=== 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_m137_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_m137_ppb): Information Gain Ranking Filter Ranked attributes: 0.412751 28 HTMasterBathroom 0.364834 29 HTMasterBedroom 0.337452 26 HTKitchen 0.29093 27 HTMainEntry 0.253514 30 HTMasterLivingRoom 0.237172 34 HTBathroomAWindowA 0.18007 39 HTDoorCUtilityDoor 0.179659 41 HTDoorEMasterLivingDoor 0.177102 35 HTBathroomBTemperature 0.175675 43 HTKitchenAWindowA 0.174823 42 HTDoorFMasterBedroom 0.164005 36 HTBedroomAWindowA 0.160413 37 HTBedroomAWindowB 0.154145 38 HTDoorBDiningRoomDoor 0.131441 40 HTDoorDStairsInFirstFloor 0.126733 45 HTRelayADiningRoom 0.110759 46 HTRelayDOtherBedroom 0.11038 44 HTOfficeAWindowA 0.047072 50 WDDiningRoomAWindowAA 0.041391 1 ALevelDiningRoom 0.039432 9 ALevelOtherHallway 0.035683 2 ALevelKitchen 0.029488 48 WDBedroomAWindowB 0.027723 31 HTMasterOffice 0.021805 22 HLabelSleep 0.015668 3 ALevelMainEntryway 0.01034 6 ALevelMasterLivingRoom 0.007189 13 ALevelUtilityRoom 0.006421 15 HLabelBed_Toilet_Transition 0.00091 59 WDWDoorF 0 16 HLabelCook 0 14 HLabelBathe 0 12 ALevelOtherOffice 0 47 WDBedroomAWindowA 0 11 ALevelOtherBedroom 0 10 ALevelOtherLivingroom 0 4 ALevelMasterBathroom 0 5 ALevelMasterBedroom 0 7 ALevelMasterOffice 0 8 ALevelOtherBathroom 0 18 HLabelEnter_Home 0 17 HLabelEat 0 20 HLabelPersonal_Hygiene 0 19 HLabelLeave_Home 0 32 HTOtherLivingRoom 0 54 WDEntrywayDDoor 0 53 WDEntrywayCDoorB 0 52 WDEntrywayCDoorA 0 51 WDEntrywayBDoorUtility 0 49 WDBedroomBWindow 0 33 HTUtility 0 55 WDMainDoor 0 21 HLabelRelax 0 56 WDOfficeAWindowAA 0 23 HLabelTake_Medicine 0 24 HLabelWash_Dishes 0 25 HLabelWork 0 58 WDWDoorE 0 57 WDWDoorD 0 60 WDWKitchenAWindowA Selected attributes: 28,29,26,27,30,34,39,41,35,43,42,36,37,38,40,45,46,44,50,1,9,2,48,31,22,3,6,13,15,59,16,14,12,47,11,10,4,5,7,8,18,17,20,19,32,54,53,52,51,49,33,55,21,56,23,24,25,58,57,60 : 60