def test_apply_calibration_5():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
report = utils.find_report(calibrations['b'], nearest='2018-07-21')
assert report.number == 'H386'
data, _ = utils.read_database(report, 'temperature', start='2020-11-30', end='2021-05-29')
uncalibrated = [
['2020-11-30T10:13:42', 18.2],
['2020-12-30T17:19:18', 33.6],
['2021-01-29T19:06:41', 30.4],
['2021-02-28T20:31:30', 34.7],
['2021-03-30T21:54:52', 16.5],
['2021-04-29T15:30:45', 26.2],
]
for i in range(len(uncalibrated)):
assert data[i][0] == uncalibrated[i][0]
assert data[i][1] == uncalibrated[i][1]
data2 = utils.apply_calibration(data, report)
assert data2 is data # calculation is done in-place
calibrated = [
['2020-11-30T10:13:42', 18.2 + 0.01],
['2020-12-30T17:19:18', 33.6 + 0.01],
['2021-01-29T19:06:41', 30.4 + 0.01],
['2021-02-28T20:31:30', 34.7 + 0.01],
['2021-03-30T21:54:52', 16.5 + 0.01],
['2021-04-29T15:30:45', 26.2 + 0.01],
]
for i in range(len(uncalibrated)):
assert data2[i][0] == calibrated[i][0]
assert data2[i][1] == calibrated[i][1]
def test_calibration_report_to_json():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
report = utils.find_reports(calibrations, '01234')[0]
assert report.to_json() == {
'alias': 'b',
'component': '',
'confidence': '95%',
'coverage_factor': 2.0,
'date': '2020-12-17',
'end_date': '2020-12-14',
'humidity': {
'coefficients': [-5.11, 2.44e-2, 5.39e-4],
'expanded_uncertainty': 1.1,
'max': 80.0,
'min': 30.0,
'unit': '%rh',
},
'number': 'H502',
'serial': '01234',
'start_date': '2020-12-11',
'temperature': {
'coefficients': [0.07],
'expanded_uncertainty': 0.12,
'max': 25.0,
'min': 15.0,
'unit': 'C'
}
}
def test_apply_calibration_4():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
report = utils.find_report(calibrations['f - Probe 2'])
assert report.number == 'H389'
data, _ = utils.read_database(report, 'temperature', start='2018-11-11', end='2019-06-09')
uncalibrated = [
['2018-11-11T02:41:00', 24.9],
['2018-12-11T04:45:53', 18.2],
['2019-01-10T21:03:28', 35.3],
['2019-02-09T20:51:08', 17.1],
['2019-03-11T19:40:08', 33.2],
['2019-04-10T07:35:28', 18.0],
['2019-05-10T13:44:06', 27.8],
]
for i in range(len(uncalibrated)):
assert data[i][0] == uncalibrated[i][0]
assert data[i][1] == uncalibrated[i][1]
data2 = utils.apply_calibration(data, report)
assert data2 is data # calculation is done in-place
calibrated = [
['2018-11-11T02:41:00', 24.9 + (0.1 + 0.06*24.9 + 0.01*(24.9**2) + 2.3e-4*(24.9**3))],
['2018-12-11T04:45:53', 18.2 + (0.1 + 0.06*18.2 + 0.01*(18.2**2) + 2.3e-4*(18.2**3))],
['2019-01-10T21:03:28', 35.3 + (0.1 + 0.06*35.3 + 0.01*(35.3**2) + 2.3e-4*(35.3**3))],
['2019-02-09T20:51:08', 17.1 + (0.1 + 0.06*17.1 + 0.01*(17.1**2) + 2.3e-4*(17.1**3))],
['2019-03-11T19:40:08', 33.2 + (0.1 + 0.06*33.2 + 0.01*(33.2**2) + 2.3e-4*(33.2**3))],
['2019-04-10T07:35:28', 18.0 + (0.1 + 0.06*18.0 + 0.01*(18.0**2) + 2.3e-4*(18.0**3))],
['2019-05-10T13:44:06', 27.8 + (0.1 + 0.06*27.8 + 0.01*(27.8**2) + 2.3e-4*(27.8**3))],
]
for i in range(len(uncalibrated)):
assert data2[i][0] == calibrated[i][0]
assert data2[i][1] == calibrated[i][1]
def test_apply_calibration_2():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
report = utils.find_report(calibrations['f - Probe 1'])
assert report.number == 'H842'
data, _ = utils.read_database(report, 'humidity', start='2018-11-11', end='2019-06-09')
uncalibrated = [
['2018-11-11T02:41:00', 26.2],
['2018-12-11T04:45:53', 32.1],
['2019-01-10T21:03:28', 20.4],
['2019-02-09T20:51:08', 36.8],
['2019-03-11T19:40:08', 32.5],
['2019-04-10T07:35:28', 75.4],
['2019-05-10T13:44:06', 41.2],
]
