487 lines
17 KiB
Python
487 lines
17 KiB
Python
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from datetime import datetime
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import pytest
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import numpy as np
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import pandas as pd
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import pandas.util.testing as tm
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import pandas.util._test_decorators as td
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from pandas import (DatetimeIndex, date_range, Series, bdate_range, DataFrame,
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Int64Index, Index, to_datetime)
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from pandas.tseries.offsets import Minute, BMonthEnd, MonthEnd
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START, END = datetime(2009, 1, 1), datetime(2010, 1, 1)
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class TestDatetimeIndexSetOps(object):
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tz = [None, 'UTC', 'Asia/Tokyo', 'US/Eastern', 'dateutil/Asia/Singapore',
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'dateutil/US/Pacific']
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# TODO: moved from test_datetimelike; dedup with version below
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def test_union2(self):
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everything = tm.makeDateIndex(10)
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first = everything[:5]
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second = everything[5:]
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union = first.union(second)
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assert tm.equalContents(union, everything)
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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.union(case)
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assert tm.equalContents(result, everything)
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@pytest.mark.parametrize("tz", tz)
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def test_union(self, tz):
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rng1 = pd.date_range('1/1/2000', freq='D', periods=5, tz=tz)
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other1 = pd.date_range('1/6/2000', freq='D', periods=5, tz=tz)
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expected1 = pd.date_range('1/1/2000', freq='D', periods=10, tz=tz)
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rng2 = pd.date_range('1/1/2000', freq='D', periods=5, tz=tz)
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other2 = pd.date_range('1/4/2000', freq='D', periods=5, tz=tz)
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expected2 = pd.date_range('1/1/2000', freq='D', periods=8, tz=tz)
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rng3 = pd.date_range('1/1/2000', freq='D', periods=5, tz=tz)
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other3 = pd.DatetimeIndex([], tz=tz)
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expected3 = pd.date_range('1/1/2000', freq='D', periods=5, tz=tz)
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for rng, other, expected in [(rng1, other1, expected1),
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(rng2, other2, expected2),
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(rng3, other3, expected3)]:
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result_union = rng.union(other)
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tm.assert_index_equal(result_union, expected)
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def test_union_coverage(self):
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idx = DatetimeIndex(['2000-01-03', '2000-01-01', '2000-01-02'])
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ordered = DatetimeIndex(idx.sort_values(), freq='infer')
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result = ordered.union(idx)
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tm.assert_index_equal(result, ordered)
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result = ordered[:0].union(ordered)
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tm.assert_index_equal(result, ordered)
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assert result.freq == ordered.freq
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def test_union_bug_1730(self):
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rng_a = date_range('1/1/2012', periods=4, freq='3H')
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rng_b = date_range('1/1/2012', periods=4, freq='4H')
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result = rng_a.union(rng_b)
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exp = DatetimeIndex(sorted(set(list(rng_a)) | set(list(rng_b))))
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tm.assert_index_equal(result, exp)
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def test_union_bug_1745(self):
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left = DatetimeIndex(['2012-05-11 15:19:49.695000'])
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right = DatetimeIndex(['2012-05-29 13:04:21.322000',
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'2012-05-11 15:27:24.873000',
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'2012-05-11 15:31:05.350000'])
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result = left.union(right)
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exp = DatetimeIndex(sorted(set(list(left)) | set(list(right))))
