def test_start_stop_dates_all_false():
"""If the passed to start_stop_dates is empty the returns (None, None)."""
index = pd.date_range(freq='15T',
start='01-01-2020',
end='08-01-2020 23:00')
series = pd.Series(False, index=index)
assert (None, None) == gaps.start_stop_dates(series)
def test_start_stop_dates_not_enough_days():
"""Fewer than 10 days of True gives not start/stop dates."""
index = pd.date_range(freq='15T',
start='01-01-2020',
end='08-01-2020 23:00')
series = pd.Series(False, index=index)
series['02-23-2020':'02-24-2020'] = True
assert (None, None) == gaps.start_stop_dates(series)
def test_start_stop_dates_first_day_false():
"""If day one is all False, then start date should be day 2."""
index = pd.date_range(freq='15T',
start='01-01-2020',
end='08-01-2020 23:00')
series = pd.Series(True, index=index)
series.loc['01-01-2020'] = False
firstvalid, lastvalid = gaps.start_stop_dates(series)
assert firstvalid.date() == pd.Timestamp('01-02-2020').date()
assert lastvalid.date() == pd.Timestamp('08-01-2020').date()
def test_start_stop_dates_all_true():
"""If all values are True then start and stop are equal to first and
last day of the series."""
index = pd.date_range(freq='15T',
start='01-01-2020',
end='08-01-2020 23:00')
series = pd.Series(True, index=index)
firstvalid, lastvalid = gaps.start_stop_dates(series)
assert firstvalid.date() == series.index[0].date()
assert lastvalid.date() == series.index[-1].date()
def test_start_stop_dates_first_and_fifth_days_missing():
"""First valid date should be the sixth of January."""
index = pd.date_range(freq='15T',
start='01-01-2020',
end='08-01-2020 23:00')
series = pd.Series(True, index=index)
series.loc['01-01-2020'] = False
series.loc['01-05-2020'] = False
firstvalid, lastvalid = gaps.start_stop_dates(series)
assert firstvalid.date() == pd.Timestamp('01-06-2020').date()
assert lastvalid.date() == pd.Timestamp('08-01-2020').date()
def test_start_stop_dates_with_gaps_in_middle():
"""large gaps between the first and last sufficiently long block of
consecutive 'good' days have no effect on the start and stop
date."""
index = pd.date_range(freq='15T',
start='01-01-2020',
end='08-01-2020 23:00')
series = pd.Series(True, index=index)
series['03-05-2020':'03-25-2020'] = False
start, end = gaps.start_stop_dates(series, days=5)
assert start.date() == index[0].date()
assert end.date() == index[-1].date()
def test_start_stop_dates_one_day():
"""Works when there is exactly the minimum number of consecutive
days with data.
"""
index = pd.date_range(freq='15T',
start='01-01-2020',
end='08-01-2020 23:00')
series = pd.Series(False, index=index)
series['05-05-2020'] = True
start, end = gaps.start_stop_dates(series, days=1)
assert start.date() == pd.Timestamp('05-05-2020').date()
assert end.date() == pd.Timestamp('05-05-2020').date()
def test_start_stop_dates_last_two_days_missing():
"""If the last two days of data are missing last valid day should be
July 30.
"""
index = pd.date_range(freq='15T',
start='01-01-2020',
end='08-01-2020 23:00')
series = pd.Series(True, index=index)
series.loc['07-31-2020':'08-01-2020'] = False
firstvalid, lastvalid = gaps.start_stop_dates(series)
assert firstvalid.date() == pd.Timestamp('01-01-2020').date()
assert lastvalid.date() == pd.Timestamp('07-30-2020').date()