{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Market Basket Analysis Introduction\n", "\n", "Companion notebook to http://pbpython.com/market-basket-analysis.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "from mlxtend.frequent_patterns import apriori\n", "from mlxtend.frequent_patterns import association_rules" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df = pd.read_excel('http://archive.ics.uci.edu/ml/machine-learning-databases/00352/Online%20Retail.xlsx')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | InvoiceNo | \n", "StockCode | \n", "Description | \n", "Quantity | \n", "InvoiceDate | \n", "UnitPrice | \n", "CustomerID | \n", "Country | \n", "
---|---|---|---|---|---|---|---|---|
0 | \n", "536365 | \n", "85123A | \n", "WHITE HANGING HEART T-LIGHT HOLDER | \n", "6 | \n", "2010-12-01 08:26:00 | \n", "2.55 | \n", "17850.0 | \n", "United Kingdom | \n", "
1 | \n", "536365 | \n", "71053 | \n", "WHITE METAL LANTERN | \n", "6 | \n", "2010-12-01 08:26:00 | \n", "3.39 | \n", "17850.0 | \n", "United Kingdom | \n", "
2 | \n", "536365 | \n", "84406B | \n", "CREAM CUPID HEARTS COAT HANGER | \n", "8 | \n", "2010-12-01 08:26:00 | \n", "2.75 | \n", "17850.0 | \n", "United Kingdom | \n", "
3 | \n", "536365 | \n", "84029G | \n", "KNITTED UNION FLAG HOT WATER BOTTLE | \n", "6 | \n", "2010-12-01 08:26:00 | \n", "3.39 | \n", "17850.0 | \n", "United Kingdom | \n", "
4 | \n", "536365 | \n", "84029E | \n", "RED WOOLLY HOTTIE WHITE HEART. | \n", "6 | \n", "2010-12-01 08:26:00 | \n", "3.39 | \n", "17850.0 | \n", "United Kingdom | \n", "
Description | \n", "10 COLOUR SPACEBOY PEN | \n", "12 COLOURED PARTY BALLOONS | \n", "12 EGG HOUSE PAINTED WOOD | \n", "12 MESSAGE CARDS WITH ENVELOPES | \n", "12 PENCIL SMALL TUBE WOODLAND | \n", "12 PENCILS SMALL TUBE RED RETROSPOT | \n", "12 PENCILS SMALL TUBE SKULL | \n", "12 PENCILS TALL TUBE POSY | \n", "12 PENCILS TALL TUBE RED RETROSPOT | \n", "12 PENCILS TALL TUBE WOODLAND | \n", "... | \n", "WRAP VINTAGE PETALS DESIGN | \n", "YELLOW COAT RACK PARIS FASHION | \n", "YELLOW GIANT GARDEN THERMOMETER | \n", "YELLOW SHARK HELICOPTER | \n", "ZINC STAR T-LIGHT HOLDER | \n", "ZINC FOLKART SLEIGH BELLS | \n", "ZINC HERB GARDEN CONTAINER | \n", "ZINC METAL HEART DECORATION | \n", "ZINC T-LIGHT HOLDER STAR LARGE | \n", "ZINC T-LIGHT HOLDER STARS SMALL | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
InvoiceNo | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
536370 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "... | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
536852 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "... | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
536974 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "... | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
537065 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "... | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
537463 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "... | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
5 rows × 1563 columns
\n", "Description | \n", "10 COLOUR SPACEBOY PEN | \n", "12 COLOURED PARTY BALLOONS | \n", "12 EGG HOUSE PAINTED WOOD | \n", "12 MESSAGE CARDS WITH ENVELOPES | \n", "12 PENCIL SMALL TUBE WOODLAND | \n", "12 PENCILS SMALL TUBE RED RETROSPOT | \n", "12 PENCILS SMALL TUBE SKULL | \n", "12 PENCILS TALL TUBE POSY | \n", "
---|---|---|---|---|---|---|---|---|
