 On the other hand, the flat segment indicated by the red arrow also seems unusual and might possibly be a sign that the server was down during that time period.Anomalies in a big dataset may follow very complicated patterns, which are difficult to detect “by eye” in the great majority of cases.This is the reason why the field of anomaly detection is well suited for the application of Machine Learning techniques.