=== 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_m81_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_m81_ppb): Information Gain Ranking Filter Ranked attributes: 0.48915 28 HTMasterBathroom 0.38705 29 HTMasterBedroom 0.3812 27 HTMainEntry 0.37815 26 HTKitchen 0.27875 41 HTDoorEMasterLivingDoor 0.26484 34 HTBathroomAWindowA 0.25976 43 HTKitchenAWindowA 0.25407 30 HTMasterLivingRoom 0.2399 36 HTBedroomAWindowA 0.23531 39 HTDoorCUtilityDoor 0.22908 35 HTBathroomBTemperature 0.22229 38 HTDoorBDiningRoomDoor 0.21046 42 HTDoorFMasterBedroom 0.19868 37 HTBedroomAWindowB 0.18684 46 HTRelayDOtherBedroom 0.1859 40 HTDoorDStairsInFirstFloor 0.17872 45 HTRelayADiningRoom 0.17164 44 HTOfficeAWindowA 0.07494 1 ALevelDiningRoom 0.07048 9 ALevelOtherHallway 0.06393 2 ALevelKitchen 0.05329 31 HTMasterOffice 0.05213 22 HLabelSleep 0.05064 50 WDDiningRoomAWindowAA 0.0449 32 HTOtherLivingRoom 0.03126 20 HLabelPersonal_Hygiene 0.02949 48 WDBedroomAWindowB 0.02766 7 ALevelMasterOffice 0.02723 3 ALevelMainEntryway 0.01873 6 ALevelMasterLivingRoom 0.01572 13 ALevelUtilityRoom 0.01563 5 ALevelMasterBedroom 0.01547 4 ALevelMasterBathroom 0.01543 55 WDMainDoor 0.00946 25 HLabelWork 0.00299 57 WDWDoorD 0 14 HLabelBathe 0 47 WDBedroomAWindowA 0 12 ALevelOtherOffice 0 11 ALevelOtherBedroom 0 8 ALevelOtherBathroom 0 16 HLabelCook 0 10 ALevelOtherLivingroom 0 15 HLabelBed_Toilet_Transition 0 21 HLabelRelax 0 17 HLabelEat 0 52 WDEntrywayCDoorA 0 53 WDEntrywayCDoorB 0 51 WDEntrywayBDoorUtility 0 33 HTUtility 0 49 WDBedroomBWindow 0 54 WDEntrywayDDoor 0 59 WDWDoorF 0 18 HLabelEnter_Home 0 23 HLabelTake_Medicine 0 19 HLabelLeave_Home 0 24 HLabelWash_Dishes 0 56 WDOfficeAWindowAA 0 58 WDWDoorE 0 60 WDWKitchenAWindowA Selected attributes: 28,29,27,26,41,34,43,30,36,39,35,38,42,37,46,40,45,44,1,9,2,31,22,50,32,20,48,7,3,6,13,5,4,55,25,57,14,47,12,11,8,16,10,15,21,17,52,53,51,33,49,54,59,18,23,19,24,56,58,60 : 60