Context This is the raw data used in "Machine Learning-based Anomaly Detection in Software Systems: An Industrial Evaluation". Processed and labeled data can be found [here][1]. Content The dataset consists of metrics measured from the operating system and from WebLogic Server monitoring beans. The following metrics were measured from the OS: - \\Cpu\\hi - \\Cpu\\id - \\Cpu\ i - \\Cpu\ i - \\Cpu\ t - \\Cpu\ y - \\Cpu\\us - \\Cpu\\wa - \\Load\\avg - \\Load\\max - \\Load\\min - \\Memory\\buffers - \\Memory\ ree - \\Memory\\total - \\Memory\\used - \\Swap\\cached - \\Swap\ ree - \\Swap\\total - \\Swap\\used - \\Tasks\\running - \\Tasks\ leeping - \\Tasks\ topped - \\Tasks\\total - \\Tasks\\zombie - \\Uptime\\up - \\User\\users The following metrics were measured from the WebLogic Processes (exemplary for lphost06, wls1): - *@source09* - *ExecuteQueueRuntime* - *JDBCConnectionPoolRuntime* - *JDBCDataSourceRuntime* - *Stuck* - *Type=JTARuntime* - *java.lang* - .* - .*BCI.* - .*TracingAspect.* - MXBean(com.bea:ApplicationRuntime=batchModules,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=batchModules2,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=batchModules3,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=bea_wls9_async_response,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=bea_wls_cluster_internal,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=bea_wls_deployment_internal,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=bea_wls_diagnostics,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=bea_wls_internal,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source01,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source02,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source03,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source04,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source05,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source06,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source07,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source08,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source09,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=source09,Name=default@source09@null,ServerRuntime=i0_lphost06,Type=RequestClassRuntime,WorkManagerRuntime=default).CompletedCount - MXBean(com.bea:ApplicationRuntime=source09,Name=default@source09@null,ServerRuntime=i0_lphost06,Type=RequestClassRuntime,WorkManagerRuntime=default).DeltaFirst - MXBean(com.bea:ApplicationRuntime=source09,Name=default@source09@null,ServerRuntime=i0_lphost06,Type=RequestClassRuntime,WorkManagerRuntime=default).DeltaRepeat - MXBean(com.bea:ApplicationRuntime=source09,Name=default@source09@null,ServerRuntime=i0_lphost06,Type=RequestClassRuntime,WorkManagerRuntime=default).Interval - MXBean(com.bea:ApplicationRuntime=source09,Name=default@source09@null,ServerRuntime=i0_lphost06,Type=RequestClassRuntime,WorkManagerRuntime=default).MyLast - MXBean(com.bea:ApplicationRuntime=source09,Name=default@source09@null,ServerRuntime=i0_lphost06,Type=RequestClassRuntime,WorkManagerRuntime=default).PendingRequestCount - MXBean(com.bea:ApplicationRuntime=source09,Name=default@source09@null,ServerRuntime=i0_lphost06,Type=RequestClassRuntime,WorkManagerRuntime=default).ThreadUseSquares - MXBean(com.bea:ApplicationRuntime=source09,Name=default@source09@null,ServerRuntime=i0_lphost06,Type=RequestClassRuntime,WorkManagerRuntime=default).TotalThreadUse - MXBean(com.bea:ApplicationRuntime=source09,Name=default@source09@null,ServerRuntime=i0_lphost06,Type=RequestClassRuntime,WorkManagerRuntime=default).VirtualTimeIncrement - MXBean(com.bea:ApplicationRuntime=source10,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=sys01,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=sys02,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:ApplicationRuntime=wls-wsat,Name=default,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:Name=ASYNC_REP_FLUSH_WM,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:Name=AdminServer,Type=Server).StuckThreadMaxTime - MXBean(com.bea:Name=AdminServer,Type=Server).StuckThreadTimerInterval - MXBean(com.bea:Name=CdsAsyncRegistration,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:Name=ClusterMessaging,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:Name=DataRetirementWorkManager,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:Name=HARVESTER_WM,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:Name=ImageWorkManager,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:Name=JTACoordinatorWM,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThreadCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).ActiveTransactionsTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).SecondsActiveTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionAbandonedTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionCommittedTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionHeuristicsTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionLLRCommittedTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionNoResourcesCommittedTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionOneResourceOnePhaseCommittedTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionReadOnlyOnePhaseCommittedTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionRolledBackAppTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionRolledBackResourceTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionRolledBackSystemTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionRolledBackTimeoutTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionRolledBackTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionTotalCount - MXBean(com.bea:Name=JTARuntime,ServerRuntime=i0_lphost06,Type=JTARuntime).TransactionTwoPhaseCommittedTotalCount - MXBean(com.bea:Name=JmsAsyncQueue,ServerRuntime=i0_lphost06,Type=WorkManagerRuntime).StuckThr