NumPy Versus pandas One subtle point that a lot of people don’t pay attention to, which leads to misuses of pandas, is that this library is built around the columnar format. pandas is built around DataFrame, a concept inspired by R’s Data Frame, which is column-major. A DataFrame is a two-dimensional table with rows and columns.