There is no standard place to get those kind of things. Standard (1") fractional plates i don't think i've ever seen or heard of period.
Unless there's some special store in Philly, i'd try to find something on the web. Like amazon, rogue etc.
The bar and bands MAY be available at Dick's sporting goods, Sports Authority or a Sears, but maybe not.