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HW2Receipt #Chocolate CakeLemon CakeCasino CakeOpera CakeStrawberr
- 1. HW2Receipt #Chocolate CakeLemon CakeCasino CakeOpera CakeStrawberry CakeTruffle CakeChocolate EclairCoffee EclairVanilla EclairNapoleon CakeAlmond TartApple PieApple TartApricot TartBerry TartBlackberry TartBlueberry TartChocolate TartCherry TartLemon TartPecan TartGanache CookieGongolais CookieRaspberry CookieLemon CookieChocolate MeringueVanilla MeringueMarzipan CookieTuile CookieWalnut CookieAlmond CroissantApple CroissantApricot CroissantCheese CroissantChocolate CroissantApricot DanishApple DanishAlmond TwistAlmond Bear ClawBlueberry DanishLemon LemonadeRaspberry LemonadeOrange JuiceGreen TeaBottled WaterHot CoffeeChocolate CoffeeVanilla FrappuccinoCherry SodaSingle Expresso170000000000000000010000000000000000000000000 00001002400000000000000010000000000000000000000000000 01100004870000000000000000000000000000000001000000001 00000005800000000000000000000000000001100000000000000 00000008390010001000000000000110000000000000000000000 00000001406000000000000101000000000000000000000000000 00100000165400000001000100000000000000000000000001000 00001000017970000000000000000100000000000000010000000 00000100001891000000100000000001000000000000000001001 00000000000204801000000000000000000000001000000000000 00000000000023400000001011000000010010000000010000000 00000000001002348000000000000000001000100000000000000 00000000000000270400000000000000000000000000000000010 00000011000000027100000000010100000000000000000000000 00000100000000003024000000000000100000000000000000010 00010000000000010304201000000000000000001000000000000 00000000000000000032500000010000000000000000100000000 00000000010000000003282000000000000000001000000000001 00001000000000000100336900000001000100001000000000000 00101000100000000000034580000010000001000010000000000 00000000000000000001003475000000000010000000000010000
- 13. by Analytic Solver Data Mining","datasources":{},"datasets":{},"estimator":{"associatio nRulesEstimator":{"type":"affinityAnalysis","algorithm":"assoc iationRules","parameters":{"method":"APRIORI","minSupport": 0.025000000000000001}}},"actions":{}}Output NavigatorElapsed Times in MillisecondsInputsSummaryRulesPMML ModelData Reading TimeAlgorithm TimeReport TimeTotal110112123InputsDataWorkbookHW 2 Excel File (1).xlsxWorksheetHW2Range$B$1:$AY$401# Records in the input data400Variables# Selected Variables50Selected VariablesChocolate CakeLemon CakeCasino CakeOpera CakeStrawberry CakeTruffle CakeChocolate EclairCoffee EclairVanilla EclairNapoleon CakeAlmond TartApple PieApple TartApricot TartBerry TartBlackberry TartBlueberry TartChocolate TartCherry TartLemon TartPecan TartGanache CookieGongolais CookieRaspberry CookieLemon CookieChocolate MeringueVanilla MeringueMarzipan CookieTuile CookieWalnut CookieAlmond CroissantApple CroissantApricot CroissantCheese CroissantChocolate CroissantApricot DanishApple DanishAlmond TwistAlmond Bear ClawBlueberry DanishLemon LemonadeRaspberry LemonadeOrange JuiceGreen TeaBottled WaterHot CoffeeChocolate CoffeeVanilla FrappuccinoCherry SodaSingle ExpressoAssociation Rules: Fitting ParametersMethodAprioriMin support10Min confidence70Association Rules: Reporting ParametersData FormatBinarySummaryMetricValue# Transactions400# Items50# Rules55RulesRule IDA-SupportC- SupportSupportConfidenceLift-RatioAntecedentConsequentRule 114301392.857142857112.380952381[Chocolate Cake,Casino Cake][Chocolate Coffee]Rule 218291372.22222222229.9616858238[Chocolate Cake,Chocolate Coffee][Casino Cake]Rule 314331392.857142857111.2554112554[Casino Cake,Chocolate Coffee][Chocolate Cake]Rule 413351310011.4285714286[Opera
