=== Run information === Evaluator: weka.attributeSelection.InfoGainAttributeEval Search: weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1 Relation: ChemicalSHCombinedAtmo1-weka.filters.unsupervised.attribute.Remove-R1-2 Instances: 162 Attributes: 50 ALevelDiningRoom ALevelKitchen ALevelMainEntryway ALevelMasterBathroom ALevelMasterBedroom ALevelMasterLivingRoom ALevelMasterOffice ALevelOtherBathroom ALevelOtherHallway ALevelOtherLivingroom 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 WDBedroomAWindowA WDBedroomAWindowB WDBedroomBWindow WDBedroomBWindowA WDBedroomBWindowB WDDiningRoomAWindowAA WDDiningRoomAWindowAB WDDiningRoomAWindowBA WDDiningRoomAWindowBB WDEntrywayBDoor WDEntrywayCDoorA WDEntrywayCDoorB WDEntrywayDDoor WDMainDoor WDOfficeAWindowAA WDOfficeAWindowAB WDOfficeAWindowBA WDOfficeAWindowBB 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): 50 In_m45_ppb): Information Gain Ranking Filter Ranked attributes: 0.53 25 HTMainEntry 0.505 26 HTMasterBathroom 0.212 24 HTKitchen 0.155 6 ALevelMasterLivingRoom 0.138 31 HTUtility 0.137 30 HTOtherLivingRoom 0.133 27 HTMasterBedroom 0.128 4 ALevelMasterBathroom 0.108 28 HTMasterLivingRoom 0 19 HLabelRelax 0 17 HLabelLeave_Home 0 15 HLabelEat 0 18 HLabelPersonal_Hygiene 0 16 HLabelEnter_Home 0 13 HLabelBed_Toilet_Transition 0 14 HLabelCook 0 21 HLabelTake_Medicine 0 5 ALevelMasterBedroom 0 3 ALevelMainEntryway 0 2 ALevelKitchen 0 7 ALevelMasterOffice 0 8 ALevelOtherBathroom 0 9 ALevelOtherHallway 0 12 HLabelBathe 0 11 ALevelUtilityRoom 0 10 ALevelOtherLivingroom 0 20 HLabelSleep 0 49 WDOfficeAWindowBB 0 22 HLabelWash_Dishes 0 42 WDEntrywayCDoorA 0 41 WDEntrywayBDoor 0 39 WDDiningRoomAWindowBA 0 43 WDEntrywayCDoorB 0 44 WDEntrywayDDoor 0 45 WDMainDoor 0 46 WDOfficeAWindowAA 0 47 WDOfficeAWindowAB 0 40 WDDiningRoomAWindowBB 0 38 WDDiningRoomAWindowAB 0 23 HLabelWork 0 29 HTMasterOffice 0 48 WDOfficeAWindowBA 0 37 WDDiningRoomAWindowAA 0 32 WDBedroomAWindowA 0 33 WDBedroomAWindowB 0 34 WDBedroomBWindow 0 35 WDBedroomBWindowA 0 36 WDBedroomBWindowB 0 1 ALevelDiningRoom Selected attributes: 25,26,24,6,31,30,27,4,28,19,17,15,18,16,13,14,21,5,3,2,7,8,9,12,11,10,20,49,22,42,41,39,43,44,45,46,47,40,38,23,29,48,37,32,33,34,35,36,1 : 49