Yep, my favorite series ever!
A lot of it is filmed here yes.
One of the ranch hands "Jake Ream" (Reams western wear) lives in Palmyra on his ranch and the majority of the livestock in the show are his. The bar fight scene was filmed in the Typsy Cow Saloon in Spanish Fork.
Can't wait till season 3!?