arshishir:

I thought by running the code below my dataset will be generated.


Yes, your datasets will be recreated, but note that you are explicitly using global seeds, which will not be recreated.
As mentioned before, either reset the seed inside the datasets or use @InnovArul approach, in case you want to add a fixed noise to each sample.