We present a lattice simulation study of large N c regularities of meson and baryon spectroscopy in SU (N c ) gauge theory with two flavors of dynamical fundamental representation fermions. Systems investigated include N c = 2, 3, 4, and 5, over a range of fermion masses parametrized by a squared pseudoscalar to vector meson mass ratio between about 0.2 to 0.7. Good agreement with large N c scaling is observed in the static potential, in meson masses and decay constants, and in baryon spectroscopy. * Electronic address: thomas.degrand@colorado.edu