diff --git a/tests/pytest.ini b/tests/pytest.ini
new file mode 100644
index 0000000000000000000000000000000000000000..761785364d830bba7a3a0d192c5943dc832630a6
--- /dev/null
+++ b/tests/pytest.ini
@@ -0,0 +1,3 @@
+[pytest]
+markers =
+ slow: marks tests as slow (deselect with '-m "not slow"')
diff --git a/tests/test_input_checks.py b/tests/test_input_checks.py
new file mode 100644
index 0000000000000000000000000000000000000000..eb1691aa5135aa985cd12c494902bd8a5e3a9d96
--- /dev/null
+++ b/tests/test_input_checks.py
@@ -0,0 +1,612 @@
+from collections import namedtuple
+
+import numpy as np
+import pandas as pd
+import pytest
+
+from toarstats.input_checks import (
+ check_crops, check_data, check_data_capture, check_index,
+ check_input_parameters, check_metadata, check_required_parameters,
+ check_sampling, check_seasons, check_station_climatic_zone,
+ check_station_latitude, check_station_longitude, check_statistics,
+ check_values, from_pandas, is_correct_type, is_empty, is_in_range,
+ to_collection
+)
+
+
+class TestIsCorrectType:
+ def test_is_correct_type_non_collection_single_type(self):
+ assert is_correct_type(True, bool)
+ assert is_correct_type("string", str)
+ assert is_correct_type(3, int)
+ assert is_correct_type(7.12, float)
+ assert not is_correct_type(True, float)
+ assert not is_correct_type("string", bool)
+ assert not is_correct_type(3, str)
+ assert not is_correct_type(7.12, int)
+
+ def test_is_correct_type_non_collection_multiple_types(self):
+ assert is_correct_type(True, (bool, str))
+ assert is_correct_type("string", (str, int))
+ assert is_correct_type(3, (int, float))
+ assert is_correct_type(7.12, (float, bool))
+ assert not is_correct_type(True, (float, str))
+ assert not is_correct_type("string", (bool, int))
+ assert not is_correct_type(3, (str, float))
+ assert not is_correct_type(7.12, (int, bool))
+
+ def test_is_correct_type_collection_single_type(self):
+ assert is_correct_type([True], list, bool)
+ assert is_correct_type(["string"], list, str)
+ assert is_correct_type([3], list, int)
+ assert is_correct_type([7.12], list, float)
+ assert not is_correct_type([True], list, float)
+ assert not is_correct_type(["string"], list, bool)
+ assert not is_correct_type([3], list, str)
+ assert not is_correct_type([7.12], list, int)
+
+ def test_is_correct_type_collection_multiple_types(self):
+ assert is_correct_type([True], list, (bool, str))
+ assert is_correct_type(["string"], list, (str, int))
+ assert is_correct_type([3], list, (int, float))
+ assert is_correct_type([7.12], list, (float, bool))
+ assert not is_correct_type([True], list, (float, str))
+ assert not is_correct_type(["string"], list, (bool, int))
+ assert not is_correct_type([3], list, (str, float))
+ assert not is_correct_type([7.12], list, (int, bool))
+
+ def test_is_correct_type_collection_multiple_values_multiple_types(self):
+ assert is_correct_type(["string", "another string", 3, 4],
+ (list, set, tuple), (str, int))
+ assert not is_correct_type(["string", "another string", 3, 4],
+ (list, set, tuple), (str, float))
+
+
+class TestCheckSampling:
+ def test_check_sampling_wrong_type(self):
+ error_msg = "The sampling parameter is required and must be a string"
+ for argument in (3.14, True, 100, {"A", "B", "C"}):
+ with pytest.raises(TypeError) as excinfo:
+ check_sampling(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_sampling_wrong_value(self):
+ error_msg = "The sampling parameter must be one of"
+ for argument in ("abc", "test", "not right"):
+ with pytest.raises(ValueError) as excinfo:
+ check_sampling(argument)
+ assert str(excinfo.value).startswith(error_msg)
+
+ def test_check_sampling_right_value(self):
