=== 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_m105_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_m105_ppb): Information Gain Ranking Filter Ranked attributes: 0.43026 26 HTKitchen 0.41647 29 HTMasterBedroom 0.36499 28 HTMasterBathroom 0.28714 45 HTRelayADiningRoom 0.26936 40 HTDoorDStairsInFirstFloor 0.2624 46 HTRelayDOtherBedroom 0.25152 39 HTDoorCUtilityDoor 0.2444 38 HTDoorBDiningRoomDoor 0.23 35 HTBathroomBTemperature 0.22154 41 HTDoorEMasterLivingDoor 0.21422 27 HTMainEntry 0.18753 34 HTBathroomAWindowA 0.18711 36 HTBedroomAWindowA 0.16897 42 HTDoorFMasterBedroom 0.15696 30 HTMasterLivingRoom 0.15194 43 HTKitchenAWindowA 0.09029 44 HTOfficeAWindowA 0.08912 37 HTBedroomAWindowB 0.06836 9 ALevelOtherHallway 0.06784 1 ALevelDiningRoom 0.06439 50 WDDiningRoomAWindowAA 0.06139 32 HTOtherLivingRoom 0.05641 2 ALevelKitchen 0.03217 3 ALevelMainEntryway 0.02958 7 ALevelMasterOffice 0.02847 31 HTMasterOffice 0.02782 13 ALevelUtilityRoom 0.02772 5 ALevelMasterBedroom 0.02678 48 WDBedroomAWindowB 0.02171 22 HLabelSleep 0.01946 33 HTUtility 0.01781 25 HLabelWork 0.01635 20 HLabelPersonal_Hygiene 0.01631 4 ALevelMasterBathroom 0.01624 6 ALevelMasterLivingRoom 0.00415 24 HLabelWash_Dishes 0 14 HLabelBathe 0 12 ALevelOtherOffice 0 8 ALevelOtherBathroom 0 11 ALevelOtherBedroom 0 16 HLabelCook 0 58 WDWDoorE 0 10 ALevelOtherLivingroom 0 15 HLabelBed_Toilet_Transition 0 47 WDBedroomAWindowA 0 17 HLabelEat 0 52 WDEntrywayCDoorA 0 53 WDEntrywayCDoorB 0 51 WDEntrywayBDoorUtility 0 54 WDEntrywayDDoor 0 49 WDBedroomBWindow 0 59 WDWDoorF 0 55 WDMainDoor 0 18 HLabelEnter_Home 0 21 HLabelRelax 0 19 HLabelLeave_Home 0 23 HLabelTake_Medicine 0 56 WDOfficeAWindowAA 0 57 WDWDoorD 0 60 WDWKitchenAWindowA Selected attributes: 26,29,28,45,40,46,39,38,35,41,27,34,36,42,30,43,44,37,9,1,50,32,2,3,7,31,13,5,48,22,33,25,20,4,6,24,14,12,8,11,16,58,10,15,47,17,52,53,51,54,49,59,55,18,21,19,23,56,57,60 : 60