You can go a bit lower than 1,000uF, I think PJ said 50uF or bigger is OK. Voltage rating on this cap can be 5+ VDC. FWIW, Parts Connexion has a ton of audio grade electroyltics that will work in this position, many of them are not particularly expensive (we used the 1000uF/35V cap because it was already in our inventory).
-PB