> How can I make it so, all new python process share this data, so it is only 
> loaded a single time into memory?
You can have one process as server and client ask for parts of data.
You might be able to do something smart with mmap but I can't think of a way.

I Linux systems, if you first load the data and then fork, the OS will keep all 
the read only data shared.
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