mirror of
https://github.com/PiBrewing/craftbeerpi4.git
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448 lines
16 KiB
Python
448 lines
16 KiB
Python
"""
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The tests in this package are to ensure the proper resultant dtypes of
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set operations.
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"""
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import numpy as np
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import pytest
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from pandas.core.dtypes.common import is_dtype_equal
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import pandas as pd
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from pandas import (
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CategoricalIndex,
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DatetimeIndex,
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Float64Index,
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Int64Index,
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MultiIndex,
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RangeIndex,
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Series,
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TimedeltaIndex,
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UInt64Index,
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)
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import pandas._testing as tm
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from pandas.api.types import is_datetime64tz_dtype, pandas_dtype
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COMPATIBLE_INCONSISTENT_PAIRS = {
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(Int64Index, RangeIndex): (tm.makeIntIndex, tm.makeRangeIndex),
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(Float64Index, Int64Index): (tm.makeFloatIndex, tm.makeIntIndex),
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(Float64Index, RangeIndex): (tm.makeFloatIndex, tm.makeIntIndex),
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(Float64Index, UInt64Index): (tm.makeFloatIndex, tm.makeUIntIndex),
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}
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def test_union_same_types(index):
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# Union with a non-unique, non-monotonic index raises error
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# Only needed for bool index factory
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idx1 = index.sort_values()
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idx2 = index.sort_values()
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assert idx1.union(idx2).dtype == idx1.dtype
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def test_union_different_types(index, index_fixture2):
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# This test only considers combinations of indices
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# GH 23525
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idx1, idx2 = index, index_fixture2
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type_pair = tuple(sorted([type(idx1), type(idx2)], key=lambda x: str(x)))
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if type_pair in COMPATIBLE_INCONSISTENT_PAIRS:
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pytest.xfail("This test only considers non compatible indexes.")
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if any(isinstance(idx, pd.MultiIndex) for idx in (idx1, idx2)):
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pytest.xfail("This test doesn't consider multiindixes.")
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if is_dtype_equal(idx1.dtype, idx2.dtype):
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pytest.xfail("This test only considers non matching dtypes.")
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# A union with a CategoricalIndex (even as dtype('O')) and a
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# non-CategoricalIndex can only be made if both indices are monotonic.
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# This is true before this PR as well.
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# Union with a non-unique, non-monotonic index raises error
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# This applies to the boolean index
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idx1 = idx1.sort_values()
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idx2 = idx2.sort_values()
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assert idx1.union(idx2).dtype == np.dtype("O")
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assert idx2.union(idx1).dtype == np.dtype("O")
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@pytest.mark.parametrize("idx_fact1,idx_fact2", COMPATIBLE_INCONSISTENT_PAIRS.values())
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def test_compatible_inconsistent_pairs(idx_fact1, idx_fact2):
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# GH 23525
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idx1 = idx_fact1(10)
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idx2 = idx_fact2(20)
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res1 = idx1.union(idx2)
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res2 = idx2.union(idx1)
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assert res1.dtype in (idx1.dtype, idx2.dtype)
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assert res2.dtype in (idx1.dtype, idx2.dtype)
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@pytest.mark.parametrize(
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"left, right, expected",
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[
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("int64", "int64", "int64"),
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("int64", "uint64", "object"),
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("int64", "float64", "float64"),
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("uint64", "float64", "float64"),
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("uint64", "uint64", "uint64"),
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("float64", "float64", "float64"),
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("datetime64[ns]", "int64", "object"),
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("datetime64[ns]", "uint64", "object"),
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("datetime64[ns]", "float64", "object"),
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("datetime64[ns, CET]", "int64", "object"),
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("datetime64[ns, CET]", "uint64", "object"),
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("datetime64[ns, CET]", "float64", "object"),
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("Period[D]", "int64", "object"),
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("Period[D]", "uint64", "object"),
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("Period[D]", "float64", "object"),
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],
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)
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@pytest.mark.parametrize("names", [("foo", "foo", "foo"), ("foo", "bar", None)])
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def test_union_dtypes(left, right, expected, names):
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left = pandas_dtype(left)
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right = pandas_dtype(right)
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a = pd.Index([], dtype=left, name=names[0])
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b = pd.Index([], dtype=right, name=names[1])
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result = a.union(b)
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assert result.dtype == expected
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assert result.name == names[2]
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# Testing name retention
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# TODO: pin down desired dtype; do we want it to be commutative?