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tm.assert_index_equal(result, exp)
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def test_union_bug_4564(self):
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from pandas import DateOffset
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left = date_range("2013-01-01", "2013-02-01")
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right = left + DateOffset(minutes=15)
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result = left.union(right)
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exp = DatetimeIndex(sorted(set(list(left)) | set(list(right))))
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tm.assert_index_equal(result, exp)
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def test_union_freq_both_none(self):
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# GH11086
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expected = bdate_range('20150101', periods=10)
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expected.freq = None
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result = expected.union(expected)
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tm.assert_index_equal(result, expected)
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assert result.freq is None
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def test_union_dataframe_index(self):
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rng1 = date_range('1/1/1999', '1/1/2012', freq='MS')
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s1 = Series(np.random.randn(len(rng1)), rng1)
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rng2 = date_range('1/1/1980', '12/1/2001', freq='MS')
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s2 = Series(np.random.randn(len(rng2)), rng2)
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df = DataFrame({'s1': s1, 's2': s2})
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exp = pd.date_range('1/1/1980', '1/1/2012', freq='MS')
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tm.assert_index_equal(df.index, exp)
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def test_union_with_DatetimeIndex(self):
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i1 = Int64Index(np.arange(0, 20, 2))
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i2 = DatetimeIndex(start='2012-01-03 00:00:00', periods=10, freq='D')
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i1.union(i2) # Works
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i2.union(i1) # Fails with "AttributeError: can't set attribute"
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# TODO: moved from test_datetimelike; de-duplicate with version below
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def test_intersection2(self):
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first = tm.makeDateIndex(10)
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second = first[5:]
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intersect = first.intersection(second)
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assert tm.equalContents(intersect, second)
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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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third = Index(['a', 'b', 'c'])
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result = first.intersection(third)
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expected = pd.Index([], dtype=object)
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tm.assert_index_equal(result, expected)
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@pytest.mark.parametrize("tz", [None, 'Asia/Tokyo', 'US/Eastern',
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'dateutil/US/Pacific'])
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def test_intersection(self, tz):
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# GH 4690 (with tz)
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base = date_range('6/1/2000', '6/30/2000', freq='D', name='idx')
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# if target has the same name, it is preserved
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rng2 = date_range('5/15/2000', '6/20/2000', freq='D', name='idx')
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expected2 = date_range('6/1/2000', '6/20/2000', freq='D', name='idx')
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# if target name is different, it will be reset
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rng3 = date_range('5/15/2000', '6/20/2000', freq='D', name='other')
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expected3 = date_range('6/1/2000', '6/20/2000', freq='D', name=None)
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rng4 = date_range('7/1/2000', '7/31/2000', freq='D', name='idx')
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expected4 = DatetimeIndex([], name='idx')
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for (rng, expected) in [(rng2, expected2), (rng3, expected3),
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(rng4, expected4)]:
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result = base.intersection(rng)
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tm.assert_index_equal(result, expected)
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assert result.name == expected.name
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assert result.freq == expected.freq
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assert result.tz == expected.tz
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# non-monotonic
