Using the popular seasonal-trend decomposition (STL) for robust anomaly detection in time series!
Code used in this video : https://github.com/ritvikmath/Time-Series-Analysis/blob/master/STL%20Decomposition.ipynb
Data used in this video : https://github.com/ritvikmath/Time-Series-Analysis/blob/master/ice_cream_interest.csv