from datetime import ( datetime, timedelta, ) from hypothesis import ( assume, given, strategies as st, ) import numpy as np import pytest from pandas import ( Index, RangeIndex, ) import pandas._testing as tm class TestRangeIndexSetOps: @pytest.mark.parametrize("dtype", [None, "int64", "uint64"]) def test_intersection_mismatched_dtype(self, dtype): # check that we cast to float, not object index = RangeIndex(start=0, stop=20, step=2, name="foo") index = Index(index, dtype=dtype) flt = index.astype(np.float64) # bc index.equals(flt), we go through fastpath and get RangeIndex back result = index.intersection(flt) tm.assert_index_equal(result, index, exact=True) result = flt.intersection(index) tm.assert_index_equal(result, flt, exact=True) # neither empty, not-equals result = index.intersection(flt[1:]) tm.assert_index_equal(result, flt[1:], exact=True) result = flt[1:].intersection(index) tm.assert_index_equal(result, flt[1:], exact=True) # empty other result = index.intersection(flt[:0]) tm.assert_index_equal(result, flt[:0], exact=True) result = flt[:0].intersection(index) tm.assert_index_equal(result, flt[:0], exact=True) def test_intersection_empty(self, sort, names): # name retention on empty intersections index = RangeIndex(start=0, stop=20, step=2, name=names[0]) # empty other result = index.intersection(index[:0].rename(names[1]), sort=sort) tm.assert_index_equal(result, index[:0].rename(names[2]), exact=True) # empty self result = index[:0].intersection(index.rename(names[1]), sort=sort) tm.assert_index_equal(result, index[:0].rename(names[2]), exact=True) def test_intersection(self, sort): # intersect with Index with dtype int64 index = RangeIndex(start=0, stop=20, step=2) other = Index(np.arange(1, 6)) result = index.intersection(other, sort=sort) expected = Index(np.sort(np.intersect1d(index.values, other.values))) tm.assert_index_equal(result, expected) result = other.intersection(index, sort=sort) expected = Index( np.sort(np.asarray(np.intersect1d(index.values, other.values))) ) tm.assert_index_equal(result, expected) # intersect with increasing RangeIndex other = RangeIndex(1, 6) result = index.intersection(other, sort=sort) expected = Index(np.sort(np.intersect1d(index.values, other.values))) tm.assert_index_equal(result, expected, exact="equiv") # intersect with decreasing RangeIndex other = RangeIndex(5, 0, -1) result = index.intersection(other, sort=sort) expected = Index(np.sort(np.intersect1d(index.values, other.values))) tm.assert_index_equal(result, expected, exact="equiv") # reversed (GH 17296) result = other.intersection(index, sort=sort) tm.assert_index_equal(result, expected, exact="equiv") # GH 17296: intersect two decreasing RangeIndexes first = RangeIndex(10, -2, -2) other = RangeIndex(5, -4, -1) expected = first.astype(int).intersection(other.astype(int), sort=sort) result = first.intersection(other, sort=sort).astype(int) tm.assert_index_equal(result, expected) # reversed result = other.intersection(first, sort=sort).astype(int) tm.assert_index_equal(result, expected) index = RangeIndex(5, name="foo") # intersect of non-overlapping indices other = RangeIndex(5, 10, 1, name="foo") result = index.intersection(other, sort=sort) expected = RangeIndex(0, 0, 1, name="foo") tm.assert_index_equal(result, expected) other = RangeIndex(-1, -5, -1) result = index.intersection(other, sort=sort) expected = RangeIndex(0, 