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Pearson = usual correlation coefficient
Spearman = correlation with ranked data. Gotten big in finance literature because copulas have gotten big and the Spearman correlation coefficient is the first example in every beginning article ever written about copulas.
Edit: For fun, do google search on Spearman copula

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