def test_frequency_misc(self):
self.assertEquals(fmod.get_freq_group('T'),
fmod.FreqGroup.FR_MIN)
code, stride = fmod.get_freq_code(offsets.Hour())
self.assertEquals(code, fmod.FreqGroup.FR_HR)
code, stride = fmod.get_freq_code((5, 'T'))
self.assertEquals(code, fmod.FreqGroup.FR_MIN)
self.assertEquals(stride, 5)
offset = offsets.Hour()
result = fmod.to_offset(offset)
self.assertEquals(result, offset)
result = fmod.to_offset((5, 'T'))
expected = offsets.Minute(5)
self.assertEquals(result, expected)
self.assertRaises(KeyError, fmod.get_freq_code, (5, 'baz'))
self.assertRaises(ValueError, fmod.to_offset, '100foo')
self.assertRaises(ValueError, fmod.to_offset, ('', ''))
result = fmod.get_standard_freq(offsets.Hour())
self.assertEquals(result, 'H')
def test_frequency_misc(self):
assert (frequencies.get_freq_group('T') ==
frequencies.FreqGroup.FR_MIN)
code, stride = frequencies.get_freq_code(offsets.Hour())
assert code == frequencies.FreqGroup.FR_HR
code, stride = frequencies.get_freq_code((5, 'T'))
assert code == frequencies.FreqGroup.FR_MIN
assert stride == 5
offset = offsets.Hour()
result = frequencies.to_offset(offset)
assert result == offset
result = frequencies.to_offset((5, 'T'))
expected = offsets.Minute(5)
assert result == expected
with tm.assert_raises_regex(ValueError, 'Invalid frequency'):
frequencies.get_freq_code((5, 'baz'))
with tm.assert_raises_regex(ValueError, 'Invalid frequency'):
frequencies.to_offset('100foo')
with tm.assert_raises_regex(ValueError, 'Could not evaluate'):
frequencies.to_offset(('', ''))
with tm.assert_produces_warning(FutureWarning, check_stacklevel=False):
result = frequencies.get_standard_freq(offsets.Hour())
assert result == 'H'
def test_freq_code(self):
self.assertEqual(frequencies.get_freq("A"), 1000)
self.assertEqual(frequencies.get_freq("3A"), 1000)
self.assertEqual(frequencies.get_freq("-1A"), 1000)
self.assertEqual(frequencies.get_freq("W"), 4000)
self.assertEqual(frequencies.get_freq("W-MON"), 4001)
self.assertEqual(frequencies.get_freq("W-FRI"), 4005)
for freqstr, code in compat.iteritems(frequencies._period_code_map):
result = frequencies.get_freq(freqstr)
self.assertEqual(result, code)
result = frequencies.get_freq_group(freqstr)
self.assertEqual(result, code // 1000 * 1000)
result = frequencies.get_freq_group(code)
self.assertEqual(result, code // 1000 * 1000)
def test_freq_code(self):
assert frequencies.get_freq('A') == 1000
assert frequencies.get_freq('3A') == 1000
assert frequencies.get_freq('-1A') == 1000
assert frequencies.get_freq('W') == 4000
assert frequencies.get_freq('W-MON') == 4001
assert frequencies.get_freq('W-FRI') == 4005
for freqstr, code in compat.iteritems(frequencies._period_code_map):
result = frequencies.get_freq(freqstr)
assert result == code
result = frequencies.get_freq_group(freqstr)
assert result == code // 1000 * 1000
result = frequencies.get_freq_group(code)
assert result == code // 1000 * 1000
def test_freq_code(self):
assert frequencies.get_freq('A') == 1000
assert frequencies.get_freq('3A') == 1000
assert frequencies.get_freq('-1A') == 1000
assert frequencies.get_freq('W') == 4000
assert frequencies.get_freq('W-MON') == 4001
assert frequencies.get_freq('W-FRI') == 4005
for freqstr, code in compat.iteritems(frequencies._period_code_map):
result = frequencies.get_freq(freqstr)
assert result == code
result = frequencies.get_freq_group(freqstr)
assert result == code // 1000 * 1000
result = frequencies.get_freq_group(code)
assert result == code // 1000 * 1000
def test_freq_code(self):
self.assertEqual(frequencies.get_freq('A'), 1000)
self.assertEqual(frequencies.get_freq('3A'), 1000)
self.assertEqual(frequencies.get_freq('-1A'), 1000)
self.assertEqual(frequencies.get_freq('W'), 4000)
self.assertEqual(frequencies.get_freq('W-MON'), 4001)
self.assertEqual(frequencies.get_freq('W-FRI'), 4005)
for freqstr, code in compat.iteritems(frequencies._period_code_map):
result = frequencies.get_freq(freqstr)
self.assertEqual(result, code)
result = frequencies.get_freq_group(freqstr)
self.assertEqual(result, code // 1000 * 1000)
