PyCaret Association Rule.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PyCaret 2 Association Rule Mining Example\n",
    "This notebook is created using PyCaret 2.0. Last updated : 31-07-2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0\n"
     ]
    }
   ],
   "source": [
    "from pycaret.utils import version\n",
    "version()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Loading dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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>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>536370</td>\n",
       "      <td>22728</td>\n",
       "      <td>ALARM CLOCK BAKELIKE PINK</td>\n",
       "      <td>24</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536370</td>\n",
       "      <td>22727</td>\n",
       "      <td>ALARM CLOCK BAKELIKE RED</td>\n",
       "      <td>24</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536370</td>\n",
       "      <td>22726</td>\n",
       "      <td>ALARM CLOCK BAKELIKE GREEN</td>\n",
       "      <td>12</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536370</td>\n",
       "      <td>21724</td>\n",
       "      <td>PANDA AND BUNNIES STICKER SHEET</td>\n",
       "      <td>12</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536370</td>\n",
       "      <td>21883</td>\n",
       "      <td>STARS GIFT TAPE</td>\n",
       "      <td>24</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>0.65</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  InvoiceNo StockCode                      Description  Quantity  \\\n",
       "0    536370     22728        ALARM CLOCK BAKELIKE PINK        24   \n",
       "1    536370     22727        ALARM CLOCK BAKELIKE RED         24   \n",
       "2    536370     22726       ALARM CLOCK BAKELIKE GREEN        12   \n",
       "3    536370     21724  PANDA AND BUNNIES STICKER SHEET        12   \n",
       "4    536370     21883                 STARS GIFT TAPE         24   \n",
       "\n",
       "      InvoiceDate  UnitPrice  CustomerID Country  \n",
       "0  12/1/2010 8:45       3.75     12583.0  France  \n",
       "1  12/1/2010 8:45       3.75     12583.0  France  \n",
       "2  12/1/2010 8:45       3.75     12583.0  France  \n",
       "3  12/1/2010 8:45       0.85     12583.0  France  \n",
       "4  12/1/2010 8:45       0.65     12583.0  France  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pycaret.datasets import get_data\n",
    "data = get_data('france')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Init setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pycaret.arules import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_7ae6f458_d32c_11ea_a69b_5076af549583\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >Description</th>        <th class=\"col_heading level0 col1\" >Value</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                                <td id=\"T_7ae6f458_d32c_11ea_a69b_5076af549583row0_col0\" class=\"data row0 col0\" >session_id</td>\n",
       "                        <td id=\"T_7ae6f458_d32c_11ea_a69b_5076af549583row0_col1\" class=\"data row0 col1\" >2514</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_7ae6f458_d32c_11ea_a69b_5076af549583row1_col0\" class=\"data row1 col0\" ># Transactions</td>\n",
       "                        <td id=\"T_7ae6f458_d32c_11ea_a69b_5076af549583row1_col1\" class=\"data row1 col1\" >461</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_7ae6f458_d32c_11ea_a69b_5076af549583row2_col0\" class=\"data row2 col0\" ># Items</td>\n",
       "                        <td id=\"T_7ae6f458_d32c_11ea_a69b_5076af549583row2_col1\" class=\"data row2 col1\" >1565</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_7ae6f458_d32c_11ea_a69b_5076af549583row3_col0\" class=\"data row3 col0\" >Ignore Items</td>\n",
       "                        <td id=\"T_7ae6f458_d32c_11ea_a69b_5076af549583row3_col1\" class=\"data row3 col1\" >None</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1f7aaae6488>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = setup(data, 'InvoiceNo', item_id='Description')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Create Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "model1 = create_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(JUMBO BAG WOODLAND ANIMALS)</td>\n",
