def test__detect_anoms_no_num_obs_per_period(self):
with self.assertRaises(AssertionError):
_detect_anoms(self.data1,
k=0.02,
alpha=0.05,
num_obs_per_period=None,
use_decomp=False,
use_esd=False,
direction='both')
def test__detect_anoms_use_esd_true(self):
shesd = _detect_anoms(self.data1,
k=0.02,
alpha=0.05,
num_obs_per_period=1440,
use_decomp=True,
use_esd=True,
direction='both')
self.assertEqual(133, len(shesd['anoms']))
def test__detect_anoms_neg(self):
shesd = _detect_anoms(self.data1,
k=0.02,
alpha=0.05,
num_obs_per_period=1440,
use_decomp=True,
use_esd=False,
direction='neg')
self.assertEqual(85, len(shesd['anoms']))