Found a couple of Rhyhorn after dinner which gave me enough to evolve this little fella. Plus, he was my 100th Pokémon in my Pokédex.
On a side note, I have no idea what that yellow stripe is on the map. There's no feature that matches that so unless it's an underground aquifer, I'm guessing it's a glitch.