=== Run information === Evaluator: weka.attributeSelection.InfoGainAttributeEval Search: weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1 Relation: PlacedQuestionMarkCleanedChemicalSHAtmo2-weka.filters.unsupervised.attribute.Remove-R1-2 Instances: 232 Attributes: 54 ALevelAllHallway ALevelDiningroom ALevelKitchen ALevelLivingroom ALevelMainEntry ALevelMasterBathroom ALevelMasterBedroom ALevelMasterOffice ALevelOtherBathroom ALevelOtherBedroom ALevelOtherOffice ALevelUtility HLabelBathe HLabelBed_Toilet_Transition HLabelCook HLabelEat HLabelEnter_Home HLabelLeave_Home HLabelPersonal_Hygiene HLabelRelax HLabelSleep HLabelTake_Medicine HLabelWash_Dishes HLabelWork HTBathroomATemperature HTBathroomAWindowA HTBathroomBTemperature HTBedroomAWindowA HTBedroomAWindowB HTDoorB HTDoorC HTDoorD HTDoorE HTDoorF HTKitchenATemperature HTKitchenAWindowA HTMainDoor HTOfficeAWindowA HTRelayA HTRelayB HTRelayC HTRelayD WDWBathroomAWindowA WDWBedroomAWindowA WDWBedroomAWindowB WDWDoorB WDWDoorC WDWDoorD WDWDoorE WDWDoorF WDWKitchenAWindowA WDWMainDoor WDWOfficeAWindowA In_m42_ppb Evaluation mode: evaluate on all training data === Attribute Selection on all input data === Search Method: Attribute ranking. Attribute Evaluator (supervised, Class (nominal): 54 In_m42_ppb): Information Gain Ranking Filter Ranked attributes: 0.645793 30 HTDoorB 0.616121 31 HTDoorC 0.59472 35 HTKitchenATemperature 0.588708 25 HTBathroomATemperature 0.584833 33 HTDoorE 0.579588 27 HTBathroomBTemperature 0.563884 40 HTRelayB 0.559488 42 HTRelayD 0.551594 32 HTDoorD 0.534165 39 HTRelayA 0.514418 37 HTMainDoor 0.513328 26 HTBathroomAWindowA 0.459996 41 HTRelayC 0.452282 34 HTDoorF 0.446811 36 HTKitchenAWindowA 0.446756 28 HTBedroomAWindowA 0.334256 38 HTOfficeAWindowA 0.313675 29 HTBedroomAWindowB 0.001073 24 HLabelWork 0.000897 8 ALevelMasterOffice 0.000537 45 WDWBedroomAWindowB 0.000429 18 HLabelLeave_Home 0.000429 17 HLabelEnter_Home 0.00016 15 HLabelCook 0.000107 13 HLabelBathe 0 14 HLabelBed_Toilet_Transition 0 3 ALevelKitchen 0 4 ALevelLivingroom 0 9 ALevelOtherBathroom 0 12 ALevelUtility 0 11 ALevelOtherOffice 0 16 HLabelEat 0 2 ALevelDiningroom 0 7 ALevelMasterBedroom 0 10 ALevelOtherBedroom 0 5 ALevelMainEntry 0 6 ALevelMasterBathroom 0 53 WDWOfficeAWindowA 0 19 HLabelPersonal_Hygiene 0 49 WDWDoorE 0 48 WDWDoorD 0 50 WDWDoorF 0 46 WDWDoorB 0 51 WDWKitchenAWindowA 0 47 WDWDoorC 0 44 WDWBedroomAWindowA 0 20 HLabelRelax 0 22 HLabelTake_Medicine 0 21 HLabelSleep 0 23 HLabelWash_Dishes 0 43 WDWBathroomAWindowA 0 52 WDWMainDoor 0 1 ALevelAllHallway Selected attributes: 30,31,35,25,33,27,40,42,32,39,37,26,41,34,36,28,38,29,24,8,45,18,17,15,13,14,3,4,9,12,11,16,2,7,10,5,6,53,19,49,48,50,46,51,47,44,20,22,21,23,43,52,1 : 53