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DataFrame.rank(axis=0, method='average', numeric_only=None, na_option='keep', ascending=True, pct=False)[source]

Compute numerical data ranks (1 through n) along axis. Equal values are assigned a rank that is the average of the ranks of those values


axis: {0 or ‘index’, 1 or ‘columns’}, default 0

index to direct ranking

method : {‘average’, ‘min’, ‘max’, ‘first’, ‘dense’}

  • average: average rank of group
  • min: lowest rank in group
  • max: highest rank in group
  • first: ranks assigned in order they appear in the array
  • dense: like ‘min’, but rank always increases by 1 between groups

numeric_only : boolean, default None

Include only float, int, boolean data. Valid only for DataFrame or Panel objects

na_option : {‘keep’, ‘top’, ‘bottom’}

  • keep: leave NA values where they are
  • top: smallest rank if ascending
  • bottom: smallest rank if descending

ascending : boolean, default True

False for ranks by high (1) to low (N)

pct : boolean, default False

Computes percentage rank of data


ranks : same type as caller

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