#! /usr/bin/env python # -*- coding: utf-8 -*- import pytest import numpy as np from saqc.constants import * from saqc.funcs.constants import flagConstants, flagByVariance from saqc.core import initFlagsLike, Flags from tests.common import initData @pytest.fixture def data(): constants_data = initData( 1, start_date="2011-01-01 00:00:00", end_date="2011-01-01 03:00:00", freq="5min" ) constants_data.iloc[5:25] = 200 return constants_data def test_constants_flagBasic(data): field, *_ = data.columns flags = initFlagsLike(data) data, flags_result = flagConstants( data, field, flags, window="15Min", thresh=0.1, flag=BAD ) flagscol = flags_result[field] assert np.all(flagscol[5:25] == BAD) assert np.all(flagscol[:5] == UNFLAGGED) assert np.all(flagscol[25 + 1 :] == UNFLAGGED) def test_constants_flagVarianceBased(data): expected = np.arange(5, 25) field, *_ = data.columns flags = initFlagsLike(data) data, flags_result1 = flagByVariance(data, field, flags, window="1h", flag=BAD) flagscol = flags_result1[field] assert np.all(flagscol[5:25] == BAD) assert np.all(flagscol[:5] == UNFLAGGED) assert np.all(flagscol[25 + 1 :] == UNFLAGGED)