This is a standalone executable version of the ParseDFLogs utility by Mephansteras. This version doesn't require you to have Perl installed. It otherwise works exactly the same and must be run from the command line. You should unzip it to the main DF folder.
Included is a batch file to simplify running it; edit the batch file and change the world variable to reflect the world you want to get the data from (such as "region1", "region3", or whatever), and then run the batch file.

See here for more information on the utility by the author:
https://dffd.bay12games.com/file.php?id=299
http://www.bay12games.com/forum/index.php?topic=20780.0