=== 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_m45_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_m45_ppb): Information Gain Ranking Filter Ranked attributes: 0.496 26 HTKitchen 0.4315 28 HTMasterBathroom 0.336 29 HTMasterBedroom 0.2828 41 HTDoorEMasterLivingDoor 0.2722 35 HTBathroomBTemperature 0.2662 39 HTDoorCUtilityDoor 0.2477 34 HTBathroomAWindowA 0.2471 42 HTDoorFMasterBedroom 0.2469 36 HTBedroomAWindowA 0.2301 46 HTRelayDOtherBedroom 0.2264 38 HTDoorBDiningRoomDoor 0.2236 45 HTRelayADiningRoom 0.2235 43 HTKitchenAWindowA 0.2129 40 HTDoorDStairsInFirstFloor 0.1916 37 HTBedroomAWindowB 0.1825 27 HTMainEntry 0.1565 30 HTMasterLivingRoom 0.1457 44 HTOfficeAWindowA 0.0423 50 WDDiningRoomAWindowAA 0.0402 1 ALevelDiningRoom 0.0334 9 ALevelOtherHallway 0.0323 2 ALevelKitchen 0.0277 33 HTUtility 0.0244 6 ALevelMasterLivingRoom 0.0223 48 WDBedroomAWindowB 0 5 ALevelMasterBedroom 0 4 ALevelMasterBathroom 0 14 HLabelBathe 0 15 HLabelBed_Toilet_Transition 0 16 HLabelCook 0 17 HLabelEat 0 18 HLabelEnter_Home 0 13 ALevelUtilityRoom 0 12 ALevelOtherOffice 0 11 ALevelOtherBedroom 0 7 ALevelMasterOffice 0 3 ALevelMainEntryway 0 8 ALevelOtherBathroom 0 10 ALevelOtherLivingroom 0 19 HLabelLeave_Home 0 47 WDBedroomAWindowA 0 20 HLabelPersonal_Hygiene 0 21 HLabelRelax 0 53 WDEntrywayCDoorB 0 32 HTOtherLivingRoom 0 54 WDEntrywayDDoor 0 52 WDEntrywayCDoorA 0 22 HLabelSleep 0 51 WDEntrywayBDoorUtility 0 49 WDBedroomBWindow 0 31 HTMasterOffice 0 59 WDWDoorF 0 55 WDMainDoor 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: 26,28,29,41,35,39,34,42,36,46,38,45,43,40,37,27,30,44,50,1,9,2,33,6,48,5,4,14,15,16,17,18,13,12,11,7,3,8,10,19,47,20,21,53,32,54,52,22,51,49,31,59,55,56,23,24,25,58,57,60 : 60