=== 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: 395 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_CH4_ppm Evaluation mode: evaluate on all training data === Attribute Selection on all input data === Search Method: Attribute ranking. Attribute Evaluator (supervised, Class (nominal): 54 In_CH4_ppm): Information Gain Ranking Filter Ranked attributes: 0.7804858 39 HTRelayA 0.7371882 30 HTDoorB 0.7262105 42 HTRelayD 0.7249216 40 HTRelayB 0.7243048 26 HTBathroomAWindowA 0.7193099 35 HTKitchenATemperature 0.7158092 37 HTMainDoor 0.706178 41 HTRelayC 0.6874228 25 HTBathroomATemperature 0.6578261 28 HTBedroomAWindowA 0.6471403 32 HTDoorD 0.6369352 33 HTDoorE 0.6328788 31 HTDoorC 0.5840172 38 HTOfficeAWindowA 0.56193 36 HTKitchenAWindowA 0.2861979 27 HTBathroomBTemperature 0.2418294 34 HTDoorF 0.1215043 29 HTBedroomAWindowB 0.0182315 7 ALevelMasterBedroom 0.0010409 24 HLabelWork 0.0007101 18 HLabelLeave_Home 0.0006841 47 WDWDoorC 0.0002598 17 HLabelEnter_Home 0.0000745 22 HLabelTake_Medicine 0.0000558 9 ALevelOtherBathroom 0 4 ALevelLivingroom 0 8 ALevelMasterOffice 0 13 HLabelBathe 0 14 HLabelBed_Toilet_Transition 0 15 HLabelCook 0 12 ALevelUtility 0 6 ALevelMasterBathroom 0 11 ALevelOtherOffice 0 3 ALevelKitchen 0 2 ALevelDiningroom 0 5 ALevelMainEntry 0 10 ALevelOtherBedroom 0 53 WDWOfficeAWindowA 0 16 HLabelEat 0 49 WDWDoorE 0 48 WDWDoorD 0 50 WDWDoorF 0 45 WDWBedroomAWindowB 0 51 WDWKitchenAWindowA 0 46 WDWDoorB 0 44 WDWBedroomAWindowA 0 19 HLabelPersonal_Hygiene 0 21 HLabelSleep 0 20 HLabelRelax 0 23 HLabelWash_Dishes 0 43 WDWBathroomAWindowA 0 52 WDWMainDoor 0 1 ALevelAllHallway Selected attributes: 39,30,42,40,26,35,37,41,25,28,32,33,31,38,36,27,34,29,7,24,18,47,17,22,9,4,8,13,14,15,12,6,11,3,2,5,10,53,16,49,48,50,45,51,46,44,19,21,20,23,43,52,1 : 53