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base = DatetimeIndex(['2011-01-05', '2011-01-04',
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'2011-01-02', '2011-01-03'],
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tz=tz, name='idx')
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rng2 = DatetimeIndex(['2011-01-04', '2011-01-02',
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'2011-02-02', '2011-02-03'],
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tz=tz, name='idx')
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expected2 = DatetimeIndex(['2011-01-04', '2011-01-02'],
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tz=tz, name='idx')
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rng3 = DatetimeIndex(['2011-01-04', '2011-01-02',
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'2011-02-02', '2011-02-03'],
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tz=tz, name='other')
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expected3 = DatetimeIndex(['2011-01-04', '2011-01-02'],
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tz=tz, name=None)
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# GH 7880
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rng4 = date_range('7/1/2000', '7/31/2000', freq='D', tz=tz,
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name='idx')
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expected4 = DatetimeIndex([], tz=tz, name='idx')
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for (rng, expected) in [(rng2, expected2), (rng3, expected3),
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(rng4, expected4)]:
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result = base.intersection(rng)
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tm.assert_index_equal(result, expected)
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assert result.name == expected.name
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assert result.freq is None
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assert result.tz == expected.tz
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def test_intersection_empty(self):
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# empty same freq GH2129
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rng = date_range('6/1/2000', '6/15/2000', freq='T')
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result = rng[0:0].intersection(rng)
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assert len(result) == 0
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result = rng.intersection(rng[0:0])
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assert len(result) == 0
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def test_intersection_bug_1708(self):
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from pandas import DateOffset
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index_1 = date_range('1/1/2012', periods=4, freq='12H')
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index_2 = index_1 + DateOffset(hours=1)
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result = index_1 & index_2
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assert len(result) == 0
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@pytest.mark.parametrize("tz", tz)
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def test_difference(self, tz):
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rng1 = pd.date_range('1/1/2000', freq='D', periods=5, tz=tz)
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other1 = pd.date_range('1/6/2000', freq='D', periods=5, tz=tz)
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expected1 = pd.date_range('1/1/2000', freq='D', periods=5, tz=tz)
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rng2 = pd.date_range('1/1/2000', freq='D', periods=5, tz=tz)
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other2 = pd.date_range('1/4/2000', freq='D', periods=5, tz=tz)
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expected2 = pd.date_range('1/1/2000', freq='D', periods=3, tz=tz)
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rng3 = pd.date_range('1/1/2000', freq='D', periods=5, tz=tz)
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other3 = pd.DatetimeIndex([], tz=tz)
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expected3 = pd.date_range('1/1/2000', freq='D', periods=5, tz=tz)
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for rng, other, expected in [(rng1, other1, expected1),
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(rng2, other2, expected2),
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(rng3, other3, expected3)]:
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result_diff = rng.difference(other)
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tm.assert_index_equal(result_diff, expected)
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def test_difference_freq(self):
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# GH14323: difference of DatetimeIndex should not preserve frequency
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index = date_range("20160920", "20160925", freq="D")
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other = date_range("20160921", "20160924", freq="D")
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expected = DatetimeIndex(["20160920", "20160925"], freq=None)
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idx_diff = index.difference(other)
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tm.assert_index_equal(idx_diff, expected)
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tm.assert_attr_equal('freq', idx_diff, expected)
