(transitive) To understand the logic behind something; to build the logical explanation for something.
1988, Martin Lightfoot, Nancy Martin, National Association for the Teaching of English, The Word for teaching is learning: language and learning today : essays for James Britton
James Britton says that we rationalize and logicalize our memories into narrative form.