def test_keep_columns_of_interest(self):
"""assert vdrive data keeps only the columns of interest (I/V and eI/V)"""
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.keep_columns_of_interest()
pd_vdrive_data_iv = o_vdrive.data.raw_iv
pd_vdrive_data_eiv = o_vdrive.data.raw_eiv
list_name_of_iv_columns = pd_vdrive_data_iv.columns.values
list_name_of_eiv_columns = pd_vdrive_data_eiv.columns.values
# make sure all the columns are iv or eiv
number_of_iv_columns = 0
number_of_eiv_columns = 0
iv_re_string = r'^I/V_\w*$'
for _index, _label in enumerate(list_name_of_iv_columns):
m_iv = re.match(iv_re_string, _label)
if m_iv:
number_of_iv_columns += 1
self.assertEqual(number_of_iv_columns, len(list_name_of_iv_columns))
eiv_re_string = r'^eI/V_\w*$'
for _index, _label in enumerate(list_name_of_eiv_columns):
m_eiv = re.match(eiv_re_string, _label)
if m_eiv:
number_of_eiv_columns += 1
self.assertEqual(number_of_eiv_columns, len(list_name_of_eiv_columns))
def test_mean_omega_45(self):
"""assert mean omega 45 works correctly for iv and eiv (bank1)"""
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.calculate_mean_omega_45()
self.assertEqual(o_vdrive.bank1.iv_mean_omega_45, [])
self.assertEqual(o_vdrive.bank1.eiv_mean_omega_45, [])
vdrive_file = self.filename
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.keep_columns_of_interest()
o_vdrive.isolating_banks()
o_vdrive.calculate_mean_omega_45()
# iv
mean_iv_omega_45_returned = o_vdrive.bank1.iv_mean_omega_45
mean_iv_omega_45_expected = [2.451589167, 2.399450833,
0.841268417, 1.271379167,
0.320264833, 0.288333667]
_returned_expected = zip(mean_iv_omega_45_expected[0:6], mean_iv_omega_45_returned)
for _returned, _expected in _returned_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
# eiv
mean_eiv_omega_45_returned = o_vdrive.bank1.eiv_mean_omega_45
mean_eiv_omega_45_expected = [0.054312417, 0.053232583,
0.01754925, 0.01939325,
0.007362275, 0.00547845]
_returned_expected = zip(mean_eiv_omega_45_expected[0:6], mean_eiv_omega_45_returned)
for _returned, _expected in _returned_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
def test_table2_bank1(self):
"""assert table2 works for banks 1"""
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.initialize_bank_xaxis()
o_vdrive.keep_columns_of_interest()
o_vdrive.isolating_banks()
o_vdrive.calculate_mean_omega_45()
o_vdrive.calculate_sin_omega()
o_vdrive.calculate_bank2_iv_ratio_omega_90()
o_vdrive.calculate_table2()
# bank1
bank1_table2_calculated = o_vdrive.bank1.table2
# col 0 - first 17 elements
bank1_table2_expected_col_0 = [1.733535324, np.NaN, np.NaN, np.NaN, np.NaN,
np.NaN, np.NaN, np.NaN, np.NaN, np.NaN, np.NaN,
np.NaN, 1.497578584, 1.408625503, 1.563963996,
1.669969226, 1.784584795]
_returned_expected = zip(bank1_table2_calculated[:17, 0], bank1_table2_expected_col_0)
for _returned, _expected in _returned_expected:
if np.isnan(_returned) and np.isnan(_expected):
self.assertTrue(True)
else:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
# col 0 - last 17 elements
bank1_table2_expected_col_0 = [2.430585, 2.776015, 2.66494, 2.263505, 2.796755,
2.478, 2.0942, 2.009715, 2.978445, 2.883115,
1.982715, 2.527035]
_returned_expected = zip(bank1_table2_calculated[-12:, 0], bank1_table2_expected_col_0)
for _returned, _expected in _returned_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
# col 2
bank1_table2_expected_col_2 = [0.594866602, np.NaN, np.NaN, np.NaN, np.NaN,
np.NaN, np.NaN, np.NaN, np.NaN, np.NaN, np.NaN,
np.NaN, 0.505373308, 0.538642618, 0.649678462,
0.588877515, 0.568471623]
_returned_expected = zip(bank1_table2_calculated[:17, 2], bank1_table2_expected_col_2)
for _returned, _expected in _returned_expected:
if np.isnan(_returned) and np.isnan(_expected):
self.assertTrue(True)
else:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
# col 3 - last 17 elements
bank1_table2_expected_col_3 = [0.897326, 0.9429855, 0.8060015, 1.102025,
