Here is the dataset in CSV format: fastfoodmaps_locations_2007.csv.zip

Please note that this data was obtained in summer of 2007 and is very out of date by now. Use at your own risk. The second field in the file indicates the type of the restaurant and corresponds to the icons on the map. The other fields should be self explanatory.