Another great source for caps and resistors is Dave at just radios. He ships out of Ontario Canada so it might take a bit longer to get if you're in the USA but he specializes in parts rated for tube gear and has the parts you need.
https://www.justradios.com/
Before you go to do a recap I'd pull the rectifier tube and check the transformer voltages and test for shorts considering how much outdoor time it's had.