This dataset comprises color fundus photography of hundreds of thousands of individuals with diabetes undergoing eye disease screening in primary care settings. Each eye is graded by an eye care specialist for image quality and eye disease. This single-visit dataset provides a broad snapshot of screening outcomes in primary care, which can be useful for development and validation of screening algorithms.