MBA_UCI.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a6398631-125d-42a7-9a3e-5964450b5803",
   "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\\annas\\anaconda3\\lib\\site-packages (from mlxtend) (1.11.4)\n",
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      "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": "code",
   "execution_count": 44,
   "id": "5c6c3d36-5685-43c5-8543-9f16d2a9e31f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from mlxtend.frequent_patterns import apriori\n",
    "from mlxtend.frequent_patterns import association_rules\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "85e41590-5a31-4a10-ae95-685dde8aa28f",
   "metadata": {},
   "outputs": [],
   "source": [
    "mba_data = pd.read_excel(\"Online Retail.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e3679a78-2d0f-4b07-bc63-e350c22c169a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 541909 entries, 0 to 541908\n",
      "Data columns (total 8 columns):\n",
      " #   Column       Non-Null Count   Dtype         \n",
      "---  ------       --------------   -----         \n",
      " 0   InvoiceNo    541909 non-null  object        \n",
      " 1   StockCode    541909 non-null  object        \n",
      " 2   Description  540455 non-null  object        \n",
      " 3   Quantity     541909 non-null  int64         \n",
      " 4   InvoiceDate  541909 non-null  datetime64[ns]\n",
      " 5   UnitPrice    541909 non-null  float64       \n",
      " 6   CustomerID   406829 non-null  float64       \n",
      " 7   Country      541909 non-null  object        \n",
      "dtypes: datetime64[ns](1), float64(2), int64(1), object(4)\n",
      "memory usage: 33.1+ MB\n"
     ]
    }
   ],
   "source": [
    "mba_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd3cacf2-459c-4139-aa03-ede6ee440053",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\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>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541904</th>\n",
       "      <td>581587</td>\n",
       "      <td>22613</td>\n",
       "      <td>PACK OF 20 SPACEBOY NAPKINS</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541905</th>\n",
       "      <td>581587</td>\n",
       "      <td>22899</td>\n",
       "      <td>CHILDREN'S APRON DOLLY GIRL</td>\n",
       "      <td>6</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541906</th>\n",
       "      <td>581587</td>\n",
       "      <td>23254</td>\n",
       "      <td>CHILDRENS CUTLERY DOLLY GIRL</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541907</th>\n",
       "      <td>581587</td>\n",
       "      <td>23255</td>\n",
       "      <td>CHILDRENS CUTLERY CIRCUS PARADE</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541908</th>\n",
       "      <td>581587</td>\n",
       "      <td>22138</td>\n",
       "      <td>BAKING SET 9 PIECE RETROSPOT</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>541909 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                          Description  Quantity  \\\n",
       "0         536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
       "1         536365     71053                  WHITE METAL LANTERN         6   \n",
       "2         536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n",
       "3         536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
       "4         536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n",
       "...          ...       ...                                  ...       ...   \n",
       "541904    581587     22613          PACK OF 20 SPACEBOY NAPKINS        12   \n",
       "541905    581587     22899         CHILDREN'S APRON DOLLY GIRL          6   \n",
       "541906    581587     23254        CHILDRENS CUTLERY DOLLY GIRL          4   \n",
       "541907    581587     23255      CHILDRENS CUTLERY CIRCUS PARADE         4   \n",
       "541908    581587     22138        BAKING SET 9 PIECE RETROSPOT          3   \n",
       "\n",
       "               InvoiceDate  UnitPrice  CustomerID         Country  \n",
       "0      2010-12-01 08:26:00       2.55     17850.0  United Kingdom  \n",
       "1      2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "2      2010-12-01 08:26:00       2.75     17850.0  United Kingdom  \n",
       "3      2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "4      2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "...                    ...        ...         ...             ...  \n",
       "541904 2011-12-09 12:50:00       0.85     12680.0          France  \n",
       "541905 2011-12-09 12:50:00       2.10     12680.0          France  \n",
       "541906 2011-12-09 12:50:00       4.15     12680.0          France  \n",
       "541907 2011-12-09 12:50:00       4.15     12680.0          France  \n",
       "541908 2011-12-09 12:50:00       4.95     12680.0          France  \n",
       "\n",
       "[541909 rows x 8 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mba_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5889b73e-cb2e-4348-bf93-18c4c8a2f9bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "InvoiceNo           0\n",
       "StockCode           0\n",
       "Description      1454\n",
       "Quantity            0\n",
       "InvoiceDate         0\n",
       "UnitPrice           0\n",
       "CustomerID     135080\n",
       "Country             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mba_data.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1b2745e0-4355-4ac4-999c-09a9bad83274",