       "      <td>(POSTAGE)</td>\n",
       "      <td>0.0651</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.0651</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.4823</td>\n",
       "      <td>0.0212</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(SET/20 RED RETROSPOT PAPER NAPKINS , SET/6 RE...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>0.0868</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>0.9750</td>\n",
       "      <td>8.9895</td>\n",
       "      <td>0.0752</td>\n",
       "      <td>35.6616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>0.0868</td>\n",
       "      <td>0.1171</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>0.9750</td>\n",
       "      <td>8.3236</td>\n",
       "      <td>0.0744</td>\n",
       "      <td>35.3145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(POSTAGE, SET/20 RED RETROSPOT PAPER NAPKINS ,...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>0.0716</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.0694</td>\n",
       "      <td>0.9697</td>\n",
       "      <td>8.9406</td>\n",
       "      <td>0.0617</td>\n",
       "      <td>29.4208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES, POSTAGE, SET/2...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>0.0716</td>\n",
       "      <td>0.1171</td>\n",
       "      <td>0.0694</td>\n",
       "      <td>0.9697</td>\n",
       "      <td>8.2783</td>\n",
       "      <td>0.0610</td>\n",
       "      <td>29.1345</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>(STRAWBERRY LUNCH BOX WITH CUTLERY)</td>\n",
       "      <td>(LUNCH BOX WITH CUTLERY RETROSPOT )</td>\n",
       "      <td>0.1041</td>\n",
       "      <td>0.1236</td>\n",
       "      <td>0.0542</td>\n",
       "      <td>0.5208</td>\n",
       "      <td>4.2124</td>\n",
       "      <td>0.0414</td>\n",
       "      <td>1.8289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>(LUNCH BAG SPACEBOY DESIGN )</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.1041</td>\n",
       "      <td>0.0564</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>4.9942</td>\n",
       "      <td>0.0451</td>\n",
       "      <td>1.8664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.1323</td>\n",
       "      <td>0.0564</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>3.9298</td>\n",
       "      <td>0.0420</td>\n",
       "      <td>1.8077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>(POSTAGE, PLASTERS IN TIN CIRCUS PARADE )</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY)</td>\n",
       "      <td>0.1258</td>\n",
       "      <td>0.1193</td>\n",
       "      <td>0.0629</td>\n",
       "      <td>0.5000</td>\n",
       "      <td>4.1909</td>\n",
       "      <td>0.0479</td>\n",
       "      <td>1.7614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>(POSTAGE, LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>0.1041</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.0521</td>\n",
       "      <td>0.5000</td>\n",
       "      <td>4.6100</td>\n",
       "      <td>0.0408</td>\n",
       "      <td>1.7831</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>141 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           antecedents  \\\n",
       "0                         (JUMBO BAG WOODLAND ANIMALS)   \n",
       "1    (SET/20 RED RETROSPOT PAPER NAPKINS , SET/6 RE...   \n",
       "2    (SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET...   \n",
       "3    (POSTAGE, SET/20 RED RETROSPOT PAPER NAPKINS ,...   \n",
       "4    (SET/6 RED SPOTTY PAPER PLATES, POSTAGE, SET/2...   \n",
       "..                                                 ...   \n",
       "136                (STRAWBERRY LUNCH BOX WITH CUTLERY)   \n",
       "137                           (LUNCH BAG APPLE DESIGN)   \n",
       "138                           (LUNCH BAG APPLE DESIGN)   \n",
       "139          (POSTAGE, PLASTERS IN TIN CIRCUS PARADE )   \n",
       "140                 (POSTAGE, LUNCH BAG RED RETROSPOT)   \n",
       "\n",
       "                             consequents  antecedent support  \\\n",
