This dataset contains the ACM dataset we used for group anomaly detection in the dynamic setting. The raw data we get is from ArnetMiner , an academic scholar social network search engine. The dataset contains a ten year coo-authorship network of 4474 scholars and their authored paper abstracts ( in Bag of Words form) from year 2000 to year 2009. The number of key words we used for experiments is 8025.