result = frequencies.get_freq_group(code)
self.assertEqual(result, code // 1000 * 1000)
def _get_string_slice(self, key):
if not self.is_monotonic:
raise ValueError("Partial indexing only valid for " "ordered time series")
key, parsed, reso = parse_time_string(key, self.freq)
grp = frequencies.Resolution.get_freq_group(reso)
freqn = frequencies.get_freq_group(self.freq)
if reso in ["day", "hour", "minute", "second"] and not grp < freqn:
raise KeyError(key)
t1, t2 = self._parsed_string_to_bounds(reso, parsed)
return slice(self.searchsorted(t1.ordinal, side="left"), self.searchsorted(t2.ordinal, side="right"))
def _get_string_slice(self, key):
if not self.is_monotonic:
raise ValueError('Partial indexing only valid for '
'ordered time series')
key, parsed, reso = parse_time_string(key, self.freq)
grp = frequencies.Resolution.get_freq_group(reso)
freqn = frequencies.get_freq_group(self.freq)
if reso in ['day', 'hour', 'minute', 'second'] and not grp < freqn:
raise KeyError(key)
t1, t2 = self._parsed_string_to_bounds(reso, parsed)
return slice(self.searchsorted(t1.ordinal, side='left'),
self.searchsorted(t2.ordinal, side='right'))
def _get_string_slice(self, key):
if not self.is_monotonic:
raise ValueError('Partial indexing only valid for '
'ordered time series')
key, parsed, reso = parse_time_string(key, self.freq)
grp = frequencies.Resolution.get_freq_group(reso)
freqn = frequencies.get_freq_group(self.freq)
if reso in ['day', 'hour', 'minute', 'second'] and not grp < freqn:
raise KeyError(key)
t1, t2 = self._parsed_string_to_bounds(reso, parsed)
return slice(self.searchsorted(t1.ordinal, side='left'),
self.searchsorted(t2.ordinal, side='right'))
def _quarterly_finder(vmin, vmax, freq):
if isinstance(freq, basestring):
freq = frequencies.get_freq(freq)
if frequencies.get_freq_group(freq) != FreqGroup.FR_QTR:
raise ValueError("Unexpected frequency")
periodsperyear = 4
vmin_orig = vmin
(vmin, vmax) = (int(vmin), int(vmax))
span = vmax - vmin + 1
#............................................
info = np.zeros(span,
dtype=[('val', int), ('maj', bool), ('min', bool),
('fmt', '|S8')])
info['val'] = np.arange(vmin, vmax + 1)
info['fmt'] = ''
dates_ = info['val']
info_maj = info['maj']
info_fmt = info['fmt']
year_start = (dates_ % 4 == 1).nonzero()[0]
#..............
if span <= 3.5 * periodsperyear:
info_maj[year_start] = True
info['min'] = True
info_fmt[:] = 'Q%q'
info_fmt[year_start] = 'Q%q\n%F'
if not has_level_label(year_start, vmin_orig):
if dates_.size > 1:
idx = 1
else:
idx = 0
info_fmt[idx] = 'Q%q\n%F'
#..............
elif span <= 11 * periodsperyear:
info_maj[year_start] = True
info['min'] = True
info_fmt[year_start] = '%F'
#..............
else:
years = dates_[year_start] // 4 + 1
nyears = span / periodsperyear
(min_anndef, maj_anndef) = _get_default_annual_spacing(nyears)
major_idx = year_start[(years % maj_anndef == 0)]
info_maj[major_idx] = True
info['min'][year_start[(years % min_anndef == 0)]] = True
info_fmt[major_idx] = '%F'
#..............
return info
def _quarterly_finder(vmin, vmax, freq):
if isinstance(freq, basestring):
freq = frequencies.get_freq(freq)
if frequencies.get_freq_group(freq) != FreqGroup.FR_QTR:
raise ValueError("Unexpected frequency")
periodsperyear = 4
vmin_orig = vmin
(vmin, vmax) = (int(vmin), int(vmax))
span = vmax - vmin + 1
#............................................
info = np.zeros(span,
dtype=[('val', int), ('maj', bool), ('min', bool),
('fmt', '|S8')])
info['val'] = np.arange(vmin, vmax + 1)
info['fmt'] = ''
dates_ = info['val']
info_maj = info['maj']
info_fmt = info['fmt']
year_start = (dates_ % 4 == 0).nonzero()[0]
#..............
if span <= 3.5 * periodsperyear:
info_maj[year_start] = True
info['min'] = True
info_fmt[:] = 'Q%q'
info_fmt[year_start] = 'Q%q\n%F'
if not has_level_label(year_start, vmin_orig):
if dates_.size > 1:
idx = 1
else:
idx = 0
info_fmt[idx] = 'Q%q\n%F'
#..............
elif span <= 11 * periodsperyear:
info_maj[year_start] = True
info['min'] = True
info_fmt[year_start] = '%F'
#..............