for i in range(len(uncalibrated)):
assert data[i][0] == uncalibrated[i][0]
assert data[i][1] == uncalibrated[i][1]
data2 = utils.apply_calibration(data, report)
assert data2 is data # calculation is done in-place
calibrated = [
['2018-11-11T02:41:00', 26.2 + (-8.3 + 1.23*26.2 + 3.56e-3*(26.2**2))],
['2018-12-11T04:45:53', 32.1 + (-8.3 + 1.23*32.1 + 3.56e-3*(32.1**2))],
['2019-01-10T21:03:28', 20.4 + (-8.3 + 1.23*20.4 + 3.56e-3*(20.4**2))],
['2019-02-09T20:51:08', 36.8 + (-8.3 + 1.23*36.8 + 3.56e-3*(36.8**2))],
['2019-03-11T19:40:08', 32.5 + (-8.3 + 1.23*32.5 + 3.56e-3*(32.5**2))],
['2019-04-10T07:35:28', 75.4 + (-8.3 + 1.23*75.4 + 3.56e-3*(75.4**2))],
['2019-05-10T13:44:06', 41.2 + (-8.3 + 1.23*41.2 + 3.56e-3*(41.2**2))],
]
for i in range(len(uncalibrated)):
assert data2[i][0] == calibrated[i][0]
assert data2[i][1] == calibrated[i][1]
def test_apply_calibration_1():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
report = utils.find_report(calibrations['f - Probe 1'])
assert report.number == 'H842'
data, _ = utils.read_database(report, 'temperature', start='2018-11-11', end='2019-06-09')
uncalibrated = [
['2018-11-11T02:41:00', 22.3],
['2018-12-11T04:45:53', 27.9],
['2019-01-10T21:03:28', 34.4],
['2019-02-09T20:51:08', 23.0],
['2019-03-11T19:40:08', 20.5],
['2019-04-10T07:35:28', 21.3],
['2019-05-10T13:44:06', 29.3],
]
for i in range(len(uncalibrated)):
assert data[i][0] == uncalibrated[i][0]
assert data[i][1] == uncalibrated[i][1]
data2 = utils.apply_calibration(data, report)
assert data2 is data # calculation is done in-place
calibrated = [
['2018-11-11T02:41:00', 22.3 + (0.002 + 0.32*22.3)],
['2018-12-11T04:45:53', 27.9 + (0.002 + 0.32*27.9)],
['2019-01-10T21:03:28', 34.4 + (0.002 + 0.32*34.4)],
['2019-02-09T20:51:08', 23.0 + (0.002 + 0.32*23.0)],
['2019-03-11T19:40:08', 20.5 + (0.002 + 0.32*20.5)],
['2019-04-10T07:35:28', 21.3 + (0.002 + 0.32*21.3)],
['2019-05-10T13:44:06', 29.3 + (0.002 + 0.32*29.3)],
]
for i in range(len(uncalibrated)):
assert data2[i][0] == calibrated[i][0]
assert data2[i][1] == calibrated[i][1]
def test_find_reports():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
reports = utils.find_reports(calibrations, '01234')
assert len(reports) == 1
assert reports[0].number == 'H502'
assert reports[0] is utils.find_report(calibrations['b'])
reports = utils.find_reports(calibrations, '01234', nearest='2018-06-10')
assert len(reports) == 1
assert reports[0].number == 'H386'
assert reports[0] is utils.find_report(calibrations['b'], nearest=datetime(2018, 6, 10))
reports = utils.find_reports(calibrations, '01234', nearest='2015-04-28')
assert len(reports) == 1
assert reports[0].number == 'H322'
assert reports[0] is utils.find_report(calibrations['b'], nearest=datetime(2015, 4, 28))
reports = utils.find_reports(calibrations, '56789')
assert len(reports) == 2
assert reports[0].number == 'H842'
assert reports[1].number == 'H389'
assert reports[0] is utils.find_report(calibrations['f - Probe 1'])
assert reports[1] is utils.find_report(calibrations['f - Probe 2'])
reports = utils.find_reports(calibrations, '56789', nearest='2017-01-01')
assert len(reports) == 2
assert reports[0].number == 'H388'
assert reports[1].number == 'H389'
assert reports[0] is utils.find_report(calibrations['f - Probe 1'], nearest='2017-01-01')
assert reports[1] is utils.find_report(calibrations['f - Probe 2'], nearest='2017-01-01')
reports = utils.find_reports(calibrations, 'abcdefg')
assert len(reports) == 0
def test_find_report():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
cal = calibrations['b']
assert utils.find_report(cal).number == 'H502'
