The formation of the Periodic Table preceded the discovery of many of the elements that make up the table, and preceded the formation of the theory of atomic orbitals.
In Science the idea often precedes the collection of data that would falsify or support the idea.
Right. So you are suggesting rational intuition has a sound epistemic foundation. Husserl, Brentano, Plato, Aquinas, St. Anselm agree.