.15                0.15     0.10    0.666667   4.444444   \n",
       "210                0.15                0.15     0.10    0.666667   4.444444   \n",
       "65                 0.15                0.15     0.10    0.666667   4.444444   \n",
       "77                 0.25                0.10     0.10    0.400000   4.000000   \n",
       "111                0.25                0.10     0.10    0.400000   4.000000   \n",
       "196                0.05                0.25     0.05    1.000000   4.000000   \n",
       "106                0.10                0.25     0.10    1.000000   4.000000   \n",
       "76                 0.10                0.25     0.10    1.000000   4.000000   \n",
       "203                0.25                0.05     0.05    0.200000   4.000000   \n",
       "182                0.05                0.25     0.05    1.000000   4.000000   \n",
       "105                0.25                0.05     0.05    0.200000   4.000000   \n",
       "178                0.25                0.05     0.05    0.200000   4.000000   \n",
       "104                0.05                0.25     0.05    1.000000   4.000000   \n",
       "191                0.25                0.05     0.05    0.200000   4.000000   \n",
       "222                0.05                0.25     0.05    1.000000   4.000000   \n",
       "31                 0.25                0.10     0.10    0.400000   4.000000   \n",
       "155                0.25                0.05     0.05    0.200000   4.000000   \n",
       "250                0.05                0.25     0.05    1.000000   4.000000   \n",
       "154                0.05                0.25     0.05    1.000000   4.000000   \n",
       "259                0.25                0.05     0.05    0.200000   4.000000   \n",
       "30                 0.10                0.25     0.10    1.000000   4.000000   \n",
       "235                0.05                0.25     0.05    1.000000   4.000000   \n",
       "231                0.25                0.05     0.05    0.200000   4.000000   \n",
       "170                0.05                0.25     0.05    1.000000   4.000000   \n",
       "171                0.25                0.05     0.05    0.200000   4.000000   \n",
       "175                0.05                0.25     0.05    1.000000   4.000000   \n",
       "246                0.25                0.05     0.05    0.200000   4.000000   \n",
       "197                0.15                0.10     0.05    0.333333   3.333333   \n",
       "258                0.30                0.05     0.05    0.166667   3.333333   \n",
       "92                 0.05                0.30     0.05    1.000000   3.333333   \n",
       "202                0.10                0.15     0.05    0.500000   3.333333   \n",
       "251                0.05                0.30     0.05    1.000000   3.333333   \n",
       "150                0.30                0.05     0.05    0.166667   3.333333   \n",
       "145                0.30                0.05     0.05    0.166667   3.333333   \n",
       "149                0.05                0.30     0.05    1.000000   3.333333   \n",
       "93                 0.30                0.05     0.05    0.166667   3.333333   \n",
       "206                0.10                0.30     0.10    1.000000   3.333333   \n",
       "137                0.15                0.20     0.10    0.666667   3.333333   \n",
       "67                 0.30                0.10     0.10    0.333333   3.333333   \n",
       "140                0.05                0.30     0.05    1.000000   3.333333   \n",
       "136                0.20                0.15     0.10    0.500000   3.333333   \n",
       "62                 0.10                0.30     0.10    1.000000   3.333333   \n",
       "60                 0.30                0.10     0.10    0.333333   3.333333   \n",
       "57                 0.10                0.30     0.10    1.000000   3.333333   \n",
       "164                0.05                0.30     0.05    1.000000   3.333333   \n",
       "165                0.30                0.05     0.05    0.166667   3.333333   \n",
       "219                0.30                0.10     0.10    0.333333   3.333333   \n",
       "181                0.05                0.35     0.05    1.000000   2.857143   \n",
       "152                0.05                0.35     0.05    1.000000   2.857143   \n",
       "192                0.35                0.05     0.05    0.142857   2.857143   \n",
       "157                0.35                0.05     0.05    0.142857   2.857143   \n",
       "158                0.05                0.35     0.05    1.000000   2.857143   \n",
       "161                0.35                0.05     0.05    0.142857   2.857143   \n",
