pandas.core.groupby.SeriesGroupBy.nsmallest

SeriesGroupBy.nsmallest(*args, **kwargs)[source]

Return the smallest n elements.

Parameters:

n : int

Return this many ascending sorted values

keep : {‘first’, ‘last’, False}, default ‘first’

Where there are duplicate values: - first : take the first occurrence. - last : take the last occurrence.

take_last : deprecated

Returns:

bottom_n : Series

The n smallest values in the Series, in sorted order

See also

Series.nlargest

Notes

Faster than .sort_values().head(n) for small n relative to the size of the Series object.

Examples

>>> import pandas as pd
>>> import numpy as np
>>> s = pd.Series(np.random.randn(1e6))
>>> s.nsmallest(10)  # only sorts up to the N requested