   "metadata": {},
   "outputs": [],
   "source": [
    "mba_data.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3c009bbe-b315-4f93-98a1-4d5fb29665bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "406829"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mba_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d49c3b8f-034d-44b9-b18e-8eef781eea24",
   "metadata": {},
   "outputs": [],
   "source": [
    "mba_data['InvoiceNo'] = mba_data['InvoiceNo'].astype('str')\n",
    "mba_data = mba_data[~mba_data['InvoiceNo'].str.contains('C')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9256874b-cfd0-4970-b9f3-2369bd7d777c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "397924"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mba_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d3aba1a8-2242-4d45-b785-5755ab0da95a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country\n",
       "United Kingdom    354345\n",
       "Germany             9042\n",
       "France              8342\n",
       "EIRE                7238\n",
       "Spain               2485\n",
       "Netherlands         2363\n",
       "Belgium             2031\n",
       "Switzerland         1842\n",
       "Portugal            1462\n",
       "Australia           1185\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top10_countries = mba_data['Country'].value_counts().head(10)\n",
    "top10_countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5dfa7c28-fdd3-4fd5-bf0e-5cb9a8836b9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[10,10])\n",
    "plt.pie(top10_countries, labels=top10_countries.index, autopct='%0.0f%%', labeldistance=1.3)\n",
    "plt.title(\"Transaction distribution by country\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "356f2443-93d6-462d-b0c0-4be06b3353f3",
   "metadata": {},
   "source": [
    "## Group by Invoice No and Description to show the quantity of each item purchased in each transaction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d735d914-36dc-4e38-8080-85ecbfa9eec4",
   "metadata": {},
   "outputs": [],
   "source": [
    "basket = mba_data[mba_data['Country']=='United Kingdom']\\\n",
    "         .groupby(['InvoiceNo', 'Description'])['Quantity']\\\n",
    "         .sum().unstack().reset_index().fillna(0)\\\n",
    "         .set_index('InvoiceNo')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5dbc2f89-a4ee-4b70-9966-c8bd91d13aee",
   "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>Description</th>\n",
       "      <th>4 PURPLE FLOCK DINNER CANDLES</th>\n",
       "      <th>50'S CHRISTMAS GIFT BAG LARGE</th>\n",
       "      <th>DOLLY GIRL BEAKER</th>\n",
       "      <th>I LOVE LONDON MINI BACKPACK</th>\n",
       "      <th>NINE DRAWER OFFICE TIDY</th>\n",
       "      <th>OVAL WALL MIRROR DIAMANTE</th>\n",
       "      <th>RED SPOT GIFT BAG LARGE</th>\n",
       "      <th>SET 2 TEA TOWELS I LOVE LONDON</th>\n",
       "      <th>SPACEBOY BABY GIFT SET</th>\n",
       "      <th>TOADSTOOL BEDSIDE LIGHT</th>\n",
       "      <th>...</th>\n",
       "      <th>ZINC STAR T-LIGHT HOLDER</th>\n",
       "      <th>ZINC SWEETHEART SOAP DISH</th>\n",
       "      <th>ZINC SWEETHEART WIRE LETTER RACK</th>\n",
       "      <th>ZINC T-LIGHT HOLDER STAR LARGE</th>\n",
       "      <th>ZINC T-LIGHT HOLDER STARS LARGE</th>\n",
       "      <th>ZINC T-LIGHT HOLDER STARS SMALL</th>\n",
       "      <th>ZINC TOP  2 DOOR WOODEN SHELF</th>\n",
       "      <th>ZINC WILLIE WINKIE  CANDLE STICK</th>\n",
       "      <th>ZINC WIRE KITCHEN ORGANISER</th>\n",
       "      <th>ZINC WIRE SWEETHEART LETTER TRAY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>536365</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536366</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>16649 rows × 3844 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Description   4 PURPLE FLOCK DINNER CANDLES   50'S CHRISTMAS GIFT BAG LARGE  \\\n",
       "InvoiceNo                                                                     \n",
       "536365                                  0.0                             0.0   \n",
       "536366                                  0.0                             0.0   \n",
       "536367                                  0.0                             0.0   \n",
       "536368                                  0.0                             0.0   \n",
       "536369                                  0.0                             0.0   \n",
       "...                                     ...                             ...   \n",
       "581582                                  0.0                             0.0   \n",
       "581583                                  0.0                             0.0   \n",
       "581584                                  0.0                             0.0   \n",
       "581585                                  0.0                             0.0   \n",
       "581586                                  0.0                             0.0   \n",
       "\n",
       "Description   DOLLY GIRL BEAKER   I LOVE LONDON MINI BACKPACK  \\\n",
       "InvoiceNo                                                       \n",
       "536365                      0.0                           0.0   \n",
       "536366                      0.0                           0.0   \n",
       "536367                      0.0                           0.0   \n",