+ assert check_sampling("daily") == "daily"
+ assert check_sampling(" vegseason ") == "vegseason"
+ assert check_sampling("annual ") == "annual"
+ assert check_sampling(" monthly") == "monthly"
+
+
+class TestIsEmpty:
+ def test_is_empty_collections(self):
+ assert is_empty([])
+ assert is_empty(tuple())
+ assert is_empty(set())
+ assert not is_empty([1, 2])
+ assert not is_empty((1, 2))
+ assert not is_empty({1, 2})
+
+ def test_is_empty_string(self):
+ assert is_empty("")
+ assert is_empty("\t\n")
+ assert is_empty(" ")
+ assert not is_empty("string")
+ assert not is_empty("\tstring\n")
+ assert not is_empty(" string ")
+
+
+class TestToCollection:
+ def test_to_collection_collections(self):
+ assert to_collection(["test"]) == ["test"]
+ assert to_collection(("test",)) == ("test",)
+ assert to_collection({"test"}) == {"test"}
+
+ def test_to_collection_string(self):
+ assert to_collection("test") == ["test"]
+ assert to_collection("string") == ["string"]
+
+
+class TestCheckStatistics:
+ def test_check_statistics_wrong_type(self):
+ error_msg = ("The statistics parameter is required and must either be"
+ " a single string or a collection of strings in the form"
+ " of a list, set or tuple")
+ for argument in (3.14, True, 100, ["A", 3.1], ("A", 12), {"A", 1.2}):
+ with pytest.raises(TypeError) as excinfo:
+ check_statistics(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_statistics_empty(self):
+ error_msg = "No statistics given"
+ for argument in ([], tuple(), set(), "", " "):
+ with pytest.raises(ValueError) as excinfo:
+ check_statistics(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_statistics_wrong_value(self):
+ error_msg = "Test is not a recognized statistic, available are"
+ with pytest.raises(ValueError) as excinfo:
+ check_statistics(["dma8epax", "Test", "perc95"])
+ assert str(excinfo.value).startswith(error_msg)
+
+ def test_check_statistics_diurnal_cycle_not_alone(self):
+ error_msg = "Diurnal cycle can only be evaluated alone"
+ with pytest.raises(ValueError) as excinfo:
+ check_statistics(["dma8epax", "diurnal_cycle", "perc95"])
+ assert error_msg == str(excinfo.value)
+
+ def test_check_statistics_right_values(self):
+ assert check_statistics("diurnal_cycle") == ["diurnal_cycle"]
+ assert check_statistics(["diurnal_cycle"]) == ["diurnal_cycle"]
+ assert check_statistics(("perc95", "somo35")) == ["perc95", "somo35"]
+ assert check_statistics(("perc95", "perc95", "somo35")) == ["perc95",
+ "somo35"]
+ assert check_statistics({"perc95"}) == ["perc95"]
+
+
+class TestFromPandas:
+ def test_from_pandas_series(self):
+ index = pd.date_range(start="2000", periods=3, freq="H")
+ out_index, out_value = from_pandas(pd.Series([1., 2., 3.], index))
+ pd.testing.assert_index_equal(out_index, index)
+ np.testing.assert_array_equal([1., 2., 3.], out_value)
+
+ def test_from_pandas_data_frame(self):
+ index = pd.date_range(start="2000", periods=2, freq="H")
+ frame1 = pd.DataFrame({"values": [3., 2.], "value": [1., 2.]}, index)
+ frame2 = pd.DataFrame({"values": [3., 2.], "other": [1., 2.]}, index)
+ frame3 = pd.DataFrame({"one": [5., 2.], "two": [1., 2.]}, index)
+ frame4 = pd.DataFrame(index=index)
+ frame5 = pd.DataFrame()
+ out_index1, out_value1 = from_pandas(frame1)
+ out_index2, out_value2 = from_pandas(frame2)
+ out_index3, out_value3 = from_pandas(frame3)
+ out_index4, out_value4 = from_pandas(frame4)
+ out_index5, out_value5 = from_pandas(frame5)
+ pd.testing.assert_index_equal(out_index1, index)
+ np.testing.assert_array_equal([1., 2.], out_value1)
+ pd.testing.assert_index_equal(out_index2, index)
+ np.testing.assert_array_equal([3., 2.], out_value2)
+ pd.testing.assert_index_equal(out_index3, index)
