=== 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_m59_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_m59_ppb): Information Gain Ranking Filter Ranked attributes: 0.45563 29 HTMasterBedroom 0.4233 26 HTKitchen 0.38838 28 HTMasterBathroom 0.35308 27 HTMainEntry 0.32628 41 HTDoorEMasterLivingDoor 0.30624 30 HTMasterLivingRoom 0.30516 39 HTDoorCUtilityDoor 0.30193 38 HTDoorBDiningRoomDoor 0.29115 35 HTBathroomBTemperature 0.2888 34 HTBathroomAWindowA 0.28279 42 HTDoorFMasterBedroom 0.26769 43 HTKitchenAWindowA 0.26566 36 HTBedroomAWindowA 0.25942 40 HTDoorDStairsInFirstFloor 0.24808 45 HTRelayADiningRoom 0.23833 46 HTRelayDOtherBedroom 0.1943 37 HTBedroomAWindowB 0.14369 44 HTOfficeAWindowA 0.06322 50 WDDiningRoomAWindowAA 0.05254 1 ALevelDiningRoom 0.04489 32 HTOtherLivingRoom 0.04431 9 ALevelOtherHallway 0.04346 2 ALevelKitchen 0.02885 48 WDBedroomAWindowB 0.0259 31 HTMasterOffice 0.024 5 ALevelMasterBedroom 0.01906 22 HLabelSleep 0.00885 3 ALevelMainEntryway 0 14 HLabelBathe 0 15 HLabelBed_Toilet_Transition 0 16 HLabelCook 0 12 ALevelOtherOffice 0 13 ALevelUtilityRoom 0 47 WDBedroomAWindowA 0 11 ALevelOtherBedroom 0 10 ALevelOtherLivingroom 0 4 ALevelMasterBathroom 0 6 ALevelMasterLivingRoom 0 7 ALevelMasterOffice 0 8 ALevelOtherBathroom 0 18 HLabelEnter_Home 0 17 HLabelEat 0 20 HLabelPersonal_Hygiene 0 19 HLabelLeave_Home 0 59 WDWDoorF 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: 29,26,28,27,41,30,39,38,35,34,42,43,36,40,45,46,37,44,50,1,32,9,2,48,31,5,22,3,14,15,16,12,13,47,11,10,4,6,7,8,18,17,20,19,59,54,53,52,51,49,33,55,21,56,23,24,25,58,57,60 : 60