- 14. Cake,Cherry Tart][Apricot Danish]Rule 513361310011.1111111111[Opera Cake,Apricot Danish][Cherry Tart]Rule 616341593.7511.0294117647[Coffee Eclair,Apple Pie][Almond Twist]Rule 717241588.235294117614.7058823529[Coffee Eclair,Almond Twist][Apple Pie]Rule 81549151008.1632653061[Apple Pie,Almond Twist][Coffee Eclair]Rule 916371487.59.4594594595[Coffee Eclair,Apple Pie][Hot Coffee]Rule 1015241493.333333333315.5555555556[Coffee Eclair,Hot Coffee][Apple Pie]Rule 1115491493.33333333337.619047619[Apple Pie,Hot Coffee][Coffee Eclair]Rule 1221321780.952380952410.119047619[Coffee Eclair,Blackberry Tart][Single Expresso]Rule 1317401710010[Coffee Eclair,Single Expresso][Blackberry Tart]Rule 141749171008.1632653061[Blackberry Tart,Single Expresso][Coffee Eclair]Rule 1517371482.35294117658.9030206677[Coffee Eclair,Almond Twist][Hot Coffee]Rule 1615341493.333333333310.9803921569[Coffee Eclair,Hot Coffee][Almond Twist]Rule 1716491487.57.1428571429[Almond Twist,Hot Coffee][Coffee Eclair]Rule 1815371493.333333333310.0900900901[Apple Pie,Almond Twist][Hot Coffee]Rule 1915341493.333333333310.9803921569[Apple Pie,Hot Coffee][Almond Twist]Rule 2016241487.514.5833333333[Almond Twist,Hot Coffee][Apple Pie]Rule 2114271285.714285714312.6984126984[Apple Tart,Apple Croissant][Apple Danish]Rule 2214321285.714285714310.7142857143[Apple Tart,Apple Danish][Apple Croissant]Rule 2313361292.307692307710.2564102564[Apple Croissant,Apple Danish][Apple Tart]Rule 2414221071.428571428612.987012987[Apple Tart,Apple Croissant][Cherry Soda]Rule 2510321010012.5[Apple Tart,Cherry Soda][Apple Croissant]Rule
- 15. 2611361090.909090909110.101010101[Apple Croissant,Cherry Soda][Apple Tart]Rule 2714221071.428571428612.987012987[Apple Tart,Apple Danish][Cherry Soda]Rule 2810271010014.8148148148[Apple Tart,Cherry Soda][Apple Danish]Rule 2911361090.909090909110.101010101[Apple Danish,Cherry Soda][Apple Tart]Rule 3013341292.307692307710.8597285068[Chocolate Tart,Walnut Cookie][Vanilla Frappuccino]Rule 3117271270.588235294110.4575163399[Chocolate Tart,Vanilla Frappuccino][Walnut Cookie]Rule 3213331292.307692307711.1888111888[Walnut Cookie,Vanilla Frappuccino][Chocolate Tart]Rule 3313221076.923076923113.986013986[Apple Croissant,Apple Danish][Cherry Soda]Rule 3411271090.909090909113.468013468[Apple Croissant,Cherry Soda][Apple Danish]Rule 3511321090.909090909111.3636363636[Apple Danish,Cherry Soda][Apple Croissant]Rule 3616161487.521.875[Coffee Eclair,Apple Pie][Almond Twist,Hot Coffee]Rule 3717151482.352941176521.9607843137[Coffee Eclair,Almond Twist][Apple Pie,Hot Coffee]Rule 3815151493.333333333324.8888888889[Coffee Eclair,Hot Coffee][Apple Pie,Almond Twist]Rule 3915151493.333333333324.8888888889[Apple Pie,Almond Twist][Coffee Eclair,Hot Coffee]Rule 4015171493.333333333321.9607843137[Apple Pie,Hot Coffee][Coffee Eclair,Almond Twist]Rule 4116161487.521.875[Almond Twist,Hot Coffee][Coffee Eclair,Apple Pie]Rule 4215371493.333333333310.0900900901[Coffee Eclair,Apple Pie,Almond Twist][Hot Coffee]Rule 4314341410011.7647058824[Coffee Eclair,Apple Pie,Hot Coffee][Almond Twist]Rule 4414241410016.6666666667[Coffee Eclair,Almond Twist,Hot Coffee][Apple Pie]Rule 451449141008.1632653061[Apple
- 16. Pie,Almond Twist,Hot Coffee][Coffee Eclair]Rule 4614111071.428571428625.974025974[Apple Tart,Apple Croissant][Apple Danish,Cherry Soda]Rule 4714111071.428571428625.974025974[Apple Tart,Apple Danish][Apple Croissant,Cherry Soda]Rule 4810131010030.7692307692[Apple Tart,Cherry Soda][Apple Croissant,Apple Danish]Rule 4913101076.923076923130.7692307692[Apple Croissant,Apple Danish][Apple Tart,Cherry Soda]Rule 5011141090.909090909125.974025974[Apple Croissant,Cherry Soda][Apple Tart,Apple Danish]Rule 5111141090.909090909125.974025974[Apple Danish,Cherry Soda][Apple Tart,Apple Croissant]Rule 5212221083.333333333315.1515151515[Apple Tart,Apple Croissant,Apple Danish][Cherry Soda]Rule 5310271010014.8148148148[Apple Tart,Apple Croissant,Cherry Soda][Apple Danish]Rule 5410321010012.5[Apple Tart,Apple Danish,Cherry Soda][Apple Croissant]Rule 5510361010011.1111111111[Apple Croissant,Apple Danish,Cherry Soda][Apple Tart] AR_PMMLModelData Mining: Association Rules - Stored ModelDate: 03-Oct-2021 22:17:05Output NavigatorElapsed Times in MillisecondsInputsSummaryRulesPMML ModelData Reading TimeAlgorithm TimeReport TimeTotal110112123PMML 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"