+ np.testing.assert_array_equal([5., 2.], out_value3)
+ pd.testing.assert_index_equal(out_index4, index)
+ np.testing.assert_array_equal([], out_value4)
+ pd.testing.assert_index_equal(out_index5, pd.Index([]))
+ np.testing.assert_array_equal([], out_value5)
+
+
+class TestCheckIndex:
+ def test_check_index_wrong_type(self):
+ error_msg = "No datetime index given"
+ with pytest.raises(TypeError) as excinfo:
+ check_index(["2000-01-01 00:00", "2000-01-01 01:00"])
+ assert error_msg == str(excinfo.value)
+
+ def test_check_index_wrong_value(self):
+ error_msg = ("The datetime index may not be empty, have duplicates or"
+ " null values")
+ index1 = pd.DatetimeIndex([])
+ index2 = pd.DatetimeIndex(["2000-01-01 00:00", "2000-01-01 00:00"])
+ index3 = pd.DatetimeIndex(["2000-01-01 00:00", "NaT"])
+ for index in (index1, index2, index3):
+ with pytest.raises(ValueError) as excinfo:
+ check_index(index)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_index_correct_index(self):
+ index = pd.DatetimeIndex(["2000-01-01 00:00", "2000-01-01 01:00"])
+ assert check_index(index) is None
+
+
+class TestCheckValues:
+ def test_check_values_wrong_type(self):
+ error_msg = ("Values must be given in a one-dimensional float or int"
+ " array")
+ values1 = [1., 2., 3.]
+ values2 = np.array([[1.], [2.], [3.]])
+ values3 = np.array(["Hello", "World", 1, 2.])
+ for argument in (values1, values2, values3):
+ with pytest.raises(TypeError) as excinfo:
+ check_values(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_values_empty(self):
+ error_msg = "No values given"
+ values1 = np.array([])
+ values2 = np.array([np.nan, np.nan])
+ for argument in (values1, values2):
+ with pytest.raises(ValueError) as excinfo:
+ check_values(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_values_right_values(self):
+ values1 = np.array([1, 2., 3, 4.])
+ values2 = np.array([1., np.nan, 3, 4.])
+ values3 = np.array([1, 2, 3])
+ for argument in (values1, values2, values3):
+ assert check_values(argument) is None
+
+
+class TestCheckData:
+ def test_check_data_wrong_type_data(self):
+ error_msg = "The data parameter must be a data frame or series"
+ for argument in ("Test", 1.2, 50, True):
+ with pytest.raises(TypeError) as excinfo:
+ check_data(argument, None, None)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_data_wrong_type_index(self):
+ error_msg = "Index(...) must be called with a collection of some kind"
+ for argument in ("Test", 1.2, 50, True):
+ with pytest.raises(TypeError) as excinfo:
+ check_data(None, argument, 1)
+ assert str(excinfo.value).startswith(error_msg)
+
+ def test_check_data_different_lengths(self):
+ error_msg = "Length of values (3) does not match length of index (1)"
+ with pytest.raises(ValueError) as excinfo:
+ check_data(None, pd.DatetimeIndex(["2000"]), [1, 2, 3])
+ assert error_msg == str(excinfo.value)
+
+ def test_check_data_correct_data(self):
+ index = pd.date_range(
+ start="2000", periods=3, freq="H", tz="Europe/Berlin"
+ )
+ values = np.array([5., 6.1, 7])
+ expected = pd.DataFrame(
+ {"values": values}, index=index.tz_localize(None)
+ )
+ pd.testing.assert_frame_equal(
+ check_data(pd.DataFrame(values, index=index), None, None), expected
+ )
+ pd.testing.assert_frame_equal(
+ check_data(pd.Series(values, index=index), None, None), expected
+ )
+ pd.testing.assert_frame_equal(
+ check_data(None, index, values), expected
+ )
+
+
+class TestIsInRange:
+ def test_is_in_range_float(self):
+ assert is_in_range(0.1, 0, 1)
+ assert is_in_range(0.9, 0, 1)
+ assert is_in_range(0., 0, 1)
+ assert is_in_range(1., 0, 1)
+ assert is_in_range(0., 0., 1.)
+ assert is_in_range(1., 0., 1.)
