the QGC recorded logs (often reffered to as .tlog files) are almost a raw stream of MAVLink. So you will need a parser for that. One option is to use mavlogdump to export all this data as csv.
Also note that you can get much more detailed information from the dataflash logs (stored in the sd card). Luckly, mavlogdump is able to handle these logs too.