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HW2

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AR_Output

Data Mining: Association Rules Date: 03-Oct-2021 22:17:05 {"comment":"this RASON template was auto-generated by Analytic Solver Data Mining","datasources":{},"datasets":{},"estimator":{"associationRulesEstimator":{"type":"affinityAnalysis","algorithm":"associationRules","parameters":{"method":"APRIORI","minSupport":0.025000000000000001}}},"actions":{}}
Output Navigator Elapsed Times in Milliseconds
Inputs Summary Rules PMML Model Data Reading Time Algorithm Time Report Time Total
110 11 2 123
Inputs
Data
Workbook HW 2 Excel File (1).xlsx
Worksheet HW2
Range $B$1:$AY$401
# Records in the input data 400
Variables
# Selected Variables 50
Selected Variables Chocolate Cake Lemon Cake Casino Cake Opera Cake Strawberry Cake Truffle Cake Chocolate Eclair Coffee Eclair Vanilla Eclair 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
Association Rules: Fitting Parameters
Method Apriori
Min support 10
Min confidence 70
Association Rules: Reporting Parameters
Data Format Binary
Summary
Metric Value
# Transactions 400
# Items 50
# Rules 55
Rules
Rule ID A-Support C-Support Support Confidence Lift-Ratio Antecedent Consequent
Rule 1 14 30 13 92.8571428571 12.380952381 [Chocolate Cake,Casino Cake] [Chocolate Coffee]
Rule 2 18 29 13 72.2222222222 9.9616858238 [Chocolate Cake,Chocolate Coffee] [Casino Cake]
Rule 3 14 33 13 92.8571428571 11.2554112554 [Casino Cake,Chocolate Coffee] [Chocolate Cake]
Rule 4 13 35 13 100 11.4285714286 [Opera Cake,Cherry Tart] [Apricot Danish]
Rule 5 13 36 13 100 11.1111111111 [Opera Cake,Apricot Danish] [Cherry Tart]
Rule 6 16 34 15 93.75 11.0294117647 [Coffee Eclair,Apple Pie] [Almond Twist]
Rule 7 17 24 15 88.2352941176 14.7058823529 [Coffee Eclair,Almond Twist] [Apple Pie]
Rule 8 15 49 15 100 8.1632653061 [Apple Pie,Almond Twist] [Coffee Eclair]
Rule 9 16 37 14 87.5 9.4594594595 [Coffee Eclair,Apple Pie] [Hot Coffee]
Rule 10 15 24 14 93.3333333333 15.5555555556 [Coffee Eclair,Hot Coffee] [Apple Pie]
Rule 11 15 49 14 93.3333333333 7.619047619 [Apple Pie,Hot Coffee] [Coffee Eclair]
Rule 12 21 32 17 80.9523809524 10.119047619 [Coffee Eclair,Blackberry Tart] [Single Expresso]
Rule 13 17 40 17 100 10 [Coffee Eclair,Single Expresso] [Blackberry Tart]
Rule 14 17 49 17 100 8.1632653061 [Blackberry Tart,Single Expresso] [Coffee Eclair]
Rule 15 17 37 14 82.3529411765 8.9030206677 [Coffee Eclair,Almond Twist] [Hot Coffee]
Rule 16 15 34 14 93.3333333333 10.9803921569 [Coffee Eclair,Hot Coffee] [Almond Twist]
Rule 17 16 49 14 87.5 7.1428571429 [Almond Twist,Hot Coffee] [Coffee Eclair]
Rule 18 15 37 14 93.3333333333 10.0900900901 [Apple Pie,Almond Twist] [Hot Coffee]
Rule 19 15 34 14 93.3333333333 10.9803921569 [Apple Pie,Hot Coffee] [Almond Twist]
Rule 20 16 24 14 87.5 14.5833333333 [Almond Twist,Hot Coffee] [Apple Pie]
Rule 21 14 27 12 85.7142857143 12.6984126984 [Apple Tart,Apple Croissant] [Apple Danish]
Rule 22 14 32 12 85.7142857143 10.7142857143 [Apple Tart,Apple Danish] [Apple Croissant]
Rule 23 13 36 12 92.3076923077 10.2564102564 [Apple Croissant,Apple Danish] [Apple Tart]
Rule 24 14 22 10 71.4285714286 12.987012987 [Apple Tart,Apple Croissant] [Cherry Soda]
Rule 25 10 32 10 100 12.5 [Apple Tart,Cherry Soda] [Apple Croissant]
Rule 26 11 36 10 90.9090909091 10.101010101 [Apple Croissant,Cherry Soda] [Apple Tart]
Rule 27 14 22 10 71.4285714286 12.987012987 [Apple Tart,Apple Danish] [Cherry Soda]
