Useful for scripting to drop all tables and deletes the database:
mysqladmin -u[username] -p[password] drop [database]
Use with extreme caution.
To DROP
database as a SQL Script (you will need DROP privilege on that database):
DROP DATABASE database_name
or
DROP SCHEMA database_name