=== 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_m33_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_m33_ppb): Information Gain Ranking Filter Ranked attributes: 1.16167 31 HTDoorC 1.150276 25 HTBathroomATemperature 1.1308 40 HTRelayB 1.043377 30 HTDoorB 1.015981 39 HTRelayA 0.997569 27 HTBathroomBTemperature 0.983243 35 HTKitchenATemperature 0.966333 32 HTDoorD 0.936141 33 HTDoorE 0.896538 42 HTRelayD 0.85606 26 HTBathroomAWindowA 0.851541 37 HTMainDoor 0.75446 36 HTKitchenAWindowA 0.739932 28 HTBedroomAWindowA 0.733967 34 HTDoorF 0.706441 41 HTRelayC 0.502373 38 HTOfficeAWindowA 0.452307 29 HTBedroomAWindowB 0.001488 8 ALevelMasterOffice 0.001449 20 HLabelRelax 0.000644 43 WDWBathroomAWindowA 0.000537 51 WDWKitchenAWindowA 0.000429 17 HLabelEnter_Home 0 11 ALevelOtherOffice 0 15 HLabelCook 0 13 HLabelBathe 0 12 ALevelUtility 0 10 ALevelOtherBedroom 0 14 HLabelBed_Toilet_Transition 0 6 ALevelMasterBathroom 0 9 ALevelOtherBathroom 0 4 ALevelLivingroom 0 5 ALevelMainEntry 0 16 HLabelEat 0 2 ALevelDiningroom 0 7 ALevelMasterBedroom 0 3 ALevelKitchen 0 53 WDWOfficeAWindowA 0 18 HLabelLeave_Home 0 48 WDWDoorD 0 47 WDWDoorC 0 49 WDWDoorE 0 45 WDWBedroomAWindowB 0 50 WDWDoorF 0 46 WDWDoorB 0 44 WDWBedroomAWindowA 0 19 HLabelPersonal_Hygiene 0 22 HLabelTake_Medicine 0 21 HLabelSleep 0 23 HLabelWash_Dishes 0 52 WDWMainDoor 0 24 HLabelWork 0 1 ALevelAllHallway Selected attributes: 31,25,40,30,39,27,35,32,33,42,26,37,36,28,34,41,38,29,8,20,43,51,17,11,15,13,12,10,14,6,9,4,5,16,2,7,3,53,18,48,47,49,45,50,46,44,19,22,21,23,52,24,1 : 53