Quad census

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Quad Census


All non-isomorphic subgraphs with four nodes (quads). Node and edge labels refer to the orbits and were enumerated such that each orbit is identified with a single quad.

The frequency distribution over all non-isomorphic 4-node subgraphs is called the quad census.

The quad census analysis calculates for each node and edge respectively how often it is contained in a specific quad. Depending on the chosen parameters this analysis further distinguishes between different orbits. For example a claw has two node orbits, i.e., 11 and 12. Considering the orbits leads to a finer grained description of the nodes/edges and allows for a more precise comparison.


The computation of the orbit-aware Quad Census can be done in where denotes the number of edges of the graph and is the arboricity of the graph.

More detailed information on the computation of the orbit-aware Quad Census is available in


  • orbit-aware frequencies: If checked the node and edge orbit frequencies are computed, otherwise orbits will not be distinguished.
  • write non-induced frequencies: If checked besides the induced also the node and edge (orbit-aware) non-induced frequencies are written.
  • write network frequencies: Additionally computes the quad census on a graph level (if checked)