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Drop Python 3.5 support and bump other dependencies

Christoph Reiter requested to merge drop-py35 into master

Motivated by the EOL of Python 3.5 and the EOL of Ubuntu 16.04 next year this requires Python 3.6 and moves all other dependencies to what is available in Ubuntu 18.04.

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