=== 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_m73_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_m73_ppb): Information Gain Ranking Filter Ranked attributes: 0.6578 29 HTMasterBedroom 0.5867 27 HTMainEntry 0.5255 28 HTMasterBathroom 0.3452 30 HTMasterLivingRoom 0.3218 45 HTRelayADiningRoom 0.3036 38 HTDoorBDiningRoomDoor 0.2913 35 HTBathroomBTemperature 0.2869 39 HTDoorCUtilityDoor 0.2862 40 HTDoorDStairsInFirstFloor 0.2637 26 HTKitchen 0.2635 41 HTDoorEMasterLivingDoor 0.2608 46 HTRelayDOtherBedroom 0.2588 43 HTKitchenAWindowA 0.2398 34 HTBathroomAWindowA 0.2297 36 HTBedroomAWindowA 0.2186 42 HTDoorFMasterBedroom 0.1327 44 HTOfficeAWindowA 0.1298 37 HTBedroomAWindowB 0.0431 32 HTOtherLivingRoom 0.0174 31 HTMasterOffice 0.0142 33 HTUtility 0 4 ALevelMasterBathroom 0 18 HLabelEnter_Home 0 14 HLabelBathe 0 15 HLabelBed_Toilet_Transition 0 2 ALevelKitchen 0 17 HLabelEat 0 16 HLabelCook 0 3 ALevelMainEntryway 0 9 ALevelOtherHallway 0 5 ALevelMasterBedroom 0 12 ALevelOtherOffice 0 11 ALevelOtherBedroom 0 10 ALevelOtherLivingroom 0 13 ALevelUtilityRoom 0 8 ALevelOtherBathroom 0 20 HLabelPersonal_Hygiene 0 7 ALevelMasterOffice 0 6 ALevelMasterLivingRoom 0 19 HLabelLeave_Home 0 60 WDWKitchenAWindowA 0 21 HLabelRelax 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 22 HLabelSleep 0 25 HLabelWork 0 23 HLabelTake_Medicine 0 24 HLabelWash_Dishes 0 59 WDWDoorF 0 49 WDBedroomBWindow 0 47 WDBedroomAWindowA 0 48 WDBedroomAWindowB 0 1 ALevelDiningRoom Selected attributes: 29,27,28,30,45,38,35,39,40,26,41,46,43,34,36,42,44,37,32,31,33,4,18,14,15,2,17,16,3,9,5,12,11,10,13,8,20,7,6,19,60,21,55,53,54,56,51,57,58,52,50,22,25,23,24,59,49,47,48,1 : 60