In classical Mathematica, you could be pretty sure that computations with future versions would give the same output. Now what happens when, for example, the average size of an egg increases over time, and then with version 12 the data is updated, and suddenly your notebooks give different results when you rerun them.
Also, where does the data come from? Can you use it as a base for scientific publications?