else:
years = dates_[year_start] // 4 + 1
nyears = span / periodsperyear
(min_anndef, maj_anndef) = _get_default_annual_spacing(nyears)
major_idx = year_start[(years % maj_anndef == 0)]
info_maj[major_idx] = True
info['min'][year_start[(years % min_anndef == 0)]] = True
info_fmt[major_idx] = '%F'
#..............
return info
def get_finder(freq):
if isinstance(freq, compat.string_types):
freq = frequencies.get_freq(freq)
fgroup = frequencies.get_freq_group(freq)
if fgroup == FreqGroup.FR_ANN:
return _annual_finder
elif fgroup == FreqGroup.FR_QTR:
return _quarterly_finder
elif freq == FreqGroup.FR_MTH:
return _monthly_finder
elif ((freq >= FreqGroup.FR_BUS) or fgroup == FreqGroup.FR_WK):
return _daily_finder
else: # pragma: no cover
errmsg = "Unsupported frequency: %s" % (freq)
raise NotImplementedError(errmsg)
def get_finder(freq):
if isinstance(freq, basestring):
freq = frequencies.get_freq(freq)
fgroup = frequencies.get_freq_group(freq)
if fgroup == FreqGroup.FR_ANN:
return _annual_finder
elif fgroup == FreqGroup.FR_QTR:
return _quarterly_finder
elif freq == FreqGroup.FR_MTH:
return _monthly_finder
elif (freq >= FreqGroup.FR_BUS) or fgroup == FreqGroup.FR_WK:
return _daily_finder
else: # pragma: no cover
errmsg = "Unsupported frequency: %s" % (freq)
raise NotImplementedError(errmsg)
def get_value(self, series, key):
"""
Fast lookup of value from 1-dimensional ndarray. Only use this if you
know what you're doing
"""
s = com._values_from_object(series)
try:
return com._maybe_box(self,
super(PeriodIndex, self).get_value(s, key),
series, key)
except (KeyError, IndexError):
try:
asdt, parsed, reso = parse_time_string(key, self.freq)
grp = frequencies.Resolution.get_freq_group(reso)
freqn = frequencies.get_freq_group(self.freq)
vals = self._values
# if our data is higher resolution than requested key, slice
if grp < freqn:
iv = Period(asdt, freq=(grp, 1))
ord1 = iv.asfreq(self.freq, how='S').ordinal
ord2 = iv.asfreq(self.freq, how='E').ordinal
if ord2 < vals[0] or ord1 > vals[-1]:
raise KeyError(key)
pos = np.searchsorted(self._values, [ord1, ord2])
key = slice(pos[0], pos[1] + 1)
return series[key]
elif grp == freqn:
key = Period(asdt, freq=self.freq).ordinal
return com._maybe_box(self, self._engine.get_value(s, key),
series, key)
else:
raise KeyError(key)
except TypeError:
pass
key = Period(key, self.freq).ordinal
return com._maybe_box(self, self._engine.get_value(s, key), series,
key)
def get_value(self, series, key):
"""
Fast lookup of value from 1-dimensional ndarray. Only use this if you
know what you're doing
"""
s = com._values_from_object(series)
try:
return com._maybe_box(self,
super(PeriodIndex, self).get_value(s, key),
series, key)
except (KeyError, IndexError):
try:
asdt, parsed, reso = parse_time_string(key, self.freq)
grp = frequencies.Resolution.get_freq_group(reso)
freqn = frequencies.get_freq_group(self.freq)
vals = self.values
# if our data is higher resolution than requested key, slice
if grp < freqn:
iv = Period(asdt, freq=(grp, 1))
ord1 = iv.asfreq(self.freq, how='S').ordinal
ord2 = iv.asfreq(self.freq, how='E').ordinal
if ord2 < vals[0] or ord1 > vals[-1]:
raise KeyError(key)
pos = np.searchsorted(self.values, [ord1, ord2])
key = slice(pos[0], pos[1] + 1)
return series[key]
elif grp == freqn:
key = Period(asdt, freq=self.freq).ordinal
return com._maybe_box(self, self._engine.get_value(s, key),
series, key)
else:
raise KeyError(key)
except TypeError:
pass
key = Period(key, self.freq).ordinal
return com._maybe_box(self, self._engine.get_value(s, key),
series, key)
def _annual_finder(vmin, vmax, freq):
if isinstance(freq, basestring):
freq = frequencies.get_freq(freq)
if frequencies.get_freq_group(freq) != FreqGroup.FR_ANN:
raise ValueError("Unexpected frequency")
(vmin, vmax) = (int(vmin), int(vmax + 1))
span = vmax - vmin + 1
# ..............
info = np.zeros(span, dtype=[("val", int), ("maj", bool), ("min", bool), ("fmt", "|S8")])
info["val"] = np.arange(vmin, vmax + 1)
info["fmt"] = ""
dates_ = info["val"]
# ..............
(min_anndef, maj_anndef) = _get_default_annual_spacing(span)
major_idx = dates_ % maj_anndef == 0
info["maj"][major_idx] = True
info["min"][(dates_ % min_anndef == 0)] = True
info["fmt"][major_idx] = "%Y"
# ..............
return info
def _annual_finder(vmin, vmax, freq):
if isinstance(freq, basestring):
freq = frequencies.get_freq(freq)
if frequencies.get_freq_group(freq) != FreqGroup.FR_ANN:
raise ValueError("Unexpected frequency")
(vmin, vmax) = (int(vmin), int(vmax + 1))
span = vmax - vmin + 1
#..............
info = np.zeros(span,
dtype=[('val', int), ('maj', bool), ('min', bool),
('fmt', '|S8')])
info['val'] = np.arange(vmin, vmax + 1)
info['fmt'] = ''
dates_ = info['val']
#..............
