  Based on high-throughput first-principles calculations, we evaluated the
anomalous Hall and anomalous Nernst conductivities of 266
transition-metal-based ferromagnetic compounds. Detailed analysis based on the
symmetries and Berry curvatures reveals that the origin of singular-like
behaviour of anomalous Hall/Nernst conductivities can be mostly attributed to
the appearance of Weyl nodes or nodal lines located in the proximity of the
Fermi energy, which can be further tailored by external stimuli such as biaxial
strains and magnetic fields. Moreover, such calculations are enabled by the
automated construction of Wannier functions with a success rate of 92%, which
paves the way to perform accurate high-throughput evaluation of the physical
properties such as the transport properties using the Wannier interpolation