Rule 28 10 27 10 100 14.8148148148 [Apple Tart,Cherry Soda] [Apple Danish]
Rule 29 11 36 10 90.9090909091 10.101010101 [Apple Danish,Cherry Soda] [Apple Tart]
Rule 30 13 34 12 92.3076923077 10.8597285068 [Chocolate Tart,Walnut Cookie] [Vanilla Frappuccino]
Rule 31 17 27 12 70.5882352941 10.4575163399 [Chocolate Tart,Vanilla Frappuccino] [Walnut Cookie]
Rule 32 13 33 12 92.3076923077 11.1888111888 [Walnut Cookie,Vanilla Frappuccino] [Chocolate Tart]
Rule 33 13 22 10 76.9230769231 13.986013986 [Apple Croissant,Apple Danish] [Cherry Soda]
Rule 34 11 27 10 90.9090909091 13.468013468 [Apple Croissant,Cherry Soda] [Apple Danish]
Rule 35 11 32 10 90.9090909091 11.3636363636 [Apple Danish,Cherry Soda] [Apple Croissant]
Rule 36 16 16 14 87.5 21.875 [Coffee Eclair,Apple Pie] [Almond Twist,Hot Coffee]
Rule 37 17 15 14 82.3529411765 21.9607843137 [Coffee Eclair,Almond Twist] [Apple Pie,Hot Coffee]
Rule 38 15 15 14 93.3333333333 24.8888888889 [Coffee Eclair,Hot Coffee] [Apple Pie,Almond Twist]
Rule 39 15 15 14 93.3333333333 24.8888888889 [Apple Pie,Almond Twist] [Coffee Eclair,Hot Coffee]
Rule 40 15 17 14 93.3333333333 21.9607843137 [Apple Pie,Hot Coffee] [Coffee Eclair,Almond Twist]
Rule 41 16 16 14 87.5 21.875 [Almond Twist,Hot Coffee] [Coffee Eclair,Apple Pie]
Rule 42 15 37 14 93.3333333333 10.0900900901 [Coffee Eclair,Apple Pie,Almond Twist] [Hot Coffee]
Rule 43 14 34 14 100 11.7647058824 [Coffee Eclair,Apple Pie,Hot Coffee] [Almond Twist]
Rule 44 14 24 14 100 16.6666666667 [Coffee Eclair,Almond Twist,Hot Coffee] [Apple Pie]
Rule 45 14 49 14 100 8.1632653061 [Apple Pie,Almond Twist,Hot Coffee] [Coffee Eclair]
Rule 46 14 11 10 71.4285714286 25.974025974 [Apple Tart,Apple Croissant] [Apple Danish,Cherry Soda]
Rule 47 14 11 10 71.4285714286 25.974025974 [Apple Tart,Apple Danish] [Apple Croissant,Cherry Soda]
Rule 48 10 13 10 100 30.7692307692 [Apple Tart,Cherry Soda] [Apple Croissant,Apple Danish]
Rule 49 13 10 10 76.9230769231 30.7692307692 [Apple Croissant,Apple Danish] [Apple Tart,Cherry Soda]
Rule 50 11 14 10 90.9090909091 25.974025974 [Apple Croissant,Cherry Soda] [Apple Tart,Apple Danish]
Rule 51 11 14 10 90.9090909091 25.974025974 [Apple Danish,Cherry Soda] [Apple Tart,Apple Croissant]
Rule 52 12 22 10 83.3333333333 15.1515151515 [Apple Tart,Apple Croissant,Apple Danish] [Cherry Soda]
Rule 53 10 27 10 100 14.8148148148 [Apple Tart,Apple Croissant,Cherry Soda] [Apple Danish]
Rule 54 10 32 10 100 12.5 [Apple Tart,Apple Danish,Cherry Soda] [Apple Croissant]
Rule 55 10 36 10 100 11.1111111111 [Apple Croissant,Apple Danish,Cherry Soda] [Apple Tart]

AR_PMMLModel

Data Mining: Association Rules - Stored Model Date: 03-Oct-2021 22:17:05
Output Navigator Elapsed Times in Milliseconds
Inputs Summary Rules PMML Model Data Reading Time Algorithm Time Report Time Total
110 11 2 123
PMML Model
<?xml version="1.0" encoding="utf-8"?>
<PMML version="4.2" xsi:schemaLocation="http://www.dmg.org/PMML-4_2 http://www.dmg.org/v4-2/pmml-4-2.xsd" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://www.dmg.org/PMML-4_2">
<Header copyright="Copyright (c) 2021 Frontline Systems Inc." description="AssociationModel">
<Application name="XLMinerSDK" version="21.5.2.0"/>
<Timestamp>2021-10-3 22:17:5</Timestamp>
<ModelName/>
</Header>
<DataDictionary numberOfFields="2">
<DataField optype="categorical" dataType="string" name="transaction"/>
<DataField optype="categorical" dataType="string" name="item"/>
</DataDictionary>
