=== 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_m137_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_m137_ppb): Information Gain Ranking Filter Ranked attributes: 0.650791 26 HTBathroomAWindowA 0.581151 25 HTBathroomATemperature 0.572238 34 HTDoorF 0.552354 35 HTKitchenATemperature 0.546154 27 HTBathroomBTemperature 0.539266 30 HTDoorB 0.536055 28 HTBedroomAWindowA 0.519166 33 HTDoorE 0.509931 37 HTMainDoor 0.508187 36 HTKitchenAWindowA 0.492558 40 HTRelayB 0.450814 41 HTRelayC 0.449018 31 HTDoorC 0.417808 32 HTDoorD 0.414416 42 HTRelayD 0.348306 29 HTBedroomAWindowB 0.343182 39 HTRelayA 0.288068 38 HTOfficeAWindowA 0.004427 50 WDWDoorF 0.00241 12 ALevelUtility 0.000958 51 WDWKitchenAWindowA 0.000953 43 WDWBathroomAWindowA 0.000809 8 ALevelMasterOffice 0.000601 18 HLabelLeave_Home 0.00016 16 HLabelEat 0.000107 13 HLabelBathe 0 10 ALevelOtherBedroom 0 14 HLabelBed_Toilet_Transition 0 11 ALevelOtherOffice 0 3 ALevelKitchen 0 9 ALevelOtherBathroom 0 6 ALevelMasterBathroom 0 5 ALevelMainEntry 0 7 ALevelMasterBedroom 0 4 ALevelLivingroom 0 2 ALevelDiningroom 0 15 HLabelCook 0 53 WDWOfficeAWindowA 0 17 HLabelEnter_Home 0 47 WDWDoorC 0 46 WDWDoorB 0 48 WDWDoorD 0 44 WDWBedroomAWindowA 0 49 WDWDoorE 0 45 WDWBedroomAWindowB 0 52 WDWMainDoor 0 19 HLabelPersonal_Hygiene 0 21 HLabelSleep 0 20 HLabelRelax 0 22 HLabelTake_Medicine 0 24 HLabelWork 0 23 HLabelWash_Dishes 0 1 ALevelAllHallway Selected attributes: 26,25,34,35,27,30,28,33,37,36,40,41,31,32,42,29,39,38,50,12,51,43,8,18,16,13,10,14,11,3,9,6,5,7,4,2,15,53,17,47,46,48,44,49,45,52,19,21,20,22,24,23,1 : 53