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Is It Possible to Fix the Bandwidth or Change the Kernel?
The bandwidth is going to be the most critical factor. If you want to be very close to the underlying data set, I would say really cut down the bandwidth. Otherwise, if you're interested in exploring and that PDF is kind of showing a broad peak over your data points, then maybe you can play with the kernel itself.