       "536368                      0.0                           0.0   \n",
       "536369                      0.0                           0.0   \n",
       "...                         ...                           ...   \n",
       "581582                      0.0                           0.0   \n",
       "581583                      0.0                           0.0   \n",
       "581584                      0.0                           0.0   \n",
       "581585                      0.0                           0.0   \n",
       "581586                      0.0                           0.0   \n",
       "\n",
       "Description   NINE DRAWER OFFICE TIDY   OVAL WALL MIRROR DIAMANTE   \\\n",
       "InvoiceNo                                                            \n",
       "536365                            0.0                          0.0   \n",
       "536366                            0.0                          0.0   \n",
       "536367                            0.0                          0.0   \n",
       "536368                            0.0                          0.0   \n",
       "536369                            0.0                          0.0   \n",
       "...                               ...                          ...   \n",
       "581582                            0.0                          0.0   \n",
       "581583                            0.0                          0.0   \n",
       "581584                            0.0                          0.0   \n",
       "581585                            0.0                          0.0   \n",
       "581586                            0.0                          0.0   \n",
       "\n",
       "Description   RED SPOT GIFT BAG LARGE   SET 2 TEA TOWELS I LOVE LONDON   \\\n",
       "InvoiceNo                                                                 \n",
       "536365                            0.0                               0.0   \n",
       "536366                            0.0                               0.0   \n",
       "536367                            0.0                               0.0   \n",
       "536368                            0.0                               0.0   \n",
       "536369                            0.0                               0.0   \n",
       "...                               ...                               ...   \n",
       "581582                            0.0                               0.0   \n",
       "581583                            0.0                               0.0   \n",
       "581584                            0.0                               0.0   \n",
       "581585                            0.0                               0.0   \n",
       "581586                            0.0                               0.0   \n",
       "\n",
       "Description   SPACEBOY BABY GIFT SET   TOADSTOOL BEDSIDE LIGHT   ...  \\\n",
       "InvoiceNo                                                        ...   \n",
       "536365                           0.0                        0.0  ...   \n",
       "536366                           0.0                        0.0  ...   \n",
       "536367                           0.0                        0.0  ...   \n",
       "536368                           0.0                        0.0  ...   \n",
       "536369                           0.0                        0.0  ...   \n",
       "...                              ...                        ...  ...   \n",
       "581582                           0.0                        0.0  ...   \n",
       "581583                           0.0                        0.0  ...   \n",
       "581584                           0.0                        0.0  ...   \n",
       "581585                           0.0                        0.0  ...   \n",
       "581586                           0.0                        0.0  ...   \n",
       "\n",
       "Description  ZINC STAR T-LIGHT HOLDER   ZINC SWEETHEART SOAP DISH  \\\n",
       "InvoiceNo                                                           \n",
       "536365                             0.0                        0.0   \n",
       "536366                             0.0                        0.0   \n",
       "536367                             0.0                        0.0   \n",
       "536368                             0.0                        0.0   \n",
       "536369                             0.0                        0.0   \n",
       "...                                ...                        ...   \n",
       "581582                             0.0                        0.0   \n",
       "581583                             0.0                        0.0   \n",
       "581584                             0.0                        0.0   \n",
       "581585                             0.0                        0.0   \n",
       "581586                             0.0                        0.0   \n",
       "\n",
       "Description  ZINC SWEETHEART WIRE LETTER RACK  ZINC T-LIGHT HOLDER STAR LARGE  \\\n",
       "InvoiceNo                                                                       \n",
       "536365                                    0.0                             0.0   \n",
       "536366                                    0.0                             0.0   \n",
       "536367                                    0.0                             0.0   \n",
