The dataset is a collection of 27 complex networks with varying properties. All networks are scale free and/or small-world in nature and are either small or medium sized. Therefore, this dataset is specifically gathered to perform experiments on complex networks which do NOT belong to the big data category. Below is the complete list of graphs included and their description. The dataset was collected to run experiments for IMine framework, which is in pre-publication stage.