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45 changes: 45 additions & 0 deletions pandas/tests/groupby/test_function.py
Original file line number Diff line number Diff line change
Expand Up @@ -607,6 +607,51 @@ def test_nlargest():
tm.assert_series_equal(gb.nlargest(3, keep="last"), e)


def test_nlargest_mi_grouper():
# see gh-21411
npr = np.random.RandomState(123456789)

dts = date_range("20180101", periods=10)
iterables = [dts, ["one", "two"]]

idx = MultiIndex.from_product(iterables, names=["first", "second"])
s = Series(npr.randn(20), index=idx)

result = s.groupby("first").nlargest(1)

exp_idx = MultiIndex.from_tuples(
[
(dts[0], dts[0], "one"),
(dts[1], dts[1], "one"),
(dts[2], dts[2], "one"),
(dts[3], dts[3], "two"),
(dts[4], dts[4], "one"),
(dts[5], dts[5], "one"),
(dts[6], dts[6], "one"),
(dts[7], dts[7], "one"),
(dts[8], dts[8], "two"),
(dts[9], dts[9], "one"),
],
names=["first", "first", "second"],
)

exp_values = [
2.2129019979039612,
1.8417114045748335,
0.858963679564603,
1.3759151378258088,
0.9430284594687134,
0.5296914208183142,
0.8318045593815487,
-0.8476703342910327,
0.3804446884133735,
-0.8028845810770998,
]

expected = Series(exp_values, index=exp_idx)
tm.assert_series_equal(result, expected, check_exact=False, check_less_precise=True)


def test_nsmallest():
a = Series([1, 3, 5, 7, 2, 9, 0, 4, 6, 10])
b = Series(list("a" * 5 + "b" * 5))
Expand Down