from datetime import datetime import numpy as np import pytest import pandas as pd from pandas import ( Index, Series, ) import pandas._testing as tm from pandas.core.algorithms import safe_sort class TestIndexSetOps: @pytest.mark.parametrize( "method", ["union", "intersection", "difference", "symmetric_difference"] ) def test_setops_sort_validation(self, method): idx1 = Index(["a", "b"]) idx2 = Index(["b", "c"]) with pytest.raises(ValueError, match="The 'sort' keyword only takes"): getattr(idx1, method)(idx2, sort=2) # sort=True is supported as of GH#?? getattr(idx1, method)(idx2, sort=True) def test_setops_preserve_object_dtype(self): idx = Index([1, 2, 3], dtype=object) result = idx.intersection(idx[1:]) expected = idx[1:] tm.assert_index_equal(result, expected) # if other is not monotonic increasing, intersection goes through # a different route result = idx.intersection(idx[1:][::-1]) tm.assert_index_equal(result, expected) result = idx._union(idx[1:], sort=None) expected = idx tm.assert_numpy_array_equal(result, expected.values) result = idx.union(idx[1:], sort=None) tm.assert_index_equal(result, expected) # if other is not monotonic increasing, _union goes through # a different route result = idx._union(idx[1:][::-1], sort=None) tm.assert_numpy_array_equal(result, expected.values) result = idx.union(idx[1:][::-1], sort=None) tm.assert_index_equal(result, expected) def test_union_base(self): index = Index([0, "a", 1, "b", 2, "c"]) first = index[3:] second = index[:5] result = first.union(second) expected = Index([0, 1, 2, "a", "b", "c"]) tm.assert_index_equal(result, expected) @pytest.mark.parametrize("klass", [np.array, Series, list]) def test_union_different_type_base(self, klass): # GH 10149 index = Index([0, "a", 1, "b", 2, "c"]) first = index[3:] second = index[:5] result = first.union(klass(second.values)) assert tm.equalContents(result, index) def test_union_sort_other_incomparable(self): # https://github.com/pandas-dev/pandas/issues/24959 idx = Index([1, pd.Timestamp("2000")]) # default (sort=None) with tm.assert_produces_warning(RuntimeWarning): result = idx.union(idx[:1]) tm.assert_index_equal(result, idx) # sort=None with tm.assert_produces_warning(RuntimeWarning): result = idx.union(idx[:1], sort=None) tm.assert_index_equal(result, idx) # sort=False result = idx.union(idx[:1], sort=False) tm.assert_index_equal(result, idx) def test_union_sort_other_incomparable_true(self): idx = Index([1, pd.Timestamp("2000")]) with pytest.raises(TypeError, match=".*"): idx.union(idx[:1], sort=True) def test_intersection_equal_sort_true(self): idx = Index(["c", "a", "b"]) sorted_ = Index(["a", "b", "c"]) tm.assert_index_equal(idx.intersection(idx, sort=True), sorted_) def test_intersection_base(self, sort): # (same results for py2 and py3 but sortedness not tested elsewhere) index = Index([0, "a", 1, "b", 2, "c"]) first = index[:5] second = index[:3] expected = Index([0, 1, "a"]) if sort is None else Index([0, "a", 1]) result = first.intersection(second, sort=sort) tm.assert_index_equal(result, expected) @pytest.mark.parametrize("klass", [np.array, Series, list]) def test_intersection_different_type_base(self, klass, sort): # GH 10149 index = Index([0, "a", 1, "b", 2, "c"]) first = index[:5] second = index[:3] result = first.intersection(klass(second.values), sort=sort) assert tm.equalContents(result, second) def test_intersection_nosort(self): result = Index(["c", "b", "a"]).intersection(["b", "a"]) expected = Index(["b", "a"]) tm.assert_index_equal(result, expected) def