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Association Rule analysis

 

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Excel worksheets contains a set of receipt data for a bakery where each row represents a different customer’s purchase. For each row, a 1 indicates they purchased that product and a 0 means they did not. In total, there are 50 different products the bakery sells, and the owner is interested in determining any association rules in the purchase patterns of their customers.

Complete an Association Rule analysis on the following data using a minimum confidence percentage of 70% and minimum support of 10.

 Answer the following questions listed below directly in your Excel file.

  1. Pick any one of the resultant rules developed by your analysis and explain each of the columns in the output using that rule as an example.
  2. Select the 5 rules you would recommend to the bakery owner and explain your reasoning.

HW2

7

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Receipt # Chocolate Cake Lemon Cake Casino Cake Opera Cake Strawberry Cake Truffle Cake Chocolate Éclair Coffee Éclair Vanilla Éclair Napoleon Cake Almond Tart Apple Pie Apple Tart Apricot Tart Berry Tart Blackberry Tart Blueberry Tart Chocolate Tart Cherry Tart Lemon Tart Pecan Tart Ganache Cookie Gongolais Cookie Raspberry Cookie Lemon Cookie Chocolate Meringue Vanilla Meringue Marzipan Cookie Tuile Cookie Walnut Cookie Almond Croissant Apple Croissant Apricot Croissant Cheese Croissant Chocolate Croissant Apricot Danish Apple Danish Almond Twist Almond Bear Claw Blueberry Danish Lemon Lemonade Raspberry Lemonade Orange Juice Green Tea Bottled Water Hot Coffee Chocolate Coffee Vanilla Frappuccino Cherry Soda Single Expresso
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580
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1406
1654
1797
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2048
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3369
3458
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12023
12391
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15319
15330
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16779
16884
17281
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17534
17698
17833
18244
18296
18444
18983
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19380
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19905
20057
20194
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21667
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24124
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29267
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30097
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30884
31042
31250
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31429
31525
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31933
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34087
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36115
36186
36203
36433
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36866
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37146
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37371
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38169
38314
38435
38638
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54028
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69634
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70116
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71264
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71601
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71932
72079
72254
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74318
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1

inch screen

inch screen

inch screen

GB

GB

GB

0 GB

1 0 1 0 0 1 0 0 1 0 0 1 0
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3 0 1 0 0 1 0 0 1 0 1 0 0
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0 0 1 0 1 0 0 1 0 0 0 1

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0 1 0 1 0 0 1 0 0 0 1 0

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PC Purchase

Data
Processor Screen Size Memory Hard Drive
Record Intel Core i

 3 Intel Core i

 5 Intel Core i

 7 1

 0 12 15 2 GB 4 8 3

 20 50 750 GB
6
9
10
11
13
14
16
17
18
19
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67

AssocRules_Output

16 0 16
Inputs
Data

67

12

12

40

7

List of Rules
1

750 GB 12 17 8

4

2

750 GB 13 17 7

3 50

&

14 19 7

4

Intel Core i3 16 22 9

5

9 33 7

6

500 GB 14 31 10

7

500 GB 10 31 7

8 70

& 4 GB

Intel Core i5 10 33 7

9 80

4 GB 10 38 8

10

320 GB 4 GB 19 38 15

11 77.7777777778

4 GB 9 38 7

12

12 inch screen 16 32 10

13

15 inch screen Intel Core i5 19 33 12

14

500 GB Intel Core i5 31 33 19

15

Intel Core i5 500 GB 33 31 19 1.2443792766

16

Intel Core i7 12 inch screen 12 32 7

17

500 GB 12 inch screen 31 32 18

18 56.25 12 inch screen 500 GB 32 31 18 1.2157258065
19

500 GB 18 31 10

20

2 GB Intel Core i5 17 33 10

21

2 GB 500 GB 17 31 9

22 56.25 4 GB & 500 GB Intel Core i5 16 33 9

23 55.5555555556

Intel Core i5 18 33 10

24

Intel Core i3 4 GB 22 38 14

25 63.6363636364

4 GB 11 38 7 1.1220095694

26 52.9411764706 2 GB 12 inch screen 17 32 9

27 62.5 10 inch screen 4 GB 16 38 10

28

12 inch screen 19 32 10 1.1019736842

29

Intel Core i5 15 33 8

30 50 10 inch screen 500 GB 16 31 8

31 50

500 GB 18 31 9 1.0806451613

32 52.6315789474 320 GB Intel Core i5 19 33 10

33 50 Intel Core i3 12 inch screen 22 32 11

34 50

12 inch screen 14 32 7 1.046875

35 58.3333333333

4 GB 12 38 7

36 56.25 12 inch screen 4 GB 32 38 18

37 55.5555555556 12 inch screen & 500 GB 4 GB 18 38 10

38

Intel Core i5 4 GB 33 38 18

39 52.6315789474 15 inch screen 4 GB 19 38 10

40

500 GB 4 GB 31 38 16

XLMiner : Association Rules
Output Navigator Elapsed Times in Milliseconds
Inputs List of Rules AssocRules Time Report Time Total
# Transactions in Input Data
# Columns in Input Data
# Items in Input Data
# Association Rules
Minimum Support
Minimum Confidence 50.00%
Rule: If all Antecedent items are purchased, then with Confidence percentage Consequent items will also be purchased.
Row ID Confidence % Antecedent (A) Consequent (C) Support for A Support for C Support for A & C Lift Ratio
66.6666666667 Intel Core i7 2.6274509

80
53.8461538462 8 GB 2.1221719457
Intel Core i3 4 GB 320 GB 1.7631578947
56.25 10 inch screen 1.7130681818
77.7777777778 2 GB &

500 GB Intel Core i5 1.5791245791
71.4285714286 Intel Core i5 &

12 inch screen 1.5437788018
70 Intel Core i5 & 2 GB 1.5129032258
15 inch screen 1.4212121212
Intel Core i5 & 320 GB 1.4105263158
78.9473684211 1.391966759
Intel Core i3 & 320 GB 1.3713450292
62.5 4 GB & 500 GB 1.30859375
63.1578947368 1.2822966507
61.2903225806 1.2443792766
57.5757575758
58.3333333333 1.2213541667
58.064516129 1.2157258065
55.5555555556 12 inch screen & 4 GB 1.2007168459
58.8235294118 1.1942959002
52.9411764706 1.1442125237
1.1420454545
12 inch screen & 500 GB 1.1279461279
63.6363636364 1.1220095694
Intel Core i3 & 12 inch screen
1.1084558824
1.1019736842
52.6315789474 Intel Core i5 & 500 GB
53.3333333333 4 GB & 320 GB 1.0828282828
1.0806451613
Intel Core i5 & 4 GB
1.0685805423
1.046875
Intel Core i3 & 4 GB
Intel Core i5 & 15 inch screen 1.0285087719
0.9917763158
0.9795321637
54.5454545455 0.961722488
0.9279778393
51.6129032258 0.9100169779

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