       "261                0.35                0.05     0.05    0.142857   2.857143   \n",
       "74                 0.10                0.35     0.10    1.000000   2.857143   \n",
       "194                0.05                0.35     0.05    1.000000   2.857143   \n",
       "207                0.10                0.35     0.10    1.000000   2.857143   \n",
       "248                0.05                0.35     0.05    1.000000   2.857143   \n",
       "38                 0.05                0.35     0.05    1.000000   2.857143   \n",
       "218                0.35                0.10     0.10    0.285714   2.857143   \n",
       "63                 0.10                0.35     0.10    1.000000   2.857143   \n",
       "66                 0.35                0.10     0.10    0.285714   2.857143   \n",
       "39                 0.35                0.05     0.05    0.142857   2.857143   \n",
       "205                0.35                0.05     0.05    0.142857   2.857143   \n",
       "79                 0.35                0.10     0.10    0.285714   2.857143   \n",
       "185                0.20                0.10     0.05    0.250000   2.500000   \n",
       "20                 0.15                0.40     0.15    1.000000   2.500000   \n",
       "89                 0.20                0.20     0.10    0.500000   2.500000   \n",
       "119                0.20                0.10     0.05    0.250000   2.500000   \n",
       "122                0.10                0.20     0.05    0.500000   2.500000   \n",
       "238                0.10                0.20     0.05    0.500000   2.500000   \n",
       "156                0.40                0.05     0.05    0.125000   2.500000   \n",
       "240                0.20                0.10     0.05    0.250000   2.500000   \n",
       "135                0.10                0.40     0.10    1.000000   2.500000   \n",
       "138                0.40                0.10     0.10    0.250000   2.500000   \n",
       "116                0.10                0.20     0.05    0.500000   2.500000   \n",
       "241                0.10                0.20     0.05    0.500000   2.500000   \n",
       "243                0.20                0.10     0.05    0.250000   2.500000   \n",
       "153                0.05                0.40     0.05    1.000000   2.500000   \n",
       "188                0.10                0.20     0.05    0.500000   2.500000   \n",
       "249                0.05                0.40     0.05    1.000000   2.500000   \n",
       "260                0.40                0.05     0.05    0.125000   2.500000   \n",
       "146                0.05                0.40     0.05    1.000000   2.500000   \n",
       "84                 0.20                0.20     0.10    0.500000   2.500000   \n",
       "147                0.40                0.05     0.05    0.125000   2.500000   \n",
       "227                0.10                0.20     0.05    0.500000   2.500000   \n",
       "176                0.20                0.10     0.05    0.250000   2.500000   \n",
       "96                 0.05                0.40     0.05    1.000000   2.500000   \n",
       "99                 0.40                0.05     0.05    0.125000   2.500000   \n",
       "209                0.10                0.40     0.10    1.000000   2.500000   \n",
       "200                0.10                0.20     0.05    0.500000   2.500000   \n",
       "53                 0.40                0.10     0.10    0.250000   2.500000   \n",
       "52                 0.10                0.40     0.10    1.000000   2.500000   \n",
       "216                0.40                0.10     0.10    0.250000   2.500000   \n",
       "177                0.10                0.20     0.05    0.500000   2.500000   \n",
       "199                0.20                0.10     0.05    0.250000   2.500000   \n",
       "113                0.20                0.10     0.05    0.250000   2.500000   \n",
       "226                0.20                0.10     0.05    0.250000   2.500000   \n",
       "21                 0.40                0.15     0.15    0.375000   2.500000   \n",
       "36                 0.25                0.35     0.20    0.800000   2.285714   \n",
       "37                 0.35                0.25     0.20    0.571429   2.285714   \n",
       "102                0.30                0.15     0.10    0.333333   2.222222   \n",
       "97                 0.15                0.15     0.05    0.333333   2.222222   \n",
       "26                 0.15                0.30     0.10    0.666667   2.222222   \n",
       "98                 0.15                0.15     0.05    0.333333   2.222222   \n",
