Thank you for your reply. I am travelling these days and will try to generate
a stripped down input data file out of the 12 large hdf5 files. However I
find it still very curious that with the same input files, plotting simply
read out data plotting works 

http://ubuntuone.com/50q1yVOKjdmhfqpQljUwW8

but when I process the data (I mask bins and calculate means within) the
mentioned problem occurs (same file as in stackoverflow)

http://ubuntuone.com/0kuZIKYeZQyGckE5jonPy6

so to me it seems reasonable to assume it is actually related to the
computational effort involved. The script for the latter plot takes approx.
30min on a quite fast machine, while upper plot takes no more than 15sec. 

Anyhow, next week I will work on the stripped down data and share what I
get. 



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