assert utils.find_report(cal, '2018-08-22').number == 'H386'
assert utils.find_report(cal, '2010-08-22').number == 'H322'
assert utils.find_report(cal, '2021-08-22').number == 'H502'
assert utils.find_report(cal, '2020-06-04').number == 'H502'
assert utils.find_report(cal, datetime(2019, 4, 3)).number == 'H386'
assert utils.find_report(cal, datetime(2019, 12, 30)).number == 'H502'
assert utils.find_report(cal, datetime(2017, 1, 1)).number == 'H322'
cal = calibrations['f - Probe 1']
assert utils.find_report(cal).number == 'H842'
assert utils.find_report(cal, '2018-08-22').number == 'H388'
assert utils.find_report(cal, '2010-08-22').number == 'H388'
assert utils.find_report(cal, '2021-08-22').number == 'H842'
assert utils.find_report(cal, '2020-06-04').number == 'H842'
assert utils.find_report(cal, datetime(2019, 4, 3)).number == 'H388'
assert utils.find_report(cal, datetime(2019, 12, 30)).number == 'H842'
assert utils.find_report(cal, datetime(2017, 1, 1)).number == 'H388'
cal = calibrations['f - Probe 2']
assert utils.find_report(cal).number == 'H389'
assert utils.find_report(cal, '2018-08-22').number == 'H389'
assert utils.find_report(cal, '2010-08-22').number == 'H389'
assert utils.find_report(cal, '2021-08-22').number == 'H389'
assert utils.find_report(cal, '2020-06-04').number == 'H389'
assert utils.find_report(cal, datetime(2019, 4, 3)).number == 'H389'
assert utils.find_report(cal, datetime(2019, 12, 30)).number == 'H389'
assert utils.find_report(cal, datetime(2017, 1, 1)).number == 'H389'
def test_config_unit_units():
# the "temperature" and "humidity" XML elements support an
# attrib name "unit" or "units"
cfg_min = Config(os.path.join(resources, 'config_unit_units.xml'))
_, calibrations, _ = utils.initialize_webapp(cfg_min, '01234')
assert len(calibrations) == 1
cal = calibrations['b'][0]
assert cal.serial == '01234'
assert os.path.basename(cal.dbase_file) == 'iTHX-W3-5_01234.sqlite3'
assert cal.component == ''
assert cal.probe == ''
assert cal.date == utils.fromisoformat('2020-12-17')
assert cal.number == 'unit-units'
assert cal.start_date == utils.fromisoformat('2020-12-11')
assert cal.end_date == utils.fromisoformat('2020-12-14')
assert cal.coverage_factor == 2.0
assert cal.confidence == '95%'
assert cal.temperature['unit'] == 'degree Celsius'
assert cal.temperature['min'] == 15.0
assert cal.temperature['max'] == 25.0
assert cal.temperature['coefficients'] == [0.0]
assert cal.temperature['expanded_uncertainty'] == 1.0
assert cal.humidity['unit'] == 'percent-relative-humidity'
assert cal.humidity['min'] == 30.0
assert cal.humidity['max'] == 80.0
assert cal.humidity['coefficients'] == [0.0]
assert cal.humidity['expanded_uncertainty'] == 1.0
def test_initialize_webapp_config_minimal():
# the 'config_minimal.xml' file does not contain any of the Optional XML elements
cfg_min = Config(os.path.join(resources, 'config_minimal.xml'))
dropdown_options, calibrations, omegas = utils.initialize_webapp(cfg_min, serials)
assert len(dropdown_options) == 3
assert dropdown_options[0] == {'label': 'b', 'value': 'b'}
assert dropdown_options[1] == {'label': 'f - Probe 1', 'value': 'f - Probe 1'}
assert dropdown_options[2] == {'label': 'f - Probe 2', 'value': 'f - Probe 2'}
assert len(calibrations) == 3
assert len(calibrations['b']) == 3
assert len(calibrations['f - Probe 1']) == 2
assert len(calibrations['f - Probe 2']) == 1
assert len(omegas) == 2
assert '01234' in omegas
assert '56789' in omegas
def test_apply_calibration_6():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
data = {
'error': None,
'alias': 'something',
'datetime': '2020-11-30T10:13:42',