       "536368                                    0.0                             0.0   \n",
       "536369                                    0.0                             0.0   \n",
       "...                                       ...                             ...   \n",
       "581582                                    0.0                             0.0   \n",
       "581583                                    0.0                             0.0   \n",
       "581584                                    0.0                             0.0   \n",
       "581585                                    0.0                            12.0   \n",
       "581586                                    0.0                             0.0   \n",
       "\n",
       "Description  ZINC T-LIGHT HOLDER STARS LARGE  ZINC T-LIGHT HOLDER STARS SMALL  \\\n",
       "InvoiceNo                                                                       \n",
       "536365                                   0.0                              0.0   \n",
       "536366                                   0.0                              0.0   \n",
       "536367                                   0.0                              0.0   \n",
       "536368                                   0.0                              0.0   \n",
       "536369                                   0.0                              0.0   \n",
       "...                                      ...                              ...   \n",
       "581582                                   0.0                              0.0   \n",
       "581583                                   0.0                              0.0   \n",
       "581584                                   0.0                              0.0   \n",
       "581585                                   0.0                              0.0   \n",
       "581586                                   0.0                              0.0   \n",
       "\n",
       "Description  ZINC TOP  2 DOOR WOODEN SHELF   ZINC WILLIE WINKIE  CANDLE STICK  \\\n",
       "InvoiceNo                                                                       \n",
       "536365                                  0.0                               0.0   \n",
       "536366                                  0.0                               0.0   \n",
       "536367                                  0.0                               0.0   \n",
       "536368                                  0.0                               0.0   \n",
       "536369                                  0.0                               0.0   \n",
       "...                                     ...                               ...   \n",
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       "581583                                  0.0                               0.0   \n",
       "581584                                  0.0                               0.0   \n",
       "581585                                  0.0                              24.0   \n",
       "581586                                  0.0                               0.0   \n",
       "\n",
       "Description  ZINC WIRE KITCHEN ORGANISER  ZINC WIRE SWEETHEART LETTER TRAY  \n",
       "InvoiceNo                                                                   \n",
       "536365                               0.0                               0.0  \n",
       "536366                               0.0                               0.0  \n",
       "536367                               0.0                               0.0  \n",
       "536368                               0.0                               0.0  \n",
       "536369                               0.0                               0.0  \n",
       "...                                  ...                               ...  \n",
       "581582                               0.0                               0.0  \n",
       "581583                               0.0                               0.0  \n",
       "581584                               0.0                               0.0  \n",
       "581585                               0.0                               0.0  \n",
       "581586                               0.0                               0.0  \n",
       "\n",
       "[16649 rows x 3844 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "basket"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46331806-5c69-4c72-8f6d-1d012b2f5493",
   "metadata": {},
   "source": [
    "## One Hot Encode "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ad7a9bdf-c28b-4c56-ad1f-56b403f5fd2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def val_encode(x):\n",
    "    if x<= 0:\n",
    "        return 0\n",
    "    if x>=1:\n",
    "        return 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "6ac22b4c-26ff-4fbe-b434-10cc2cfa6dab",
   "metadata": {},
   "outputs": [],
   "source": [
    "basket_enc = basket.map(val_encode)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "42ddfe00-64c1-4e6a-81cb-33659275175a",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Description</th>\n",
       "      <th>4 PURPLE FLOCK DINNER CANDLES</th>\n",
       "      <th>50'S CHRISTMAS GIFT BAG LARGE</th>\n",
       "      <th>DOLLY GIRL BEAKER</th>\n",
       "      <th>I LOVE LONDON MINI BACKPACK</th>\n",
       "      <th>NINE DRAWER OFFICE TIDY</th>\n",
       "      <th>OVAL WALL MIRROR DIAMANTE</th>\n",