       "0                              (POSTAGE)              0.0651   \n",
       "1        (SET/6 RED SPOTTY PAPER PLATES)              0.0868   \n",
       "2          (SET/6 RED SPOTTY PAPER CUPS)              0.0868   \n",
       "3        (SET/6 RED SPOTTY PAPER PLATES)              0.0716   \n",
       "4          (SET/6 RED SPOTTY PAPER CUPS)              0.0716   \n",
       "..                                   ...                 ...   \n",
       "136  (LUNCH BOX WITH CUTLERY RETROSPOT )              0.1041   \n",
       "137         (LUNCH BAG SPACEBOY DESIGN )              0.1085   \n",
       "138            (LUNCH BAG RED RETROSPOT)              0.1085   \n",
       "139           (PLASTERS IN TIN SPACEBOY)              0.1258   \n",
       "140             (LUNCH BAG APPLE DESIGN)              0.1041   \n",
       "\n",
       "     consequent support  support  confidence    lift  leverage  conviction  \n",
       "0                0.6746   0.0651      1.0000  1.4823    0.0212         inf  \n",
       "1                0.1085   0.0846      0.9750  8.9895    0.0752     35.6616  \n",
       "2                0.1171   0.0846      0.9750  8.3236    0.0744     35.3145  \n",
       "3                0.1085   0.0694      0.9697  8.9406    0.0617     29.4208  \n",
       "4                0.1171   0.0694      0.9697  8.2783    0.0610     29.1345  \n",
       "..                  ...      ...         ...     ...       ...         ...  \n",
       "136              0.1236   0.0542      0.5208  4.2124    0.0414      1.8289  \n",
       "137              0.1041   0.0564      0.5200  4.9942    0.0451      1.8664  \n",
       "138              0.1323   0.0564      0.5200  3.9298    0.0420      1.8077  \n",
       "139              0.1193   0.0629      0.5000  4.1909    0.0479      1.7614  \n",
       "140              0.1085   0.0521      0.5000  4.6100    0.0408      1.7831  \n",
       "\n",
       "[141 rows x 9 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Plot Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "customdata": [
          [
           "JUMBO BAG WOODLAND ANIMALS",
           "POSTAGE"
          ],
          [
           "SET/20 RED RETROSPOT PAPER NAPKINS ",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/6 RED SPOTTY PAPER CUPS"
          ],
          [
           "POSTAGE",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/6 RED SPOTTY PAPER CUPS"
          ],
          [
           "SET OF 9 BLACK SKULL BALLOONS",
           "POSTAGE"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/6 RED SPOTTY PAPER CUPS"
          ],
          [
           "PACK OF 6 SKULL PAPER CUPS",
           "POSTAGE"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/6 RED SPOTTY PAPER CUPS"
          ],
          [
           "TEA PARTY BIRTHDAY CARD",
           "POSTAGE"
          ],
          [
           "STRAWBERRY LUNCH BOX WITH CUTLERY",
           "POSTAGE"
          ],
          [
           "RED RETROSPOT PICNIC BAG",
           "POSTAGE"
          ],
          [
           "ASSORTED COLOUR MINI CASES",
           "POSTAGE"
          ],
          [
           "CHILDRENS CUTLERY SPACEBOY ",
           "CHILDRENS CUTLERY DOLLY GIRL "
          ],
          [
           "SET OF 2 TEA TOWELS APPLE AND PEARS",
           "POSTAGE"
          ],
          [
           "LUNCH BAG APPLE DESIGN",
           "POSTAGE"
          ],
          [
           "ALARM CLOCK BAKELIKE RED ",
           "POSTAGE"
          ],
          [
           "ROUND SNACK BOXES SET OF4 WOODLAND ",
           "POSTAGE"
          ],
          [
           "ALARM CLOCK BAKELIKE RED ",
           "POSTAGE"
          ],
          [
           "WOODLAND CHARLOTTE BAG",
           "POSTAGE"
          ],
          [
           "ALARM CLOCK BAKELIKE RED ",
           "POSTAGE"
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "ALARM CLOCK BAKELIKE PINK",
           "POSTAGE"
          ],
          [
           "PAPER BUNTING RETROSPOT",
           "POSTAGE"
          ],
          [
           "POSTAGE",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "RABBIT NIGHT LIGHT",
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