0, 1) tm.assert_index_equal(result, expected) # intersection of empty indices other = RangeIndex(0, 0, 1) result = index.intersection(other, sort=sort) expected = RangeIndex(0, 0, 1) tm.assert_index_equal(result, expected) result = other.intersection(index, sort=sort) tm.assert_index_equal(result, expected) def test_intersection_non_overlapping_gcd(self, sort, names): # intersection of non-overlapping values based on start value and gcd index = RangeIndex(1, 10, 2, name=names[0]) other = RangeIndex(0, 10, 4, name=names[1]) result = index.intersection(other, sort=sort) expected = RangeIndex(0, 0, 1, name=names[2]) tm.assert_index_equal(result, expected) def test_union_noncomparable(self, sort): # corner case, Index with non-int64 dtype index = RangeIndex(start=0, stop=20, step=2) other = Index([datetime.now() + timedelta(i) for i in range(4)], dtype=object) result = index.union(other, sort=sort) expected = Index(np.concatenate((index, other))) tm.assert_index_equal(result, expected) result = other.union(index, sort=sort) expected = Index(np.concatenate((other, index))) tm.assert_index_equal(result, expected) @pytest.mark.parametrize( "idx1, idx2, expected_sorted, expected_notsorted", [ ( RangeIndex(0, 10, 1), RangeIndex(0, 10, 1), RangeIndex(0, 10, 1), RangeIndex(0, 10, 1), ), ( RangeIndex(0, 10, 1), RangeIndex(5, 20, 1), RangeIndex(0, 20, 1), RangeIndex(0, 20, 1), ), ( RangeIndex(0, 10, 1), RangeIndex(10, 20, 1), RangeIndex(0, 20, 1), RangeIndex(0, 20, 1), ), ( RangeIndex(0, -10, -1), RangeIndex(0, -10, -1), RangeIndex(0, -10, -1), RangeIndex(0, -10, -1), ), ( RangeIndex(0, -10, -1), RangeIndex(-10, -20, -1), RangeIndex(-19, 1, 1), RangeIndex(0, -20, -1), ), ( RangeIndex(0, 10, 2), RangeIndex(1, 10, 2), RangeIndex(0, 10, 1), Index(list(range(0, 10, 2)) + list(range(1, 10, 2))), ), ( RangeIndex(0, 11, 2), RangeIndex(1, 12, 2), RangeIndex(0, 12, 1), Index(list(range(0, 11, 2)) + list(range(1, 12, 2))), ), ( RangeIndex(0, 21, 4), RangeIndex(-2, 24, 4), RangeIndex(-2, 24, 2), Index(list(range(0, 21, 4)) + list(range(-2, 24, 4))), ), ( RangeIndex(0, -20, -2), RangeIndex(-1, -21, -2), RangeIndex(-19, 1, 1), Index(list(range(0, -20, -2)) + list(range(-1, -21, -2))), ), ( RangeIndex(0, 100, 5), RangeIndex(0, 100, 20), RangeIndex(0, 100, 5), RangeIndex(0, 100, 5), ), ( RangeIndex(0, -100, -5), RangeIndex(5, -100, -20), RangeIndex(-95, 10, 5), Index(list(range(0, -100, -5)) + [5]), ), ( RangeIndex(0, -11, -1), RangeIndex(1, -12, -4), RangeIndex(-11, 2, 1), Index(list(range(0, -11, -1)) + [1, -11]), ), (RangeIndex(0), RangeIndex(0), RangeIndex(0), RangeIndex(0)), ( RangeIndex(0, -10, -2), RangeIndex(0), RangeIndex(0, -10, -2), RangeIndex(0, -10, -2), ), ( RangeIndex(0, 100, 2), RangeIndex(100, 150, 200), RangeIndex(0, 102, 2), RangeIndex(0, 102, 2), ), ( RangeIndex(0, -100, -2), RangeIndex(-100, 50, 102), RangeIndex(-100, 4, 2), Index(list(range(0, -100, -2)) + [-100, 2]), ), ( RangeIndex(0, -100, -1), RangeIndex(0, -50, -3), RangeIndex(-99, 1, 1), RangeIndex(0, -100, -1), ), ( RangeIndex(0, 1, 1), RangeIndex(5, 6, 10), RangeIndex(0, 6, 5), RangeIndex(0, 10, 5), ), ( RangeIndex(0, 10, 5), RangeIndex(-5, -6, -20), RangeIndex(-5, 10, 5), Index([0, 5, -5]), ), ( RangeIndex(0, 3, 1), RangeIndex(4, 5, 1), Index([0, 1, 2, 4]), Index([0, 1, 2, 4]), ), ( RangeIndex(0, 10, 1), Index([], dtype=np.int64), RangeIndex(0, 10, 1), RangeIndex(0, 10, 