(min_anndef, maj_anndef) = _get_default_annual_spacing(span)
major_idx = dates_ % maj_anndef == 0
info['maj'][major_idx] = True
info['min'][(dates_ % min_anndef == 0)] = True
info['fmt'][major_idx] = '%Y'
#..............
return info
def _annual_finder(vmin, vmax, freq):
if isinstance(freq, basestring):
freq = frequencies.get_freq(freq)
if frequencies.get_freq_group(freq) != FreqGroup.FR_ANN:
raise ValueError("Unexpected frequency")
(vmin, vmax) = (int(vmin), int(vmax + 1))
span = vmax - vmin + 1
#..............
info = np.zeros(span,
dtype=[('val', int), ('maj', bool), ('min', bool),
('fmt', '|S8')])
info['val'] = np.arange(vmin, vmax + 1)
info['fmt'] = ''
dates_ = info['val']
#..............
(min_anndef, maj_anndef) = _get_default_annual_spacing(span)
major_idx = dates_ % maj_anndef == 0
info['maj'][major_idx] = True
info['min'][(dates_ % min_anndef == 0)] = True
info['fmt'][major_idx] = '%Y'
#..............
return info
def test_freq_group(self):
self.assertEqual(frequencies.get_freq_group('A'), 1000)
self.assertEqual(frequencies.get_freq_group('3A'), 1000)
self.assertEqual(frequencies.get_freq_group('-1A'), 1000)
self.assertEqual(frequencies.get_freq_group('A-JAN'), 1000)
self.assertEqual(frequencies.get_freq_group('A-MAY'), 1000)
self.assertEqual(frequencies.get_freq_group(offsets.YearEnd()), 1000)
self.assertEqual(frequencies.get_freq_group(offsets.YearEnd(month=1)),
1000)
self.assertEqual(frequencies.get_freq_group(offsets.YearEnd(month=5)),
1000)
self.assertEqual(frequencies.get_freq_group('W'), 4000)
self.assertEqual(frequencies.get_freq_group('W-MON'), 4000)
self.assertEqual(frequencies.get_freq_group('W-FRI'), 4000)
self.assertEqual(frequencies.get_freq_group(offsets.Week()), 4000)
self.assertEqual(frequencies.get_freq_group(offsets.Week(weekday=1)),
4000)
self.assertEqual(frequencies.get_freq_group(offsets.Week(weekday=5)),
4000)
def _daily_finder(vmin, vmax, freq):
periodsperday = -1
if freq >= FreqGroup.FR_HR:
if freq == FreqGroup.FR_SEC:
periodsperday = 24 * 60 * 60
elif freq == FreqGroup.FR_MIN:
periodsperday = 24 * 60
elif freq == FreqGroup.FR_HR:
periodsperday = 24
else: # pragma: no cover
raise ValueError("unexpected frequency: %s" % freq)
periodsperyear = 365 * periodsperday
periodspermonth = 28 * periodsperday
elif freq == FreqGroup.FR_BUS:
periodsperyear = 261
periodspermonth = 19
elif freq == FreqGroup.FR_DAY:
periodsperyear = 365
periodspermonth = 28
elif frequencies.get_freq_group(freq) == FreqGroup.FR_WK:
periodsperyear = 52
periodspermonth = 3
elif freq == FreqGroup.FR_UND:
periodsperyear = 100
periodspermonth = 10
else: # pragma: no cover
raise ValueError("unexpected frequency")
# save this for later usage
vmin_orig = vmin
(vmin, vmax) = (Period(ordinal=int(vmin), freq=freq),
Period(ordinal=int(vmax), freq=freq))
span = vmax.ordinal - vmin.ordinal + 1
dates_ = PeriodIndex(start=vmin, end=vmax, freq=freq)
# Initialize the output
info = np.zeros(span,
dtype=[('val', np.int64), ('maj', bool),
('min', bool), ('fmt', '|S20')])
info['val'][:] = dates_.values
info['fmt'][:] = ''
info['maj'][[0, -1]] = True
# .. and set some shortcuts
info_maj = info['maj']
info_min = info['min']
info_fmt = info['fmt']
def first_label(label_flags):
if (label_flags[0] == 0) and (label_flags.size > 1) and \
((vmin_orig % 1) > 0.0):
return label_flags[1]
else:
return label_flags[0]
# Case 1. Less than a month
if span <= periodspermonth:
day_start = period_break(dates_, 'day')
month_start = period_break(dates_, 'month')
def _hour_finder(label_interval, force_year_start):
_hour = dates_.hour
_prev_hour = (dates_-1).hour
hour_start = (_hour - _prev_hour) != 0
info_maj[day_start] = True
info_min[hour_start & (_hour % label_interval == 0)] = True
