{ "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": [ "
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InvoiceNoStockCodeDescriptionQuantityInvoiceDateUnitPriceCustomerIDCountry
053637022728ALARM CLOCK BAKELIKE PINK2412/1/2010 8:453.7512583.0France
153637022727ALARM CLOCK BAKELIKE RED2412/1/2010 8:453.7512583.0France
253637022726ALARM CLOCK BAKELIKE GREEN1212/1/2010 8:453.7512583.0France
353637021724PANDA AND BUNNIES STICKER SHEET1212/1/2010 8:450.8512583.0France
453637021883STARS GIFT TAPE2412/1/2010 8:450.6512583.0France
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" ], "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": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Description Value
session_id2514
# Transactions461
# Items1565
Ignore ItemsNone
" ], "text/plain": [ "" ] }, "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": [ "
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antecedentsconsequentsantecedent supportconsequent supportsupportconfidenceliftleverageconviction
0(JUMBO BAG WOODLAND ANIMALS)(POSTAGE)0.06510.67460.06511.00001.48230.0212inf
1(SET/20 RED RETROSPOT PAPER NAPKINS , SET/6 RE...(SET/6 RED SPOTTY PAPER PLATES)0.08680.10850.08460.97508.98950.075235.6616
2(SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET...(SET/6 RED SPOTTY PAPER CUPS)0.08680.11710.08460.97508.32360.074435.3145
3(POSTAGE, SET/20 RED RETROSPOT PAPER NAPKINS ,...(SET/6 RED SPOTTY PAPER PLATES)0.07160.10850.06940.96978.94060.061729.4208
4(SET/6 RED SPOTTY PAPER PLATES, POSTAGE, SET/2...(SET/6 RED SPOTTY PAPER CUPS)0.07160.11710.06940.96978.27830.061029.1345
..............................
136(STRAWBERRY LUNCH BOX WITH CUTLERY)(LUNCH BOX WITH CUTLERY RETROSPOT )0.10410.12360.05420.52084.21240.04141.8289
137(LUNCH BAG APPLE DESIGN)(LUNCH BAG SPACEBOY DESIGN )0.10850.10410.05640.52004.99420.04511.8664
138(LUNCH BAG APPLE DESIGN)(LUNCH BAG RED RETROSPOT)0.10850.13230.05640.52003.92980.04201.8077
139(POSTAGE, PLASTERS IN TIN CIRCUS PARADE )(PLASTERS IN TIN SPACEBOY)0.12580.11930.06290.50004.19090.04791.7614
140(POSTAGE, LUNCH BAG RED RETROSPOT)(LUNCH BAG APPLE DESIGN)0.10410.10850.05210.50004.61000.04081.7831
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141 rows × 9 columns

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" ], "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. 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