=== 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: 229 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_m121_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_m121_ppb): Information Gain Ranking Filter Ranked attributes: 1.019393 25 HTBathroomATemperature 0.969343 40 HTRelayB 0.906123 32 HTDoorD 0.900922 39 HTRelayA 0.896975 35 HTKitchenATemperature 0.869281 42 HTRelayD 0.832778 30 HTDoorB 0.816071 31 HTDoorC 0.777909 27 HTBathroomBTemperature 0.748675 37 HTMainDoor 0.710897 33 HTDoorE 0.608144 26 HTBathroomAWindowA 0.594158 28 HTBedroomAWindowA 0.58487 34 HTDoorF 0.57685 36 HTKitchenAWindowA 0.561093 41 HTRelayC 0.410921 38 HTOfficeAWindowA 0.328557 29 HTBedroomAWindowB 0.000553 51 WDWKitchenAWindowA 0 15 HLabelCook 0 2 ALevelDiningroom 0 11 ALevelOtherOffice 0 14 HLabelBed_Toilet_Transition 0 10 ALevelOtherBedroom 0 13 HLabelBathe 0 12 ALevelUtility 0 3 ALevelKitchen 0 4 ALevelLivingroom 0 5 ALevelMainEntry 0 17 HLabelEnter_Home 0 9 ALevelOtherBathroom 0 8 ALevelMasterOffice 0 7 ALevelMasterBedroom 0 6 ALevelMasterBathroom 0 16 HLabelEat 0 53 WDWOfficeAWindowA 0 18 HLabelLeave_Home 0 44 WDWBedroomAWindowA 0 46 WDWDoorB 0 47 WDWDoorC 0 48 WDWDoorD 0 49 WDWDoorE 0 50 WDWDoorF 0 45 WDWBedroomAWindowB 0 43 WDWBathroomAWindowA 0 19 HLabelPersonal_Hygiene 0 52 WDWMainDoor 0 20 HLabelRelax 0 21 HLabelSleep 0 22 HLabelTake_Medicine 0 23 HLabelWash_Dishes 0 24 HLabelWork 0 1 ALevelAllHallway Selected attributes: 25,40,32,39,35,42,30,31,27,37,33,26,28,34,36,41,38,29,51,15,2,11,14,10,13,12,3,4,5,17,9,8,7,6,16,53,18,44,46,47,48,49,50,45,43,19,52,20,21,22,23,24,1 : 53