=== Run information === Evaluator: weka.attributeSelection.InfoGainAttributeEval Search: weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1 Relation: PlacedQuestionMarkCleanedChemicalSHAtmo2-weka.filters.unsupervised.attribute.Remove-R1-2 Instances: 232 Attributes: 54 ALevelAllHallway ALevelDiningroom ALevelKitchen ALevelLivingroom ALevelMainEntry ALevelMasterBathroom ALevelMasterBedroom ALevelMasterOffice ALevelOtherBathroom ALevelOtherBedroom ALevelOtherOffice ALevelUtility HLabelBathe HLabelBed_Toilet_Transition HLabelCook HLabelEat HLabelEnter_Home HLabelLeave_Home HLabelPersonal_Hygiene HLabelRelax HLabelSleep HLabelTake_Medicine HLabelWash_Dishes HLabelWork HTBathroomATemperature HTBathroomAWindowA HTBathroomBTemperature HTBedroomAWindowA HTBedroomAWindowB HTDoorB HTDoorC HTDoorD HTDoorE HTDoorF HTKitchenATemperature HTKitchenAWindowA HTMainDoor HTOfficeAWindowA HTRelayA HTRelayB HTRelayC HTRelayD WDWBathroomAWindowA WDWBedroomAWindowA WDWBedroomAWindowB WDWDoorB WDWDoorC WDWDoorD WDWDoorE WDWDoorF WDWKitchenAWindowA WDWMainDoor WDWOfficeAWindowA In_m71_ppb Evaluation mode: evaluate on all training data === Attribute Selection on all input data === Search Method: Attribute ranking. Attribute Evaluator (supervised, Class (nominal): 54 In_m71_ppb): Information Gain Ranking Filter Ranked attributes: 1.037951 25 HTBathroomATemperature 0.975811 31 HTDoorC 0.968322 35 HTKitchenATemperature 0.894375 40 HTRelayB 0.88093 32 HTDoorD 0.880006 27 HTBathroomBTemperature 0.869425 30 HTDoorB 0.827679 39 HTRelayA 0.804661 33 HTDoorE 0.781194 42 HTRelayD 0.74699 26 HTBathroomAWindowA 0.734639 37 HTMainDoor 0.650895 28 HTBedroomAWindowA 0.631275 36 HTKitchenAWindowA 0.609674 34 HTDoorF 0.581534 41 HTRelayC 0.344923 29 HTBedroomAWindowB 0.341115 38 HTOfficeAWindowA 0.008149 48 WDWDoorD 0.003704 50 WDWDoorF 0.00234 4 ALevelLivingroom 0.000858 51 WDWKitchenAWindowA 0.000851 43 WDWBathroomAWindowA 0.000809 8 ALevelMasterOffice 0.000429 17 HLabelEnter_Home 0.00016 16 HLabelEat 0 2 ALevelDiningroom 0 3 ALevelKitchen 0 13 HLabelBathe 0 14 HLabelBed_Toilet_Transition 0 6 ALevelMasterBathroom 0 12 ALevelUtility 0 11 ALevelOtherOffice 0 10 ALevelOtherBedroom 0 5 ALevelMainEntry 0 15 HLabelCook 0 9 ALevelOtherBathroom 0 7 ALevelMasterBedroom 0 53 WDWOfficeAWindowA 0 18 HLabelLeave_Home 0 46 WDWDoorB 0 45 WDWBedroomAWindowB 0 47 WDWDoorC 0 19 HLabelPersonal_Hygiene 0 49 WDWDoorE 0 44 WDWBedroomAWindowA 0 52 WDWMainDoor 0 24 HLabelWork 0 23 HLabelWash_Dishes 0 20 HLabelRelax 0 21 HLabelSleep 0 22 HLabelTake_Medicine 0 1 ALevelAllHallway Selected attributes: 25,31,35,40,32,27,30,39,33,42,26,37,28,36,34,41,29,38,48,50,4,51,43,8,17,16,2,3,13,14,6,12,11,10,5,15,9,7,53,18,46,45,47,19,49,44,52,24,23,20,21,22,1 : 53