To supplement such detailed accounts, this project proposes the use of Uniform Manifold <hi xmlns="http://www.tei-c.org/ns/1.0" rend="italic">Approximation and Projection </hi> (McInnes et al. 2018) for the mapping and clustering of disciplines. Benchmarks and comparisons to similar methods are produced, and the method is applied to medium-large to large samples of papers from the disciplines of philosophy and history. In particular, it tries to answer questions about the (often stereotypical) relations between specific subfields, the relation between gender and academic subfield, and the prominence of different subfields in public debate.