0.802711, 0.9386, 0.8509655, 1.007736,
0.853531, 0.8713325, 0.79393, 0.8506025]
_returned_expected = zip(bank1_table2_calculated[-12:, 3], bank1_table2_expected_col_3)
for _returned, _expected in _returned_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
def test_isolating_banks(self):
"""assert bank1 and bank2 data are correctly isolated"""
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.keep_columns_of_interest()
o_vdrive.isolating_banks()
# bank1
bank1_iv_columns_values = o_vdrive.bank1.iv.columns.values
bank1_iv_columns_expected = ['I/V_Ni111_1',
'I/V_Ni200_1',
'I/V_Ni220_1',
'I/V_Ni311_1',
'I/V_Ni222_1',
'I/V_Ni400_1']
self.assertTrue((bank1_iv_columns_values[0:6] == bank1_iv_columns_expected).all())
bank1_eiv_columns_values = o_vdrive.bank1.eiv.columns.values
bank1_eiv_columns_expected = ['eI/V_Ni111_1',
'eI/V_Ni200_1',
'eI/V_Ni220_1',
'eI/V_Ni311_1',
'eI/V_Ni222_1',
'eI/V_Ni400_1']
self.assertTrue((bank1_eiv_columns_values[0:6] == bank1_eiv_columns_expected).all())
# bank2
bank2_iv_columns_values = o_vdrive.bank2.iv.columns.values
bank2_iv_columns_expected = ['I/V_Ni111_2',
'I/V_Ni200_2',
'I/V_Ni220_2',
'I/V_Ni311_2',
'I/V_Ni222_2',
'I/V_Ni400_2']
self.assertTrue((bank2_iv_columns_values[0:6] == bank2_iv_columns_expected).all())
bank2_eiv_columns_values = o_vdrive.bank2.eiv.columns.values
bank2_eiv_columns_expected = ['eI/V_Ni111_2',
'eI/V_Ni200_2',
'eI/V_Ni220_2',
'eI/V_Ni311_2',
'eI/V_Ni222_2',
'eI/V_Ni400_2']
self.assertTrue((bank2_eiv_columns_values[0:6] == bank2_eiv_columns_expected).all())
def test_output_table(self):
"""assert output table is correctly calculated"""
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.initialize_bank_xaxis()
o_vdrive.keep_columns_of_interest()
o_vdrive.isolating_banks()
o_vdrive.calculate_mean_omega_45()
o_vdrive.calculate_sin_omega()
o_vdrive.calculate_bank2_iv_ratio_omega_90()
o_vdrive.calculate_table2()
o_vdrive.calculate_mean_table2()
o_vdrive.calculate_output_table()
output_table_calculated = o_vdrive.output_table
# col 0 top
output_table_col0_top_expected = [0.812640079, np.NaN, np.NaN, np.NaN, np.NaN, np.NaN,
np.NaN, np.NaN, np.NaN, np.NaN, np.NaN, np.NaN,
0.702029178, 0.660330092, 0.733149078, 0.782841806,
0.836570855, 0.857984191, 1.03785908, 1.071183875,
1.000483599]
_returned_expected = zip(output_table_calculated[0:21, 0],
output_table_col0_top_expected)
for _returned, _expected in _returned_expected:
if np.isnan(_returned) and np.isnan(_expected):
self.assertTrue(True)
else:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
# col 0 bottom
output_table_col0_bottom_expected = [1.01526225, 2.307186346, 0.879244772,
1.163050838, 0.779546467, 1.154482123,
1.578486721, 1.142830628, 1.402556211,
np.NaN, np.NaN, np.NaN, np.NaN, np.NaN,
np.NaN, np.NaN, np.NaN, np.NaN, np.NaN, np.NaN]
_returned_expected = zip(output_table_calculated[-21:, 0],
output_table_col0_bottom_expected)
for _returned, _expected in _returned_expected:
if np.isnan(_returned) and np.isnan(_expected):
self.assertTrue(True)
else:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
def test_mean_table(self):
"""assert mean table2 is correct"""
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.initialize_bank_xaxis()
o_vdrive.keep_columns_of_interest()
o_vdrive.isolating_banks()
o_vdrive.calculate_mean_omega_45()
o_vdrive.calculate_sin_omega()
o_vdrive.calculate_bank2_iv_ratio_omega_90()
o_vdrive.calculate_table2()
o_vdrive.calculate_mean_table2()
mean_calculated = o_vdrive.mean_table
mean_expected = [2.133214161, 1.168463923, 0.836050093, 0.969270446,
0.279793507, 0.143081008, 0.413152847, 0.370048531]
_calculated_vs_expected = zip(mean_calculated, mean_expected)
for _returned, _expected in _calculated_vs_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
def test_table2_bank2(self):
"""assert sin(omega)*iv works for banks 2"""
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.initialize_bank_xaxis()
o_vdrive.keep_columns_of_interest()
