Example implementations described herein are directed to an improved interface for a computational notebook that represents cells of the computational notebook in a graph form involving nodes and links. Through such an improved interface, the execution order of the cells can be immediately understood, as well as the dependencies between different cells of executable code and the variables contained therein.