=== 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: 230 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_m135_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_m135_ppb): Information Gain Ranking Filter Ranked attributes: 0.854039 25 HTBathroomATemperature 0.813708 32 HTDoorD 0.810056 39 HTRelayA 0.808875 35 HTKitchenATemperature 0.749912 42 HTRelayD 0.739223 31 HTDoorC 0.734053 40 HTRelayB 0.722149 30 HTDoorB 0.666739 27 HTBathroomBTemperature 0.642781 33 HTDoorE 0.540215 37 HTMainDoor 0.520024 26 HTBathroomAWindowA 0.518676 28 HTBedroomAWindowA 0.46704 41 HTRelayC 0.450247 34 HTDoorF 0.410341 36 HTKitchenAWindowA 0.247605 29 HTBedroomAWindowB 0.197527 38 HTOfficeAWindowA 0.007271 48 WDWDoorD 0.00289 4 ALevelLivingroom 0.00184 8 ALevelMasterOffice 0.00044 17 HLabelEnter_Home 0.000165 16 HLabelEat 0.00011 13 HLabelBathe 0 14 HLabelBed_Toilet_Transition 0 11 ALevelOtherOffice 0 15 HLabelCook 0 12 ALevelUtility 0 7 ALevelMasterBedroom 0 2 ALevelDiningroom 0 6 ALevelMasterBathroom 0 5 ALevelMainEntry 0 9 ALevelOtherBathroom 0 10 ALevelOtherBedroom 0 3 ALevelKitchen 0 53 WDWOfficeAWindowA 0 18 HLabelLeave_Home 0 44 WDWBedroomAWindowA 0 46 WDWDoorB 0 47 WDWDoorC 0 49 WDWDoorE 0 50 WDWDoorF 0 51 WDWKitchenAWindowA 0 45 WDWBedroomAWindowB 0 43 WDWBathroomAWindowA 0 19 HLabelPersonal_Hygiene 0 52 WDWMainDoor 0 20 HLabelRelax 0 21 HLabelSleep 0 22 HLabelTake_Medicine 0 23 HLabelWash_Dishes 0 24 HLabelWork 0 1 ALevelAllHallway Selected attributes: 25,32,39,35,42,31,40,30,27,33,37,26,28,41,34,36,29,38,48,4,8,17,16,13,14,11,15,12,7,2,6,5,9,10,3,53,18,44,46,47,49,50,51,45,43,19,52,20,21,22,23,24,1 : 53