As a teenager studying chemistry 30 years ago I made all manner of fireworks to entertain myself and friends. The biggest "banger" I ever made was with nitroglycerine which I'd made myself from available chemicals. In those days it took quite a bit of research on how to make the stuff properly and safely. Nowadays I bet anyone can just pull the details off the internet.
Reckless days, at least I've still got fingers and limbs but suffer some tinnitus which may or may not be related. I heard of other kids who did similar experiments but didn't live to tell the tale or who are minus bits of anatomy. It doesn't half go with a bang! My (farmer) parents weren't impressed with the crater I'd left in their field though. My mother nearly had a fit when it went up!