The way CI works now with Docker, we will have to change bits on our Docker CI 
Image as well. I have pinged @gerardo on the Dockerised PR to help the case 
where we would have to run tests for multiple python versions. I am hence just 
keeping the scope of this PR to add 3.6 to setup.py, or we can close this PR 
entirely and have first sort out our CI pipeline and can add these changes over 
there? 

cc @ashb @Fokko 

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