+ assert not is_in_range(-0.1, 0, 1)
+ assert not is_in_range(1.1, 0, 1)
+
+ def test_is_in_range_int(self):
+ assert is_in_range(3, 1, 7)
+ assert is_in_range(5, 1, 7)
+ assert is_in_range(1, 1, 7)
+ assert is_in_range(7, 1, 7)
+ assert not is_in_range(0, 1, 7)
+ assert not is_in_range(8, 1, 7)
+
+
+class TestCheckStationLatitude:
+ def test_check_station_latitude_wrong_type(self):
+ error_msg = "The station latitude must be a float or int value"
+ for argument in ("Test", [], {1, 2, 3}, (True,)):
+ with pytest.raises(TypeError) as excinfo:
+ check_station_latitude(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_station_latitude_wrong_range(self):
+ error_msg = "The station latitude must be between -90 and 90"
+ for argument in (-190., 2000, 90.00001, 91):
+ with pytest.raises(ValueError) as excinfo:
+ check_station_latitude(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_station_latitude_right_value(self):
+ for argument in (-80, 0, 1.2, 20.23):
+ assert check_station_latitude(argument) is None
+
+
+class TestCheckStationLongitude:
+ def test_check_station_longitude_wrong_type(self):
+ error_msg = "The station longitude must be a float or int value"
+ for argument in ("Test", [], {1, 2, 3}, (True,)):
+ with pytest.raises(TypeError) as excinfo:
+ check_station_longitude(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_station_longitude_wrong_range(self):
+ error_msg = "The station longitude must be between -180 and 180"
+ for argument in (-190., 2000, 180.00001, 181):
+ with pytest.raises(ValueError) as excinfo:
+ check_station_longitude(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_station_longitude_right_value(self):
+ for argument in (-80, 0, 1.2, 20.23):
+ assert check_station_longitude(argument) is None
+
+
+class TestCheckStationClimaticZone:
+ def test_check_station_climatic_zone_wrong_type(self):
+ error_msg = ("The station climatic zone must be an int or string"
+ " contained in")
+ for argument in (3.1, [], {1, 2, 3}, (True,)):
+ with pytest.raises(TypeError) as excinfo:
+ check_station_climatic_zone(argument)
+ assert str(excinfo.value).startswith(error_msg)
+
+ def test_check_station_climatic_zone_wrong_int(self):
+ error_msg = "The station climatic zone must be containted in"
+ for argument in (-2, 13, 14):
+ with pytest.raises(ValueError) as excinfo:
+ check_station_climatic_zone(argument)
+ assert str(excinfo.value).startswith(error_msg)
+
+ def test_check_station_climatic_zone_right_int(self):
+ assert check_station_climatic_zone(-1) == "undefined"
+ assert check_station_climatic_zone(0) == "unclassified"
+ assert check_station_climatic_zone(1) == "warm temperate moist"
+ assert check_station_climatic_zone(2) == "warm temperate dry"
+ assert check_station_climatic_zone(3) == "cool temperate moist"
+ assert check_station_climatic_zone(4) == "cool temperate dry"
+ assert check_station_climatic_zone(5) == "polar moist"
+ assert check_station_climatic_zone(6) == "polar dry"
+ assert check_station_climatic_zone(7) == "boreal moist"
+ assert check_station_climatic_zone(8) == "boreal dry"
+ assert check_station_climatic_zone(9) == "tropical montane"
+ assert check_station_climatic_zone(10) == "tropical wet"
+ assert check_station_climatic_zone(11) == "tropical moist"
+ assert check_station_climatic_zone(12) == "tropical dry"
+
+ def test_check_station_climatic_zone_wrong_str(self):
+ error_msg = "The station climatic zone must be containted in"
+ for argument in ("Test", "climatic", "zone"):
+ with pytest.raises(ValueError) as excinfo:
+ check_station_climatic_zone(argument)
+ assert str(excinfo.value).startswith(error_msg)
+
+ def test_check_station_climatic_zone_right_str(self):
+ assert (check_station_climatic_zone(" warm temperate moist ")
+ == "warm temperate moist")
+ assert check_station_climatic_zone("polar dry") == "polar dry"
+ assert check_station_climatic_zone(" boreal dry") == "boreal dry"
+
+
+class TestCheckMetadata:
+ def test_check_metadata_wrong_type_metadata(self):
+ error_msg = ("The metadata parameter must be a dictionary or named"
+ " tuple")
+ for argument in (3.1, 1, "Test", True, (1, 2, 3)):
+ with pytest.raises(TypeError) as excinfo:
+ check_metadata(argument, None, None, None)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_metadata_wrong_keys(self):
+ error_msg = "The metadata parameter can only have keys in"
+ metadata1 = {"station_lat": 1, "wrong_key": 2}
