What happens with isolated nodes for the different metrics? This is intimately related to the topic of self-connectivity. See for instance: https://onlinelibrary.wiley.com/doi/10.1111/ele.12885 https://onlinelibrary.wiley.com/doi/10.1111/ele.12784 https://www.nature.com/articles/npre.2010.5356.1