=== 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: 391 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_m121_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_m121_ppb): Information Gain Ranking Filter Ranked attributes: 0.797694 29 HTMasterBedroom 0.620462 27 HTMainEntry 0.590039 28 HTMasterBathroom 0.334191 40 HTDoorDStairsInFirstFloor 0.316683 30 HTMasterLivingRoom 0.316186 45 HTRelayADiningRoom 0.301501 38 HTDoorBDiningRoomDoor 0.300979 39 HTDoorCUtilityDoor 0.289012 46 HTRelayDOtherBedroom 0.251304 35 HTBathroomBTemperature 0.227731 41 HTDoorEMasterLivingDoor 0.189907 42 HTDoorFMasterBedroom 0.186325 36 HTBedroomAWindowA 0.185275 26 HTKitchen 0.168914 43 HTKitchenAWindowA 0.142146 34 HTBathroomAWindowA 0.112629 44 HTOfficeAWindowA 0.07786 37 HTBedroomAWindowB 0.043836 31 HTMasterOffice 0.038474 50 WDDiningRoomAWindowAA 0.033314 1 ALevelDiningRoom 0.032994 32 HTOtherLivingRoom 0.030869 2 ALevelKitchen 0.021223 9 ALevelOtherHallway 0.011688 20 HLabelPersonal_Hygiene 0.01046 22 HLabelSleep 0.000478 11 ALevelOtherBedroom 0 14 HLabelBathe 0 13 ALevelUtilityRoom 0 15 HLabelBed_Toilet_Transition 0 5 ALevelMasterBedroom 0 16 HLabelCook 0 12 ALevelOtherOffice 0 4 ALevelMasterBathroom 0 10 ALevelOtherLivingroom 0 3 ALevelMainEntryway 0 6 ALevelMasterLivingRoom 0 7 ALevelMasterOffice 0 18 HLabelEnter_Home 0 8 ALevelOtherBathroom 0 17 HLabelEat 0 47 WDBedroomAWindowA 0 19 HLabelLeave_Home 0 53 WDEntrywayCDoorB 0 54 WDEntrywayDDoor 0 33 HTUtility 0 52 WDEntrywayCDoorA 0 48 WDBedroomAWindowB 0 51 WDEntrywayBDoorUtility 0 49 WDBedroomBWindow 0 59 WDWDoorF 0 55 WDMainDoor 0 56 WDOfficeAWindowAA 0 57 WDWDoorD 0 21 HLabelRelax 0 23 HLabelTake_Medicine 0 24 HLabelWash_Dishes 0 25 HLabelWork 0 58 WDWDoorE 0 60 WDWKitchenAWindowA Selected attributes: 29,27,28,40,30,45,38,39,46,35,41,42,36,26,43,34,44,37,31,50,1,32,2,9,20,22,11,14,13,15,5,16,12,4,10,3,6,7,18,8,17,47,19,53,54,33,52,48,51,49,59,55,56,57,21,23,24,25,58,60 : 60