InvoiceNo | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
536370 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
536852 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
536974 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
537065 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
537463 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
Description | \n", "10 COLOUR SPACEBOY PEN | \n", "12 COLOURED PARTY BALLOONS | \n", "12 EGG HOUSE PAINTED WOOD | \n", "12 MESSAGE CARDS WITH ENVELOPES | \n", "12 PENCIL SMALL TUBE WOODLAND | \n", "12 PENCILS SMALL TUBE RED RETROSPOT | \n", "12 PENCILS SMALL TUBE SKULL | \n", "12 PENCILS TALL TUBE POSY | \n", "12 PENCILS TALL TUBE RED RETROSPOT | \n", "12 PENCILS TALL TUBE WOODLAND | \n", "... | \n", "WRAP VINTAGE PETALS DESIGN | \n", "YELLOW COAT RACK PARIS FASHION | \n", "YELLOW GIANT GARDEN THERMOMETER | \n", "YELLOW SHARK HELICOPTER | \n", "ZINC STAR T-LIGHT HOLDER | \n", "ZINC FOLKART SLEIGH BELLS | \n", "ZINC HERB GARDEN CONTAINER | \n", "ZINC METAL HEART DECORATION | \n", "ZINC T-LIGHT HOLDER STAR LARGE | \n", "ZINC T-LIGHT HOLDER STARS SMALL | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
InvoiceNo | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
536370 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
536852 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
536974 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
537065 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
537463 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
5 rows × 1562 columns
\n", "\n", " | support | \n", "itemsets | \n", "
---|---|---|
0 | \n", "0.071429 | \n", "[4 TRADITIONAL SPINNING TOPS] | \n", "
1 | \n", "0.096939 | \n", "[ALARM CLOCK BAKELIKE GREEN] | \n", "
2 | \n", "0.102041 | \n", "[ALARM CLOCK BAKELIKE PINK] | \n", "
3 | \n", "0.094388 | \n", "[ALARM CLOCK BAKELIKE RED] | \n", "
4 | \n", "0.081633 | \n", "[BAKING SET 9 PIECE RETROSPOT] | \n", "
\n", " | antecedants | \n", "consequents | \n", "support | \n", "confidence | \n", "lift | \n", "
---|---|---|---|---|---|
0 | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "0.168367 | \n", "0.606061 | \n", "3.545907 | \n", "
1 | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "0.170918 | \n", "0.597015 | \n", "3.545907 | \n", "
2 | \n", "(ALARM CLOCK BAKELIKE PINK) | \n", "(ALARM CLOCK BAKELIKE GREEN) | \n", "0.102041 | \n", "0.725000 | \n", "7.478947 | \n", "
3 | \n", "(ALARM CLOCK BAKELIKE GREEN) | \n", "(ALARM CLOCK BAKELIKE PINK) | \n", "0.096939 | \n", "0.763158 | \n", "7.478947 | \n", "
4 | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "(SET/6 RED SPOTTY PAPER CUPS) | \n", "0.127551 | \n", "0.960000 | \n", "6.968889 | \n", "
5 | \n", "(SET/6 RED SPOTTY PAPER CUPS) | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "0.137755 | \n", "0.888889 | \n", "6.968889 | \n", "
6 | \n", "(SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO... | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "0.102041 | \n", "0.975000 | \n", "7.644000 | \n", "
7 | \n", "(SET/6 RED SPOTTY PAPER PLATES, SET/6 RED SPOT... | \n", "(SET/20 RED RETROSPOT PAPER NAPKINS) | \n", "0.122449 | \n", "0.812500 | \n", "6.125000 | \n", "
8 | \n", "(SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET... | \n", "(SET/6 RED SPOTTY PAPER CUPS) | \n", "0.102041 | \n", "0.975000 | \n", "7.077778 | \n", "
