=== 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_m107_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_m107_ppb): Information Gain Ranking Filter Ranked attributes: 1.08849 25 HTBathroomATemperature 1.034965 40 HTRelayB 0.976752 31 HTDoorC 0.963972 35 HTKitchenATemperature 0.95211 39 HTRelayA 0.936077 27 HTBathroomBTemperature 0.932692 30 HTDoorB 0.930295 32 HTDoorD 0.876352 42 HTRelayD 0.823708 33 HTDoorE 0.817597 37 HTMainDoor 0.777643 36 HTKitchenAWindowA 0.740095 26 HTBathroomAWindowA 0.704997 28 HTBedroomAWindowA 0.670014 34 HTDoorF 0.667809 41 HTRelayC 0.46387 38 HTOfficeAWindowA 0.42701 29 HTBedroomAWindowB 0.008732 48 WDWDoorD 0.001488 8 ALevelMasterOffice 0.001449 20 HLabelRelax 0.000851 43 WDWBathroomAWindowA 0.000537 51 WDWKitchenAWindowA 0.000429 17 HLabelEnter_Home 0 2 ALevelDiningroom 0 11 ALevelOtherOffice 0 6 ALevelMasterBathroom 0 13 HLabelBathe 0 14 HLabelBed_Toilet_Transition 0 12 ALevelUtility 0 10 ALevelOtherBedroom 0 5 ALevelMainEntry 0 9 ALevelOtherBathroom 0 15 HLabelCook 0 3 ALevelKitchen 0 7 ALevelMasterBedroom 0 4 ALevelLivingroom 0 53 WDWOfficeAWindowA 0 16 HLabelEat 0 47 WDWDoorC 0 46 WDWDoorB 0 49 WDWDoorE 0 44 WDWBedroomAWindowA 0 50 WDWDoorF 0 45 WDWBedroomAWindowB 0 52 WDWMainDoor 0 18 HLabelLeave_Home 0 21 HLabelSleep 0 19 HLabelPersonal_Hygiene 0 22 HLabelTake_Medicine 0 24 HLabelWork 0 23 HLabelWash_Dishes 0 1 ALevelAllHallway Selected attributes: 25,40,31,35,39,27,30,32,42,33,37,36,26,28,34,41,38,29,48,8,20,43,51,17,2,11,6,13,14,12,10,5,9,15,3,7,4,53,16,47,46,49,44,50,45,52,18,21,19,22,24,23,1 : 53