The charts are stored in the img directory from memory.
If you run refresh, this will build all of the charts. By default they are not there until it has executed each report type.
Glad that someone other than myself is using.
Not sure if I remember correctly, but some of the earlier builds of FF did not update the played_count, so that may be why you are not seeing any data ?