- 17. 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><Mi ningField 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
- 18. 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
- 19. 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"><ItemRef itemRef="30"/></Itemset><Itemset id="16" numberOfItems="2"><ItemRef itemRef="12"/><ItemRef itemRef="38"/></Itemset><Itemset id="40" numberOfItems="1"><ItemRef itemRef="18"/></Itemset><Itemset id="17" numberOfItems="1"><ItemRef itemRef="46"/></Itemset><Itemset id="18" numberOfItems="2"><ItemRef itemRef="8"/><ItemRef itemRef="46"/></Itemset><Itemset id="23" numberOfItems="2"><ItemRef itemRef="8"/><ItemRef itemRef="50"/></Itemset><Itemset id="19" numberOfItems="2"><ItemRef itemRef="12"/><ItemRef itemRef="46"/></Itemset><Itemset id="34" numberOfItems="2"><ItemRef itemRef="32"/><ItemRef itemRef="49"/></Itemset><Itemset id="20" numberOfItems="1"><ItemRef itemRef="50"/></Itemset><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"/></Itemset><Itemset id="25" numberOfItems="2"><ItemRef itemRef="38"/><ItemRef
- 20. 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"><ItemRef itemRef="8"/><ItemRef itemRef="12"/><ItemRef itemRef="46"/></Itemset><Itemset id="29" numberOfItems="2"><ItemRef itemRef="13"/><ItemRef itemRef="37"/></Itemset><Itemset id="31" numberOfItems="2"><ItemRef itemRef="32"/><ItemRef itemRef="37"/></Itemset><Itemset id="46" numberOfItems="3"><ItemRef itemRef="13"/><ItemRef itemRef="32"/><ItemRef itemRef="37"/></Itemset><Itemset id="32" numberOfItems="1"><ItemRef itemRef="49"/></Itemset><Itemset id="33" numberOfItems="2"><ItemRef itemRef="13"/><ItemRef itemRef="49"/></Itemset><Itemset id="35" numberOfItems="2"><ItemRef itemRef="37"/><ItemRef itemRef="49"/></Itemset><Itemset id="47" numberOfItems="3"><ItemRef itemRef="13"/><ItemRef itemRef="32"/><ItemRef itemRef="49"/></Itemset><Itemset id="36" numberOfItems="1"><ItemRef itemRef="48"/></Itemset><Itemset id="45" numberOfItems="3"><ItemRef itemRef="12"/><ItemRef itemRef="38"/><ItemRef itemRef="46"/></Itemset><Itemset id="37" numberOfItems="2"><ItemRef itemRef="18"/><ItemRef itemRef="30"/></Itemset><Itemset id="39" numberOfItems="2"><ItemRef itemRef="18"/><ItemRef itemRef="48"/></Itemset><Itemset id="41" numberOfItems="2"><ItemRef itemRef="30"/><ItemRef itemRef="48"/></Itemset><Itemset id="49" numberOfItems="3"><ItemRef itemRef="32"/><ItemRef itemRef="37"/><ItemRef itemRef="49"/></Itemset><Itemset id="44" numberOfItems="3"><ItemRef itemRef="8"/><ItemRef
- 21. 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"/><AssociationRule support="0.035000000000000003"
- 22. confidence="0.93333333333333335" lift="7.6190476190476195" antecedent="19" consequent="15"/><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"/><AssociationRule support="0.042500000000000003" confidence="1" lift="8.1632653061224492" antecedent="24" consequent="15"/><AssociationRule support="0.035000000000000003" confidence="0.82352941176470584" lift="8.9030206677265493" antecedent="14" consequent="17"/><AssociationRule support="0.035000000000000003" confidence="0.93333333333333335" lift="10.980392156862745" antecedent="18" consequent="11"/><AssociationRule support="0.035000000000000003" confidence="0.875" lift="7.1428571428571423" antecedent="25" consequent="15"/><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
