I am not sure why, but the kde module does not always yield properly normalized pdfs. The normalization is not completely wrong, but a bit off...
I think the problem might be residual density outside of the grid, but I need to investigate this further. (This issue only happens for "large" bandwidths, therefore, only for small data sets...