<AssociationModel functionName="AssociationRules" algorithmName="Apriori" numberOfTransactions="400" numberOfItems="50" minimumSupport="0.025000000000000001" minimumConfidence="0.69999999999999996" numberOfItemsets="49" numberOfRules="55">
<MiningSchema>
<MiningField name="transaction"/>
<MiningField name="item"/>
</MiningSchema>
<Item id="39" value="Almond Bear Claw"/>
<Item id="31" value="Almond Croissant"/>
<Item id="11" value="Almond Tart"/>
<Item id="38" value="Almond Twist"/>
<Item id="32" value="Apple Croissant"/>
<Item id="37" value="Apple Danish"/>
<Item id="12" value="Apple Pie"/>
<Item id="13" value="Apple Tart"/>
<Item id="33" value="Apricot Croissant"/>
<Item id="36" value="Apricot Danish"/>
<Item id="14" value="Apricot Tart"/>
<Item id="15" value="Berry Tart"/>
<Item id="16" value="Blackberry Tart"/>
<Item id="40" value="Blueberry Danish"/>
<Item id="17" value="Blueberry Tart"/>
<Item id="45" value="Bottled Water"/>
<Item id="3" value="Casino Cake"/>
<Item id="34" value="Cheese Croissant"/>
<Item id="49" value="Cherry Soda"/>
<Item id="19" value="Cherry Tart"/>
<Item id="1" value="Chocolate Cake"/>
<Item id="47" value="Chocolate Coffee"/>
<Item id="35" value="Chocolate Croissant"/>
<Item id="7" value="Chocolate Eclair"/>
<Item id="26" value="Chocolate Meringue"/>
<Item id="18" value="Chocolate Tart"/>
<Item id="8" value="Coffee Eclair"/>
<Item id="22" value="Ganache Cookie"/>
<Item id="23" value="Gongolais Cookie"/>
<Item id="44" value="Green Tea"/>
<Item id="46" value="Hot Coffee"/>
<Item id="2" value="Lemon Cake"/>
<Item id="25" value="Lemon Cookie"/>
<Item id="41" value="Lemon Lemonade"/>
<Item id="20" value="Lemon Tart"/>
<Item id="28" value="Marzipan Cookie"/>
<Item id="10" value="Napoleon Cake"/>
<Item id="4" value="Opera Cake"/>
<Item id="43" value="Orange Juice"/>
<Item id="21" value="Pecan Tart"/>
<Item id="24" value="Raspberry Cookie"/>
<Item id="42" value="Raspberry Lemonade"/>
<Item id="50" value="Single Expresso"/>
<Item id="5" value="Strawberry Cake"/>
<Item id="6" value="Truffle Cake"/>
<Item id="29" value="Tuile Cookie"/>
<Item id="9" value="Vanilla Eclair"/>
<Item id="48" value="Vanilla Frappuccino"/>
<Item id="27" value="Vanilla Meringue"/>
<Item id="30" value="Walnut Cookie"/>
<Itemset id="42" numberOfItems="3">
<ItemRef itemRef="8"/>
<ItemRef itemRef="12"/>
<ItemRef itemRef="38"/>
</Itemset>
<Itemset id="6" numberOfItems="2">
<ItemRef itemRef="3"/>
<ItemRef itemRef="47"/>
</Itemset>
<Itemset id="1" numberOfItems="1">
<ItemRef itemRef="47"/>
</Itemset>
<Itemset id="5" numberOfItems="1">
<ItemRef itemRef="1"/>
</Itemset>
<Itemset id="2" numberOfItems="2">
<ItemRef itemRef="1"/>
<ItemRef itemRef="3"/>
</Itemset>
<Itemset id="4" numberOfItems="2">
<ItemRef itemRef="1"/>
<ItemRef itemRef="47"/>
</Itemset>
<Itemset id="3" numberOfItems="1">
<ItemRef itemRef="3"/>
</Itemset>
<Itemset id="7" numberOfItems="1">
<ItemRef itemRef="36"/>
</Itemset>
<Itemset id="15" numberOfItems="1">
<ItemRef itemRef="8"/>
</Itemset>
<Itemset id="8" numberOfItems="2">
<ItemRef itemRef="4"/>
<ItemRef itemRef="19"/>
</Itemset>
<Itemset id="9" numberOfItems="1">
<ItemRef itemRef="19"/>
</Itemset>
<Itemset id="10" numberOfItems="2">
<ItemRef itemRef="4"/>
<ItemRef itemRef="36"/>
</Itemset>
<Itemset id="24" numberOfItems="2">
<ItemRef itemRef="16"/>
<ItemRef itemRef="50"/>
</Itemset>
<Itemset id="11" numberOfItems="1">
<ItemRef itemRef="38"/>
</Itemset>
<Itemset id="12" numberOfItems="2">
<ItemRef itemRef="8"/>
<ItemRef itemRef="12"/>
</Itemset>
<Itemset id="48" numberOfItems="3">
<ItemRef itemRef="13"/>