       "134                0.15                0.30     0.10    0.666667   2.222222   \n",
       "27                 0.30                0.15     0.10    0.333333   2.222222   \n",
       "101                0.15                0.30     0.10    0.666667   2.222222   \n",
       "139                0.30                0.15     0.10    0.333333   2.222222   \n",
       "163                0.10                0.25     0.05    0.500000   2.000000   \n",
       "220                0.10                0.25     0.05    0.500000   2.000000   \n",
       "166                0.25                0.10     0.05    0.200000   2.000000   \n",
       "173                0.25                0.10     0.05    0.200000   2.000000   \n",
       "233                0.25                0.10     0.05    0.200000   2.000000   \n",
       "159                0.10                0.25     0.05    0.500000   2.000000   \n",
       "160                0.25                0.10     0.05    0.200000   2.000000   \n",
       "168                0.10                0.25     0.05    0.500000   2.000000   \n",
       "131                0.20                0.25     0.10    0.500000   2.000000   \n",
       "43                 0.20                0.25     0.10    0.500000   2.000000   \n",
       "32                 0.10                0.25     0.05    0.500000   2.000000   \n",
       "112                0.10                0.25     0.05    0.500000   2.000000   \n",
       "117                0.25                0.10     0.05    0.200000   2.000000   \n",
       "132                0.25                0.20     0.10    0.400000   2.000000   \n",
       "46                 0.25                0.20     0.10    0.400000   2.000000   \n",
       "33                 0.25                0.10     0.05    0.200000   2.000000   \n",
       "88                 0.35                0.15     0.10    0.285714   1.904762   \n",
       "85                 0.15                0.35     0.10    0.666667   1.904762   \n",
       "55                 0.35                0.15     0.10    0.285714   1.904762   \n",
       "50                 0.15                0.35     0.10    0.666667   1.904762   \n",
       "0                  0.15                0.35     0.10    0.666667   1.904762   \n",
       "130                0.15                0.35     0.10    0.666667   1.904762   \n",
       "1                  0.35                0.15     0.10    0.285714   1.904762   \n",
       "133                0.35                0.15     0.10    0.285714   1.904762   \n",
       "25                 0.40                0.30     0.20    0.500000   1.666667   \n",
       "24                 0.30                0.40     0.20    0.666667   1.666667   \n",
       "180                0.10                0.30     0.05    0.500000   1.666667   \n",
       "58                 0.15                0.40     0.10    0.666667   1.666667   \n",
       "59                 0.40                0.15     0.10    0.250000   1.666667   \n",
       "68                 0.10                0.30     0.05    0.500000   1.666667   \n",
       "23                 0.40                0.30     0.20    0.500000   1.666667   \n",
       "22                 0.30                0.40     0.20    0.666667   1.666667   \n",
       "193                0.30                0.10     0.05    0.166667   1.666667   \n",
       "189                0.15                0.20     0.05    0.333333   1.666667   \n",
       "11                 0.20                0.30     0.10    0.500000   1.666667   \n",
       "10                 0.30                0.20     0.10    0.333333   1.666667   \n",
       "184                0.20                0.15     0.05    0.250000   1.666667   \n",
       "73                 0.30                0.10     0.05    0.166667   1.666667   \n",
       "127                0.65                0.05     0.05    0.076923   1.538462   \n",
       "190                0.65                0.05     0.05    0.076923   1.538462   \n",
       "230                0.65                0.05     0.05    0.076923   1.538462   \n",
       "115                0.65                0.05     0.05    0.076923   1.538462   \n",
       "244                0.65                0.05     0.05    0.076923   1.538462   \n",
       "87                 0.65                0.10     0.10    0.153846   1.538462   \n",
       "109                0.65                0.10     0.10    0.153846   1.538462   \n",
       "45                 0.65                0.10     0.10    0.153846   1.538462   \n",
       "14                 0.65                0.10     0.10    0.153846   1.538462   \n",
       "49                 0.65                0.05     0.05    0.076923   1.538462   \n",