       "      <th>RED SPOT GIFT BAG LARGE</th>\n",
       "      <th>SET 2 TEA TOWELS I LOVE LONDON</th>\n",
       "      <th>SPACEBOY BABY GIFT SET</th>\n",
       "      <th>TOADSTOOL BEDSIDE LIGHT</th>\n",
       "      <th>...</th>\n",
       "      <th>ZINC STAR T-LIGHT HOLDER</th>\n",
       "      <th>ZINC SWEETHEART SOAP DISH</th>\n",
       "      <th>ZINC SWEETHEART WIRE LETTER RACK</th>\n",
       "      <th>ZINC T-LIGHT HOLDER STAR LARGE</th>\n",
       "      <th>ZINC T-LIGHT HOLDER STARS LARGE</th>\n",
       "      <th>ZINC T-LIGHT HOLDER STARS SMALL</th>\n",
       "      <th>ZINC TOP  2 DOOR WOODEN SHELF</th>\n",
       "      <th>ZINC WILLIE WINKIE  CANDLE STICK</th>\n",
       "      <th>ZINC WIRE KITCHEN ORGANISER</th>\n",
       "      <th>ZINC WIRE SWEETHEART LETTER TRAY</th>\n",
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       "</table>\n",
       "<p>16649 rows × 3844 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Description   4 PURPLE FLOCK DINNER CANDLES   50'S CHRISTMAS GIFT BAG LARGE  \\\n",
       "InvoiceNo                                                                     \n",
       "536365                                    0                               0   \n",
       "536366                                    0                               0   \n",
       "536367                                    0                               0   \n",
       "536368                                    0                               0   \n",
       "536369                                    0                               0   \n",
       "...                                     ...                             ...   \n",
       "581582                                    0                               0   \n",
       "581583                                    0                               0   \n",
       "581584                                    0                               0   \n",
       "581585                                    0                               0   \n",
       "581586                                    0                               0   \n",
       "\n",
       "Description   DOLLY GIRL BEAKER   I LOVE LONDON MINI BACKPACK  \\\n",
       "InvoiceNo                                                       \n",
       "536365                        0                             0   \n",
       "536366                        0                             0   \n",
       "536367                        0                             0   \n",
       "536368                        0                             0   \n",
       "536369                        0                             0   \n",
       "...                         ...                           ...   \n",
       "581582                        0                             0   \n",
       "581583                        0                             0   \n",
       "581584                        0                             0   \n",
       "581585                        0                             0   \n",
       "581586                        0                             0   \n",
       "\n",
       "Description   NINE DRAWER OFFICE TIDY   OVAL WALL MIRROR DIAMANTE   \\\n",
       "InvoiceNo                                                            \n",
       "536365                              0                            0   \n",
       "536366                              0                            0   \n",
       "536367                              0                            0   \n",
       "536368                              0                            0   \n",
       "536369                              0                            0   \n",
       "...                               ...                          ...   \n",
       "581582                              0                            0   \n",
       "581583                              0                            0   \n",
       "581584                              0                            0   \n",
       "581585                              0                            0   \n",
       "581586                              0                            0   \n",
       "\n",
       "Description   RED SPOT GIFT BAG LARGE   SET 2 TEA TOWELS I LOVE LONDON   \\\n",
       "InvoiceNo                                                                 \n",
       "536365                              0                                 0   \n",
       "536366                              0                                 0   \n",
       "536367                              0                                 0   \n",
       "536368                              0                                 0   \n",
       "536369                              0                                 0   \n",
       "...                               ...                               ...   \n",
       "581582                              0                                 0   \n",
       "581583                              0                                 0   \n",
       "581584                              0                                 0   \n",
       "581585                              0                                 0   \n",
       "581586                              0                                 0   \n",
       "\n",
       "Description   SPACEBOY BABY GIFT SET   TOADSTOOL BEDSIDE LIGHT   ...  \\\n",