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other = date_range("20160922", "20160925", freq="D")
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idx_diff = index.difference(other)
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expected = DatetimeIndex(["20160920", "20160921"], freq=None)
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tm.assert_index_equal(idx_diff, expected)
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tm.assert_attr_equal('freq', idx_diff, expected)
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def test_datetimeindex_diff(self):
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dti1 = DatetimeIndex(freq='Q-JAN', start=datetime(1997, 12, 31),
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periods=100)
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dti2 = DatetimeIndex(freq='Q-JAN', start=datetime(1997, 12, 31),
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periods=98)
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assert len(dti1.difference(dti2)) == 2
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def test_datetimeindex_union_join_empty(self):
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dti = DatetimeIndex(start='1/1/2001', end='2/1/2001', freq='D')
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empty = Index([])
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result = dti.union(empty)
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assert isinstance(result, DatetimeIndex)
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assert result is result
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result = dti.join(empty)
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assert isinstance(result, DatetimeIndex)
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def test_join_nonunique(self):
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idx1 = to_datetime(['2012-11-06 16:00:11.477563',
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'2012-11-06 16:00:11.477563'])
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idx2 = to_datetime(['2012-11-06 15:11:09.006507',
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'2012-11-06 15:11:09.006507'])
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rs = idx1.join(idx2, how='outer')
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assert rs.is_monotonic
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class TestBusinessDatetimeIndex(object):
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def setup_method(self, method):
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self.rng = bdate_range(START, END)
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def test_union(self):
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# overlapping
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left = self.rng[:10]
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right = self.rng[5:10]
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the_union = left.union(right)
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assert isinstance(the_union, DatetimeIndex)
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# non-overlapping, gap in middle
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left = self.rng[:5]
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right = self.rng[10:]
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the_union = left.union(right)
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assert isinstance(the_union, Index)
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# non-overlapping, no gap
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left = self.rng[:5]
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right = self.rng[5:10]
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the_union = left.union(right)
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assert isinstance(the_union, DatetimeIndex)
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# order does not matter
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tm.assert_index_equal(right.union(left), the_union)
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# overlapping, but different offset
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rng = date_range(START, END, freq=BMonthEnd())
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the_union = self.rng.union(rng)
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assert isinstance(the_union, DatetimeIndex)
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def test_outer_join(self):
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# should just behave as union
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# overlapping
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left = self.rng[:10]
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right = self.rng[5:10]
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the_join = left.join(right, how='outer')
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assert isinstance(the_join, DatetimeIndex)
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# non-overlapping, gap in middle
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left = self.rng[:5]
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right = self.rng[10:]
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the_join = left.join(right, how='outer')
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assert isinstance(the_join, DatetimeIndex)
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assert the_join.freq is None
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# non-overlapping, no gap
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left = self.rng[:5]