       "121                0.65                0.05     0.05    0.076923   1.538462   \n",
       "48                 0.05                0.65     0.05    1.000000   1.538462   \n",
       "120                0.05                0.65     0.05    1.000000   1.538462   \n",
       "44                 0.10                0.65     0.10    1.000000   1.538462   \n",
       "223                0.05                0.65     0.05    1.000000   1.538462   \n",
       "126                0.05                0.65     0.05    1.000000   1.538462   \n",
       "15                 0.10                0.65     0.10    1.000000   1.538462   \n",
       "237                0.05                0.65     0.05    1.000000   1.538462   \n",
       "86                 0.10                0.65     0.10    1.000000   1.538462   \n",
       "108                0.10                0.65     0.10    1.000000   1.538462   \n",
       "114                0.05                0.65     0.05    1.000000   1.538462   \n",
       "183                0.05                0.65     0.05    1.000000   1.538462   \n",
       "3                  0.35                0.30     0.15    0.428571   1.428571   \n",
       "195                0.10                0.35     0.05    0.500000   1.428571   \n",
       "13                 0.20                0.35     0.10    0.500000   1.428571   \n",
       "12                 0.35                0.20     0.10    0.285714   1.428571   \n",
       "47                 0.35                0.20     0.10    0.285714   1.428571   \n",
       "179                0.35                0.10     0.05    0.142857   1.428571   \n",
       "2                  0.30                0.35     0.15    0.500000   1.428571   \n",
       "247                0.35                0.10     0.05    0.142857   1.428571   \n",
       "42                 0.20                0.35     0.10    0.500000   1.428571   \n",
       "234                0.10                0.35     0.05    0.500000   1.428571   \n",
       "35                 0.35                0.10     0.05    0.142857   1.428571   \n",
       "34                 0.10                0.35     0.05    0.500000   1.428571   \n",
       "162                0.10                0.35     0.05    0.500000   1.428571   \n",
       "123                0.35                0.10     0.05    0.142857   1.428571   \n",
       "56                 0.20                0.35     0.10    0.500000   1.428571   \n",
       "167                0.35                0.10     0.05    0.142857   1.428571   \n",
       "174                0.10                0.35     0.05    0.500000   1.428571   \n",
       "61                 0.35                0.20     0.10    0.285714   1.428571   \n",
       "69                 0.10                0.35     0.05    0.500000   1.428571   \n",
       "118                0.10                0.35     0.05    0.500000   1.428571   \n",
       "78                 0.35                0.20     0.10    0.285714   1.428571   \n",
       "72                 0.35                0.10     0.05    0.142857   1.428571   \n",
       "75                 0.20                0.35     0.10    0.500000   1.428571   \n",
       "204                0.35                0.10     0.05    0.142857   1.428571   \n",
       "28                 0.25                0.30     0.10    0.400000   1.333333   \n",
       "129                0.25                0.15     0.05    0.200000   1.333333   \n",
       "29                 0.30                0.25     0.10    0.333333   1.333333   \n",
       "124                0.15                0.25     0.05    0.333333   1.333333   \n",
       "71                 0.25                0.15     0.05    0.200000   1.333333   \n",
       "70                 0.15                0.25     0.05    0.333333   1.333333   \n",
       "151                0.40                0.10     0.05    0.125000   1.250000   \n",
       "141                0.10                0.40     0.05    0.500000   1.250000   \n",
       "103                0.40                0.20     0.10    0.250000   1.250000   \n",
       "148                0.10                0.40     0.05    0.500000   1.250000   \n",
       "83                 0.20                0.20     0.05    0.250000   1.250000   \n",
       "198                0.20                0.20     0.05    0.250000   1.250000   \n",
       "100                0.20                0.40     0.10    0.500000   1.250000   \n",
       "144                0.40                0.10     0.05    0.125000   1.250000   \n",
       "201                0.20                0.20     0.05    0.250000   1.250000   \n",
       "80                 0.20                0.20     0.05    0.250000   1.250000   \n",
