Pandas have poor compatibility for 3D Matrices. This is one of the biggest limitations of Pandas.
Pandas show its magic in 2D matrices but not in 3D. Here, you will have to resort to NumPy or other libraries.
There are many advantages of Pandas, which make it trending in Data Science industry, but poor compatibilities with 3D matrices and steep learning curves are a limit it.