ai-content-maker/.venv/Lib/site-packages/pandas/tests/base/test_fillna.py

61 lines
1.5 KiB
Python

"""
Though Index.fillna and Series.fillna has separate impl,
test here to confirm these works as the same
"""
import numpy as np
import pytest
from pandas import MultiIndex
import pandas._testing as tm
from pandas.tests.base.common import allow_na_ops
def test_fillna(index_or_series_obj):
# GH 11343
obj = index_or_series_obj
if isinstance(obj, MultiIndex):
msg = "isna is not defined for MultiIndex"
with pytest.raises(NotImplementedError, match=msg):
obj.fillna(0)
return
# values will not be changed
fill_value = obj.values[0] if len(obj) > 0 else 0
result = obj.fillna(fill_value)
tm.assert_equal(obj, result)
# check shallow_copied
assert obj is not result
@pytest.mark.parametrize("null_obj", [np.nan, None])
def test_fillna_null(null_obj, index_or_series_obj):
# GH 11343
obj = index_or_series_obj
klass = type(obj)
if not allow_na_ops(obj):
pytest.skip(f"{klass} doesn't allow for NA operations")
elif len(obj) < 1:
pytest.skip("Test doesn't make sense on empty data")
elif isinstance(obj, MultiIndex):
pytest.skip(f"MultiIndex can't hold '{null_obj}'")
values = obj._values
fill_value = values[0]
expected = values.copy()
values[0:2] = null_obj
expected[0:2] = fill_value
expected = klass(expected)
obj = klass(values)
result = obj.fillna(fill_value)
tm.assert_equal(result, expected)
# check shallow_copied
assert obj is not result