       "95                 0.20                0.20     0.05    0.250000   1.250000   \n",
       "94                 0.40                0.10     0.05    0.125000   1.250000   \n",
       "91                 0.10                0.40     0.05    0.500000   1.250000   \n",
       "90                 0.20                0.20     0.05    0.250000   1.250000   \n",
       "16                 0.65                0.25     0.20    0.307692   1.230769   \n",
       "17                 0.25                0.65     0.20    0.800000   1.230769   \n",
       "9                  0.20                0.65     0.15    0.750000   1.153846   \n",
       "8                  0.65                0.20     0.15    0.230769   1.153846   \n",
       "6                  0.25                0.35     0.10    0.400000   1.142857   \n",
       "4                  0.25                0.35     0.10    0.400000   1.142857   \n",
       "5                  0.35                0.25     0.10    0.285714   1.142857   \n",
       "7                  0.35                0.25     0.10    0.285714   1.142857   \n",
       "81                 0.15                0.30     0.05    0.333333   1.111111   \n",
       "82                 0.30                0.15     0.05    0.166667   1.111111   \n",
       "18                 0.65                0.30     0.20    0.307692   1.025641   \n",
       "19                 0.30                0.65     0.20    0.666667   1.025641   \n",
       "40                 0.20                0.25     0.05    0.250000   1.000000   \n",
       "143                0.25                0.20     0.05    0.200000   1.000000   \n",
       "41                 0.25                0.20     0.05    0.200000   1.000000   \n",
       "142                0.20                0.25     0.05    0.250000   1.000000   \n",
       "128                0.25                0.20     0.05    0.200000   1.000000   \n",
       "125                0.20                0.25     0.05    0.250000   1.000000   \n",
       "\n",
       "     leverage  conviction  zhangs_metric  \n",
       "225    0.0450    1.900000       1.000000  \n",
       "254    0.0450    1.900000       1.000000  \n",
       "211    0.0900         inf       1.000000  \n",
       "214    0.0900         inf       1.000000  \n",
       "232    0.0450    1.900000       1.000000  \n",
       "228    0.0450         inf       0.947368  \n",
       "169    0.0450         inf       0.947368  \n",
       "221    0.0450         inf       0.947368  \n",
       "252    0.0450    1.900000       1.000000  \n",
       "255    0.0450         inf       0.947368  \n",
       "172    0.0450    1.900000       1.000000  \n",
       "257    0.0450         inf       0.947368  \n",
       "186    0.0450         inf       0.947368  \n",
       "187    0.0450    1.900000       1.000000  \n",
       "217    0.0850    2.700000       1.000000  \n",
       "107    0.0850    2.700000       1.000000  \n",
       "51     0.0850         inf       0.944444  \n",
       "229    0.0425         inf       0.894737  \n",
       "54     0.0850    2.700000       1.000000  \n",
       "110    0.0850         inf       0.944444  \n",
       "239    0.0425    1.425000       1.000000  \n",
       "224    0.0425    1.425000       1.000000  \n",
       "242    0.0425         inf       0.894737  \n",
       "208    0.0850         inf       0.944444  \n",
       "236    0.0400    1.800000       0.888889  \n",
       "212    0.0800    1.800000       1.000000  \n",
       "213    0.0800         inf       0.888889  \n",
       "245    0.0400    1.800000       0.888889  \n",
       "256    0.0400         inf       0.842105  \n",
       "253    0.0400    1.266667       1.000000  \n",
       "64     0.0775    2.550000       0.911765  \n",
       "215    0.0775    2.550000       0.911765  \n",
       "210    0.0775    2.550000       0.911765  \n",
       "65     0.0775    2.550000       0.911765  \n",
       "77     0.0750    1.500000       1.000000  \n",
       "111    0.0750    1.500000       1.000000  \n",
       "196    0.0375         inf       0.789474  \n",
       "106    0.0750         inf       0.833333  \n",
       "76     0.0750         inf       0.833333  \n",
       "203    0.0375    1.187500       1.000000  \n",
       "182    0.0375         inf       0.789474  \n",
       "105    0.0375    1.187500       1.000000  \n",
       "178    0.0375    1.187500       1.000000  \n",
       "104    0.0375         inf       0.789474  \n",
       "191    0.0375    1.187500       1.000000  \n",
       "222    0.0375         inf       0.789474  \n",
       "31     0.0750    1.500000       1.000000  \n",
       "155    0.0375    1.187500       1.000000  \n",
       "250    0.0375         inf       0.789474  \n",