'temperature': 26.2,
'humidity': 59.4,
'dewpoint': 17.6,
}
data_copy = data.copy()
calibrated = {
'error': None,
'alias': 'something',
'datetime': '2020-11-30T10:13:42',
'temperature': 26.2 + 0.01,
'humidity': 59.4 + (-9.5 + 0.326*59.4 - 0.00505*(59.4**2) + 0.0000321*(59.4**3)),
'dewpoint': 17.6,
}
report = utils.find_report(calibrations['b'], nearest='2018-07-21')
assert report.number == 'H386'
data2 = utils.apply_calibration(data, report)
assert data2 is data # calculation is done in-place
assert data2['error'] is calibrated['error']
assert data2['alias'] == calibrated['alias']
assert data2['datetime'] == calibrated['datetime']
assert abs(data2['temperature'] - calibrated['temperature']) < 1e-10
assert abs(data2['humidity'] - calibrated['humidity']) < 1e-10
assert data2['dewpoint'] == calibrated['dewpoint']
for report in utils.find_reports(calibrations, '01234', nearest='2018-07-21'):
data_copy = utils.apply_calibration(data_copy, report)
assert data_copy['error'] is calibrated['error']
assert data_copy['alias'] == calibrated['alias']
assert data_copy['datetime'] == calibrated['datetime']
assert abs(data_copy['temperature'] - calibrated['temperature']) < 1e-10
assert abs(data_copy['humidity'] - calibrated['humidity']) < 1e-10
assert data_copy['dewpoint'] == calibrated['dewpoint']
def test_apply_calibration_3():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
report = utils.find_report(calibrations['f - Probe 1'])
assert report.number == 'H842'
data, _ = utils.read_database(report, 'dewpoint', start='2018-11-11', end='2019-06-09')
uncalibrated = [
['2018-11-11T02:41:00', 2.0],
['2018-12-11T04:45:53', 9.7],
['2019-01-10T21:03:28', 8.7],
['2019-02-09T20:51:08', 7.5],
['2019-03-11T19:40:08', 3.4],
['2019-04-10T07:35:28', 16.8],
['2019-05-10T13:44:06', 14.8],
]
for i in range(len(uncalibrated)):
assert data[i][0] == uncalibrated[i][0]
assert data[i][1] == uncalibrated[i][1]
data2 = utils.apply_calibration(data, report)
assert data2 is data # calculation is done in-place
for i in range(len(uncalibrated)):
assert data2[i][0] == uncalibrated[i][0]
assert data2[i][1] == uncalibrated[i][1]
def test_apply_calibration_8():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
data1 = {
'error': 'yes',
'alias': '',
'datetime': '2020-11-30T10:13:42',
'temperature': None,
'humidity': None,
'dewpoint': None,
}
report = utils.find_report(calibrations['b'])
data1_out = utils.apply_calibration(data1, report)
assert data1_out['error'] == 'yes'
assert len(data1_out['alias']) == 0
assert data1_out['datetime'] == '2020-11-30T10:13:42'
assert data1_out['temperature'] is None
assert data1_out['humidity'] is None
assert data1_out['dewpoint'] is None
data2 = {
'error': 'abc123',
'alias': 'xyZ',
'datetime': '2021-06-11T03:12:19',
'temperature1': None,
'humidity1': None,
'dewpoint1': None,
'temperature2': None,
'humidity2': None,
'dewpoint2': None,
}
report1 = utils.find_report(calibrations['f - Probe 1'])
report2 = utils.find_report(calibrations['f - Probe 2'])
data2_out = utils.apply_calibration(utils.apply_calibration(data2, report1), report2)
assert data2_out['error'] == 'abc123'
assert data2_out['alias'] == 'xyZ'
assert data2_out['datetime'] == '2021-06-11T03:12:19'
assert data2_out['temperature1'] is None
assert data2_out['humidity1'] is None
assert data2_out['dewpoint1'] is None
assert data2_out['temperature2'] is None
assert data2_out['humidity2'] is None
assert data2_out['dewpoint2'] is None
data3 = {
'error': 'abc123',
'alias': 'j knmc k',
'datetime': '2021-06-11T03:12:19',
'temperature1': None,
'humidity1': None,
'dewpoint1': None,
'temperature2': None,
