In which way did the geographic diversity of Latin America affect newly independent countries?

It made it harder for the countries to achieve unity.

One example for this is the separate existence of Chile and Argentina - they are separate counties, because they are separated by the Andes.

Generally, natural borders, such as rivers and jungles made the political unity harder.