Need some info on which computer(s) you are doing this on.   Normally when 
I see long run times and low cpu, it's out of RAM or waiting for i/o.  What 
does something like 'htop' show ?

Have you tried to split your input data into smaller pieces ?  Perhaps try 
a year as a test and see if that's still massively slow ?

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