<ItemRef itemRef="37"/>
<ItemRef itemRef="49"/>
</Itemset>
<Itemset id="13" numberOfItems="1">
<ItemRef itemRef="12"/>
</Itemset>
<Itemset id="26" numberOfItems="1">
<ItemRef itemRef="37"/>
</Itemset>
<Itemset id="14" numberOfItems="2">
<ItemRef itemRef="8"/>
<ItemRef itemRef="38"/>
</Itemset>
<Itemset id="38" numberOfItems="1">
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<Itemset id="16" numberOfItems="2">
<ItemRef itemRef="12"/>
<ItemRef itemRef="38"/>
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<Itemset id="40" numberOfItems="1">
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<Itemset id="17" numberOfItems="1">
<ItemRef itemRef="46"/>
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<Itemset id="18" numberOfItems="2">
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<Itemset id="23" numberOfItems="2">
<ItemRef itemRef="8"/>
<ItemRef itemRef="50"/>
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<Itemset id="19" numberOfItems="2">
<ItemRef itemRef="12"/>
<ItemRef itemRef="46"/>
</Itemset>
<Itemset id="34" numberOfItems="2">
<ItemRef itemRef="32"/>
<ItemRef itemRef="49"/>
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<Itemset id="20" numberOfItems="1">
<ItemRef itemRef="50"/>
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<Itemset id="30" numberOfItems="1">
<ItemRef itemRef="13"/>
</Itemset>
<Itemset id="21" numberOfItems="2">
<ItemRef itemRef="8"/>
<ItemRef itemRef="16"/>
</Itemset>
<Itemset id="22" numberOfItems="1">
<ItemRef itemRef="16"/>
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<Itemset id="25" numberOfItems="2">
<ItemRef itemRef="38"/>
<ItemRef itemRef="46"/>
</Itemset>
<Itemset id="27" numberOfItems="2">
<ItemRef itemRef="13"/>
<ItemRef itemRef="32"/>
</Itemset>
<Itemset id="28" numberOfItems="1">
<ItemRef itemRef="32"/>
</Itemset>
<Itemset id="43" numberOfItems="3">
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<ItemRef itemRef="12"/>
<ItemRef itemRef="46"/>
</Itemset>
<Itemset id="29" numberOfItems="2">
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<ItemRef itemRef="37"/>
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<Itemset id="31" numberOfItems="2">
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<Itemset id="32" numberOfItems="1">
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<Itemset id="33" numberOfItems="2">
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<Itemset id="35" numberOfItems="2">
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<Itemset id="47" numberOfItems="3">
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<Itemset id="36" numberOfItems="1">
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<Itemset id="45" numberOfItems="3">
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<ItemRef itemRef="38"/>
<ItemRef itemRef="46"/>
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<Itemset id="37" numberOfItems="2">
<ItemRef itemRef="18"/>
<ItemRef itemRef="30"/>
</Itemset>
<Itemset id="39" numberOfItems="2">
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<ItemRef itemRef="48"/>
</Itemset>
<Itemset id="41" numberOfItems="2">
<ItemRef itemRef="30"/>
<ItemRef itemRef="48"/>
</Itemset>
<Itemset id="49" numberOfItems="3">
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<ItemRef itemRef="37"/>
<ItemRef itemRef="49"/>
</Itemset>
<Itemset id="44" numberOfItems="3">
<ItemRef itemRef="8"/>
<ItemRef itemRef="38"/>
<ItemRef itemRef="46"/>
</Itemset>