       "154    0.0375         inf       0.789474  \n",
       "259    0.0375    1.187500       1.000000  \n",
       "30     0.0750         inf       0.833333  \n",
       "235    0.0375         inf       0.789474  \n",
       "231    0.0375    1.187500       1.000000  \n",
       "170    0.0375         inf       0.789474  \n",
       "171    0.0375    1.187500       1.000000  \n",
       "175    0.0375         inf       0.789474  \n",
       "246    0.0375    1.187500       1.000000  \n",
       "197    0.0350    1.350000       0.823529  \n",
       "258    0.0350    1.140000       1.000000  \n",
       "92     0.0350         inf       0.736842  \n",
       "202    0.0350    1.700000       0.777778  \n",
       "251    0.0350         inf       0.736842  \n",
       "150    0.0350    1.140000       1.000000  \n",
       "145    0.0350    1.140000       1.000000  \n",
       "149    0.0350         inf       0.736842  \n",
       "93     0.0350    1.140000       1.000000  \n",
       "206    0.0700         inf       0.777778  \n",
       "137    0.0700    2.400000       0.823529  \n",
       "67     0.0700    1.350000       1.000000  \n",
       "140    0.0350         inf       0.736842  \n",
       "136    0.0700    1.700000       0.875000  \n",
       "62     0.0700         inf       0.777778  \n",
       "60     0.0700    1.350000       1.000000  \n",
       "57     0.0700         inf       0.777778  \n",
       "164    0.0350         inf       0.736842  \n",
       "165    0.0350    1.140000       1.000000  \n",
       "219    0.0700    1.350000       1.000000  \n",
       "181    0.0325         inf       0.684211  \n",
       "152    0.0325         inf       0.684211  \n",
       "192    0.0325    1.108333       1.000000  \n",
       "157    0.0325    1.108333       1.000000  \n",
       "158    0.0325         inf       0.684211  \n",
       "161    0.0325    1.108333       1.000000  \n",
       "261    0.0325    1.108333       1.000000  \n",
       "74     0.0650         inf       0.722222  \n",
       "194    0.0325         inf       0.684211  \n",
       "207    0.0650         inf       0.722222  \n",
       "248    0.0325         inf       0.684211  \n",
       "38     0.0325         inf       0.684211  \n",
       "218    0.0650    1.260000       1.000000  \n",
       "63     0.0650         inf       0.722222  \n",
       "66     0.0650    1.260000       1.000000  \n",
       "39     0.0325    1.108333       1.000000  \n",
       "205    0.0325    1.108333       1.000000  \n",
       "79     0.0650    1.260000       1.000000  \n",
       "185    0.0300    1.200000       0.750000  \n",
       "20     0.0900         inf       0.705882  \n",
       "89     0.0600    1.600000       0.750000  \n",
       "119    0.0300    1.200000       0.750000  \n",
       "122    0.0300    1.600000       0.666667  \n",
       "238    0.0300    1.600000       0.666667  \n",
       "156    0.0300    1.085714       1.000000  \n",
       "240    0.0300    1.200000       0.750000  \n",
       "135    0.0600         inf       0.666667  \n",
       "138    0.0600    1.200000       1.000000  \n",
       "116    0.0300    1.600000       0.666667  \n",
       "241    0.0300    1.600000       0.666667  \n",
       "243    0.0300    1.200000       0.750000  \n",
       "153    0.0300         inf       0.631579  \n",
       "188    0.0300    1.600000       0.666667  \n",
       "249    0.0300         inf       0.631579  \n",
       "260    0.0300    1.085714       1.000000  \n",
       "146    0.0300         inf       0.631579  \n",
       "84     0.0600    1.600000       0.750000  \n",
       "147    0.0300    1.085714       1.000000  \n",
       "227    0.0300    1.600000       0.666667  \n",
       "176    0.0300    1.200000       0.750000  \n",
       "96     0.0300         inf       0.631579  \n",
       "99     0.0300    1.085714       1.000000  \n",
       "209    0.0600         inf       0.666667  \n",
       "200    0.0300    1.600000       0.666667  \n",
       "53     0.0600    1.200000       1.000000  \n",
       "52     0.0600         inf       0.666667  \n",
       "216    0.0600    1.200000       1.000000  \n",
       "177    0.0300    1.600000       0.666667  \n",
       "199    0.0300    1.200000       0.750000  \n",
       "113    0.0300    1.200000       0.750000  \n",
       "226    0.0300    1.200000       0.750000  \n",
       "21     0.0900    1.360000       1.000000  \n",
       "36     0.1125    3.250000       0.750000  \n",
       "37     0.1125    1.750000       0.865385  \n",
       "102    0.0550    1.275000       0.785714  \n",
       "97     0.0275    1.275000       0.647059  \n",
       "26     0.0550    2.100000       0.647059  \n",
       "98     0.0275    1.275000       0.647059  \n",
