I am working on this dataset UK Traffic Dataset.

Here is my sample kernel :

my kernel on UK traffic data

This dataset consists of several groups and it has date and hour , as it is hourly time series data.

How can I go about time series regression on this kind of dataset , can anyone please explain ?

I am one-hot encoding the time . Is it correct ?