polars.DataFrame.describe

DataFrame.describe() → polars.internals.frame.DF

Summary statistics for a DataFrame. Only summarizes numeric datatypes at the moment and returns nulls for non numeric datatypes.

Examples

>>> df = pl.DataFrame(
...     {
...         "a": [1.0, 2.8, 3.0],
...         "b": [4, 5, 6],
...         "c": [True, False, True],
...     }
... )
>>> df.describe()
shape: (5, 4)
┌──────────┬────────────────────┬─────┬──────┐
│ describe ┆ a                  ┆ b   ┆ c    │
│ ---      ┆ ---                ┆ --- ┆ ---  │
│ str      ┆ f64                ┆ f64 ┆ f64  │
╞══════════╪════════════════════╪═════╪══════╡
│ mean     ┆ 2.2666666666666666 ┆ 5   ┆ null │
├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌┼╌╌╌╌╌╌┤
│ std      ┆ 1.1015141094572205 ┆ 1   ┆ null │
├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌┼╌╌╌╌╌╌┤
│ min      ┆ 1                  ┆ 4   ┆ 0.0  │
├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌┼╌╌╌╌╌╌┤
│ max      ┆ 3                  ┆ 6   ┆ 1    │
├╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌┼╌╌╌╌╌╌┤
│ median   ┆ 2.8                ┆ 5   ┆ null │
└──────────┴────────────────────┴─────┴──────┘

polars.DataFrame.clone polars.DataFrame.distinct