year_start = period_break(dates_, 'year')
info_fmt[hour_start & (_hour % label_interval == 0)] = '%H:%M'
info_fmt[day_start] = '%H:%M\n%d-%b'
info_fmt[year_start] = '%H:%M\n%d-%b\n%Y'
if force_year_start and not has_level_label(year_start, vmin_orig):
info_fmt[first_label(day_start)] = '%H:%M\n%d-%b\n%Y'
def _minute_finder(label_interval):
hour_start = period_break(dates_, 'hour')
_minute = dates_.minute
_prev_minute = (dates_-1).minute
minute_start = (_minute - _prev_minute) != 0
info_maj[hour_start] = True
info_min[minute_start & (_minute % label_interval == 0)] = True
year_start = period_break(dates_, 'year')
info_fmt = info['fmt']
info_fmt[minute_start & (_minute % label_interval == 0)] = '%H:%M'
info_fmt[day_start] = '%H:%M\n%d-%b'
info_fmt[year_start] = '%H:%M\n%d-%b\n%Y'
def _second_finder(label_interval):
minute_start = period_break(dates_, 'minute')
_second = dates_.second
_prev_second = (dates_-1).second
second_start = (_second - _prev_second) != 0
info['maj'][minute_start] = True
info['min'][second_start & (_second % label_interval == 0)] = True
year_start = period_break(dates_, 'year')
info_fmt = info['fmt']
info_fmt[second_start & (_second % label_interval == 0)] = '%H:%M:%S'
info_fmt[day_start] = '%H:%M:%S\n%d-%b'
info_fmt[year_start] = '%H:%M:%S\n%d-%b\n%Y'
if span < periodsperday / 12000.0: _second_finder(1)
elif span < periodsperday / 6000.0: _second_finder(2)
elif span < periodsperday / 2400.0: _second_finder(5)
elif span < periodsperday / 1200.0: _second_finder(10)
elif span < periodsperday / 800.0: _second_finder(15)
elif span < periodsperday / 400.0: _second_finder(30)
elif span < periodsperday / 150.0: _minute_finder(1)
elif span < periodsperday / 70.0: _minute_finder(2)
elif span < periodsperday / 24.0: _minute_finder(5)
elif span < periodsperday / 12.0: _minute_finder(15)
elif span < periodsperday / 6.0: _minute_finder(30)
elif span < periodsperday / 2.5: _hour_finder(1, False)
elif span < periodsperday / 1.5: _hour_finder(2, False)
elif span < periodsperday * 1.25: _hour_finder(3, False)
elif span < periodsperday * 2.5: _hour_finder(6, True)
elif span < periodsperday * 4: _hour_finder(12, True)
else:
info_maj[month_start] = True
info_min[day_start] = True
year_start = period_break(dates_, 'year')
info_fmt = info['fmt']
info_fmt[day_start] = '%d'
info_fmt[month_start] = '%d\n%b'
info_fmt[year_start] = '%d\n%b\n%Y'
if not has_level_label(year_start, vmin_orig):
if not has_level_label(month_start, vmin_orig):
info_fmt[first_label(day_start)] = '%d\n%b\n%Y'
else:
info_fmt[first_label(month_start)] = '%d\n%b\n%Y'
# Case 2. Less than three months
elif span <= periodsperyear // 4:
month_start = period_break(dates_, 'month')
info_maj[month_start] = True
if freq < FreqGroup.FR_HR:
info['min'] = True
else:
day_start = period_break(dates_, 'day')
info['min'][day_start] = True
week_start = period_break(dates_, 'week')
year_start = period_break(dates_, 'year')
info_fmt[week_start] = '%d'
info_fmt[month_start] = '\n\n%b'
info_fmt[year_start] = '\n\n%b\n%Y'
if not has_level_label(year_start, vmin_orig):
if not has_level_label(month_start, vmin_orig):
info_fmt[first_label(week_start)] = '\n\n%b\n%Y'
else:
info_fmt[first_label(month_start)] = '\n\n%b\n%Y'
# Case 3. Less than 14 months ...............
elif span <= 1.15 * periodsperyear:
year_start = period_break(dates_, 'year')
month_start = period_break(dates_, 'month')
week_start = period_break(dates_, 'week')
info_maj[month_start] = True
info_min[week_start] = True
info_min[year_start] = False
info_min[month_start] = False
info_fmt[month_start] = '%b'
info_fmt[year_start] = '%b\n%Y'
if not has_level_label(year_start, vmin_orig):
info_fmt[first_label(month_start)] = '%b\n%Y'
