The best replacement for spearman is pearson.

The best alternatives to spearman are rated as following:
★★★★★  pearson
★★★  pearson correlation
★★  gardner
★★  kendall
★★  fighter
★★  page
★  aran
★  fighter maplestory
★  kendall correlation
★  dawn warrior
  coahoma
  kendall tau
  howard gardner
  gardener
  swordsman
  pearson correlation coefficients
  sternberg
  thurstone
  abernathy
  wilcoxon
  fighter maple story

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pearson
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