The best replacement for wilcoxon is t test.

The best alternatives to wilcoxon are rated as following:
★★★★★  t test
★★★★★  mann whitney
★★★★  log rank
★★★★  kruskal wallis
★★★★  sign test
★★★  paired t-test
★★★  spearman
★★  kolmogorov-smirnov
★★  mann whitney u
★★  friedman
★  log-rank test
★  anova
★  mann-whitney
  chi square
  mann whitney test

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