Where can I buy these things

You can buy all these things in a traditional Chinese medicine store.It is better if you can speak Cantonese. You just tell the saleman that you want to buy
硝石（potassium nitrate） and 硫磺（sulphur）.

可以買到的，但炸藥是很危險的，唔好玩啦！