=== 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_m45_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_m45_ppb): Information Gain Ranking Filter Ranked attributes: 0.925195 36 HTKitchenAWindowA 0.911044 26 HTBathroomAWindowA 0.895655 40 HTRelayB 0.894579 27 HTBathroomBTemperature 0.872946 33 HTDoorE 0.872874 30 HTDoorB 0.843164 37 HTMainDoor 0.839743 25 HTBathroomATemperature 0.837937 34 HTDoorF 0.812785 31 HTDoorC 0.764598 35 HTKitchenATemperature 0.753911 39 HTRelayA 0.751321 28 HTBedroomAWindowA 0.722766 41 HTRelayC 0.71897 42 HTRelayD 0.706129 32 HTDoorD 0.535516 38 HTOfficeAWindowA 0.529569 29 HTBedroomAWindowB 0.017336 7 ALevelMasterBedroom 0.001866 52 WDWMainDoor 0.000851 43 WDWBathroomAWindowA 0.000537 51 WDWKitchenAWindowA 0.000429 17 HLabelEnter_Home 0.00016 16 HLabelEat 0.00016 15 HLabelCook 0.000107 13 HLabelBathe 0 8 ALevelMasterOffice 0 14 HLabelBed_Toilet_Transition 0 11 ALevelOtherOffice 0 12 ALevelUtility 0 10 ALevelOtherBedroom 0 3 ALevelKitchen 0 9 ALevelOtherBathroom 0 4 ALevelLivingroom 0 6 ALevelMasterBathroom 0 5 ALevelMainEntry 0 2 ALevelDiningroom 0 53 WDWOfficeAWindowA 0 18 HLabelLeave_Home 0 48 WDWDoorD 0 47 WDWDoorC 0 49 WDWDoorE 0 45 WDWBedroomAWindowB 0 50 WDWDoorF 0 46 WDWDoorB 0 44 WDWBedroomAWindowA 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: 36,26,40,27,33,30,37,25,34,31,35,39,28,41,42,32,38,29,7,52,43,51,17,16,15,13,8,14,11,12,10,3,9,4,6,5,2,53,18,48,47,49,45,50,46,44,19,21,20,22,24,23,1 : 53