# Case 4. Less than 2.5 years ...............
elif span <= 2.5 * periodsperyear:
year_start = period_break(dates_, 'year')
quarter_start = period_break(dates_, 'quarter')
month_start = period_break(dates_, 'month')
info_maj[quarter_start] = True
info_min[month_start] = True
info_fmt[quarter_start] = '%b'
info_fmt[year_start] = '%b\n%Y'
# Case 4. Less than 4 years .................
elif span <= 4 * periodsperyear:
year_start = period_break(dates_, 'year')
month_start = period_break(dates_, 'month')
info_maj[year_start] = True
info_min[month_start] = True
info_min[year_start] = False
month_break = dates_[month_start].month
jan_or_jul = month_start[(month_break == 1) | (month_break == 7)]
info_fmt[jan_or_jul] = '%b'
info_fmt[year_start] = '%b\n%Y'
# Case 5. Less than 11 years ................
elif span <= 11 * periodsperyear:
year_start = period_break(dates_, 'year')
quarter_start = period_break(dates_, 'quarter')
info_maj[year_start] = True
info_min[quarter_start] = True
info_min[year_start] = False
info_fmt[year_start] = '%Y'
# Case 6. More than 12 years ................
else:
year_start = period_break(dates_, 'year')
year_break = dates_[year_start].year
nyears = span / periodsperyear
(min_anndef, maj_anndef) = _get_default_annual_spacing(nyears)
major_idx = year_start[(year_break % maj_anndef == 0)]
info_maj[major_idx] = True
minor_idx = year_start[(year_break % min_anndef == 0)]
info_min[minor_idx] = True
info_fmt[major_idx] = '%Y'
#............................................
return info
def test_freq_group(self):
assert frequencies.get_freq_group('A') == 1000
assert frequencies.get_freq_group('3A') == 1000
assert frequencies.get_freq_group('-1A') == 1000
assert frequencies.get_freq_group('A-JAN') == 1000
assert frequencies.get_freq_group('A-MAY') == 1000
assert frequencies.get_freq_group(offsets.YearEnd()) == 1000
assert frequencies.get_freq_group(offsets.YearEnd(month=1)) == 1000
assert frequencies.get_freq_group(offsets.YearEnd(month=5)) == 1000
assert frequencies.get_freq_group('W') == 4000
assert frequencies.get_freq_group('W-MON') == 4000
assert frequencies.get_freq_group('W-FRI') == 4000
assert frequencies.get_freq_group(offsets.Week()) == 4000
assert frequencies.get_freq_group(offsets.Week(weekday=1)) == 4000
assert frequencies.get_freq_group(offsets.Week(weekday=5)) == 4000
def test_freq_group(self):
assert frequencies.get_freq_group('A') == 1000
assert frequencies.get_freq_group('3A') == 1000
assert frequencies.get_freq_group('-1A') == 1000
assert frequencies.get_freq_group('A-JAN') == 1000
assert frequencies.get_freq_group('A-MAY') == 1000
assert frequencies.get_freq_group(offsets.YearEnd()) == 1000
assert frequencies.get_freq_group(offsets.YearEnd(month=1)) == 1000
assert frequencies.get_freq_group(offsets.YearEnd(month=5)) == 1000
assert frequencies.get_freq_group('W') == 4000
assert frequencies.get_freq_group('W-MON') == 4000
assert frequencies.get_freq_group('W-FRI') == 4000
assert frequencies.get_freq_group(offsets.Week()) == 4000
assert frequencies.get_freq_group(offsets.Week(weekday=1)) == 4000
assert frequencies.get_freq_group(offsets.Week(weekday=5)) == 4000
def test_freq_group(self):
self.assertEqual(frequencies.get_freq_group('A'), 1000)
self.assertEqual(frequencies.get_freq_group('3A'), 1000)
self.assertEqual(frequencies.get_freq_group('-1A'), 1000)
self.assertEqual(frequencies.get_freq_group('A-JAN'), 1000)
self.assertEqual(frequencies.get_freq_group('A-MAY'), 1000)
self.assertEqual(frequencies.get_freq_group(offsets.YearEnd()), 1000)
self.assertEqual(frequencies.get_freq_group(offsets.YearEnd(month=1)), 1000)
self.assertEqual(frequencies.get_freq_group(offsets.YearEnd(month=5)), 1000)
self.assertEqual(frequencies.get_freq_group('W'), 4000)
self.assertEqual(frequencies.get_freq_group('W-MON'), 4000)
self.assertEqual(frequencies.get_freq_group('W-FRI'), 4000)
self.assertEqual(frequencies.get_freq_group(offsets.Week()), 4000)
self.assertEqual(frequencies.get_freq_group(offsets.Week(weekday=1)), 4000)
self.assertEqual(frequencies.get_freq_group(offsets.Week(weekday=5)), 4000)
