=== 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_m105_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_m105_ppb): Information Gain Ranking Filter Ranked attributes: 0.976336 25 HTBathroomATemperature 0.91553 39 HTRelayA 0.914415 40 HTRelayB 0.865055 32 HTDoorD 0.845877 42 HTRelayD 0.843011 35 HTKitchenATemperature 0.828552 31 HTDoorC 0.815413 30 HTDoorB 0.801562 27 HTBathroomBTemperature 0.71305 37 HTMainDoor 0.702643 33 HTDoorE 0.620408 28 HTBedroomAWindowA 0.608563 34 HTDoorF 0.604638 26 HTBathroomAWindowA 0.574189 36 HTKitchenAWindowA 0.530197 41 HTRelayC 0.337412 29 HTBedroomAWindowB 0.333658 38 HTOfficeAWindowA 0.007898 48 WDWDoorD 0.000809 8 ALevelMasterOffice 0.000322 17 HLabelEnter_Home 0.000107 13 HLabelBathe 0 12 ALevelUtility 0 15 HLabelCook 0 14 HLabelBed_Toilet_Transition 0 2 ALevelDiningroom 0 11 ALevelOtherOffice 0 4 ALevelLivingroom 0 3 ALevelKitchen 0 7 ALevelMasterBedroom 0 9 ALevelOtherBathroom 0 6 ALevelMasterBathroom 0 10 ALevelOtherBedroom 0 5 ALevelMainEntry 0 16 HLabelEat 0 53 WDWOfficeAWindowA 0 18 HLabelLeave_Home 0 44 WDWBedroomAWindowA 0 46 WDWDoorB 0 47 WDWDoorC 0 49 WDWDoorE 0 50 WDWDoorF 0 51 WDWKitchenAWindowA 0 45 WDWBedroomAWindowB 0 43 WDWBathroomAWindowA 0 19 HLabelPersonal_Hygiene 0 52 WDWMainDoor 0 20 HLabelRelax 0 21 HLabelSleep 0 22 HLabelTake_Medicine 0 23 HLabelWash_Dishes 0 24 HLabelWork 0 1 ALevelAllHallway Selected attributes: 25,39,40,32,42,35,31,30,27,37,33,28,34,26,36,41,29,38,48,8,17,13,12,15,14,2,11,4,3,7,9,6,10,5,16,53,18,44,46,47,49,50,51,45,43,19,52,20,21,22,23,24,1 : 53