Anomaly time series is something like a chart or graph that shows changes in numbers over a period of time. It can help to show if anything unusual happens. For example, if something like temperature suddenly changes from hot to cold during summer, or if something like electricity usage suddenly goes down or up, then it would show up on an anomaly time series.