9 | \n", "(SET/6 RED SPOTTY PAPER CUPS) | \n", "(SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET... | \n", "0.137755 | \n", "0.722222 | \n", "7.077778 | \n", "
10 | \n", "(SET/20 RED RETROSPOT PAPER NAPKINS) | \n", "(SET/6 RED SPOTTY PAPER PLATES, SET/6 RED SPOT... | \n", "0.132653 | \n", "0.750000 | \n", "6.125000 | \n", "
11 | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "(SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO... | \n", "0.127551 | \n", "0.780000 | \n", "7.644000 | \n", "
12 | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "(PLASTERS IN TIN SPACEBOY) | \n", "0.168367 | \n", "0.530303 | \n", "3.849607 | \n", "
13 | \n", "(PLASTERS IN TIN SPACEBOY) | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "0.137755 | \n", "0.648148 | \n", "3.849607 | \n", "
14 | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "(PLASTERS IN TIN SPACEBOY) | \n", "0.170918 | \n", "0.611940 | \n", "4.442233 | \n", "
15 | \n", "(PLASTERS IN TIN SPACEBOY) | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "0.137755 | \n", "0.759259 | \n", "4.442233 | \n", "
16 | \n", "(ALARM CLOCK BAKELIKE PINK) | \n", "(ALARM CLOCK BAKELIKE RED) | \n", "0.102041 | \n", "0.725000 | \n", "7.681081 | \n", "
17 | \n", "(ALARM CLOCK BAKELIKE RED) | \n", "(ALARM CLOCK BAKELIKE PINK) | \n", "0.094388 | \n", "0.783784 | \n", "7.681081 | \n", "
18 | \n", "(ALARM CLOCK BAKELIKE GREEN) | \n", "(ALARM CLOCK BAKELIKE RED) | \n", "0.096939 | \n", "0.815789 | \n", "8.642959 | \n", "
19 | \n", "(ALARM CLOCK BAKELIKE RED) | \n", "(ALARM CLOCK BAKELIKE GREEN) | \n", "0.094388 | \n", "0.837838 | \n", "8.642959 | \n", "
20 | \n", "(SET/6 RED SPOTTY PAPER CUPS) | \n", "(SET/20 RED RETROSPOT PAPER NAPKINS) | \n", "0.137755 | \n", "0.740741 | \n", "5.584046 | \n", "
21 | \n", "(SET/20 RED RETROSPOT PAPER NAPKINS) | \n", "(SET/6 RED SPOTTY PAPER CUPS) | \n", "0.132653 | \n", "0.769231 | \n", "5.584046 | \n", "
22 | \n", "(SPACEBOY LUNCH BOX) | \n", "(DOLLY GIRL LUNCH BOX) | \n", "0.125000 | \n", "0.571429 | \n", "5.743590 | \n", "
23 | \n", "(DOLLY GIRL LUNCH BOX) | \n", "(SPACEBOY LUNCH BOX) | \n", "0.099490 | \n", "0.717949 | \n", "5.743590 | \n", "
24 | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "(SET/20 RED RETROSPOT PAPER NAPKINS) | \n", "0.127551 | \n", "0.800000 | \n", "6.030769 | \n", "
25 | \n", "(SET/20 RED RETROSPOT PAPER NAPKINS) | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "0.132653 | \n", "0.769231 | \n", "6.030769 | \n", "
\n", " | antecedants | \n", "consequents | \n", "support | \n", "confidence | \n", "lift | \n", "
---|---|---|---|---|---|
4 | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "(SET/6 RED SPOTTY PAPER CUPS) | \n", "0.127551 | \n", "0.960000 | \n", "6.968889 | \n", "
5 | \n", "(SET/6 RED SPOTTY PAPER CUPS) | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "0.137755 | \n", "0.888889 | \n", "6.968889 | \n", "
6 | \n", "(SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO... | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "0.102041 | \n", "0.975000 | \n", "7.644000 | \n", "
7 | \n", "(SET/6 RED SPOTTY PAPER PLATES, SET/6 RED SPOT... | \n", "(SET/20 RED RETROSPOT PAPER NAPKINS) | \n", "0.122449 | \n", "0.812500 | \n", "6.125000 | \n", "
8 | \n", "(SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET... | \n", "(SET/6 RED SPOTTY PAPER CUPS) | \n", "0.102041 | \n", "0.975000 | \n", "7.077778 | \n", "
