import numpy as np import pytest import pandas as pd from pandas import Categorical import pandas._testing as tm @pytest.mark.parametrize( "to_replace,value,expected,flip_categories", [ # one-to-one (1, 2, [2, 2, 3], False), (1, 4, [4, 2, 3], False), (4, 1, [1, 2, 3], False), (5, 6, [1, 2, 3], False), # many-to-one ([1], 2, [2, 2, 3], False), ([1, 2], 3, [3, 3, 3], False), ([1, 2], 4, [4, 4, 3], False), ((1, 2, 4), 5, [5, 5, 3], False), ((5, 6), 2, [1, 2, 3], False), # many-to-many, handled outside of Categorical and results in separate dtype # except for cases with only 1 unique entry in `value` ([1], [2], [2, 2, 3], True), ([1, 4], [5, 2], [5, 2, 3], True), # check_categorical sorts categories, which crashes on mixed dtypes (3, "4", [1, 2, "4"], False), ([1, 2, "3"], "5", ["5", "5", 3], True), ], ) def test_replace(to_replace, value, expected, flip_categories): # GH 31720 stays_categorical = not isinstance(value, list) or len(pd.unique(value)) == 1 s = pd.Series([1, 2, 3], dtype="category") result = s.replace(to_replace, value) expected = pd.Series(expected, dtype="category") s.replace(to_replace, value, inplace=True) if flip_categories: expected = expected.cat.set_categories(expected.cat.categories[::-1]) if not stays_categorical: # the replace call loses categorical dtype expected = pd.Series(np.asarray(expected)) tm.assert_series_equal(expected, result, check_category_order=False) tm.assert_series_equal(expected, s, check_category_order=False) @pytest.mark.parametrize( "to_replace, value, result, expected_error_msg", [ ("b", "c", ["a", "c"], "Categorical.categories are different"), ("c", "d", ["a", "b"], None), # https://github.com/pandas-dev/pandas/issues/33288 ("a", "a", ["a", "b"], None), ("b", None, ["a", None], "Categorical.categories length are different"), ], ) def test_replace2(to_replace, value, result, expected_error_msg): # TODO: better name # GH#26988 cat = Categorical(["a", "b"]) expected = Categorical(result) result = cat.replace(to_replace, value) tm.assert_categorical_equal(result, expected) if to_replace == "b": # the "c" test is supposed to be unchanged with pytest.raises(AssertionError, match=expected_error_msg): # ensure non-inplace call does not affect original tm.assert_categorical_equal(cat, expected) cat.replace(to_replace, value, inplace=True) tm.assert_categorical_equal(cat, expected)