test_intersection_equal_sort(self): idx = Index(["c", "a", "b"]) tm.assert_index_equal(idx.intersection(idx, sort=False), idx) tm.assert_index_equal(idx.intersection(idx, sort=None), idx) def test_intersection_str_dates(self, sort): dt_dates = [datetime(2012, 2, 9), datetime(2012, 2, 22)] i1 = Index(dt_dates, dtype=object) i2 = Index(["aa"], dtype=object) result = i2.intersection(i1, sort=sort) assert len(result) == 0 @pytest.mark.parametrize( "index2,expected_arr", [(Index(["B", "D"]), ["B"]), (Index(["B", "D", "A"]), ["A", "B"])], ) def test_intersection_non_monotonic_non_unique(self, index2, expected_arr, sort): # non-monotonic non-unique index1 = Index(["A", "B", "A", "C"]) expected = Index(expected_arr, dtype="object") result = index1.intersection(index2, sort=sort) if sort is None: expected = expected.sort_values() tm.assert_index_equal(result, expected) def test_difference_base(self, sort): # (same results for py2 and py3 but sortedness not tested elsewhere) index = Index([0, "a", 1, "b", 2, "c"]) first = index[:4] second = index[3:] result = first.difference(second, sort) expected = Index([0, "a", 1]) if sort is None: expected = Index(safe_sort(expected)) tm.assert_index_equal(result, expected) def test_symmetric_difference(self): # (same results for py2 and py3 but sortedness not tested elsewhere) index = Index([0, "a", 1, "b", 2, "c"]) first = index[:4] second = index[3:] result = first.symmetric_difference(second) expected = Index([0, 1, 2, "a", "c"]) tm.assert_index_equal(result, expected) @pytest.mark.parametrize( "method,expected,sort", [ ( "intersection", np.array( [(1, "A"), (2, "A"), (1, "B"), (2, "B")], dtype=[("num", int), ("let", "a1")], ), False, ), ( "intersection", np.array( [(1, "A"), (1, "B"), (2, "A"), (2, "B")], dtype=[("num", int), ("let", "a1")], ), None, ), ( "union", np.array( [(1, "A"), (1, "B"), (1, "C"), (2, "A"), (2, "B"), (2, "C")], dtype=[("num", int), ("let", "a1")], ), None, ), ], ) def test_tuple_union_bug(self, method, expected, sort): index1 = Index( np.array( [(1, "A"), (2, "A"), (1, "B"), (2, "B")], dtype=[("num", int), ("let", "a1")], ) ) index2 = Index( np.array( [(1, "A"), (2, "A"), (1, "B"), (2, "B"), (1, "C"), (2, "C")], dtype=[("num", int), ("let", "a1")], ) ) result = getattr(index1, method)(index2, sort=sort) assert result.ndim == 1 expected = Index(expected) tm.assert_index_equal(result, expected) @pytest.mark.parametrize("first_list", [["b", "a"], []]) @pytest.mark.parametrize("second_list", [["a", "b"], []]) @pytest.mark.parametrize( "first_name, second_name, expected_name", [("A", "B", None), (None, "B", None), ("A", None, None)], ) def test_union_name_preservation( self, first_list, second_list, first_name, second_name, expected_name, sort ): first = Index(first_list, name=first_name) second = Index(second_list, name=second_name) union = first.union(second, sort=sort) vals = set(first_list).union(second_list) if sort is None and len(first_list) > 0 and len(second_list) > 0: expected = Index(sorted(vals), name=expected_name) tm.assert_index_equal(union, expected) else: expected = Index(vals, name=expected_name) tm.equalContents(union, expected) @pytest.mark.parametrize( "diff_type, expected", [["difference", [1, "B"]], ["symmetric_difference", [1, 2, "B", "C"]]], ) def test_difference_object_type(self, diff_type, expected): # GH 13432 idx1 = Index([0, 1, "A", "B"]) idx2 = Index([0, 2, "A", "C"]) result = getattr(idx1, diff_type)(idx2) expected = Index(expected) tm.assert_index_equal(result, expected)