18 | \n", "(ALARM CLOCK BAKELIKE GREEN) | \n", "(ALARM CLOCK BAKELIKE RED) | \n", "0.096939 | \n", "0.815789 | \n", "8.642959 | \n", "
19 | \n", "(ALARM CLOCK BAKELIKE RED) | \n", "(ALARM CLOCK BAKELIKE GREEN) | \n", "0.094388 | \n", "0.837838 | \n", "8.642959 | \n", "
24 | \n", "(SET/6 RED SPOTTY PAPER PLATES) | \n", "(SET/20 RED RETROSPOT PAPER NAPKINS) | \n", "0.127551 | \n", "0.800000 | \n", "6.030769 | \n", "
\n", " | antecedants | \n", "consequents | \n", "support | \n", "confidence | \n", "lift | \n", "
---|---|---|---|---|---|
0 | \n", "(WOODLAND CHARLOTTE BAG) | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "0.126915 | \n", "0.500000 | \n", "2.040179 | \n", "
1 | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "(WOODLAND CHARLOTTE BAG) | \n", "0.245077 | \n", "0.258929 | \n", "2.040179 | \n", "
2 | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "0.115974 | \n", "0.490566 | \n", "2.001685 | \n", "
3 | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "0.245077 | \n", "0.232143 | \n", "2.001685 | \n", "
4 | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "(PLASTERS IN TIN SPACEBOY) | \n", "0.137856 | \n", "0.444444 | \n", "4.145125 | \n", "
5 | \n", "(PLASTERS IN TIN SPACEBOY) | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "0.107221 | \n", "0.571429 | \n", "4.145125 | \n", "
6 | \n", "(WOODLAND CHARLOTTE BAG) | \n", "(RED RETROSPOT CHARLOTTE BAG) | \n", "0.126915 | \n", "0.465517 | \n", "6.648168 | \n", "
7 | \n", "(RED RETROSPOT CHARLOTTE BAG) | \n", "(WOODLAND CHARLOTTE BAG) | \n", "0.070022 | \n", "0.843750 | \n", "6.648168 | \n", "
8 | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "(ROUND SNACK BOXES SET OF 4 FRUITS) | \n", "0.245077 | \n", "0.535714 | \n", "3.400298 | \n", "
9 | \n", "(ROUND SNACK BOXES SET OF 4 FRUITS) | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "0.157549 | \n", "0.833333 | \n", "3.400298 | \n", "
10 | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "0.137856 | \n", "0.539683 | \n", "2.202098 | \n", "
11 | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "0.245077 | \n", "0.303571 | \n", "2.202098 | \n", "
12 | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "0.115974 | \n", "0.584906 | \n", "4.242887 | \n", "
13 | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "0.137856 | \n", "0.492063 | \n", "4.242887 | \n", "
14 | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "(ROUND SNACK BOXES SET OF 4 FRUITS) | \n", "0.115974 | \n", "0.433962 | \n", "2.754455 | \n", "
15 | \n", "(ROUND SNACK BOXES SET OF 4 FRUITS) | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "0.157549 | \n", "0.319444 | \n", "2.754455 | \n", "
16 | \n", "(SPACEBOY LUNCH BOX) | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "0.102845 | \n", "0.680851 | \n", "2.778116 | \n", "
17 | \n", "(ROUND SNACK BOXES SET OF4 WOODLAND) | \n", "(SPACEBOY LUNCH BOX) | \n", "0.245077 | \n", "0.285714 | \n", "2.778116 | \n", "
\n", " | antecedants | \n", "consequents | \n", "support | \n", "confidence | \n", "lift | \n", "
---|---|---|---|---|---|
5 | \n", "(PLASTERS IN TIN SPACEBOY) | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "0.107221 | \n", "0.571429 | \n", "4.145125 | \n", "
7 | \n", "(RED RETROSPOT CHARLOTTE BAG) | \n", "(WOODLAND CHARLOTTE BAG) | \n", "0.070022 | \n", "0.843750 | \n", "6.648168 | \n", "
12 | \n", "(PLASTERS IN TIN CIRCUS PARADE) | \n", "(PLASTERS IN TIN WOODLAND ANIMALS) | \n", "0.115974 | \n", "0.584906 | \n", "4.242887 | \n", "