import numpy as np import pytest from pandas import Categorical, Index, MultiIndex, NaT import pandas._testing as tm def test_index_equal_levels_mismatch(): msg = """Index are different Index levels are different \\[left\\]: 1, Int64Index\\(\\[1, 2, 3\\], dtype='int64'\\) \\[right\\]: 2, MultiIndex\\(\\[\\('A', 1\\), \\('A', 2\\), \\('B', 3\\), \\('B', 4\\)\\], \\)""" idx1 = Index([1, 2, 3]) idx2 = MultiIndex.from_tuples([("A", 1), ("A", 2), ("B", 3), ("B", 4)]) with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2, exact=False) def test_index_equal_values_mismatch(check_exact): msg = """MultiIndex level \\[1\\] are different MultiIndex level \\[1\\] values are different \\(25\\.0 %\\) \\[left\\]: Int64Index\\(\\[2, 2, 3, 4\\], dtype='int64'\\) \\[right\\]: Int64Index\\(\\[1, 2, 3, 4\\], dtype='int64'\\)""" idx1 = MultiIndex.from_tuples([("A", 2), ("A", 2), ("B", 3), ("B", 4)]) idx2 = MultiIndex.from_tuples([("A", 1), ("A", 2), ("B", 3), ("B", 4)]) with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2, check_exact=check_exact) def test_index_equal_length_mismatch(check_exact): msg = """Index are different Index length are different \\[left\\]: 3, Int64Index\\(\\[1, 2, 3\\], dtype='int64'\\) \\[right\\]: 4, Int64Index\\(\\[1, 2, 3, 4\\], dtype='int64'\\)""" idx1 = Index([1, 2, 3]) idx2 = Index([1, 2, 3, 4]) with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2, check_exact=check_exact) def test_index_equal_class_mismatch(check_exact): msg = """Index are different Index classes are different \\[left\\]: Int64Index\\(\\[1, 2, 3\\], dtype='int64'\\) \\[right\\]: Float64Index\\(\\[1\\.0, 2\\.0, 3\\.0\\], dtype='float64'\\)""" idx1 = Index([1, 2, 3]) idx2 = Index([1, 2, 3.0]) with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2, exact=True, check_exact=check_exact) def test_index_equal_values_close(check_exact): idx1 = Index([1, 2, 3.0]) idx2 = Index([1, 2, 3.0000000001]) if check_exact: msg = """Index are different Index values are different \\(33\\.33333 %\\) \\[left\\]: Float64Index\\(\\[1.0, 2.0, 3.0], dtype='float64'\\) \\[right\\]: Float64Index\\(\\[1.0, 2.0, 3.0000000001\\], dtype='float64'\\)""" with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2, check_exact=check_exact) else: tm.assert_index_equal(idx1, idx2, check_exact=check_exact) def test_index_equal_values_less_close(check_exact, rtol): idx1 = Index([1, 2, 3.0]) idx2 = Index([1, 2, 3.0001]) kwargs = {"check_exact": check_exact, "rtol": rtol} if check_exact or rtol < 0.5e-3: msg = """Index are different Index values are different \\(33\\.33333 %\\) \\[left\\]: Float64Index\\(\\[1.0, 2.0, 3.0], dtype='float64'\\) \\[right\\]: Float64Index\\(\\[1.0, 2.0, 3.0001\\], dtype='float64'\\)""" with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2, **kwargs) else: tm.assert_index_equal(idx1, idx2, **kwargs) def test_index_equal_values_too_far(check_exact, rtol): idx1 = Index([1, 2, 3]) idx2 = Index([1, 2, 4]) kwargs = {"check_exact": check_exact, "rtol": rtol} msg = """Index are different Index values are different \\(33\\.33333 %\\) \\[left\\]: Int64Index\\(\\[1, 2, 3\\], dtype='int64'\\) \\[right\\]: Int64Index\\(\\[1, 2, 4\\], dtype='int64'\\)""" with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2, **kwargs) @pytest.mark.parametrize("check_order", [True, False]) def test_index_equal_value_oder_mismatch(check_exact, rtol, check_order): idx1 = Index([1, 2, 3]) idx2 = Index([3, 2, 1]) msg = """Index are different Index values are different \\(66\\.66667 %\\) \\[left\\]: Int64Index\\(\\[1, 2, 3\\], dtype='int64'\\) \\[right\\]: Int64Index\\(\\[3, 2, 1\\], dtype='int64'\\)""" if check_order: with pytest.raises(AssertionError, match=msg): tm.assert_index_equal( idx1, idx2, check_exact=check_exact, rtol=rtol, check_order=True ) else: tm.assert_index_equal( idx1, idx2, check_exact=check_exact, rtol=rtol, check_order=False ) def test_index_equal_level_values_mismatch(check_exact, rtol): idx1 = MultiIndex.from_tuples([("A", 2), ("A", 2), ("B", 3), ("B", 4)]) idx2 = MultiIndex.from_tuples([("A", 1), ("A", 2), ("B", 3), ("B", 4)]) kwargs = {"check_exact": check_exact, "rtol": rtol} msg = """MultiIndex level \\[1\\] are different MultiIndex level \\[1\\] values are different \\(25\\.0 %\\) \\[left\\]: Int64Index\\(\\[2, 2, 3, 4\\], dtype='int64'\\) \\[right\\]: Int64Index\\(\\[1, 2, 3, 4\\], dtype='int64'\\)""" with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2, **kwargs) @pytest.mark.parametrize( "name1,name2", [(None, "x"), ("x", "x"), (np.nan, np.nan), (NaT, NaT), (np.nan, NaT)], ) def test_index_equal_names(name1, name2): idx1 = Index([1, 2, 3], name=name1) idx2 = Index([1, 2, 3], name=name2) if name1 == name2 or name1 is name2: tm.assert_index_equal(idx1, idx2) else: name1 = "'x'" if name1 == "x" else name1 name2 = "'x'" if name2 == "x" else name2 msg = f"""Index are different Attribute "names" are different \\[left\\]: \\[{name1}\\] \\[right\\]: \\[{name2}\\]""" with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2) def test_index_equal_category_mismatch(check_categorical): msg = """Index are different Attribute "dtype" are different \\[left\\]: CategoricalDtype\\(categories=\\['a', 'b'\\], ordered=False\\) \\[right\\]: CategoricalDtype\\(categories=\\['a', 'b', 'c'\\], \ ordered=False\\)""" idx1 = Index(Categorical(["a", "b"])) idx2 = Index(Categorical(["a", "b"], categories=["a", "b", "c"])) if check_categorical: with pytest.raises(AssertionError, match=msg): tm.assert_index_equal(idx1, idx2, check_categorical=check_categorical) else: tm.assert_index_equal(idx1, idx2, check_categorical=check_categorical) def test_assert_index_equal_mixed_dtype(): # GH#39168 idx = Index(["foo", "bar", 42]) tm.assert_index_equal(idx, idx, check_order=False)