=== 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_m81_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_m81_ppb): Information Gain Ranking Filter Ranked attributes: 0.815695 25 HTBathroomATemperature 0.748955 26 HTBathroomAWindowA 0.676364 35 HTKitchenATemperature 0.674408 33 HTDoorE 0.663874 31 HTDoorC 0.632012 27 HTBathroomBTemperature 0.628295 30 HTDoorB 0.612904 28 HTBedroomAWindowA 0.603623 34 HTDoorF 0.581683 36 HTKitchenAWindowA 0.580216 32 HTDoorD 0.565135 39 HTRelayA 0.521507 37 HTMainDoor 0.509229 41 HTRelayC 0.50222 42 HTRelayD 0.479936 40 HTRelayB 0.460783 29 HTBedroomAWindowB 0.330506 38 HTOfficeAWindowA 0.003041 50 WDWDoorF 0.001073 8 ALevelMasterOffice 0.000537 45 WDWBedroomAWindowB 0.000499 18 HLabelLeave_Home 0.000322 17 HLabelEnter_Home 0.00016 16 HLabelEat 0.000107 13 HLabelBathe 0 14 HLabelBed_Toilet_Transition 0 3 ALevelKitchen 0 12 ALevelUtility 0 7 ALevelMasterBedroom 0 15 HLabelCook 0 11 ALevelOtherOffice 0 6 ALevelMasterBathroom 0 10 ALevelOtherBedroom 0 4 ALevelLivingroom 0 9 ALevelOtherBathroom 0 2 ALevelDiningroom 0 5 ALevelMainEntry 0 53 WDWOfficeAWindowA 0 19 HLabelPersonal_Hygiene 0 48 WDWDoorD 0 47 WDWDoorC 0 49 WDWDoorE 0 44 WDWBedroomAWindowA 0 51 WDWKitchenAWindowA 0 46 WDWDoorB 0 43 WDWBathroomAWindowA 0 20 HLabelRelax 0 22 HLabelTake_Medicine 0 21 HLabelSleep 0 23 HLabelWash_Dishes 0 52 WDWMainDoor 0 24 HLabelWork 0 1 ALevelAllHallway Selected attributes: 25,26,35,33,31,27,30,28,34,36,32,39,37,41,42,40,29,38,50,8,45,18,17,16,13,14,3,12,7,15,11,6,10,4,9,2,5,53,19,48,47,49,44,51,46,43,20,22,21,23,52,24,1 : 53