'humidity2': None,
'dewpoint2': None,
}
for report in utils.find_reports(calibrations, '56789'):
data3 = utils.apply_calibration(data3, report)
assert data3['error'] == 'abc123'
assert data3['alias'] == 'j knmc k'
assert data3['datetime'] == '2021-06-11T03:12:19'
assert data3['temperature1'] is None
assert data3['humidity1'] is None
assert data3['dewpoint1'] is None
assert data3['temperature2'] is None
assert data3['humidity2'] is None
assert data3['dewpoint2'] is None
data4 = {
'error': 'yes',
'alias': 'alias',
'datetime': '2020-11-30T10:13:42',
'temperature': None,
'humidity': None,
'dewpoint': None,
}
for report in utils.find_reports(calibrations, '01234'):
data4 = utils.apply_calibration(data4, report)
assert data4['error'] == 'yes'
assert data4['alias'] == 'alias'
assert data4['datetime'] == '2020-11-30T10:13:42'
assert data4['temperature'] is None
assert data4['humidity'] is None
assert data4['dewpoint'] is None
def test_apply_calibration_7():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
data = {
'error': None,
'alias': 'abcd',
'datetime': '2020-11-30T10:13:42',
'temperature1': 26.2,
'humidity1': 59.4,
'dewpoint1': 17.6,
'temperature2': 24.8,
'humidity2': 45.7,
'dewpoint2': 11.3,
}
data_copy = data.copy()
data2_copy = data.copy()
calibrated = {
'error': None,
'alias': 'abcd',
'datetime': '2020-11-30T10:13:42',
'temperature1': 26.2 + (0.04 + 0.13*26.2),
'humidity1': 59.4 + (-10.2 + 0.393*59.4 - 0.00637*(59.4**2) + 0.000039*(59.4**3)),
'dewpoint1': 17.6,
'temperature2': 24.8 + (0.1 + 0.06*24.8 + 0.01*(24.8**2) + 2.3e-4*(24.8**3)),
'humidity2': 45.7 + (4.2 + 0.931*45.7 + 0.00482*(45.7**2)),
'dewpoint2': 11.3,
}
report1 = utils.find_report(calibrations['f - Probe 1'], nearest='2018-07-21')
assert report1.number == 'H388'
data1 = utils.apply_calibration(data, report1)
assert data1 is data # calculation is done in-place
# temperature1 and humidity1 had the calibration equation applied
assert data1['error'] is calibrated['error']
assert data1['alias'] == calibrated['alias']
assert data1['datetime'] == calibrated['datetime']
assert abs(data1['temperature1'] - calibrated['temperature1']) < 1e-10
assert abs(data1['humidity1'] - calibrated['humidity1']) < 1e-10
assert data1['dewpoint1'] == calibrated['dewpoint1']
assert data1['temperature2'] == data['temperature2']
assert data1['humidity2'] == data['humidity2']
assert data1['dewpoint2'] == calibrated['dewpoint2']
report2 = utils.find_report(calibrations['f - Probe 2'], nearest='2018-07-21')
assert report2.number == 'H389'
data2 = utils.apply_calibration(data1, report2)
assert data2 is data # calculation is done in-place
assert data2 is data1 # calculation is done in-place
# temperature2 and humidity2 had the calibration equation applied
assert data2['error'] is calibrated['error']
assert data2['alias'] == calibrated['alias']
assert data2['datetime'] == calibrated['datetime']
assert abs(data2['temperature1'] - calibrated['temperature1']) < 1e-10
assert abs(data2['humidity1'] - calibrated['humidity1']) < 1e-10
assert data2['dewpoint1'] == calibrated['dewpoint1']
assert abs(data2['temperature2'] - calibrated['temperature2']) < 1e-10
assert abs(data2['humidity2'] - calibrated['humidity2']) < 1e-10
assert data2['dewpoint2'] == calibrated['dewpoint2']
report1 = utils.find_report(calibrations['f - Probe 1'], nearest='2018-07-21')
report2 = utils.find_report(calibrations['f - Probe 2'], nearest='2018-07-21')
for r in [report1, report2]:
data_copy = utils.apply_calibration(data_copy, r)
assert data_copy['error'] is calibrated['error']
assert data_copy['alias'] == calibrated['alias']