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right = self.rng[5:10]
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the_join = left.join(right, how='outer')
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assert isinstance(the_join, DatetimeIndex)
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# overlapping, but different offset
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rng = date_range(START, END, freq=BMonthEnd())
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the_join = self.rng.join(rng, how='outer')
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|
|
assert isinstance(the_join, DatetimeIndex)
|
||
|
|
assert the_join.freq is None
|
||
|
|
|
||
|
|
def test_union_not_cacheable(self):
|
||
|
|
rng = date_range('1/1/2000', periods=50, freq=Minute())
|
||
|
|
rng1 = rng[10:]
|
||
|
|
rng2 = rng[:25]
|
||
|
|
the_union = rng1.union(rng2)
|
||
|
|
tm.assert_index_equal(the_union, rng)
|
||
|
|
|
||
|
|
rng1 = rng[10:]
|
||
|
|
rng2 = rng[15:35]
|
||
|
|
the_union = rng1.union(rng2)
|
||
|
|
expected = rng[10:]
|
||
|
|
tm.assert_index_equal(the_union, expected)
|
||
|
|
|
||
|
|
def test_intersection(self):
|
||
|
|
rng = date_range('1/1/2000', periods=50, freq=Minute())
|
||
|
|
rng1 = rng[10:]
|
||
|
|
rng2 = rng[:25]
|
||
|
|
the_int = rng1.intersection(rng2)
|
||
|
|
expected = rng[10:25]
|
||
|
|
tm.assert_index_equal(the_int, expected)
|
||
|
|
assert isinstance(the_int, DatetimeIndex)
|
||
|
|
assert the_int.freq == rng.freq
|
||
|
|
|
||
|
|
the_int = rng1.intersection(rng2.view(DatetimeIndex))
|
||
|
|
tm.assert_index_equal(the_int, expected)
|
||
|
|
|
||
|
|
# non-overlapping
|
||
|
|
the_int = rng[:10].intersection(rng[10:])
|
||
|
|
expected = DatetimeIndex([])
|
||
|
|
tm.assert_index_equal(the_int, expected)
|
||
|
|
|
||
|
|
def test_intersection_bug(self):
|
||
|
|
# GH #771
|
||
|
|
a = bdate_range('11/30/2011', '12/31/2011')
|
||
|
|
b = bdate_range('12/10/2011', '12/20/2011')
|
||
|
|
result = a.intersection(b)
|
||
|
|
tm.assert_index_equal(result, b)
|
||
|
|
|
||
|
|
def test_month_range_union_tz_pytz(self):
|
||
|
|
from pytz import timezone
|
||
|
|
tz = timezone('US/Eastern')
|
||
|
|
|
||
|
|
early_start = datetime(2011, 1, 1)
|
||
|
|
early_end = datetime(2011, 3, 1)
|
||
|
|
|
||
|
|
late_start = datetime(2011, 3, 1)
|
||
|
|
late_end = datetime(2011, 5, 1)
|
||
|
|
|
||
|
|
early_dr = date_range(start=early_start, end=early_end, tz=tz,
|
||
|
|
freq=MonthEnd())
|
||
|
|
late_dr = date_range(start=late_start, end=late_end, tz=tz,
|
||
|
|
freq=MonthEnd())
|
||
|
|
|
||
|
|
early_dr.union(late_dr)
|
||
|
|
|
||
|
|
@td.skip_if_windows_python_3
|
||
|
|
def test_month_range_union_tz_dateutil(self):
|
||
|
|
from pandas._libs.tslibs.timezones import dateutil_gettz
|
||
|
|
tz = dateutil_gettz('US/Eastern')
|
||
|
|
|
||
|
|
early_start = datetime(2011, 1, 1)
|
||
|
|
early_end = datetime(2011, 3, 1)
|
||
|
|
|
||
|
|
late_start = datetime(2011, 3, 1)
|
||
|
|
late_end = datetime(2011, 5, 1)
|
||
|
|
|
||
|
|
early_dr = date_range(start=early_start, end=early_end, tz=tz,
|
||
|
|
freq=MonthEnd())
|
||
|
|
late_dr = date_range(start=late_start, end=late_end, tz=tz,
|
||
|
|
freq=MonthEnd())
|
||
|
|
|
||
|
|
early_dr.union(late_dr)
|
||
|
|
|
||
|
|
|
||
|
|
class TestCustomDatetimeIndex(object):
|
||
|
|
|
||
|
|
def setup_method(self, method):
|
||
|
|
self.rng = bdate_range(START, END, freq='C')
|
||
|
|
|
||
|
|
def test_union(self):
|
||
|
|
# overlapping
|
||
|
|
left = self.rng[:10]
|
||
|
|
right = self.rng[5:10]
|
||
|
|
|
||
|
|
the_union = left.union(right)
|
||
|
|
assert isinstance(the_union, DatetimeIndex)
|
||
|
|
|
||
|
|
# non-overlapping, gap in middle
|
||
|
|
left = self.rng[:5]
|
||
|
|
right = self.rng[10:]
|
||
|
|
|
||
|
|
the_union = left.union(right)
|
||
|
|
assert isinstance(the_union, Index)
|
||
|
|
|
||
|
|
# non-overlapping, no gap
|
||
|
|
left = self.rng[:5]
|
||
|
|
right = self.rng[5:10]
|
||
|
|
|
||
|
|
the_union = left.union(right)
|
||
|
|
assert isinstance(the_union, DatetimeIndex)
|
||
|
|
|
||
|
|
# order does not matter
|
||
|
|
tm.assert_index_equal(right.union(left), the_union)
|
||
|
|
|
||
|
|
# overlapping, but different offset
|
||
|
|
rng = date_range(START, END, freq=BMonthEnd())
|
||
|
|
|
||
|
|
the_union = self.rng.union(rng)
|
||
|
|
assert isinstance(the_union, DatetimeIndex)
|
||
|
|
|
||
|
|
def test_outer_join(self):
|
||
|
|
# should just behave as union
|
||
|
|
|
||
|
|
# overlapping
|
||
|
|
left = self.rng[:10]
|
||
|
|
right = self.rng[5:10]
|
||
|
|
|
||
|
|
the_join = left.join(right, how='outer')
|
||
|
|
assert isinstance(the_join, DatetimeIndex)
|
||
|
|
|
||
|
|
# non-overlapping, gap in middle
|
||
|
|
left = self.rng[:5]
|
||
|
|
right = self.rng[10:]
|
||
|
|
|
||
|
|
the_join = left.join(right, how='outer')
|
||
|
|
assert isinstance(the_join, DatetimeIndex)
|
||
|
|
assert the_join.freq is None
|
||
|
|
|
||
|
|
# non-overlapping, no gap
|
||
|
|
left = self.rng[:5]
|
||
|
|
right = self.rng[5:10]
|
||
|
|
|
||
|
|
the_join = left.join(right, how='outer')
|
||
|
|
assert isinstance(the_join, DatetimeIndex)
|
||
|
|
|
||
|
|
# overlapping, but different offset
|
||
|
|
rng = date_range(START, END, freq=BMonthEnd())
|
||
|
|
|
||
|
|
the_join = self.rng.join(rng, how='outer')
|
||
|
|
assert isinstance(the_join, DatetimeIndex)
|
||
|
|
assert the_join.freq is None
|
||
|
|
|
||
|
|
def test_intersection_bug(self):
|
||
|
|
# GH #771
|
||
|
|
a = bdate_range('11/30/2011', '12/31/2011', freq='C')
|
||
|
|
b = bdate_range('12/10/2011', '12/20/2011', freq='C')
|
||
|
|
result = a.intersection(b)
|
||
|
|
tm.assert_index_equal(result, b)
|