       "InvoiceNo                                                        ...   \n",
       "536365                             0                          0  ...   \n",
       "536366                             0                          0  ...   \n",
       "536367                             0                          0  ...   \n",
       "536368                             0                          0  ...   \n",
       "536369                             0                          0  ...   \n",
       "...                              ...                        ...  ...   \n",
       "581582                             0                          0  ...   \n",
       "581583                             0                          0  ...   \n",
       "581584                             0                          0  ...   \n",
       "581585                             0                          0  ...   \n",
       "581586                             0                          0  ...   \n",
       "\n",
       "Description  ZINC STAR T-LIGHT HOLDER   ZINC SWEETHEART SOAP DISH  \\\n",
       "InvoiceNo                                                           \n",
       "536365                               0                          0   \n",
       "536366                               0                          0   \n",
       "536367                               0                          0   \n",
       "536368                               0                          0   \n",
       "536369                               0                          0   \n",
       "...                                ...                        ...   \n",
       "581582                               0                          0   \n",
       "581583                               0                          0   \n",
       "581584                               0                          0   \n",
       "581585                               0                          0   \n",
       "581586                               0                          0   \n",
       "\n",
       "Description  ZINC SWEETHEART WIRE LETTER RACK  ZINC T-LIGHT HOLDER STAR LARGE  \\\n",
       "InvoiceNo                                                                       \n",
       "536365                                      0                               0   \n",
       "536366                                      0                               0   \n",
       "536367                                      0                               0   \n",
       "536368                                      0                               0   \n",
       "536369                                      0                               0   \n",
       "...                                       ...                             ...   \n",
       "581582                                      0                               0   \n",
       "581583                                      0                               0   \n",
       "581584                                      0                               0   \n",
       "581585                                      0                               1   \n",
       "581586                                      0                               0   \n",
       "\n",
       "Description  ZINC T-LIGHT HOLDER STARS LARGE  ZINC T-LIGHT HOLDER STARS SMALL  \\\n",
       "InvoiceNo                                                                       \n",
       "536365                                     0                                0   \n",
       "536366                                     0                                0   \n",
       "536367                                     0                                0   \n",
       "536368                                     0                                0   \n",
       "536369                                     0                                0   \n",
       "...                                      ...                              ...   \n",
       "581582                                     0                                0   \n",
       "581583                                     0                                0   \n",
       "581584                                     0                                0   \n",
       "581585                                     0                                0   \n",
       "581586                                     0                                0   \n",
       "\n",
       "Description  ZINC TOP  2 DOOR WOODEN SHELF   ZINC WILLIE WINKIE  CANDLE STICK  \\\n",
       "InvoiceNo                                                                       \n",
       "536365                                    0                                 0   \n",
       "536366                                    0                                 0   \n",
       "536367                                    0                                 0   \n",
       "536368                                    0                                 0   \n",
       "536369                                    0                                 0   \n",
       "...                                     ...                               ...   \n",
       "581582                                    0                                 0   \n",
       "581583                                    0                                 0   \n",
       "581584                                    0                                 0   \n",