assert data_copy['datetime'] == calibrated['datetime']
assert abs(data_copy['temperature1'] - calibrated['temperature1']) < 1e-10
assert abs(data_copy['humidity1'] - calibrated['humidity1']) < 1e-10
assert data_copy['dewpoint1'] == calibrated['dewpoint1']
assert abs(data_copy['temperature2'] - calibrated['temperature2']) < 1e-10
assert abs(data_copy['humidity2'] - calibrated['humidity2']) < 1e-10
assert data_copy['dewpoint2'] == calibrated['dewpoint2']
for report in utils.find_reports(calibrations, '56789', nearest='2018-07-21'):
data2_copy = utils.apply_calibration(data2_copy, report)
assert data2_copy['error'] is calibrated['error']
assert data2_copy['alias'] == calibrated['alias']
assert data2_copy['datetime'] == calibrated['datetime']
assert abs(data2_copy['temperature1'] - calibrated['temperature1']) < 1e-10
assert abs(data2_copy['humidity1'] - calibrated['humidity1']) < 1e-10
assert data2_copy['dewpoint1'] == calibrated['dewpoint1']
assert abs(data2_copy['temperature2'] - calibrated['temperature2']) < 1e-10
assert abs(data2_copy['humidity2'] - calibrated['humidity2']) < 1e-10
assert data2_copy['dewpoint2'] == calibrated['dewpoint2']
def test_initialize_webapp():
dropdown_options, calibrations, omegas = utils.initialize_webapp(cfg, serials)
assert len(dropdown_options) == 3
assert dropdown_options[0] == {'label': 'b', 'value': 'b'}
assert dropdown_options[1] == {'label': 'f - Probe 1', 'value': 'f - Probe 1'}
assert dropdown_options[2] == {'label': 'f - Probe 2', 'value': 'f - Probe 2'}
assert len(calibrations) == 3
assert len(calibrations['b']) == 3
assert len(calibrations['f - Probe 1']) == 2
assert len(calibrations['f - Probe 2']) == 1
assert len(omegas) == 2
assert '01234' in omegas
assert '56789' in omegas
cal = calibrations['b'][0]
assert cal.serial == '01234'
assert os.path.basename(cal.dbase_file) == 'iTHX-W3-5_01234.sqlite3'
assert cal.component == ''
assert cal.probe == ''
assert cal.date == utils.fromisoformat('2020-12-17')
assert cal.number == 'H502'
assert cal.start_date == utils.fromisoformat('2020-12-11')
assert cal.end_date == utils.fromisoformat('2020-12-14')
assert cal.coverage_factor == 2.0
assert cal.confidence == '95%'
assert cal.temperature['unit'] == 'C'
assert cal.temperature['min'] == 15.0
assert cal.temperature['max'] == 25.0
assert cal.temperature['coefficients'] == [0.07]
assert cal.temperature['expanded_uncertainty'] == 0.12
assert cal.humidity['unit'] == '%rh'
assert cal.humidity['min'] == 30.0
assert cal.humidity['max'] == 80.0
assert cal.humidity['coefficients'] == [-5.11, 2.44e-2, 5.39e-4]
assert cal.humidity['expanded_uncertainty'] == 1.1
cal = calibrations['b'][1]
assert cal.serial == '01234'
assert os.path.basename(cal.dbase_file) == 'iTHX-W3-5_01234.sqlite3'
assert cal.component == ''
assert cal.probe == ''
assert cal.date == utils.fromisoformat('2018-07-21')
assert cal.number == 'H386'
assert cal.start_date == utils.fromisoformat('2018-06-08')
assert cal.end_date == utils.fromisoformat('2018-06-11')
assert cal.coverage_factor == 2.0
assert cal.confidence == '95%'
assert cal.temperature['unit'] == 'C'
assert cal.temperature['min'] == 18.0
assert cal.temperature['max'] == 24.0
assert cal.temperature['coefficients'] == [0.01]
assert cal.temperature['expanded_uncertainty'] == 0.13
assert cal.humidity['unit'] == '%rh'
assert cal.humidity['min'] == 30.0
assert cal.humidity['max'] == 85.0
assert cal.humidity['coefficients'] == [-9.5, 0.326, -5.05e-3, 3.21e-5]
assert cal.humidity['expanded_uncertainty'] == 0.9
cal = calibrations['b'][2]
assert cal.serial == '01234'
assert os.path.basename(cal.dbase_file) == 'iTHX-W3-5_01234.sqlite3'
