There are thirteen dwarves in the Company of Bilbo Baggins, not two. They are:
Nori
Dori
Ori
Dwalin
Balin
Bifur
Bofur
Bombur
Kili
Fili
Oin
Gloin
Thorin
Dwalin son of Fundin is Balin's brother, one of the dwarves who accompany Bilbo on his journey.
The 13 dwarves who journey to Erebor in The Hobbit are: Thorin, Fili, Kili, Balin, Dwalin, Bifur, Bofur, Bombur, Oin, Gloin, Dori, Nori & Ori.
Bilbo Baggins
In The Hobbit, protagonist Bilbo Baggins returns to his home The Shire by himself.
If it is in the Hobbit, it is to get Bilbo started on his adventure. If it is in the Fellowship of the Ring it is to have the ring returned to the mountain to be destroyed.
Bilbo Baggins was his name. Thorin Oakenshield was the leader of the dwarves.
With Gandalf and the dwarf Thorin Oakenshield, and his company of twelve further dwarves.
The characters Bilbo Baggins, Thorin Oakenshield, Gandalf, Gollum, and Smaug appear in "The Hobbit," a fantasy novel written by J.R.R. Tolkien. The story follows Bilbo Baggins as he embarks on an adventurous journey with a group of dwarves led by Thorin Oakenshield to reclaim their homeland from the dragon Smaug.
The book starts with Bilbo Baggins meeting Gandalf the Grey. There was a tea party that Gandalf arranged, pulling in 13 dwarves with him.
Bilbo, Thorin, Smaug, Gandalf, Precious, the dwarves
In The Hobbit, Bilbo Baggins joins an adventure along with Gandalf and the dwarf party and takes a ring from Gollum. He then begins a journey with a group of travelers to the Lonely Mountain.
The movies do not tell why the Dwarves are hated in The Hobbit and The Hobbit DoS. However, it is believed that past wars and experiences are the reason the Dwarves are hated.