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test_interval_range.py
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from datetime import timedelta
import numpy as np
import pytest
from pandas.core.dtypes.common import is_integer
from pandas import (
DateOffset,
Interval,
IntervalIndex,
Timedelta,
Timestamp,
date_range,
interval_range,
timedelta_range,
)
import pandas._testing as tm
from pandas.tseries.offsets import Day
@pytest.fixture(scope="class", params=[None, "foo"])
def name(request):
return request.param
class TestIntervalRange:
@pytest.mark.parametrize("freq, periods", [(1, 100), (2.5, 40), (5, 20), (25, 4)])
def test_constructor_numeric(self, closed, name, freq, periods):
start, end = 0, 100
breaks = np.arange(101, step=freq)
expected = IntervalIndex.from_breaks(breaks, name=name, closed=closed)
# defined from start/end/freq
result = interval_range(
start=start, end=end, freq=freq, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
# defined from start/periods/freq
result = interval_range(
start=start, periods=periods, freq=freq, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
# defined from end/periods/freq
result = interval_range(
end=end, periods=periods, freq=freq, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
# GH 20976: linspace behavior defined from start/end/periods
result = interval_range(
start=start, end=end, periods=periods, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
@pytest.mark.parametrize("tz", [None, "US/Eastern"])
@pytest.mark.parametrize(
"freq, periods", [("D", 364), ("2D", 182), ("22D18H", 16), ("M", 11)]
)
def test_constructor_timestamp(self, closed, name, freq, periods, tz):
start, end = Timestamp("20180101", tz=tz), Timestamp("20181231", tz=tz)
breaks = date_range(start=start, end=end, freq=freq)
expected = IntervalIndex.from_breaks(breaks, name=name, closed=closed)
# defined from start/end/freq
result = interval_range(
start=start, end=end, freq=freq, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
# defined from start/periods/freq
result = interval_range(
start=start, periods=periods, freq=freq, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
# defined from end/periods/freq
result = interval_range(
end=end, periods=periods, freq=freq, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
# GH 20976: linspace behavior defined from start/end/periods
if not breaks.freq.is_anchored() and tz is None:
# matches expected only for non-anchored offsets and tz naive
# (anchored/DST transitions cause unequal spacing in expected)
result = interval_range(
start=start, end=end, periods=periods, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
@pytest.mark.parametrize(
"freq, periods", [("D", 100), ("2D12H", 40), ("5D", 20), ("25D", 4)]
)
def test_constructor_timedelta(self, closed, name, freq, periods):
start, end = Timedelta("0 days"), Timedelta("100 days")
breaks = timedelta_range(start=start, end=end, freq=freq)
expected = IntervalIndex.from_breaks(breaks, name=name, closed=closed)
# defined from start/end/freq
result = interval_range(
start=start, end=end, freq=freq, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
# defined from start/periods/freq
result = interval_range(
start=start, periods=periods, freq=freq, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
# defined from end/periods/freq
result = interval_range(
end=end, periods=periods, freq=freq, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
# GH 20976: linspace behavior defined from start/end/periods
result = interval_range(
start=start, end=end, periods=periods, name=name, inclusive=closed
)
tm.assert_index_equal(result, expected)
@pytest.mark.parametrize(
"start, end, freq, expected_endpoint",
[
(0, 10, 3, 9),
(0, 10, 1.5, 9),
(0.5, 10, 3, 9.5),
(Timedelta("0D"), Timedelta("10D"), "2D4H", Timedelta("8D16H")),
(
Timestamp("2018-01-01"),
Timestamp("2018-02-09"),
"MS",
Timestamp("2018-02-01"),
),
(
Timestamp("2018-01-01", tz="US/Eastern"),
Timestamp("2018-01-20", tz="US/Eastern"),
"5D12H",
Timestamp("2018-01-17 12:00:00", tz="US/Eastern"),
),
],
)
def test_early_truncation(self, start, end, freq, expected_endpoint):
# index truncates early if freq causes end to be skipped
result = interval_range(start=start, end=end, freq=freq)
result_endpoint = result.right[-1]
assert result_endpoint == expected_endpoint
@pytest.mark.parametrize(
"start, end, freq",
[(0.5, None, None), (None, 4.5, None), (0.5, None, 1.5), (None, 6.5, 1.5)],
)
def test_no_invalid_float_truncation(self, start, end, freq):
# GH 21161
if freq is None:
breaks = [0.5, 1.5, 2.5, 3.5, 4.5]
else:
breaks = [0.5, 2.0, 3.5, 5.0, 6.5]
expected = IntervalIndex.from_breaks(breaks)
result = interval_range(start=start, end=end, periods=4, freq=freq)
tm.assert_index_equal(result, expected)
@pytest.mark.parametrize(
"start, mid, end",
[
(
Timestamp("2018-03-10", tz="US/Eastern"),
Timestamp("2018-03-10 23:30:00", tz="US/Eastern"),
Timestamp("2018-03-12", tz="US/Eastern"),
),
(
Timestamp("2018-11-03", tz="US/Eastern"),
Timestamp("2018-11-04 00:30:00", tz="US/Eastern"),
Timestamp("2018-11-05", tz="US/Eastern"),
),
],
)
def test_linspace_dst_transition(self, start, mid, end):
# GH 20976: linspace behavior defined from start/end/periods
# accounts for the hour gained/lost during DST transition
result = interval_range(start=start, end=end, periods=2)