       "134    0.0550    2.100000       0.647059  \n",
       "27     0.0550    1.275000       0.785714  \n",
       "101    0.0550    2.100000       0.647059  \n",
       "139    0.0550    1.275000       0.785714  \n",
       "163    0.0250    1.500000       0.555556  \n",
       "220    0.0250    1.500000       0.555556  \n",
       "166    0.0250    1.125000       0.666667  \n",
       "173    0.0250    1.125000       0.666667  \n",
       "233    0.0250    1.125000       0.666667  \n",
       "159    0.0250    1.500000       0.555556  \n",
       "160    0.0250    1.125000       0.666667  \n",
       "168    0.0250    1.500000       0.555556  \n",
       "131    0.0500    1.500000       0.625000  \n",
       "43     0.0500    1.500000       0.625000  \n",
       "32     0.0250    1.500000       0.555556  \n",
       "112    0.0250    1.500000       0.555556  \n",
       "117    0.0250    1.125000       0.666667  \n",
       "132    0.0500    1.333333       0.666667  \n",
       "46     0.0500    1.333333       0.666667  \n",
       "33     0.0250    1.125000       0.666667  \n",
       "88     0.0475    1.190000       0.730769  \n",
       "85     0.0475    1.950000       0.558824  \n",
       "55     0.0475    1.190000       0.730769  \n",
       "50     0.0475    1.950000       0.558824  \n",
       "0      0.0475    1.950000       0.558824  \n",
       "130    0.0475    1.950000       0.558824  \n",
       "1      0.0475    1.190000       0.730769  \n",
       "133    0.0475    1.190000       0.730769  \n",
       "25     0.0800    1.400000       0.666667  \n",
       "24     0.0800    1.800000       0.571429  \n",
       "180    0.0200    1.400000       0.444444  \n",
       "58     0.0400    1.800000       0.470588  \n",
       "59     0.0400    1.133333       0.666667  \n",
       "68     0.0200    1.400000       0.444444  \n",
       "23     0.0800    1.400000       0.666667  \n",
       "22     0.0800    1.800000       0.571429  \n",
       "193    0.0200    1.080000       0.571429  \n",
       "189    0.0200    1.200000       0.470588  \n",
       "11     0.0400    1.400000       0.500000  \n",
       "10     0.0400    1.200000       0.571429  \n",
       "184    0.0200    1.133333       0.500000  \n",
       "73     0.0200    1.080000       0.571429  \n",
       "127    0.0175    1.029167       1.000000  \n",
       "190    0.0175    1.029167       1.000000  \n",
       "230    0.0175    1.029167       1.000000  \n",
       "115    0.0175    1.029167       1.000000  \n",
       "244    0.0175    1.029167       1.000000  \n",
       "87     0.0350    1.063636       1.000000  \n",
       "109    0.0350    1.063636       1.000000  \n",
       "45     0.0350    1.063636       1.000000  \n",
       "14     0.0350    1.063636       1.000000  \n",
       "49     0.0175    1.029167       1.000000  \n",
       "121    0.0175    1.029167       1.000000  \n",
       "48     0.0175         inf       0.368421  \n",
       "120    0.0175         inf       0.368421  \n",
       "44     0.0350         inf       0.388889  \n",
       "223    0.0175         inf       0.368421  \n",
       "126    0.0175         inf       0.368421  \n",
       "15     0.0350         inf       0.388889  \n",
       "237    0.0175         inf       0.368421  \n",
       "86     0.0350         inf       0.388889  \n",
       "108    0.0350         inf       0.388889  \n",
       "114    0.0175         inf       0.368421  \n",
       "183    0.0175         inf       0.368421  \n",
       "3      0.0450    1.225000       0.461538  \n",
       "195    0.0150    1.300000       0.333333  \n",
       "13     0.0300    1.300000       0.375000  \n",
       "12     0.0300    1.120000       0.461538  \n",
       "47     0.0300    1.120000       0.461538  \n",
       "179    0.0150    1.050000       0.461538  \n",
       "2      0.0450    1.300000       0.428571  \n",
       "247    0.0150    1.050000       0.461538  \n",
       "42     0.0300    1.300000       0.375000  \n",
       "234    0.0150    1.300000       0.333333  \n",
       "35     0.0150    1.050000       0.461538  \n",
       "34     0.0150    1.300000       0.333333  \n",
       "162    0.0150    1.300000       0.333333  \n",
       "123    0.0150    1.050000       0.461538  \n",
       "56     0.0300    1.300000       0.375000  \n",
       "167    0.0150    1.050000       0.461538  \n",
       "174    0.0150    1.300000       0.333333  \n",
       "61     0.0300    1.120000       0.461538  \n",
       "69     0.0150    1.300000       0.333333  \n",
       "118    0.0150    1.300000       0.333333  \n",
       "78     0.0300    1.120000       0.461538  \n",
       "72     0.0150    1.050000       0.461538  \n",
