The best explanation for why Russia relies heavily on railroads to trade with other countries is:
D. Many of Russia's ports are frozen during the year.
This is a significant factor as a substantial portion of Russia's coastline experiences freezing temperatures, limiting the accessibility of maritime trade routes during certain months. Therefore, railroads become a crucial mode of transportation for trade, especially to reach regions that are affected by these conditions.