Scientific theories are primarily based on large amounts of data collected over time. They are developed through extensive observation, experimentation, and the accumulation of evidence that supports a coherent explanation of natural phenomena. This involves data from various scientific disciplines and is subject to peer review and testing. Thus, the correct answer is:
large amounts of data collected over time.