+ metadata2 = {"station_lat": 1, "station_lon": 2, "wrong_key": 3,
+ "station_climatic_zone": "polar dry"}
+ metadata3 = namedtuple("Metadata", "station_lat, wrong_key")(1, 2)
+ metadata4 = namedtuple(
+ "Metadata",
+ "station_lat, station_lon, wrong_key, station_climatic_zone"
+ )(1, 2, 3, "polar dry")
+ for argument in (metadata1, metadata2, metadata3, metadata4):
+ with pytest.raises(KeyError) as excinfo:
+ check_metadata(argument, None, None, None)
+ assert str(excinfo.value)[1:].startswith(error_msg)
+
+ def test_check_metadata_right_values(self):
+ assert check_metadata(None, None, None, None) is None
+ assert (check_metadata(None, 1, None, None)
+ == namedtuple("Metadata", "station_lat")(1))
+ assert (check_metadata(None, None, 2, None)
+ == namedtuple("Metadata", "station_lon")(2))
+ assert (check_metadata(None, None, None, "boreal moist")
+ == namedtuple("Metadata",
+ "station_climatic_zone")("boreal moist"))
+ metadata = namedtuple(
+ "Metadata", "station_lat, station_lon, station_climatic_zone"
+ )(1, 2, "polar dry")
+ assert (check_metadata(
+ {"station_lat": 1, "station_lon": 2,
+ "station_climatic_zone": "polar dry"}, None, None, None
+ ) == metadata)
+ assert check_metadata(metadata, 100, 25, "boreal dry") == metadata
+ assert check_metadata(None, 1, 2, "polar dry") == metadata
+
+
+class TestCheckSeasons:
+ def test_check_seasons_wrong_type(self):
+ error_msg = ("The seasons parameter must either be a single string or"
+ " a collection of strings in the form of a list, set or"
+ " tuple")
+ for argument in (3.1, 1, ["a", 1.1, "c"], True, (1, 2, 3)):
+ with pytest.raises(TypeError) as excinfo:
+ check_seasons(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_seasons_empty(self):
+ error_msg = "No seasons given"
+ for argument in ([], tuple(), set(), "", " "):
+ with pytest.raises(ValueError) as excinfo:
+ check_seasons(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_seasons_wrong_value(self):
+ error_msg = "Test is not a recognized season, available are"
+ with pytest.raises(ValueError) as excinfo:
+ check_seasons(["DJF", "Test", "MAM"])
+ assert str(excinfo.value).startswith(error_msg)
+
+ def test_check_seasons_right_values(self):
+ assert check_seasons(None) is None
+ assert check_seasons("DJF") == ["DJF"]
+ assert check_seasons(["DJF"]) == ["DJF"]
+ assert check_seasons(("MAM", "SON")) == ["MAM", "SON"]
+ assert check_seasons(("MAM", "MAM", "SON")) == ["MAM", "SON"]
+ assert check_seasons({"JJA"}) == ["JJA"]
+
+
+class TestCheckCrops:
+ def test_check_crops_wrong_type(self):
+ error_msg = ("The crops parameter must either be a single string or a"
+ " collection of strings in the form of a list, set or"
+ " tuple")
+ for argument in (3.1, 1, ["a", 1.1, "c"], True, (1, 2, 3)):
+ with pytest.raises(TypeError) as excinfo:
+ check_crops(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_crops_empty(self):
+ error_msg = "No crops given"
+ for argument in ([], tuple(), set(), "", " "):
+ with pytest.raises(ValueError) as excinfo:
+ check_crops(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_crops_wrong_value(self):
+ error_msg = "Test is not a recognized crop, available are"
+ with pytest.raises(ValueError) as excinfo:
+ check_crops(["wheat", "Test", "rice"])
+ assert str(excinfo.value).startswith(error_msg)
+
+ def test_check_crops_right_values(self):
+ assert check_crops(None) is None
+ assert check_crops("wheat") == ["wheat"]
+ assert check_crops(["wheat"]) == ["wheat"]
+ assert check_crops(("wheat", "rice")) == ["wheat", "rice"]
+ assert check_crops(("wheat", "wheat", "rice")) == ["wheat", "rice"]
+ assert check_crops({"wheat"}) == ["wheat"]
+
+
+class TestCheckDataCapture:
+ def test_check_data_capture_wrong_type(self):
+ error_msg = "The data capture parameter must be a float or int value"
+ for argument in ("abc", {1, 2}, ["a", 1.1, "c"], "True", (1, 2, 3)):
+ with pytest.raises(TypeError) as excinfo:
+ check_data_capture(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_data_capture_wrong_value(self):
+ error_msg = "The data capture parameter must be between 0 and 1"
+ for argument in (-0.1, 1.1, 2, 5):
+ with pytest.raises(ValueError) as excinfo:
+ check_data_capture(argument)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_data_capture_right_values(self):
+ assert check_data_capture(None) is None
+ assert check_data_capture(0) == 0
+ assert check_data_capture(0.) == 0.