assert cal.component == ''
assert cal.probe == ''
assert cal.date == utils.fromisoformat('2016-02-22')
assert cal.number == 'H322'
assert cal.start_date == utils.fromisoformat('2016-01-20')
assert cal.end_date == utils.fromisoformat('2016-01-22')
assert cal.coverage_factor == 2.0
assert cal.confidence == '95%'
assert cal.temperature['unit'] == 'C'
assert cal.temperature['min'] == 17.0
assert cal.temperature['max'] == 23.0
assert cal.temperature['coefficients'] == [0.05]
assert cal.temperature['expanded_uncertainty'] == 0.12
assert cal.humidity['unit'] == '%rh'
assert cal.humidity['min'] == 30.0
assert cal.humidity['max'] == 80.0
assert cal.humidity['coefficients'] == [-3.44, 4.87e-2]
assert cal.humidity['expanded_uncertainty'] == 0.8
cal = calibrations['f - Probe 1'][0]
assert cal.serial == '56789'
assert os.path.basename(cal.dbase_file) == 'iTHX-W_56789.sqlite3'
assert cal.component == 'Probe 1'
assert cal.probe == '1'
assert cal.date == utils.fromisoformat('2020-06-12')
assert cal.number == 'H842'
assert cal.start_date == utils.fromisoformat('2020-06-01')
assert cal.end_date == utils.fromisoformat('2020-06-03')
assert cal.coverage_factor == 2.0
assert cal.confidence == '95%'
assert cal.temperature['unit'] == 'C'
assert cal.temperature['min'] == 15.0
assert cal.temperature['max'] == 25.0
assert cal.temperature['coefficients'] == [0.002, 0.32]
assert cal.temperature['expanded_uncertainty'] == 0.12
assert cal.humidity['unit'] == '%rh'
assert cal.humidity['min'] == 30.0
assert cal.humidity['max'] == 80.0
assert cal.humidity['coefficients'] == [-8.3, 1.23, 3.56e-3]
assert cal.humidity['expanded_uncertainty'] == 0.8
cal = calibrations['f - Probe 1'][1]
assert cal.serial == '56789'
assert os.path.basename(cal.dbase_file) == 'iTHX-W_56789.sqlite3'
assert cal.component == 'Probe 1'
assert cal.probe == '1'
assert cal.date == utils.fromisoformat('2018-07-21')
assert cal.number == 'H388'
assert cal.start_date == utils.fromisoformat('2018-06-08')
assert cal.end_date == utils.fromisoformat('2018-06-11')
assert cal.coverage_factor == 2.0
assert cal.confidence == '95%'
assert cal.temperature['unit'] == 'C'
assert cal.temperature['min'] == 18.0
assert cal.temperature['max'] == 24.0
assert cal.temperature['coefficients'] == [0.04, 0.13]
assert cal.temperature['expanded_uncertainty'] == 0.13
assert cal.humidity['unit'] == '%rh'
assert cal.humidity['min'] == 30.0
assert cal.humidity['max'] == 85.0
assert cal.humidity['coefficients'] == [-10.2, 0.393, -6.37e-3, 3.9e-5]
assert cal.humidity['expanded_uncertainty'] == 1.0
cal = calibrations['f - Probe 2'][0]
assert cal.serial == '56789'
assert os.path.basename(cal.dbase_file) == 'iTHX-W_56789.sqlite3'
assert cal.component == 'Probe 2'
assert cal.probe == '2'
assert cal.date == utils.fromisoformat('2018-07-21')
assert cal.number == 'H389'
assert cal.start_date == utils.fromisoformat('2018-06-08')
assert cal.end_date == utils.fromisoformat('2018-06-11')
assert cal.coverage_factor == 2.0
assert cal.confidence == '95%'
assert cal.temperature['unit'] == 'C'
assert cal.temperature['min'] == 18.0
assert cal.temperature['max'] == 24.0
assert cal.temperature['coefficients'] == [0.1, 0.06, 0.01, 2.3e-4]
assert cal.temperature['expanded_uncertainty'] == 0.14
assert cal.humidity['unit'] == '%rh'
assert cal.humidity['min'] == 30.0
assert cal.humidity['max'] == 85.0
assert cal.humidity['coefficients'] == [4.2, 0.931, 0.00482]
assert cal.humidity['expanded_uncertainty'] == 0.8
dropdown_options, calibrations, omegas = utils.initialize_webapp(cfg, '01234')
assert len(dropdown_options) == 1
assert dropdown_options[0] == {'label': 'b', 'value': 'b'}
