=== Run information === Evaluator: weka.attributeSelection.InfoGainAttributeEval Search: weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1 Relation: Atmo1Atmo2-weka.filters.unsupervised.attribute.Remove-R1-2 Instances: 394 Attributes: 61 ALevelDiningRoom ALevelKitchen ALevelMainEntryway ALevelMasterBathroom ALevelMasterBedroom ALevelMasterLivingRoom ALevelMasterOffice ALevelOtherBathroom ALevelOtherHallway ALevelOtherLivingroom ALevelOtherBedroom ALevelOtherOffice ALevelUtilityRoom HLabelBathe HLabelBed_Toilet_Transition HLabelCook HLabelEat HLabelEnter_Home HLabelLeave_Home HLabelPersonal_Hygiene HLabelRelax HLabelSleep HLabelTake_Medicine HLabelWash_Dishes HLabelWork HTKitchen HTMainEntry HTMasterBathroom HTMasterBedroom HTMasterLivingRoom HTMasterOffice HTOtherLivingRoom HTUtility HTBathroomAWindowA HTBathroomBTemperature HTBedroomAWindowA HTBedroomAWindowB HTDoorBDiningRoomDoor HTDoorCUtilityDoor HTDoorDStairsInFirstFloor HTDoorEMasterLivingDoor HTDoorFMasterBedroom HTKitchenAWindowA HTOfficeAWindowA HTRelayADiningRoom HTRelayDOtherBedroom WDBedroomAWindowA WDBedroomAWindowB WDBedroomBWindow WDDiningRoomAWindowAA WDEntrywayBDoorUtility WDEntrywayCDoorA WDEntrywayCDoorB WDEntrywayDDoor WDMainDoor WDOfficeAWindowAA WDWDoorD WDWDoorE WDWDoorF WDWKitchenAWindowA In_m31_ppb Evaluation mode: evaluate on all training data === Attribute Selection on all input data === Search Method: Attribute ranking. Attribute Evaluator (supervised, Class (nominal): 61 In_m31_ppb): Information Gain Ranking Filter Ranked attributes: 0.736379 28 HTMasterBathroom 0.62173 29 HTMasterBedroom 0.492631 27 HTMainEntry 0.428295 26 HTKitchen 0.354914 30 HTMasterLivingRoom 0.325855 40 HTDoorDStairsInFirstFloor 0.31509 45 HTRelayADiningRoom 0.292128 39 HTDoorCUtilityDoor 0.29067 46 HTRelayDOtherBedroom 0.26443 38 HTDoorBDiningRoomDoor 0.254176 35 HTBathroomBTemperature 0.193114 41 HTDoorEMasterLivingDoor 0.182094 42 HTDoorFMasterBedroom 0.170106 34 HTBathroomAWindowA 0.166902 43 HTKitchenAWindowA 0.160196 36 HTBedroomAWindowA 0.093034 37 HTBedroomAWindowB 0.072341 44 HTOfficeAWindowA 0.025604 32 HTOtherLivingRoom 0.023109 31 HTMasterOffice 0.019018 33 HTUtility 0.000449 11 ALevelOtherBedroom 0.000112 47 WDBedroomAWindowA 0 16 HLabelCook 0 17 HLabelEat 0 15 HLabelBed_Toilet_Transition 0 5 ALevelMasterBedroom 0 2 ALevelKitchen 0 14 HLabelBathe 0 3 ALevelMainEntryway 0 4 ALevelMasterBathroom 0 6 ALevelMasterLivingRoom 0 13 ALevelUtilityRoom 0 7 ALevelMasterOffice 0 8 ALevelOtherBathroom 0 9 ALevelOtherHallway 0 10 ALevelOtherLivingroom 0 12 ALevelOtherOffice 0 19 HLabelLeave_Home 0 18 HLabelEnter_Home 0 60 WDWKitchenAWindowA 0 20 HLabelPersonal_Hygiene 0 55 WDMainDoor 0 53 WDEntrywayCDoorB 0 54 WDEntrywayDDoor 0 56 WDOfficeAWindowAA 0 51 WDEntrywayBDoorUtility 0 57 WDWDoorD 0 58 WDWDoorE 0 52 WDEntrywayCDoorA 0 50 WDDiningRoomAWindowAA 0 21 HLabelRelax 0 24 HLabelWash_Dishes 0 22 HLabelSleep 0 23 HLabelTake_Medicine 0 25 HLabelWork 0 49 WDBedroomBWindow 0 59 WDWDoorF 0 48 WDBedroomAWindowB 0 1 ALevelDiningRoom Selected attributes: 28,29,27,26,30,40,45,39,46,38,35,41,42,34,43,36,37,44,32,31,33,11,47,16,17,15,5,2,14,3,4,6,13,7,8,9,10,12,19,18,60,20,55,53,54,56,51,57,58,52,50,21,24,22,23,25,49,59,48,1 : 60