Use Stencils.jl for `mean`/`sum` `aggregate`

[rafaqz]

For small windows we could just static sizing and Stencils.jl rectangles.

Probably in an extension

[asinghvi17]

But only if the window size is odd?

[rafaqz]

No it can do arbitrary rectangles too, you just have to calculate the centers