def m_offset(self):
if self._prefix.endswith("S"):
# MonthBegin
moff = MonthBegin(n=1, normalize=False)
else:
# MonthEnd
moff = MonthEnd(n=1, normalize=False)
return moff
def test_day_of_month(self):
dt = datetime(2007, 1, 1)
offset = MonthEnd()
result = dt + offset
assert result == Timestamp(2007, 1, 31)
result = result + offset
assert result == Timestamp(2007, 2, 28)
import pandas as pd
from pandas._libs.tslibs.offsets import MonthEnd
columns = ['year', 'month', 'day', 'conc']
data = [[2014, 1, 1, 2.0],
[2014, 1, 1, 4.0],
[2014, 1, 2, 6.0],
[2014, 1, 2, 8.0],
[2014, 2, 1, 2.0],
[2014, 2, 1, 6.0],
[2014, 2, 2, 10.0],
[2014, 2, 2, 14.0]]
df = pd.DataFrame(data, columns=columns)
d_avg = df.groupby(['year', 'month', 'day'], as_index=False)['conc'].mean()
m_avg = d_avg.groupby(['year', 'month'], as_index=False)['conc'].mean()
m_avg['datetime'] = pd.to_datetime(m_avg.year.astype(str) + m_avg.month.astype(str), format='%Y%m') + MonthEnd(1)
# m_std = d_avg.groupby(['year', 'month'], as_index=False)['conc'].agg(np.std)
m_std = d_avg.groupby(['year', 'month'], as_index=False)['conc'].std()
print(f'Concentrations:\n{df}\n')
print(f'Daily Average:\n{d_avg}\n')
print(f'Monthly Average:\n{m_avg}\n')
print(f'Standard Deviation:\n{m_std}\n')
def test_error_with_zero_monthends(self):
msg = r"Offset <0 \* MonthEnds> did not increment date"
with pytest.raises(ValueError, match=msg):
date_range("1/1/2000", "1/1/2001", freq=MonthEnd(0))
def test_normalize(self):
dt = datetime(2007, 1, 1, 3)
result = dt + MonthEnd(normalize=True)
expected = dt.replace(hour=0) + MonthEnd()
assert result == expected
class TestMonthEnd(Base):
_offset: type[MonthOffset] = MonthEnd
def test_day_of_month(self):
dt = datetime(2007, 1, 1)
offset = MonthEnd()
result = dt + offset
assert result == Timestamp(2007, 1, 31)
result = result + offset
assert result == Timestamp(2007, 2, 28)
def test_normalize(self):
dt = datetime(2007, 1, 1, 3)
result = dt + MonthEnd(normalize=True)
expected = dt.replace(hour=0) + MonthEnd()
assert result == expected
offset_cases = []
offset_cases.append(
(
MonthEnd(),
{
datetime(2008, 1, 1): datetime(2008, 1, 31),
datetime(2008, 1, 31): datetime(2008, 2, 29),
datetime(2006, 12, 29): datetime(2006, 12, 31),
datetime(2006, 12, 31): datetime(2007, 1, 31),
datetime(2007, 1, 1): datetime(2007, 1, 31),
datetime(2006, 12, 1): datetime(2006, 12, 31),
},
)
)
offset_cases.append(
(
MonthEnd(0),
{
datetime(2008, 1, 1): datetime(2008, 1, 31),
datetime(2008, 1, 31): datetime(2008, 1, 31),
datetime(2006, 12, 29): datetime(2006, 12, 31),
datetime(2006, 12, 31): datetime(2006, 12, 31),
datetime(2007, 1, 1): datetime(2007, 1, 31),
},
)
)
offset_cases.append(
(
MonthEnd(2),
{
datetime(2008, 1, 1): datetime(2008, 2, 29),
datetime(2008, 1, 31): datetime(2008, 3, 31),
datetime(2006, 12, 29): datetime(2007, 1, 31),
datetime(2006, 12, 31): datetime(2007, 2, 28),
datetime(2007, 1, 1): datetime(2007, 2, 28),
datetime(2006, 11, 1): datetime(2006, 12, 31),
},
)
)
offset_cases.append(
(
MonthEnd(-1),
{
datetime(2007, 1, 1): datetime(2006, 12, 31),
datetime(2008, 6, 30): datetime(2008, 5, 31),
datetime(2008, 12, 31): datetime(2008, 11, 30),
datetime(2006, 12, 29): datetime(2006, 11, 30),
datetime(2006, 12, 30): datetime(2006, 11, 30),
datetime(2007, 1, 1): datetime(2006, 12, 31),
},
)
)
@pytest.mark.parametrize("case", offset_cases)
def test_offset(self, case):
offset, cases = case
for base, expected in cases.items():
assert_offset_equal(offset, base, expected)
on_offset_cases = [
(MonthEnd(), datetime(2007, 12, 31), True),
(MonthEnd(), datetime(2008, 1, 1), False),
]
@pytest.mark.parametrize("case", on_offset_cases)
def test_is_on_offset(self, case):
offset, dt, expected = case
assert_is_on_offset(offset, dt, expected)
@pytest.mark.xfail(strict=False,
reason="'Africa/Kinshasa' test case fails under pytz=2017.3"
)
@pytest.mark.parametrize(
"original_dt, target_dt, offset, tz",
[
(
Timestamp("1900-01-01"),
Timestamp("1905-07-01"),
MonthBegin(66),
"Africa/Kinshasa",
), # GH41906
(
Timestamp("2021-10-01 01:15"),
Timestamp("2021-10-31 01:15"),
MonthEnd(1),
"Europe/London",
),
(
Timestamp("2010-12-05 02:59"),
Timestamp("2010-10-31 02:59"),
SemiMonthEnd(-3),
"Europe/Paris",
),
(
Timestamp("2021-10-31 01:20"),
Timestamp("2021-11-07 01:20"),
CustomBusinessDay(2, weekmask="Sun Mon"),
"US/Eastern",
),
(