Dict.items() generate intermediate result lists several times, fixed for loops
to use dict automatic iteration instead.
And use dict in place update instead of build new intermediate dict if possible.

Lacking indentations after with statements.

Planning: Autotuning: add speed mlp model and test place holder, add obs function for speed feature builder