You can delete a mysql database by going into the mysql command prompt and using the drop database command. Therefore, if you have a database named data_base that you would like do delete, you can do the following:
#mysql mysql>drop database data_base;
Then, to recreate that database, use the create database command
mysql>create database data_base;