       "581585                                    0                                 1   \n",
       "581586                                    0                                 0   \n",
       "\n",
       "Description  ZINC WIRE KITCHEN ORGANISER  ZINC WIRE SWEETHEART LETTER TRAY  \n",
       "InvoiceNo                                                                   \n",
       "536365                                 0                                 0  \n",
       "536366                                 0                                 0  \n",
       "536367                                 0                                 0  \n",
       "536368                                 0                                 0  \n",
       "536369                                 0                                 0  \n",
       "...                                  ...                               ...  \n",
       "581582                                 0                                 0  \n",
       "581583                                 0                                 0  \n",
       "581584                                 0                                 0  \n",
       "581585                                 0                                 0  \n",
       "581586                                 0                                 0  \n",
       "\n",
       "[16649 rows x 3844 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "basket_enc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "cc2941ab-4ec9-4236-9050-a9e2e54251fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "basket_filt = basket_enc[(basket_enc>0).sum(axis=1) >= 2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "033e4e17-b9f6-4e0e-be12-c0e9798789d9",
   "metadata": {},
   "source": [
    "## Apply Apriori Algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "0ebc53a7-61b3-4508-a268-1b69d60d7df3",
   "metadata": {},
   "outputs": [],
   "source": [
    "frequent_itemset = apriori(basket_filt, min_support=0.03, use_colnames=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "6f4f4295-e59e-4588-9fd2-e3e104551666",
   "metadata": {},
   "outputs": [],
   "source": [
    "frequent_itemset = frequent_itemset.sort_values('support', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "039c8d3f-b1b8-4581-902e-d8a31646f447",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <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>99</th>\n",
       "      <td>0.121358</td>\n",
       "      <td>(WHITE HANGING HEART T-LIGHT HOLDER)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.093197</td>\n",
       "      <td>(JUMBO BAG RED RETROSPOT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.090466</td>\n",
       "      <td>(REGENCY CAKESTAND 3 TIER)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.084417</td>\n",
       "      <td>(ASSORTED COLOUR BIRD ORNAMENT)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.082986</td>\n",
       "      <td>(PARTY BUNTING)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.030697</td>\n",
       "      <td>(DOORMAT UNION FLAG)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>0.030632</td>\n",
       "      <td>(LUNCH BAG PINK POLKADOT, LUNCH BAG RED RETROS...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.030502</td>\n",
       "      <td>(SET OF 3 HEART COOKIE CUTTERS)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.030372</td>\n",
       "      <td>(DOLLY GIRL LUNCH BOX)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.030047</td>\n",
       "      <td>(GUMBALL COAT RACK)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>108 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      support                                           itemsets\n",
       "99   0.121358               (WHITE HANGING HEART T-LIGHT HOLDER)\n",
       "44   0.093197                          (JUMBO BAG RED RETROSPOT)\n",
       "80   0.090466                         (REGENCY CAKESTAND 3 TIER)\n",
       "6    0.084417                    (ASSORTED COLOUR BIRD ORNAMENT)\n",
       "71   0.082986                                    (PARTY BUNTING)\n",
       "..        ...                                                ...\n",
       "18   0.030697                               (DOORMAT UNION FLAG)\n",
       "107  0.030632  (LUNCH BAG PINK POLKADOT, LUNCH BAG RED RETROS...\n",
       "87   0.030502                    (SET OF 3 HEART COOKIE CUTTERS)\n",
       "14   0.030372                             (DOLLY GIRL LUNCH BOX)\n",
       "25   0.030047                                (GUMBALL COAT RACK)\n",
       "\n",
       "[108 rows x 2 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequent_itemset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb1d0560-2ecb-4312-844a-895ba7dec278",
   "metadata": {},
   "source": [
    "## Apply Association Rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "5111a2f2-deec-4c17-bbd7-c6656dce7bc7",
   "metadata": {},
   "outputs": [],
   "source": [
    "assoc_rules = association_rules(frequent_itemset, metric='lift', min_threshold=1).sort_values('lift', ascending=False).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "62dd9f94-0da2-4593-b2ed-a371f198a981",
   "metadata": {},
   "outputs": [
    {
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       "        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>(ROSES REGENCY TEACUP AND SAUCER )</td>\n",
       "      <td>(GREEN REGENCY TEACUP AND SAUCER)</td>\n",