- 23. 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"/><AssociationRule support="0.025000000000000001" confidence="0.90909090909090906" lift="10.1010101010101" antecedent="34" consequent="30"/><AssociationRule support="0.025000000000000001" confidence="0.7142857142857143" lift="12.987012987012989" antecedent="29" consequent="32"/><AssociationRule support="0.025000000000000001" confidence="1" lift="14.814814814814813" antecedent="33" consequent="26"/><AssociationRule support="0.025000000000000001" confidence="0.90909090909090906" lift="10.1010101010101" antecedent="35" consequent="30"/><AssociationRule support="0.029999999999999999" confidence="0.92307692307692313" lift="10.859728506787331" antecedent="37" consequent="36"/><AssociationRule support="0.029999999999999999" confidence="0.70588235294117652" lift="10.457516339869281" antecedent="39" consequent="38"/><AssociationRule support="0.029999999999999999" confidence="0.92307692307692313" lift="11.188811188811188" antecedent="41" consequent="40"/><AssociationRule
- 24. support="0.025000000000000001" confidence="0.76923076923076927" lift="13.986013986013987" antecedent="31" consequent="32"/><AssociationRule support="0.025000000000000001" confidence="0.90909090909090906" lift="13.468013468013467" antecedent="34" consequent="26"/><AssociationRule support="0.025000000000000001" confidence="0.90909090909090906" lift="11.363636363636363" antecedent="35" consequent="28"/><AssociationRule support="0.035000000000000003" confidence="0.875" lift="21.875" antecedent="12" consequent="25"/><AssociationRule support="0.035000000000000003" confidence="0.82352941176470584" lift="21.96078431372549" antecedent="14" consequent="19"/><AssociationRule support="0.035000000000000003" confidence="0.93333333333333335" lift="24.888888888888889" antecedent="18" consequent="16"/><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"/><AssociationRule support="0.035000000000000003" confidence="0.93333333333333335" lift="10.09009009009009" antecedent="42" consequent="17"/><AssociationRule support="0.035000000000000003" confidence="1"
- 25. lift="11.76470588235294" antecedent="43" consequent="11"/><AssociationRule support="0.035000000000000003" confidence="1" lift="16.666666666666664" antecedent="44" consequent="13"/><AssociationRule support="0.035000000000000003" confidence="1" lift="8.1632653061224492" antecedent="45" consequent="15"/><AssociationRule support="0.025000000000000001" confidence="0.7142857142857143" lift="25.974025974025977" antecedent="27" consequent="35"/><AssociationRule support="0.025000000000000001" confidence="0.7142857142857143" lift="25.974025974025977" antecedent="29" consequent="34"/><AssociationRule support="0.025000000000000001" confidence="1" lift="30.76923076923077" antecedent="33" consequent="31"/><AssociationRule support="0.025000000000000001" confidence="0.76923076923076927" lift="30.76923076923077" antecedent="31" consequent="33"/><AssociationRule support="0.025000000000000001" confidence="0.90909090909090906" lift="25.97402597402597" antecedent="34" consequent="29"/><AssociationRule support="0.025000000000000001" confidence="0.90909090909090906" lift="25.97402597402597" antecedent="35" consequent="27"/><AssociationRule support="0.025000000000000001" confidence="0.83333333333333337" lift="15.151515151515152" antecedent="46" consequent="32"/><AssociationRule support="0.025000000000000001" confidence="1" lift="14.814814814814813" antecedent="47" consequent="26"/><AssociationRule support="0.025000000000000001" confidence="1" lift="12.5" antecedent="48" consequent="28"/><AssociationRule support="0.025000000000000001" confidence="1"