def _daily_finder(vmin, vmax, freq):
periodsperday = -1
if freq >= FreqGroup.FR_HR:
if freq == FreqGroup.FR_NS:
periodsperday = 24 * 60 * 60 * 1000000000
elif freq == FreqGroup.FR_US:
periodsperday = 24 * 60 * 60 * 1000000
elif freq == FreqGroup.FR_MS:
periodsperday = 24 * 60 * 60 * 1000
elif freq == FreqGroup.FR_SEC:
periodsperday = 24 * 60 * 60
elif freq == FreqGroup.FR_MIN:
periodsperday = 24 * 60
elif freq == FreqGroup.FR_HR:
periodsperday = 24
else: # pragma: no cover
raise ValueError("unexpected frequency: %s" % freq)
periodsperyear = 365 * periodsperday
periodspermonth = 28 * periodsperday
elif freq == FreqGroup.FR_BUS:
periodsperyear = 261
periodspermonth = 19
elif freq == FreqGroup.FR_DAY:
periodsperyear = 365
periodspermonth = 28
elif frequencies.get_freq_group(freq) == FreqGroup.FR_WK:
periodsperyear = 52
periodspermonth = 3
else: # pragma: no cover
raise ValueError("unexpected frequency")
# save this for later usage
vmin_orig = vmin
(vmin, vmax) = (Period(ordinal=int(vmin), freq=freq),
Period(ordinal=int(vmax), freq=freq))
span = vmax.ordinal - vmin.ordinal + 1
dates_ = PeriodIndex(start=vmin, end=vmax, freq=freq)
# Initialize the output
info = np.zeros(span,
dtype=[('val', np.int64), ('maj', bool),
('min', bool), ('fmt', '|S20')])
info['val'][:] = dates_.values
info['fmt'][:] = ''
info['maj'][[0, -1]] = True
# .. and set some shortcuts
info_maj = info['maj']
info_min = info['min']
info_fmt = info['fmt']
def first_label(label_flags):
if (label_flags[0] == 0) and (label_flags.size > 1) and \
((vmin_orig % 1) > 0.0):
return label_flags[1]
else:
return label_flags[0]
# Case 1. Less than a month
if span <= periodspermonth:
day_start = period_break(dates_, 'day')
month_start = period_break(dates_, 'month')
def _hour_finder(label_interval, force_year_start):
_hour = dates_.hour
_prev_hour = (dates_ - 1).hour
hour_start = (_hour - _prev_hour) != 0
info_maj[day_start] = True
info_min[hour_start & (_hour % label_interval == 0)] = True
year_start = period_break(dates_, 'year')
info_fmt[hour_start & (_hour % label_interval == 0)] = '%H:%M'
info_fmt[day_start] = '%H:%M\n%d-%b'
info_fmt[year_start] = '%H:%M\n%d-%b\n%Y'
if force_year_start and not has_level_label(year_start, vmin_orig):
info_fmt[first_label(day_start)] = '%H:%M\n%d-%b\n%Y'
def _minute_finder(label_interval):
hour_start = period_break(dates_, 'hour')
_minute = dates_.minute
_prev_minute = (dates_ - 1).minute
minute_start = (_minute - _prev_minute) != 0
info_maj[hour_start] = True
info_min[minute_start & (_minute % label_interval == 0)] = True
year_start = period_break(dates_, 'year')
info_fmt = info['fmt']
info_fmt[minute_start & (_minute % label_interval == 0)] = '%H:%M'
info_fmt[day_start] = '%H:%M\n%d-%b'
info_fmt[year_start] = '%H:%M\n%d-%b\n%Y'
def _second_finder(label_interval):
minute_start = period_break(dates_, 'minute')
_second = dates_.second
_prev_second = (dates_ - 1).second
second_start = (_second - _prev_second) != 0
info['maj'][minute_start] = True
info['min'][second_start & (_second % label_interval == 0)] = True
year_start = period_break(dates_, 'year')
info_fmt = info['fmt']
info_fmt[second_start & (_second %
label_interval == 0)] = '%H:%M:%S'
info_fmt[day_start] = '%H:%M:%S\n%d-%b'
info_fmt[year_start] = '%H:%M:%S\n%d-%b\n%Y'
if span < periodsperday / 12000.0:
_second_finder(1)
elif span < periodsperday / 6000.0:
_second_finder(2)
elif span < periodsperday / 2400.0:
_second_finder(5)
elif span < periodsperday / 1200.0:
_second_finder(10)
elif span < periodsperday / 800.0:
_second_finder(15)
elif span < periodsperday / 400.0:
_second_finder(30)
elif span < periodsperday / 150.0:
_minute_finder(1)
elif span < periodsperday / 70.0:
_minute_finder(2)
elif span < periodsperday / 24.0:
_minute_finder(5)
elif span < periodsperday / 12.0:
_minute_finder(15)
elif span < periodsperday / 6.0:
_minute_finder(30)
elif span < periodsperday / 2.5:
_hour_finder(1, False)
elif span < periodsperday / 1.5:
_hour_finder(2, False)
elif span < periodsperday * 1.25:
_hour_finder(3, False)
elif span < periodsperday * 2.5:
