I just did the same exact thing not a week ago--I haven't done the soldering yet, but the parts have arrived and I'm looking forward to getting it done.

On Uniserver's advice, I went to Mouser and went with Panasonic, 105 C parts.  Mouser's results are intimmidating, but once you filter by brand, temperature, uF, Voltage, and size (size will be important since a lot of those caps are clustered close together on the board, so make sure you double-check those diameters) you tend to be left with maybe 4 choices at most.

Good luck!