+ assert check_data_capture(1) == 1
+ assert check_data_capture(1.) == 1.
+ assert check_data_capture(0.75) == 0.75
+
+
+class TestCheckRequiredParameters:
+ metadata = namedtuple(
+ "Metadata", "station_lat, station_lon, station_climatic_zone"
+ )(50.906389, 6.403889, "cool temperate moist")
+ Required = namedtuple(
+ "Required",
+ "station_lat, station_lon, station_climatic_zone, seasons, crops"
+ )
+
+ def test_check_required_parameters_statistics_with_lat_lon(self):
+ expected = self.Required(True, True, False, False, False)
+ assert check_required_parameters(
+ "annual", ["median", "dark_aot40", "perc90"], self.metadata, None
+ ) == expected
+
+ def test_check_required_parameters_statistics_summer_sampling(self):
+ expected = self.Required(True, False, False, False, False)
+ assert check_required_parameters(
+ "xsummer", ["median", "perc90"], self.metadata, None
+ ) == expected
+
+ def test_check_required_parameters_statistics_seasonal_sampling(self):
+ expected = self.Required(False, False, False, True, False)
+ assert check_required_parameters(
+ "seasonal", ["median", "perc90"], self.metadata, None
+ ) == expected
+
+ def test_check_required_parameters_statistics_seasonal_with_crops(self):
+ expected = self.Required(True, False, True, True, True)
+ assert check_required_parameters(
+ "seasonal", ["median", "w126", "perc90"], self.metadata, None
+ ) == expected
+
+ def test_check_required_parameters_statistics_vegseason_sampling(self):
+ expected = self.Required(True, False, True, True, True)
+ assert check_required_parameters(
+ "vegseason", ["median", "perc90"], self.metadata, None
+ ) == expected
+
+ def test_check_required_parameters_missing_metadata(self):
+ error_msg = ("The station latitude is required and must be a float or"
+ " int value between -90 and 90")
+ tmp_dict = self.metadata._asdict()
+ del tmp_dict["station_lat"]
+ with pytest.raises(TypeError) as excinfo:
+ check_required_parameters(
+ "seasonal", ["median", "dark_aot40", "perc90"],
+ namedtuple("Metadata", tmp_dict)(**tmp_dict), None
+ )
+ assert error_msg == str(excinfo.value)
+ error_msg = ("The station longitude is required and must be a float or"
+ " int value between -180 and 180")
+ tmp_dict = self.metadata._asdict()
+ del tmp_dict["station_lon"]
+ with pytest.raises(TypeError) as excinfo:
+ check_required_parameters(
+ "seasonal", ["median", "dark_aot40", "perc90"],
+ namedtuple("Metadata", tmp_dict)(**tmp_dict), None
+ )
+ assert error_msg == str(excinfo.value)
+ error_msg = ("The station climatic zone is required and must be an int"
+ " or string contained in")
+ tmp_dict = self.metadata._asdict()
+ del tmp_dict["station_climatic_zone"]
+ with pytest.raises(TypeError) as excinfo:
+ check_required_parameters(
+ "seasonal", ["median", "dark_aot40", "perc90"],
+ namedtuple("Metadata", tmp_dict)(**tmp_dict), None
+ )
+ assert str(excinfo.value).startswith(error_msg)
+
+
+class TestCheckInputParameters:
+ def test_check_input_parameters_monthly_drmdmax1h(self):
+ error_msg = ("The drmdmax1h statistic cannot be evaluated with monthly"
+ " sampling")
+ with pytest.raises(ValueError) as excinfo:
+ check_input_parameters("monthly", "drmdmax1h", *[None]*10)
+ assert error_msg == str(excinfo.value)
+
+ def test_check_input_parameters_correct_input(self):
+ data = pd.DataFrame(
+ {"values": range(10)},
+ index=pd.date_range(start="2000", periods=10, freq="H")
+ )
+ expected_required = namedtuple(
+ "Required",
+ "station_lat, station_lon, station_climatic_zone, seasons, crops"
+ )(*[False]*5)
+ result = check_input_parameters("annual", "median", data, *[None]*9)
+ assert result.sampling == "annual"
+ assert result.statistics == ["median"]
+ pd.testing.assert_frame_equal(result.data, data)
+ assert result.metadata is None
+ assert result.seasons is None
+ assert result.crops is None
+ assert result.data_capture is None
+ assert result.required == expected_required
diff --git a/tests/test_interface.py b/tests/test_interface.py
new file mode 100644
index 0000000000000000000000000000000000000000..d476de3d0246ae820e959c799e6efcd41fd58657
--- /dev/null
+++ b/tests/test_interface.py
@@ -0,0 +1,38 @@
+import numpy as np
+import pandas as pd
+
+from toarstats.interface import calculate_statistics
+
+
+class TestCalculateStatistics:
+ def test_calculate_statistics_simple_input(self):
+ data = pd.DataFrame(
+ range(10), index=pd.date_range(start="2000", periods=10, freq="H")
+ )
+ result = calculate_statistics("daily", "average_values", data)
+ expected_result = pd.DataFrame(
+ {"mean": 4.5}, index=pd.DatetimeIndex(["2000"], freq="D")
+ )
