Oxygen vacancies play significant roles in various properties of oxide materials. Therefore, insights into the oxygen can facilitate discovery better To achieve this, we developed codes for high-throughput point-defect calculations and applied them to characterize 937 oxides. From resulting large dataset, analyzed vacancy structures formation energies constructed machine-learning regression mod...