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result = a.intersection(b)
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assert result.name == names[2]
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def test_dunder_inplace_setops_deprecated(index):
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# GH#37374 these will become logical ops, not setops
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with tm.assert_produces_warning(FutureWarning):
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index |= index
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with tm.assert_produces_warning(FutureWarning):
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index &= index
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with tm.assert_produces_warning(FutureWarning):
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index ^= index
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@pytest.mark.parametrize("values", [[1, 2, 2, 3], [3, 3]])
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def test_intersection_duplicates(values):
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# GH#31326
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a = pd.Index(values)
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b = pd.Index([3, 3])
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result = a.intersection(b)
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expected = pd.Index([3])
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tm.assert_index_equal(result, expected)
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class TestSetOps:
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# Set operation tests shared by all indexes in the `index` fixture
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@pytest.mark.parametrize("case", [0.5, "xxx"])
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@pytest.mark.parametrize(
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"method", ["intersection", "union", "difference", "symmetric_difference"]
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)
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def test_set_ops_error_cases(self, case, method, index):
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# non-iterable input
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msg = "Input must be Index or array-like"
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with pytest.raises(TypeError, match=msg):
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getattr(index, method)(case)
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def test_intersection_base(self, index):
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if isinstance(index, CategoricalIndex):
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return
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first = index[:5]
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second = index[:3]
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intersect = first.intersection(second)
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assert tm.equalContents(intersect, second)
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if is_datetime64tz_dtype(index.dtype):
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# The second.values below will drop tz, so the rest of this test
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# is not applicable.
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return
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# GH#10149
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cases = [klass(second.values) for klass in [np.array, Series, list]]
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for case in cases:
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result = first.intersection(case)
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assert tm.equalContents(result, second)
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if isinstance(index, MultiIndex):
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msg = "other must be a MultiIndex or a list of tuples"
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with pytest.raises(TypeError, match=msg):
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first.intersection([1, 2, 3])
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def test_union_base(self, index):
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first = index[3:]
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second = index[:5]
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everything = index
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union = first.union(second)
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assert tm.equalContents(union, everything)
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if is_datetime64tz_dtype(index.dtype):
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# The second.values below will drop tz, so the rest of this test
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# is not applicable.
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return
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# GH#10149
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cases = [klass(second.values) for klass in [np.array, Series, list]]
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for case in cases:
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if not isinstance(index, CategoricalIndex):
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result = first.union(case)
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assert tm.equalContents(result, everything), (
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result,
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everything,
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type(case),
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)
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if isinstance(index, MultiIndex):
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msg = "other must be a MultiIndex or a list of tuples"
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with pytest.raises(TypeError, match=msg):
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first.union([1, 2, 3])
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def test_difference_base(self, sort, index):
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first = index[2:]
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second = index[:4]
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if isinstance(index, CategoricalIndex) or index.is_boolean():
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answer = []
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else:
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answer = index[4:]
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result = first.difference(second, sort)
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assert tm.equalContents(result, answer)
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# GH#10149
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cases = [klass(second.values) for klass in [np.array, Series, list]]
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for case in cases:
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if isinstance(index, (DatetimeIndex, TimedeltaIndex)):
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assert type(result) == type(answer)
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tm.assert_numpy_array_equal(
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result.sort_values().asi8, answer.sort_values().asi8
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)
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else:
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result = first.difference(case, sort)
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assert tm.equalContents(result, answer)
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if isinstance(index, MultiIndex):
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msg = "other must be a MultiIndex or a list of tuples"
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with pytest.raises(TypeError, match=msg):
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first.difference([1, 2, 3], sort)
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def test_symmetric_difference(self, index):
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if isinstance(index, CategoricalIndex):
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return
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if len(index) < 2:
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return
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if index[0] in index[1:] or index[-1] in index[:-1]:
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# index fixture has e.g. an index of bools that does not satisfy this,
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# another with [0, 0, 1, 1, 2, 2]
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return
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first = index[1:]
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second = index[:-1]
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answer = index[[0, -1]]
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result = first.symmetric_difference(second)
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assert tm.equalContents(result, answer)
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# GH#10149
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cases = [klass(second.values) for klass in [np.array, Series, list]]
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for case in cases:
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if is_datetime64tz_dtype(first):
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with pytest.raises(ValueError, match="Tz-aware"):
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# `second.values` casts to tznaive
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# TODO: should the symmetric_difference then be the union?
