=== 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: 580 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_CH4_ppm Evaluation mode: evaluate on all training data === Attribute Selection on all input data === Search Method: Attribute ranking. Attribute Evaluator (supervised, Class (nominal): 61 In_CH4_ppm): Information Gain Ranking Filter Ranked attributes: 0.5148523 29 HTMasterBedroom 0.4397901 27 HTMainEntry 0.3648451 28 HTMasterBathroom 0.3483851 26 HTKitchen 0.3250369 30 HTMasterLivingRoom 0.3239858 45 HTRelayADiningRoom 0.2967444 41 HTDoorEMasterLivingDoor 0.2963415 34 HTBathroomAWindowA 0.2933791 38 HTDoorBDiningRoomDoor 0.2925786 40 HTDoorDStairsInFirstFloor 0.2890975 36 HTBedroomAWindowA 0.2838093 39 HTDoorCUtilityDoor 0.2834507 46 HTRelayDOtherBedroom 0.2619349 43 HTKitchenAWindowA 0.2303381 44 HTOfficeAWindowA 0.1812981 35 HTBathroomBTemperature 0.1478982 42 HTDoorFMasterBedroom 0.080289 37 HTBedroomAWindowB 0.0454007 50 WDDiningRoomAWindowAA 0.0393926 9 ALevelOtherHallway 0.0276087 1 ALevelDiningRoom 0.0257055 2 ALevelKitchen 0.0158925 6 ALevelMasterLivingRoom 0.0152715 13 ALevelUtilityRoom 0.0136832 48 WDBedroomAWindowB 0.0122593 3 ALevelMainEntryway 0.0060338 33 HTUtility 0.0054282 25 HLabelWork 0.005006 19 HLabelLeave_Home 0.0043311 14 HLabelBathe 0.0036683 17 HLabelEat 0.0000515 58 WDWDoorE 0 10 ALevelOtherLivingroom 0 16 HLabelCook 0 4 ALevelMasterBathroom 0 11 ALevelOtherBedroom 0 15 HLabelBed_Toilet_Transition 0 5 ALevelMasterBedroom 0 7 ALevelMasterOffice 0 8 ALevelOtherBathroom 0 12 ALevelOtherOffice 0 47 WDBedroomAWindowA 0 20 HLabelPersonal_Hygiene 0 18 HLabelEnter_Home 0 59 WDWDoorF 0 32 HTOtherLivingRoom 0 53 WDEntrywayCDoorB 0 52 WDEntrywayCDoorA 0 51 WDEntrywayBDoorUtility 0 49 WDBedroomBWindow 0 31 HTMasterOffice 0 54 WDEntrywayDDoor 0 21 HLabelRelax 0 55 WDMainDoor 0 22 HLabelSleep 0 23 HLabelTake_Medicine 0 24 HLabelWash_Dishes 0 57 WDWDoorD 0 56 WDOfficeAWindowAA 0 60 WDWKitchenAWindowA Selected attributes: 29,27,28,26,30,45,41,34,38,40,36,39,46,43,44,35,42,37,50,9,1,2,6,13,48,3,33,25,19,14,17,58,10,16,4,11,15,5,7,8,12,47,20,18,59,32,53,52,51,49,31,54,21,55,22,23,24,57,56,60 : 60