This document serves as a guide to access a collection of Jupyter notebooks that allow users to see the application of anomaly detection and data flagging techniques. The Jupyter platform allows users to run and alter the demonstration cases for educational purposes. The techniques demonstrated in this deliverable are intended to be operationally used in the MONOCLE sensor data processing framework.