       "      <td>0.043900</td>\n",
       "      <td>0.039802</td>\n",
       "      <td>0.030957</td>\n",
       "      <td>0.705185</td>\n",
       "      <td>17.717202</td>\n",
       "      <td>0.029210</td>\n",
       "      <td>3.256952</td>\n",
       "      <td>0.986881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(GREEN REGENCY TEACUP AND SAUCER)</td>\n",
       "      <td>(ROSES REGENCY TEACUP AND SAUCER )</td>\n",
       "      <td>0.039802</td>\n",
       "      <td>0.043900</td>\n",
       "      <td>0.030957</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>17.717202</td>\n",
       "      <td>0.029210</td>\n",
       "      <td>4.302452</td>\n",
       "      <td>0.982670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>(LUNCH BAG PINK POLKADOT)</td>\n",
       "      <td>0.072841</td>\n",
       "      <td>0.055086</td>\n",
       "      <td>0.030632</td>\n",
       "      <td>0.420536</td>\n",
       "      <td>7.634188</td>\n",
       "      <td>0.026620</td>\n",
       "      <td>1.630668</td>\n",
       "      <td>0.937283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(LUNCH BAG PINK POLKADOT)</td>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>0.055086</td>\n",
       "      <td>0.072841</td>\n",
       "      <td>0.030632</td>\n",
       "      <td>0.556080</td>\n",
       "      <td>7.634188</td>\n",
       "      <td>0.026620</td>\n",
       "      <td>2.088574</td>\n",
       "      <td>0.919671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(JUMBO BAG RED RETROSPOT)</td>\n",
       "      <td>(JUMBO BAG PINK POLKADOT)</td>\n",
       "      <td>0.093197</td>\n",
       "      <td>0.052680</td>\n",
       "      <td>0.032908</td>\n",
       "      <td>0.353105</td>\n",
       "      <td>6.702899</td>\n",
       "      <td>0.027999</td>\n",
       "      <td>1.464412</td>\n",
       "      <td>0.938253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(JUMBO BAG PINK POLKADOT)</td>\n",
       "      <td>(JUMBO BAG RED RETROSPOT)</td>\n",
       "      <td>0.052680</td>\n",
       "      <td>0.093197</td>\n",
       "      <td>0.032908</td>\n",
       "      <td>0.624691</td>\n",
       "      <td>6.702899</td>\n",
       "      <td>0.027999</td>\n",
       "      <td>2.416152</td>\n",
       "      <td>0.898124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(LUNCH BAG  BLACK SKULL.)</td>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>0.064646</td>\n",
       "      <td>0.072841</td>\n",
       "      <td>0.031478</td>\n",
       "      <td>0.486922</td>\n",
       "      <td>6.684737</td>\n",
       "      <td>0.026769</td>\n",
       "      <td>1.807051</td>\n",
       "      <td>0.909181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>(LUNCH BAG  BLACK SKULL.)</td>\n",
       "      <td>0.072841</td>\n",
       "      <td>0.064646</td>\n",
       "      <td>0.031478</td>\n",
       "      <td>0.432143</td>\n",
       "      <td>6.684737</td>\n",
       "      <td>0.026769</td>\n",
       "      <td>1.647164</td>\n",
       "      <td>0.917216</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          antecedents                         consequents  \\\n",
       "0  (ROSES REGENCY TEACUP AND SAUCER )   (GREEN REGENCY TEACUP AND SAUCER)   \n",
       "1   (GREEN REGENCY TEACUP AND SAUCER)  (ROSES REGENCY TEACUP AND SAUCER )   \n",
       "2           (LUNCH BAG RED RETROSPOT)           (LUNCH BAG PINK POLKADOT)   \n",
       "3           (LUNCH BAG PINK POLKADOT)           (LUNCH BAG RED RETROSPOT)   \n",
       "4           (JUMBO BAG RED RETROSPOT)           (JUMBO BAG PINK POLKADOT)   \n",
       "5           (JUMBO BAG PINK POLKADOT)           (JUMBO BAG RED RETROSPOT)   \n",
       "6           (LUNCH BAG  BLACK SKULL.)           (LUNCH BAG RED RETROSPOT)   \n",
       "7           (LUNCH BAG RED RETROSPOT)           (LUNCH BAG  BLACK SKULL.)   \n",
       "\n",
       "   antecedent support  consequent support   support  confidence       lift  \\\n",
       "0            0.043900            0.039802  0.030957    0.705185  17.717202   \n",
       "1            0.039802            0.043900  0.030957    0.777778  17.717202   \n",
       "2            0.072841            0.055086  0.030632    0.420536   7.634188   \n",
       "3            0.055086            0.072841  0.030632    0.556080   7.634188   \n",
       "4            0.093197            0.052680  0.032908    0.353105   6.702899   \n",
       "5            0.052680            0.093197  0.032908    0.624691   6.702899   \n",
       "6            0.064646            0.072841  0.031478    0.486922   6.684737   \n",
       "7            0.072841            0.064646  0.031478    0.432143   6.684737   \n",
       "\n",
       "   leverage  conviction  zhangs_metric  \n",
       "0  0.029210    3.256952       0.986881  \n",
       "1  0.029210    4.302452       0.982670  \n",
       "2  0.026620    1.630668       0.937283  \n",
       "3  0.026620    2.088574       0.919671  \n",
       "4  0.027999    1.464412       0.938253  \n",
       "5  0.027999    2.416152       0.898124  \n",
       "6  0.026769    1.807051       0.909181  \n",
       "7  0.026769    1.647164       0.917216  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assoc_rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1793c9e3-ddc0-43e4-83de-07924ab55fee",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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