+ pd.testing.assert_frame_equal(result, expected_result)
+
+ def test_calculate_statistics_different_data_capture(self):
+ data = pd.DataFrame(
+ [1, 2, np.nan, 4, 5, np.nan, 7, np.nan, np.nan, np.nan],
+ index=pd.date_range(start="2000", periods=10, freq="H")
+ )
+ result = calculate_statistics("daily", "average_values", data,
+ data_capture=0.75)
+ expected_result = pd.DataFrame(
+ {"mean": np.nan}, index=pd.DatetimeIndex(["2000"], freq="D")
+ )
+ pd.testing.assert_frame_equal(result, expected_result)
+ data = pd.DataFrame(
+ range(24),
+ index=pd.date_range(start="2000", periods=24, freq="H")
+ )
+ result = calculate_statistics("daily", "diurnal_cycle", data)
+ expected_result = pd.DataFrame(
+ {"diurnal_cycle": [float(num) for num in range(24)]},
+ index=pd.date_range(start="2000", periods=24, freq="H")
+ )
+ pd.testing.assert_frame_equal(result, expected_result)
diff --git a/tests/test_stats.py b/tests/test_stats.py
new file mode 100644
index 0000000000000000000000000000000000000000..90caa08e1543205bdaa25b6a7dd18b2494a0625e
--- /dev/null
+++ b/tests/test_stats.py
@@ -0,0 +1,542 @@
+import numpy as np
+import pandas as pd
+import pytest
+
+from toarstats.constants import ALLOWED_SAMPLING_VALUES, RSTAGS, SEASON_DICT
+from toarstats.defaults import DEFAULT_DATA_CAPTURE
+from toarstats.interface import calculate_statistics
+from toarstats.stats_utils import create_reference_data_frame
+
+data = pd.read_csv(
+ "tests/time_series.csv", header=None, names=[None, "values"],
+ index_col=0, parse_dates=True, infer_datetime_format=True
+)
+ref_data = create_reference_data_frame(data.index)
+metadata = {"station_lat": 50.906389,
+ "station_lon": 6.403889,
+ "station_climatic_zone": "cool temperate moist"}
+
+
+@pytest.mark.slow
+def test_value_count():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "value_count", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ expected[name] = cur_data.resample(offset).count()
+ else:
+ expected["count"] = data.resample(offset).count()
+ expected = expected.astype("float64")
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_data_capture():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "data_capture", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ count = cur_data.resample(offset).count().squeeze("columns")
+ expected[name] = count.divide(
+ cur_ref.resample(offset).count().squeeze("columns")
+ ).reindex(count.index)
+ else:
+ count = data.resample(offset).count().squeeze("columns")
+ expected["data_capture"] = count.divide(
+ ref_data.resample(offset).count().squeeze("columns")
+ ).reindex(count.index)
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_average_values():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "average_values", data,
+ metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ expected[name] = cur_data.resample(offset).mean()
+ count = cur_data.resample(offset).count().reindex(
+ expected.index
+ ).squeeze("columns")
+ expected[name][count < 10] = np.nan
+ else:
+ expected["mean"] = data.resample(offset).mean()
+ count = data.resample(offset).count().reindex(
+ expected.index
+ ).squeeze("columns")
+ expected["mean"][count < 10] = np.nan
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_standard_deviation():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "standard_deviation", data,
+ metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ expected[name] = cur_data.resample(offset).std()
+ count = cur_data.resample(offset).count().reindex(
+ expected.index
+ ).squeeze("columns")
+ expected[name][count < 10] = np.nan
+ else:
+ expected["stddev"] = data.resample(offset).std()
+ count = data.resample(offset).count().reindex(
+ expected.index
+ ).squeeze("columns")
+ expected["stddev"][count < 10] = np.nan
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_median():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "median", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.median().reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.median().reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["median"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_maximum():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "maximum", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.max().reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.max().reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["max"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_minimum():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "minimum", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.min().reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.min().reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["min"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_perc05():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "perc05", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.05).