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first.symmetric_difference(case)
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continue
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result = first.symmetric_difference(case)
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assert tm.equalContents(result, answer)
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if isinstance(index, MultiIndex):
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msg = "other must be a MultiIndex or a list of tuples"
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with pytest.raises(TypeError, match=msg):
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first.symmetric_difference([1, 2, 3])
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@pytest.mark.parametrize(
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"fname, sname, expected_name",
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[
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("A", "A", "A"),
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("A", "B", None),
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("A", None, None),
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(None, "B", None),
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(None, None, None),
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],
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)
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def test_corner_union(self, index, fname, sname, expected_name):
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# GH#9943, GH#9862
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# Test unions with various name combinations
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# Do not test MultiIndex or repeats
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if isinstance(index, MultiIndex) or not index.is_unique:
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pytest.skip("Not for MultiIndex or repeated indices")
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# Test copy.union(copy)
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first = index.copy().set_names(fname)
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second = index.copy().set_names(sname)
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union = first.union(second)
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expected = index.copy().set_names(expected_name)
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tm.assert_index_equal(union, expected)
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# Test copy.union(empty)
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first = index.copy().set_names(fname)
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second = index.drop(index).set_names(sname)
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union = first.union(second)
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expected = index.copy().set_names(expected_name)
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tm.assert_index_equal(union, expected)
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# Test empty.union(copy)
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first = index.drop(index).set_names(fname)
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second = index.copy().set_names(sname)
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union = first.union(second)
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expected = index.copy().set_names(expected_name)
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tm.assert_index_equal(union, expected)
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# Test empty.union(empty)
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first = index.drop(index).set_names(fname)
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second = index.drop(index).set_names(sname)
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union = first.union(second)
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expected = index.drop(index).set_names(expected_name)
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tm.assert_index_equal(union, expected)
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@pytest.mark.parametrize(
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"fname, sname, expected_name",
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[
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("A", "A", "A"),
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("A", "B", None),
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("A", None, None),
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(None, "B", None),
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(None, None, None),
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],
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)
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def test_union_unequal(self, index, fname, sname, expected_name):
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if isinstance(index, MultiIndex) or not index.is_unique:
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pytest.skip("Not for MultiIndex or repeated indices")
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# test copy.union(subset) - need sort for unicode and string
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first = index.copy().set_names(fname)
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second = index[1:].set_names(sname)
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union = first.union(second).sort_values()
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expected = index.set_names(expected_name).sort_values()
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tm.assert_index_equal(union, expected)
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@pytest.mark.parametrize(
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"fname, sname, expected_name",
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[
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("A", "A", "A"),
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("A", "B", None),
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("A", None, None),
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(None, "B", None),
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(None, None, None),
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],
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)
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def test_corner_intersect(self, index, fname, sname, expected_name):
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# GH#35847
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# Test intersections with various name combinations
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if isinstance(index, MultiIndex) or not index.is_unique:
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pytest.skip("Not for MultiIndex or repeated indices")
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# Test copy.intersection(copy)
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first = index.copy().set_names(fname)
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second = index.copy().set_names(sname)
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intersect = first.intersection(second)
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expected = index.copy().set_names(expected_name)
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tm.assert_index_equal(intersect, expected)
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# Test copy.intersection(empty)
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first = index.copy().set_names(fname)
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second = index.drop(index).set_names(sname)
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intersect = first.intersection(second)
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expected = index.drop(index).set_names(expected_name)
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tm.assert_index_equal(intersect, expected)
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# Test empty.intersection(copy)
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first = index.drop(index).set_names(fname)
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second = index.copy().set_names(sname)
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intersect = first.intersection(second)
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expected = index.drop(index).set_names(expected_name)
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tm.assert_index_equal(intersect, expected)
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# Test empty.intersection(empty)
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first = index.drop(index).set_names(fname)
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second = index.drop(index).set_names(sname)
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intersect = first.intersection(second)
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expected = index.drop(index).set_names(expected_name)
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tm.assert_index_equal(intersect, expected)
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@pytest.mark.parametrize(
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"fname, sname, expected_name",
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[
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("A", "A", "A"),
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("A", "B", None),
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("A", None, None),
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(None, "B", None),
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(None, None, None),
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],
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)
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def test_intersect_unequal(self, index, fname, sname, expected_name):
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if isinstance(index, MultiIndex) or not index.is_unique:
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pytest.skip("Not for MultiIndex or repeated indices")
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# test copy.intersection(subset) - need sort for unicode and string
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first = index.copy().set_names(fname)
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second = index[1:].set_names(sname)
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intersect = first.intersection(second).sort_values()
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expected = index[1:].set_names(expected_name).sort_values()
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tm.assert_index_equal(intersect, expected)
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def test_intersection_name_retention_with_nameless(self, index):
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if isinstance(index, MultiIndex):
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index = index.rename(list(range(index.nlevels)))
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else:
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index = index.rename("foo")
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other = np.asarray(index)
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result = index.intersection(other)
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assert result.name == index.name
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# empty other, same dtype
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result = index.intersection(other[:0])
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assert result.name == index.name
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# empty `self`
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result = index[:0].intersection(other)
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assert result.name == index.name
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def test_difference_preserves_type_empty(self, index, sort):
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# GH#20040
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# If taking difference of a set and itself, it
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# needs to preserve the type of the index
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if not index.is_unique:
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return
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result = index.difference(index, sort=sort)
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expected = index[:0]
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tm.assert_index_equal(result, expected, exact=True)
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def test_difference_name_retention_equals(self, index, sort, names):
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if isinstance(index, MultiIndex):
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names = [[x] * index.nlevels for x in names]
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index = index.rename(names[0])
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other = index.rename(names[1])
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assert index.equals(other)
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result = index.difference(other)
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expected = index[:0].rename(names[2])
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tm.assert_index_equal(result, expected)
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def test_intersection_difference_match_empty(self, index, sort):
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# GH#20040
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# Test that the intersection of an index with an
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# empty index produces the same index as the difference
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# of an index with itself. Test for all types
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if not index.is_unique:
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return
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inter = index.intersection(index[:0])
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diff = index.difference(index, sort=sort)
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tm.assert_index_equal(inter, diff, exact=True)
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