Open data for the public charging infrastructure in Germany is published on the data platform Mobilithek. We conducted an exploratory data analysis (EDA) focusing on aspects like the duration and power usage of charging processes. These insights can be valuable for power system research, particularly for integration of e-mobility into power grids. Furthermore, we discuss additional data needs (e.g., for residential charging) to provide a comprehensive data-driven perspective on charging behaviors.