Data in the real world resembles a graph (nodes & edges) more than they do a table (column & rows). Graph exploration – also known as graph traversal – can be implemented by using igraph which is a collection of network analysis tools that can be programmed in Python, R, and C/C++. This talk will provide a survey of the amazing capabilities graph traversals provide to researchers.