expected = IntervalIndex.from_breaks([start, mid, end])
tm.assert_index_equal(result, expected)
@pytest.mark.parametrize("freq", [2, 2.0])
@pytest.mark.parametrize("end", [10, 10.0])
@pytest.mark.parametrize("start", [0, 0.0])
def test_float_subtype(self, start, end, freq):
# Has float subtype if any of start/end/freq are float, even if all
# resulting endpoints can safely be upcast to integers
# defined from start/end/freq
index = interval_range(start=start, end=end, freq=freq)
result = index.dtype.subtype
expected = "int64" if is_integer(start + end + freq) else "float64"
assert result == expected
# defined from start/periods/freq
index = interval_range(start=start, periods=5, freq=freq)
result = index.dtype.subtype
expected = "int64" if is_integer(start + freq) else "float64"
assert result == expected
# defined from end/periods/freq
index = interval_range(end=end, periods=5, freq=freq)
result = index.dtype.subtype
expected = "int64" if is_integer(end + freq) else "float64"
assert result == expected
# GH 20976: linspace behavior defined from start/end/periods
index = interval_range(start=start, end=end, periods=5)
result = index.dtype.subtype
expected = "int64" if is_integer(start + end) else "float64"
assert result == expected
def test_constructor_coverage(self):
# float value for periods
expected = interval_range(start=0, periods=10)
result = interval_range(start=0, periods=10.5)
tm.assert_index_equal(result, expected)
# equivalent timestamp-like start/end
start, end = Timestamp("2017-01-01"), Timestamp("2017-01-15")
expected = interval_range(start=start, end=end)
result = interval_range(start=start.to_pydatetime(), end=end.to_pydatetime())
tm.assert_index_equal(result, expected)
result = interval_range(start=start.asm8, end=end.asm8)
tm.assert_index_equal(result, expected)
# equivalent freq with timestamp
equiv_freq = [
"D",
Day(),
Timedelta(days=1),
timedelta(days=1),
DateOffset(days=1),
]
for freq in equiv_freq:
result = interval_range(start=start, end=end, freq=freq)
tm.assert_index_equal(result, expected)
# equivalent timedelta-like start/end
start, end = Timedelta(days=1), Timedelta(days=10)
expected = interval_range(start=start, end=end)
result = interval_range(start=start.to_pytimedelta(), end=end.to_pytimedelta())
tm.assert_index_equal(result, expected)
result = interval_range(start=start.asm8, end=end.asm8)
tm.assert_index_equal(result, expected)
# equivalent freq with timedelta
equiv_freq = ["D", Day(), Timedelta(days=1), timedelta(days=1)]
for freq in equiv_freq:
result = interval_range(start=start, end=end, freq=freq)
tm.assert_index_equal(result, expected)
def test_errors(self):
# not enough params
msg = (
"Of the four parameters: start, end, periods, and freq, "
"exactly three must be specified"
)
with pytest.raises(ValueError, match=msg):
interval_range(start=0)
with pytest.raises(ValueError, match=msg):
interval_range(end=5)
with pytest.raises(ValueError, match=msg):
interval_range(periods=2)
with pytest.raises(ValueError, match=msg):
interval_range()
# too many params
with pytest.raises(ValueError, match=msg):
interval_range(start=0, end=5, periods=6, freq=1.5)
# mixed units
msg = "start, end, freq need to be type compatible"
with pytest.raises(TypeError, match=msg):
interval_range(start=0, end=Timestamp("20130101"), freq=2)
with pytest.raises(TypeError, match=msg):
interval_range(start=0, end=Timedelta("1 day"), freq=2)
with pytest.raises(TypeError, match=msg):
interval_range(start=0, end=10, freq="D")
with pytest.raises(TypeError, match=msg):
interval_range(start=Timestamp("20130101"), end=10, freq="D")
with pytest.raises(TypeError, match=msg):
interval_range(
start=Timestamp("20130101"), end=Timedelta("1 day"), freq="D"
)
with pytest.raises(TypeError, match=msg):
interval_range(
start=Timestamp("20130101"), end=Timestamp("20130110"), freq=2
)
with pytest.raises(TypeError, match=msg):
interval_range(start=Timedelta("1 day"), end=10, freq="D")
with pytest.raises(TypeError, match=msg):
interval_range(
start=Timedelta("1 day"), end=Timestamp("20130110"), freq="D"
)
with pytest.raises(TypeError, match=msg):
interval_range(start=Timedelta("1 day"), end=Timedelta("10 days"), freq=2)
# invalid periods
msg = "periods must be a number, got foo"
with pytest.raises(TypeError, match=msg):
interval_range(start=0, periods="foo")
# invalid start
msg = "start must be numeric or datetime-like, got foo"
with pytest.raises(ValueError, match=msg):
interval_range(start="foo", periods=10)
# invalid end
msg = r"end must be numeric or datetime-like, got \(0, 1\]"
with pytest.raises(ValueError, match=msg):
interval_range(end=Interval(0, 1), periods=10)
# invalid freq for datetime-like
msg = "freq must be numeric or convertible to DateOffset, got foo"
with pytest.raises(ValueError, match=msg):
interval_range(start=0, end=10, freq="foo")
with pytest.raises(ValueError, match=msg):
interval_range(start=Timestamp("20130101"), periods=10, freq="foo")
with pytest.raises(ValueError, match=msg):
interval_range(end=Timedelta("1 day"), periods=10, freq="foo")
# mixed tz
start = Timestamp("2017-01-01", tz="US/Eastern")
end = Timestamp("2017-01-07", tz="US/Pacific")
msg = "Start and end cannot both be tz-aware with different timezones"
with pytest.raises(TypeError, match=msg):
interval_range(start=start, end=end)