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Just a note

X2   =  Σ  (fi - i)2
  • X2 is Pearson's chi squared statistic,
  • fi is observed frequency in cells a to d,
  • i is its expected frequency in cells a to d calculated from the marginal totals.
    For example, a = ((a + b)/N )(a + c)