The supply voltage is only 6V so the capacitors must withstand only 6V.
I don't think anybody makes capacitors that are rated at less than 35V anymore. I would use 2.2uF/35V non-polar electrolytic capacitors and 68nF/50V or 63V metalized-plastic-film capacitors.