You can find databases for fuel consumption forecasting from sites such as the U.S. Energy Information Administration (eia.gov), International Energy Agency (iea.org), Kaggle (kaggle.com), World Bank Open Data (data.worldbank.org), European Environment Agency (eea.europa.eu), National Renewable Energy Laboratory (nrel.gov), and Data.gov (data.gov).