=== 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_m93_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_m93_ppb): Information Gain Ranking Filter Ranked attributes: 0.925677 25 HTBathroomATemperature 0.920059 31 HTDoorC 0.876268 35 HTKitchenATemperature 0.874427 32 HTDoorD 0.861318 40 HTRelayB 0.825213 39 HTRelayA 0.798349 42 HTRelayD 0.776545 30 HTDoorB 0.760812 27 HTBathroomBTemperature 0.70302 37 HTMainDoor 0.68194 33 HTDoorE 0.648928 26 HTBathroomAWindowA 0.632971 36 HTKitchenAWindowA 0.598539 28 HTBedroomAWindowA 0.563976 41 HTRelayC 0.531 34 HTDoorF 0.373065 29 HTBedroomAWindowB 0.3519 38 HTOfficeAWindowA 0.007448 48 WDWDoorD 0.001488 8 ALevelMasterOffice 0.000851 43 WDWBathroomAWindowA 0.000537 51 WDWKitchenAWindowA 0.000429 17 HLabelEnter_Home 0 14 HLabelBed_Toilet_Transition 0 15 HLabelCook 0 11 ALevelOtherOffice 0 10 ALevelOtherBedroom 0 12 ALevelUtility 0 13 HLabelBathe 0 7 ALevelMasterBedroom 0 9 ALevelOtherBathroom 0 5 ALevelMainEntry 0 6 ALevelMasterBathroom 0 4 ALevelLivingroom 0 3 ALevelKitchen 0 16 HLabelEat 0 2 ALevelDiningroom 0 53 WDWOfficeAWindowA 0 18 HLabelLeave_Home 0 47 WDWDoorC 0 46 WDWDoorB 0 49 WDWDoorE 0 44 WDWBedroomAWindowA 0 50 WDWDoorF 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: 25,31,35,32,40,39,42,30,27,37,33,26,36,28,41,34,29,38,48,8,43,51,17,14,15,11,10,12,13,7,9,5,6,4,3,16,2,53,18,47,46,49,44,50,45,52,19,21,20,22,24,23,1 : 53