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.05).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["p05"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_perc10():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "perc10", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.1).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.1).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["p10"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_perc25():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "perc25", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.25).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.25).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["p25"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_perc75():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "perc75", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.75).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.75).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["p75"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_perc90():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "perc90", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.9).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.9).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["p90"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_perc95():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "perc95", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.95).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.95).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["p95"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_perc98():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "perc98", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.98).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.98).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["p98"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_perc99():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "perc99", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.99).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(0.99).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected["p99"] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_percentiles1():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "percentiles1", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(
+ int(name.split("-", 1)[0][1:]) / 100
+ ).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ for name in result.columns.to_list():
+ tmp_res = data_rs.quantile(int(name[1:]) / 100).reindex(
+ frac.index
+ )
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
+
+
+@pytest.mark.slow
+def test_percentiles2():
+ for sampling in ALLOWED_SAMPLING_VALUES:
+ result = calculate_statistics(sampling, "percentiles2", data, metadata)
+ offset = RSTAGS["seasonal" if sampling == "vegseason" else sampling]
+ expected = pd.DataFrame(index=result.index)
+ if sampling in {"seasonal", "vegseason", "summer", "xsummer"}:
+ for name in result.columns.to_list():
+ months = SEASON_DICT[name.split("-", 1)[1]]
+ cur_data = data[data.index.month.isin(months)]
+ cur_ref = ref_data[ref_data.index.month.isin(months)]
+ if 12 in months and 1 in months:
+ cur_data.index += pd.Timedelta(182, "days")
+ cur_ref.index += pd.Timedelta(182, "days")
+ data_rs = cur_data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = cur_ref.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ tmp_res = data_rs.quantile(
+ int(name.split("-", 1)[0][1:]) / 100
+ ).reindex(frac.index)
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ else:
+ data_rs = data.resample(offset)
+ data_count = data_rs.count().squeeze("columns")
+ ref_count = ref_data.resample(offset).count().squeeze("columns")
+ frac = data_count / ref_count
+ for name in result.columns.to_list():
+ tmp_res = data_rs.quantile(int(name[1:]) / 100).reindex(
+ frac.index
+ )
+ tmp_res[frac < DEFAULT_DATA_CAPTURE] = np.nan
+ expected[name] = tmp_res
+ pd.testing.assert_frame_equal(result, expected)
diff --git a/tests/time_series.csv b/tests/time_series.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bef60893a54e185fde9de0a2f716dd4a1340efb7
--- /dev/null
+++ b/tests/time_series.csv
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