If your data varies over seconds, then you should include the seconds as a feature as well, but I would think it still makes sense to encode them with sin/cos as they are cyclical.
reindexed_id was relevant for reindexing my original dataset, but this was specific to my case.
You could use sweeps to optimise hyperparameter tuning, but generally this is trial and error