<AssociationRule support="0.032500000000000001" confidence="0.9285714285714286" lift="12.380952380952381" antecedent="2" consequent="1"/>
<AssociationRule support="0.032500000000000001" confidence="0.72222222222222221" lift="9.9616858237547881" antecedent="4" consequent="3"/>
<AssociationRule support="0.032500000000000001" confidence="0.9285714285714286" lift="11.255411255411255" antecedent="6" consequent="5"/>
<AssociationRule support="0.032500000000000001" confidence="1" lift="11.428571428571429" antecedent="8" consequent="7"/>
<AssociationRule support="0.032500000000000001" confidence="1" lift="11.111111111111111" antecedent="10" consequent="9"/>
<AssociationRule support="0.037499999999999999" confidence="0.9375" lift="11.029411764705882" antecedent="12" consequent="11"/>
<AssociationRule support="0.037499999999999999" confidence="0.88235294117647056" lift="14.705882352941178" antecedent="14" consequent="13"/>
<AssociationRule support="0.037499999999999999" confidence="1" lift="8.1632653061224492" antecedent="16" consequent="15"/>
<AssociationRule support="0.035000000000000003" confidence="0.875" lift="9.4594594594594597" antecedent="12" consequent="17"/>
<AssociationRule support="0.035000000000000003" confidence="0.93333333333333335" lift="15.555555555555555" antecedent="18" consequent="13"/>
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<AssociationRule support="0.042500000000000003" confidence="0.80952380952380953" lift="10.119047619047619" antecedent="21" consequent="20"/>
<AssociationRule support="0.042500000000000003" confidence="1" lift="10" antecedent="23" consequent="22"/>
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<AssociationRule support="0.035000000000000003" confidence="0.93333333333333335" lift="10.09009009009009" antecedent="16" consequent="17"/>
<AssociationRule support="0.035000000000000003" confidence="0.93333333333333335" lift="10.980392156862745" antecedent="19" consequent="11"/>
<AssociationRule support="0.035000000000000003" confidence="0.875" lift="14.583333333333334" antecedent="25" consequent="13"/>
<AssociationRule support="0.029999999999999999" confidence="0.8571428571428571" lift="12.698412698412698" antecedent="27" consequent="26"/>
<AssociationRule support="0.029999999999999999" confidence="0.8571428571428571" lift="10.714285714285714" antecedent="29" consequent="28"/>
<AssociationRule support="0.029999999999999999" confidence="0.92307692307692313" lift="10.256410256410257" antecedent="31" consequent="30"/>
<AssociationRule support="0.025000000000000001" confidence="0.7142857142857143" lift="12.987012987012989" antecedent="27" consequent="32"/>
<AssociationRule support="0.025000000000000001" confidence="1" lift="12.5" antecedent="33" consequent="28"/>
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<AssociationRule support="0.035000000000000003" confidence="0.875" lift="21.875" antecedent="12" consequent="25"/>
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<AssociationRule support="0.035000000000000003" confidence="0.93333333333333335" lift="24.888888888888889" antecedent="16" consequent="18"/>
<AssociationRule support="0.035000000000000003" confidence="0.93333333333333335" lift="21.96078431372549" antecedent="19" consequent="14"/>
<AssociationRule support="0.035000000000000003" confidence="0.875" lift="21.875" antecedent="25" consequent="12"/>
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<AssociationRule support="0.025000000000000001" confidence="1" lift="11.111111111111111" antecedent="49" consequent="30"/>
</AssociationModel>
</PMML>