=== 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_m69_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_m69_ppb): Information Gain Ranking Filter Ranked attributes: 0.97921 26 HTBathroomAWindowA 0.946285 36 HTKitchenAWindowA 0.891074 28 HTBedroomAWindowA 0.873173 27 HTBathroomBTemperature 0.862126 34 HTDoorF 0.80172 41 HTRelayC 0.755674 29 HTBedroomAWindowB 0.724123 33 HTDoorE 0.678249 30 HTDoorB 0.654365 37 HTMainDoor 0.635571 38 HTOfficeAWindowA 0.609017 31 HTDoorC 0.601985 40 HTRelayB 0.598495 25 HTBathroomATemperature 0.567619 32 HTDoorD 0.540668 42 HTRelayD 0.48814 39 HTRelayA 0.468602 35 HTKitchenATemperature 0.003757 12 ALevelUtility 0.002384 50 WDWDoorF 0.001695 8 ALevelMasterOffice 0.000851 43 WDWBathroomAWindowA 0.000533 47 WDWDoorC 0.000322 17 HLabelEnter_Home 0.00016 16 HLabelEat 0.000107 13 HLabelBathe 0 11 ALevelOtherOffice 0 14 HLabelBed_Toilet_Transition 0 15 HLabelCook 0 7 ALevelMasterBedroom 0 4 ALevelLivingroom 0 3 ALevelKitchen 0 9 ALevelOtherBathroom 0 5 ALevelMainEntry 0 6 ALevelMasterBathroom 0 2 ALevelDiningroom 0 10 ALevelOtherBedroom 0 53 WDWOfficeAWindowA 0 18 HLabelLeave_Home 0 48 WDWDoorD 0 46 WDWDoorB 0 49 WDWDoorE 0 44 WDWBedroomAWindowA 0 51 WDWKitchenAWindowA 0 45 WDWBedroomAWindowB 0 52 WDWMainDoor 0 19 HLabelPersonal_Hygiene 0 21 HLabelSleep 0 20 HLabelRelax 0 22 HLabelTake_Medicine 0 24 HLabelWork 0 23 HLabelWash_Dishes 0 1 ALevelAllHallway Selected attributes: 26,36,28,27,34,41,29,33,30,37,38,31,40,25,32,42,39,35,12,50,8,43,47,17,16,13,11,14,15,7,4,3,9,5,6,2,10,53,18,48,46,49,44,51,45,52,19,21,20,22,24,23,1 : 53