How to delete data / index (reset start from scratch)

There isn't any great way to do this from the UI. However, there is a really simple way to do this from the command line:

 splunk stop
 splunk clean eventdata -index yourindex
 splunk start

It cleans very fast, since it is just deleting all the files. If you want to clean ALL indexes, just leave off the