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Gamma and Poisson distributions and their relations to the randomness

I'm reading the following paper: https://academic.oup.com/bioinformatics/article/32/1/122/1743683 and in Figure 3 (Section 4.4) the authors have shown some vertex degree distributions: enter image ...
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