assert len(calibrations) == 1
assert len(calibrations['b']) == 3
assert len(omegas) == 1
assert '01234' in omegas
dropdown_options, calibrations, omegas = utils.initialize_webapp(cfg, '56789')
assert len(dropdown_options) == 2
assert dropdown_options[0] == {'label': 'f - Probe 1', 'value': 'f - Probe 1'}
assert dropdown_options[1] == {'label': 'f - Probe 2', 'value': 'f - Probe 2'}
assert len(calibrations) == 2
assert len(calibrations['f - Probe 1']) == 2
assert len(calibrations['f - Probe 2']) == 1
assert len(omegas) == 1
assert '56789' in omegas
def test_read_database():
_, calibrations, _ = utils.initialize_webapp(cfg, serials)
report = calibrations['b'][0]
data, _ = utils.read_database(report, 'temperature')
assert data.dtype.names == ('datetime', 'temperature')
assert data[0][0] == '2015-01-01T20:29:27'
assert data[0][1] == 18.5
assert data[79][0] == '2021-06-28T21:16:48'
assert data[79][1] == 16.7
data, _ = utils.read_database(report, 'humidity', start='2019-09-07')
assert data.dtype.names == ('datetime', 'humidity')
assert data[0][0] == '2019-09-07T11:35:11'
assert data[0][1] == 37.8
assert data[22][0] == '2021-06-28T21:16:48'
assert data[22][1] == 61.0
data, _ = utils.read_database(report, 'humidity', end=datetime(2017, 9, 17))
assert data.dtype.names == ('datetime', 'humidity')
assert data[0][0] == '2015-01-01T20:29:27'
assert data[0][1] == 68.2
assert data[32][0] == '2017-08-18T14:42:31'
assert data[32][1] == 76.2
data, _ = utils.read_database(report, 'dewpoint', start=datetime(2016, 8, 23), end='2019-12-06T08:36:43')
assert data.dtype.names == ('datetime', 'dewpoint')
assert data[0][0] == '2016-08-23T13:04:32'
assert data[0][1] == 21.7
assert data[40][0] == '2019-12-06T08:36:43'
assert data[40][1] == 26.6
report = calibrations['f - Probe 1'][0]
data, _ = utils.read_database(report, 'temperature')
assert data.dtype.names == ('datetime', 'temperature')
assert data[0][0] == '2015-01-01T23:56:47'
assert data[0][1] == 15.3
assert data[79][0] == '2021-06-28T18:53:48'
assert data[79][1] == 16.9
report = calibrations['f - Probe 2'][0]
data, _ = utils.read_database(report, 'temperature', start='2015-06-30')
assert data.dtype.names == ('datetime', 'temperature')
assert data[0][0] == '2015-06-30T00:29:56'
assert data[0][1] == 22.3
assert data[73][0] == '2021-06-28T18:53:48'
assert data[73][1] == 19.6
report = calibrations['f - Probe 1'][1]
data, _ = utils.read_database(report, 'humidity', end=datetime(2020, 3, 1))
assert data.dtype.names == ('datetime', 'humidity')
assert data[0][0] == '2015-01-01T23:56:47'
assert data[0][1] == 76.1
assert data[62][0] == '2020-02-04T05:52:17'
assert data[62][1] == 48.2
report = calibrations['f - Probe 2'][0]
data, _ = utils.read_database(report, 'humidity', start=datetime(2020, 1, 1), end=datetime(2020, 2, 4))
assert data.dtype.names == ('datetime', 'humidity')
assert len(data) == 1
assert data[0][0] == '2020-01-05T15:09:59'
assert data[0][1] == 60.4
report = calibrations['f - Probe 1'][1]
data, _ = utils.read_database(report, 'dewpoint', start='2015-05-29', end=datetime(2018, 8, 13))
assert data.dtype.names == ('datetime', 'dewpoint')
assert data[0][0] == '2015-05-31T16:40:02'
assert data[0][1] == 9.3
assert data[38][0] == '2018-07-14T00:12:37'
assert data[38][1] == 10.0
report = calibrations['f - Probe 2'][0]
data, _ = utils.read_database(report, 'dewpoint', start='2021-05-20', end=datetime(2030, 8, 13))
assert data.dtype.names == ('datetime', 'dewpoint')
assert data[0][0] == '2021-05-29T06:24:31'
assert data[0][1] == 17.0
assert data[1][0] == '2021-06-28T18:53:48'
assert data[1][1] == 10.6