_hour_finder(6, True)
elif span < periodsperday * 4:
_hour_finder(12, True)
else:
info_maj[month_start] = True
info_min[day_start] = True
year_start = period_break(dates_, 'year')
info_fmt = info['fmt']
info_fmt[day_start] = '%d'
info_fmt[month_start] = '%d\n%b'
info_fmt[year_start] = '%d\n%b\n%Y'
if not has_level_label(year_start, vmin_orig):
if not has_level_label(month_start, vmin_orig):
info_fmt[first_label(day_start)] = '%d\n%b\n%Y'
else:
info_fmt[first_label(month_start)] = '%d\n%b\n%Y'
# Case 2. Less than three months
elif span <= periodsperyear // 4:
month_start = period_break(dates_, 'month')
info_maj[month_start] = True
if freq < FreqGroup.FR_HR:
info['min'] = True
else:
day_start = period_break(dates_, 'day')
info['min'][day_start] = True
week_start = period_break(dates_, 'week')
year_start = period_break(dates_, 'year')
info_fmt[week_start] = '%d'
info_fmt[month_start] = '\n\n%b'
info_fmt[year_start] = '\n\n%b\n%Y'
if not has_level_label(year_start, vmin_orig):
if not has_level_label(month_start, vmin_orig):
info_fmt[first_label(week_start)] = '\n\n%b\n%Y'
else:
info_fmt[first_label(month_start)] = '\n\n%b\n%Y'
# Case 3. Less than 14 months ...............
elif span <= 1.15 * periodsperyear:
year_start = period_break(dates_, 'year')
month_start = period_break(dates_, 'month')
week_start = period_break(dates_, 'week')
info_maj[month_start] = True
info_min[week_start] = True
info_min[year_start] = False
info_min[month_start] = False
info_fmt[month_start] = '%b'
info_fmt[year_start] = '%b\n%Y'
if not has_level_label(year_start, vmin_orig):
info_fmt[first_label(month_start)] = '%b\n%Y'
# Case 4. Less than 2.5 years ...............
elif span <= 2.5 * periodsperyear:
year_start = period_break(dates_, 'year')
quarter_start = period_break(dates_, 'quarter')
month_start = period_break(dates_, 'month')
info_maj[quarter_start] = True
info_min[month_start] = True
info_fmt[quarter_start] = '%b'
info_fmt[year_start] = '%b\n%Y'
# Case 4. Less than 4 years .................
elif span <= 4 * periodsperyear:
year_start = period_break(dates_, 'year')
month_start = period_break(dates_, 'month')
info_maj[year_start] = True
info_min[month_start] = True
info_min[year_start] = False
month_break = dates_[month_start].month
jan_or_jul = month_start[(month_break == 1) | (month_break == 7)]
info_fmt[jan_or_jul] = '%b'
info_fmt[year_start] = '%b\n%Y'
# Case 5. Less than 11 years ................
elif span <= 11 * periodsperyear:
year_start = period_break(dates_, 'year')
quarter_start = period_break(dates_, 'quarter')
info_maj[year_start] = True
info_min[quarter_start] = True
info_min[year_start] = False
info_fmt[year_start] = '%Y'
# Case 6. More than 12 years ................
else:
year_start = period_break(dates_, 'year')
year_break = dates_[year_start].year
nyears = span / periodsperyear
(min_anndef, maj_anndef) = _get_default_annual_spacing(nyears)
major_idx = year_start[(year_break % maj_anndef == 0)]
info_maj[major_idx] = True
minor_idx = year_start[(year_break % min_anndef == 0)]
info_min[minor_idx] = True
info_fmt[major_idx] = '%Y'
#............................................
return info
def test_freq_group(self):
self.assertEqual(frequencies.get_freq_group("A"), 1000)
self.assertEqual(frequencies.get_freq_group("3A"), 1000)
self.assertEqual(frequencies.get_freq_group("-1A"), 1000)
self.assertEqual(frequencies.get_freq_group("A-JAN"), 1000)
self.assertEqual(frequencies.get_freq_group("A-MAY"), 1000)
self.assertEqual(frequencies.get_freq_group(offsets.YearEnd()), 1000)
self.assertEqual(frequencies.get_freq_group(offsets.YearEnd(month=1)), 1000)
self.assertEqual(frequencies.get_freq_group(offsets.YearEnd(month=5)), 1000)
self.assertEqual(frequencies.get_freq_group("W"), 4000)
self.assertEqual(frequencies.get_freq_group("W-MON"), 4000)
self.assertEqual(frequencies.get_freq_group("W-FRI"), 4000)
self.assertEqual(frequencies.get_freq_group(offsets.Week()), 4000)
self.assertEqual(frequencies.get_freq_group(offsets.Week(weekday=1)), 4000)
self.assertEqual(frequencies.get_freq_group(offsets.Week(weekday=5)), 4000)