1), ), ( RangeIndex(0), Index([1, 5, 6]), Index([1, 5, 6]), Index([1, 5, 6]), ), # GH 43885 ( RangeIndex(0, 10), RangeIndex(0, 5), RangeIndex(0, 10), RangeIndex(0, 10), ), ], ids=lambda x: repr(x) if isinstance(x, RangeIndex) else x, ) def test_union_sorted(self, idx1, idx2, expected_sorted, expected_notsorted): res1 = idx1.union(idx2, sort=None) tm.assert_index_equal(res1, expected_sorted, exact=True) res1 = idx1.union(idx2, sort=False) tm.assert_index_equal(res1, expected_notsorted, exact=True) res2 = idx2.union(idx1, sort=None) res3 = Index(idx1._values, name=idx1.name).union(idx2, sort=None) tm.assert_index_equal(res2, expected_sorted, exact=True) tm.assert_index_equal(res3, expected_sorted, exact="equiv") def test_union_same_step_misaligned(self): # GH#44019 left = RangeIndex(range(0, 20, 4)) right = RangeIndex(range(1, 21, 4)) result = left.union(right) expected = Index([0, 1, 4, 5, 8, 9, 12, 13, 16, 17]) tm.assert_index_equal(result, expected, exact=True) def test_difference(self): # GH#12034 Cases where we operate against another RangeIndex and may # get back another RangeIndex obj = RangeIndex.from_range(range(1, 10), name="foo") result = obj.difference(obj) expected = RangeIndex.from_range(range(0), name="foo") tm.assert_index_equal(result, expected, exact=True) result = obj.difference(expected.rename("bar")) tm.assert_index_equal(result, obj.rename(None), exact=True) result = obj.difference(obj[:3]) tm.assert_index_equal(result, obj[3:], exact=True) result = obj.difference(obj[-3:]) tm.assert_index_equal(result, obj[:-3], exact=True) # Flipping the step of 'other' doesn't affect the result, but # flipping the stepof 'self' does when sort=None result = obj[::-1].difference(obj[-3:]) tm.assert_index_equal(result, obj[:-3], exact=True) result = obj[::-1].difference(obj[-3:], sort=False) tm.assert_index_equal(result, obj[:-3][::-1], exact=True) result = obj[::-1].difference(obj[-3:][::-1]) tm.assert_index_equal(result, obj[:-3], exact=True) result = obj[::-1].difference(obj[-3:][::-1], sort=False) tm.assert_index_equal(result, obj[:-3][::-1], exact=True) result = obj.difference(obj[2:6]) expected = Index([1, 2, 7, 8, 9], name="foo") tm.assert_index_equal(result, expected, exact=True) def test_difference_sort(self): # GH#44085 ensure we respect the sort keyword idx = Index(range(4))[::-1] other = Index(range(3, 4)) result = idx.difference(other) expected = Index(range(3)) tm.assert_index_equal(result, expected, exact=True) result = idx.difference(other, sort=False) expected = expected[::-1] tm.assert_index_equal(result, expected, exact=True) # case where the intersection is empty other = range(10, 12) result = idx.difference(other, sort=None) expected = idx[::-1] tm.assert_index_equal(result, expected, exact=True) def test_difference_mismatched_step(self): obj = RangeIndex.from_range(range(1, 10), name="foo") result = obj.difference(obj[::2]) expected = obj[1::2] tm.assert_index_equal(result, expected, exact=True) result = obj[::-1].difference(obj[::2], sort=False) tm.assert_index_equal(result, expected[::-1], exact=True) result = obj.difference(obj[1::2]) expected = obj[::2] tm.assert_index_equal(result, expected, exact=True) result = obj[::-1].difference(obj[1::2], sort=False) tm.assert_index_equal(result, expected[::-1], exact=True) def test_difference_interior_overlap_endpoints_preserved(self): left = RangeIndex(range(4)) right = RangeIndex(range(1, 3)) result = left.difference(right) expected = RangeIndex(0, 4, 3) assert expected.tolist() == [0, 3] tm.assert_index_equal(result, expected, exact=True) def test_difference_endpoints_overlap_interior_preserved(self): left = RangeIndex(-8, 20, 7) right = RangeIndex(13, -9, -3) result = left.difference(right) expected = RangeIndex(-1, 13, 7) assert expected.tolist() == [-1, 6] tm.assert_index_equal(result, expected, exact=True) def test_difference_interior_non_preserving(self): # case with intersection of length 1 but RangeIndex is not preserved idx = Index(range(10)) other = idx[3:4] result = idx.difference(other) expected = Index([0, 1, 2, 4, 5, 6, 7, 8, 9]) tm.assert_index_equal(result, expected, exact=True) # case with other.step / self.step > 2 other = idx[::3] result = idx.difference(other) expected = Index([1, 2, 4, 5, 7, 8]) tm.assert_index_equal(result, expected, exact=True) # cases with only reaching one end of left obj = Index(range(20)) other = obj[:10:2] result = obj.difference(other) expected = Index([1, 3, 5, 7, 9] + list(range(10, 20))) tm.assert_index_equal(result, expected, exact=True) other = obj[1:11:2] result = obj.difference(other) expected = Index([0, 2, 4, 6, 8, 10] + list(range(11, 20))) tm.assert_index_equal(result, expected, exact=True) def test_symmetric_difference(self): # GH#12034 Cases where we operate against another RangeIndex and may # get back another RangeIndex left = RangeIndex.from_range(range(1, 10), name="foo") result = left.symmetric_difference(left) expected = RangeIndex.from_range(range(0), name="foo") tm.assert_index_equal(result, expected) result = left.symmetric_difference(expected.rename("bar")) tm.assert_index_equal(result, left.rename(None)) result = left[:-2].symmetric_difference(left[2:]) expected = Index([1, 2, 8, 9], name="foo") tm.assert_index_equal(result, expected, exact=True) right = RangeIndex.from_range(range(10, 15)) result = left.symmetric_difference(right) expected = RangeIndex.from_range(range(1, 15)) tm.assert_index_equal(result, expected) result = left.symmetric_difference(right[1:]) expected = Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14]) tm.assert_index_equal(result, expected, exact=True) def assert_range_or_not_is_rangelike(index): """ Check that we either have a RangeIndex or that this index *cannot* be represented as a RangeIndex. """ if not isinstance(index, RangeIndex) and len(index) > 0: diff = index[:-1] - index[1:] assert not (diff == diff[0]).all() @given( st.integers(-20, 20), st.integers(-20, 20), st.integers(-20, 20), st.integers(-20, 20), st.integers(-20, 20), st.integers(-20, 20), ) def test_range_difference(start1, stop1, step1, start2, stop2, step2): # test that # a) we match Index[int64].difference and # b) we return RangeIndex whenever it is possible to do so. assume(step1 != 0) assume(step2 != 0) left = RangeIndex(start1, stop1, step1) right = RangeIndex(start2, stop2, step2) result = left.difference(right, sort=None) assert_range_or_not_is_rangelike(result) left_int64 = Index(left.to_numpy()) right_int64 = Index(right.to_numpy()) alt = left_int64.difference(right_int64, sort=None) tm.assert_index_equal(result, alt, exact="equiv") result = left.difference(right, sort=False) assert_range_or_not_is_rangelike(result) alt = left_int64.difference(right_int64, sort=False) tm.assert_index_equal(result, alt, exact="equiv")