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. 2014 Feb 5;9(2):e86197. doi: 10.1371/journal.pone.0086197

Figure 12. Average node balances as a function of the indegrees.

Figure 12

We calculate the averages for logarithmically sized bins. We find strong correlation between the balance and the indegree of individual nodes. The main plot shows indegree values up to Inline graphic, only 75 nodes (Inline graphic) have higher indegree, the averages calculated for such small sample result in high fluctuations (see inset). We also measure both the Pearson and Spearman correlation coefficient: The Pearson correlation coefficient of the full dataset is Inline graphic, while the Spearman rank correlation coefficient is Inline graphic. (Note that the Pearson correlation coefficient measures the linear dependence between two variables, while the Spearman coefficient evaluates monotonicity). We test the statistical significance of the correlation by randomizing the dataset 1000 times and calculating the Spearman coefficient for each randomization. We find that the average Spearman coefficient is Inline graphic with a standard deviation of Inline graphic, indicating that the correlation is indeed significant.