You need to look at the current rating on the fans. Depending on the speed and airflow and the fan design, a 2" fan can pull anywhere from 100ma (1/10 of an amp) to over an 1000ma each.
Almost every fan on earth has the voltage and current rating stamped on the label.
Then, all you need to do is get a power supply of equal voltage (or slightly less if you want the fans to run a bit slower and much quieter), and equal or greater current rating than the sum of all the fans added up.
Jameco has a wide selection of power supplies. If you've got a goodwill store near you, they almost always have a whole bin of power supplies for like a buck each. I go there every couple months and restock my power supply bin.
If you post the voltage and current rating of the fans, I can help you find a power supply through Jameco.