o_vdrive.isolating_banks()
o_vdrive.calculate_mean_omega_45()
o_vdrive.calculate_sin_omega()
o_vdrive.calculate_bank2_iv_ratio_omega_90()
o_vdrive.calculate_table2()
bank2_table_calculated = o_vdrive.bank2.table2
# top part of col 0
top_part_col_0_calculated = bank2_table_calculated[0:10, 0]
top_part_col_0_expected = [1.655954058, 1.589657279, 1.379463645, 1.03711278,
1.64395099, 0.898081364, 1.146506992, 0.907738153,
0.879945042, 0.885502018]
_returned_vs_expected = zip(top_part_col_0_calculated, top_part_col_0_expected)
for _returned, _expected in _returned_vs_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
# top part of col 2
top_part_col_2_calculated = bank2_table_calculated[0:10, 2]
top_part_col_2_expected = [1.075608189, 0.810566687, 0.741113623, 0.652813589,
0.553629733, 1.147922011, 0.766310021, 0.537520495,
0.48164904, 0.627781758]
_returned_vs_expected = zip(top_part_col_2_calculated, top_part_col_2_expected)
for _returned, _expected in _returned_vs_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
# bottom part of col 0
bottom_part_col_0_calculated = bank2_table_calculated[-12:, 0]
bottom_part_col_0_expected = [2.478929294, 2.189971774, 3.270427705, 2.801114774,
1.88676372, 2.323232895, 1.96169545, 2.769796199,
2.55591012, 2.735695043, 3.342786421, 3.290499535]
_returned_vs_expected = zip(bottom_part_col_0_calculated, bottom_part_col_0_expected)
for _returned, _expected in _returned_vs_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
def test_stdev_omega_45(self):
"""assert std dev omega 45 works correctly"""
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.calculate_stdev_omega_45()
self.assertEqual(o_vdrive.bank1.iv_stdev_omega_45, [])
self.assertEqual(o_vdrive.bank1.eiv_stdev_omega_45, [])
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.keep_columns_of_interest()
o_vdrive.isolating_banks()
o_vdrive.calculate_stdev_omega_45()
# iv
std_iv_omega_45_returned = o_vdrive.bank1.iv_stdev_omega_45
std_iv_omega_45_expected = [0.260401269, 0.332260911,
0.057889314, 0.122683245,
0.031568719, 0.040697648]
_returned_expected = zip(std_iv_omega_45_returned[0:6], std_iv_omega_45_expected)
for _returned, _expected in _returned_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
def test_bank2_iv_ratio_omega_90(self):
"""assert bank2 iv ratio omega 90"""
vdrive_file = self.filename
o_vdrive = VDriveHandler(filename=vdrive_file)
o_vdrive.initialize_bank_xaxis()
o_vdrive.keep_columns_of_interest()
o_vdrive.isolating_banks()
o_vdrive.calculate_mean_omega_45()
o_vdrive.calculate_sin_omega()
o_vdrive.calculate_bank2_iv_ratio_omega_90()
# col 0
iv_ratio_omega_90_calculated = o_vdrive.bank2.iv_ratio_omega_90[:,0]
iv_ratio_omega_90_expected = [1.033983906, 0.879617289, 0.892355783, 0.715981561,
0.691115888, 0.652407466, 0.530479435, 0.749767571,
0.700354435, 1.079204328, 1.05466988, 1.327044616]
_returned_vs_expected = zip(iv_ratio_omega_90_calculated, iv_ratio_omega_90_expected)
for _returned, _expected in _returned_vs_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
# col 2
iv_ratio_omega_90_calculated = o_vdrive.bank2.iv_ratio_omega_90[:,2]
iv_ratio_omega_90_expected = [1.124049719, 0.994620789, 0.762225514, 0.963104237,
0.555244755, 0.579175129, 0.742196268, 0.836293488,
0.792550412, 1.015357199, 1.17216025, 1.084610855]
_returned_vs_expected = zip(iv_ratio_omega_90_calculated, iv_ratio_omega_90_expected)
for _returned, _expected in _returned_vs_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)
# mean values
_mean_iv_ratio_omega_90_calculated = o_vdrive.bank2.mean_iv_ratio_omega_90[0:7]
_mean_iv_ratio_omega_90_expected = [0.85891518, 0.857602759, 0.885132385, 0.891429027,
0.928733701, 0.908020406, 0.919771881]
_returned_vs_expected = zip(_mean_iv_ratio_omega_90_calculated, _mean_iv_ratio_omega_90_expected)
for _returned, _expected in _returned_vs_expected:
self.assertAlmostEqual(_returned, _expected, delta=self.maxDiff)