=== 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_m79_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_m79_ppb): Information Gain Ranking Filter Ranked attributes: 0.945813 31 HTDoorC 0.902667 40 HTRelayB 0.899692 25 HTBathroomATemperature 0.873202 35 HTKitchenATemperature 0.8045 30 HTDoorB 0.80312 27 HTBathroomBTemperature 0.758961 39 HTRelayA 0.74665 42 HTRelayD 0.743009 32 HTDoorD 0.692996 33 HTDoorE 0.688778 26 HTBathroomAWindowA 0.673853 37 HTMainDoor 0.634447 28 HTBedroomAWindowA 0.561396 34 HTDoorF 0.543019 36 HTKitchenAWindowA 0.520101 41 HTRelayC 0.37784 29 HTBedroomAWindowB 0.33656 38 HTOfficeAWindowA 0.006875 48 WDWDoorD 0.00234 4 ALevelLivingroom 0.001449 20 HLabelRelax 0.000851 43 WDWBathroomAWindowA 0.000809 8 ALevelMasterOffice 0.000537 51 WDWKitchenAWindowA 0.00016 15 HLabelCook 0 7 ALevelMasterBedroom 0 2 ALevelDiningroom 0 3 ALevelKitchen 0 13 HLabelBathe 0 14 HLabelBed_Toilet_Transition 0 12 ALevelUtility 0 11 ALevelOtherOffice 0 10 ALevelOtherBedroom 0 6 ALevelMasterBathroom 0 5 ALevelMainEntry 0 9 ALevelOtherBathroom 0 16 HLabelEat 0 53 WDWOfficeAWindowA 0 17 HLabelEnter_Home 0 47 WDWDoorC 0 46 WDWDoorB 0 49 WDWDoorE 0 44 WDWBedroomAWindowA 0 50 WDWDoorF 0 45 WDWBedroomAWindowB 0 52 WDWMainDoor 0 18 HLabelLeave_Home 0 21 HLabelSleep 0 19 HLabelPersonal_Hygiene 0 22 HLabelTake_Medicine 0 24 HLabelWork 0 23 HLabelWash_Dishes 0 1 ALevelAllHallway Selected attributes: 31,40,25,35,30,27,39,42,32,33,26,37,28,34,36,41,29,38,48,4,20,43,8,51,15,7,2,3,13,14,12,11,10,6,5,9,16,53,17,47,46,49,44,50,45,52,18,21,19,22,24,23,1 : 53