=== 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: 396 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_H2O_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_H2O_ppm): Information Gain Ranking Filter Ranked attributes: 0.7189467 35 HTKitchenATemperature 0.6894896 40 HTRelayB 0.6178234 25 HTBathroomATemperature 0.6160241 32 HTDoorD 0.6079367 39 HTRelayA 0.5929966 31 HTDoorC 0.5895425 42 HTRelayD 0.58781 30 HTDoorB 0.5800073 37 HTMainDoor 0.5792166 26 HTBathroomAWindowA 0.5640775 33 HTDoorE 0.5608483 28 HTBedroomAWindowA 0.5398115 41 HTRelayC 0.5077578 36 HTKitchenAWindowA 0.4770588 38 HTOfficeAWindowA 0.3617632 27 HTBathroomBTemperature 0.2693159 34 HTDoorF 0.1484681 29 HTBedroomAWindowB 0.0045847 48 WDWDoorD 0.0020691 52 WDWMainDoor 0.0007303 43 WDWBathroomAWindowA 0.0006636 44 WDWBedroomAWindowA 0.0006522 20 HLabelRelax 0.000238 16 HLabelEat 0.0001833 49 WDWDoorE 0.0001833 13 HLabelBathe 0.0000551 22 HLabelTake_Medicine 0.0000368 53 WDWOfficeAWindowA 0 45 WDWBedroomAWindowB 0 12 ALevelUtility 0 8 ALevelMasterOffice 0 9 ALevelOtherBathroom 0 10 ALevelOtherBedroom 0 7 ALevelMasterBedroom 0 6 ALevelMasterBathroom 0 5 ALevelMainEntry 0 2 ALevelDiningroom 0 3 ALevelKitchen 0 4 ALevelLivingroom 0 11 ALevelOtherOffice 0 51 WDWKitchenAWindowA 0 24 HLabelWork 0 14 HLabelBed_Toilet_Transition 0 21 HLabelSleep 0 46 WDWDoorB 0 23 HLabelWash_Dishes 0 47 WDWDoorC 0 19 HLabelPersonal_Hygiene 0 18 HLabelLeave_Home 0 15 HLabelCook 0 50 WDWDoorF 0 17 HLabelEnter_Home 0 1 ALevelAllHallway Selected attributes: 35,40,25,32,39,31,42,30,37,26,33,28,41,36,38,27,34,29,48,52,43,44,20,16,49,13,22,53,45,12,8,9,10,7,6,5,2,3,4,11,51,24,14,21,46,23,47,19,18,15,50,17,1 : 53