Given a spectral triple the functionals on A of the form a-->tau(omega)(a|D|(-alpha)) are studied, where tau(omega) is a-singular trace, and omega is a generalised limit. When tau(omega) is the Dixmier trace, the unique exponent d giving rise possibly to a non-trivial functional is called Hausdorff dimension, and the corresponding functional the (d-dimensional) Hausdorff functional. It is shown that the Hausdorff dimension d coincides with the abscissa of convergence of the zeta function of |D|(-1), and that the set of alpha's for which there exists a singular trace tau(omega) giving rise to a non trivial functional is an interval containing d. Moreover, the endpoints of such traceability interval have a dimensional interpretation. The func...