       "75     0.0300    1.300000       0.375000  \n",
       "204    0.0150    1.050000       0.461538  \n",
       "28     0.0250    1.166667       0.333333  \n",
       "129    0.0125    1.062500       0.333333  \n",
       "29     0.0250    1.125000       0.357143  \n",
       "124    0.0125    1.125000       0.294118  \n",
       "71     0.0125    1.062500       0.333333  \n",
       "70     0.0125    1.125000       0.294118  \n",
       "151    0.0100    1.028571       0.333333  \n",
       "141    0.0100    1.200000       0.222222  \n",
       "103    0.0200    1.066667       0.333333  \n",
       "148    0.0100    1.200000       0.222222  \n",
       "83     0.0100    1.066667       0.250000  \n",
       "198    0.0100    1.066667       0.250000  \n",
       "100    0.0200    1.200000       0.250000  \n",
       "144    0.0100    1.028571       0.333333  \n",
       "201    0.0100    1.066667       0.250000  \n",
       "80     0.0100    1.066667       0.250000  \n",
       "95     0.0100    1.066667       0.250000  \n",
       "94     0.0100    1.028571       0.333333  \n",
       "91     0.0100    1.200000       0.222222  \n",
       "90     0.0100    1.066667       0.250000  \n",
       "16     0.0375    1.083333       0.535714  \n",
       "17     0.0375    1.750000       0.250000  \n",
       "9      0.0200    1.400000       0.166667  \n",
       "8      0.0200    1.040000       0.380952  \n",
       "6      0.0125    1.083333       0.166667  \n",
       "4      0.0125    1.083333       0.166667  \n",
       "5      0.0125    1.050000       0.192308  \n",
       "7      0.0125    1.050000       0.192308  \n",
       "81     0.0050    1.050000       0.117647  \n",
       "82     0.0050    1.020000       0.142857  \n",
       "18     0.0050    1.011111       0.071429  \n",
       "19     0.0050    1.050000       0.035714  \n",
       "40     0.0000    1.000000       0.000000  \n",
       "143    0.0000    1.000000       0.000000  \n",
       "41     0.0000    1.000000       0.000000  \n",
       "142    0.0000    1.000000       0.000000  \n",
       "128    0.0000    1.000000       0.000000  \n",
       "125    0.0000    1.000000       0.000000  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_lift = association_rules(df1, metric = \"lift\", min_threshold=1)\n",
    "# displaying result with lift >=1\n",
    "df_lift.sort_values(by='lift',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "      <th>zhangs_metric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD, BISCUIT)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>(MAGGI)</td>\n",
       "      <td>(BREAD, MILK)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>(MILK)</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>(MILK)</td>\n",
       "      <td>(CORNFLAKES, COFFEE)</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              antecedents           consequents  antecedent support  \\\n",
       "79       (BREAD, BISCUIT)               (MAGGI)                0.20   \n",
       "82                (MAGGI)      (BREAD, BISCUIT)                0.25   \n",
       "187         (BREAD, MILK)               (MAGGI)                0.20   \n",
       "190               (MAGGI)         (BREAD, MILK)                0.25   \n",
       "206  (CORNFLAKES, COFFEE)                (MILK)                0.20   \n",
       "207                (MILK)  (CORNFLAKES, COFFEE)                0.25   \n",
       "\n",
       "     consequent support  support  confidence  lift  leverage  conviction  \\\n",
       "79                 0.25     0.05        0.25   1.0       0.0         1.0   \n",
       "82                 0.20     0.05        0.20   1.0       0.0         1.0   \n",
       "187                0.25     0.05        0.25   1.0       0.0         1.0   \n",
       "190                0.20     0.05        0.20   1.0       0.0         1.0   \n",
       "206                0.25     0.05        0.25   1.0       0.0         1.0   \n",
       "207                0.20     0.05        0.20   1.0       0.0         1.0   \n",
       "\n",
       "     zhangs_metric  \n",
       "79             0.0  \n",
       "82             0.0  \n",
       "187            0.0  \n",
       "190            0.0  \n",
       "206            0.0  \n",
       "207            0.0  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_lift = association_rules(df1, metric = \"lift\", min_threshold=0) #displaying results with lift >=0\n",
    "# displaying result with lift == 1\n",
    "df_lift[df_lift['lift'] == 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The lift value of 1 indicates that the antecedents and consequents are independent of each other."
   ]
  }
 ],
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