1
|
|
|
# Copyright (c) 2008-2015 MetPy Developers. |
2
|
|
|
# Distributed under the terms of the BSD 3-Clause License. |
3
|
|
|
# SPDX-License-Identifier: BSD-3-Clause |
4
|
|
|
"""Test the `basic` module.""" |
5
|
|
|
|
6
|
|
|
import numpy as np |
7
|
|
|
import pytest |
8
|
|
|
|
9
|
|
|
from metpy.calc import (add_height_to_pressure, add_pressure_to_height, coriolis_parameter, |
10
|
|
|
get_wind_components, get_wind_dir, get_wind_speed, heat_index, |
11
|
|
|
height_to_pressure_std, pressure_to_height_std, sigma_to_pressure, |
12
|
|
|
windchill) |
13
|
|
|
from metpy.testing import assert_almost_equal, assert_array_almost_equal, assert_array_equal |
14
|
|
|
from metpy.units import units |
15
|
|
|
|
16
|
|
|
|
17
|
|
|
def test_wind_comps_basic(): |
18
|
|
|
"""Test the basic wind component calculation.""" |
19
|
|
|
speed = np.array([4, 4, 4, 4, 25, 25, 25, 25, 10.]) * units.mph |
20
|
|
|
dirs = np.array([0, 45, 90, 135, 180, 225, 270, 315, 360]) * units.deg |
21
|
|
|
s2 = np.sqrt(2.) |
22
|
|
|
|
23
|
|
|
u, v = get_wind_components(speed, dirs) |
24
|
|
|
|
25
|
|
|
true_u = np.array([0, -4 / s2, -4, -4 / s2, 0, 25 / s2, 25, 25 / s2, 0]) * units.mph |
26
|
|
|
true_v = np.array([-4, -4 / s2, 0, 4 / s2, 25, 25 / s2, 0, -25 / s2, -10]) * units.mph |
27
|
|
|
|
28
|
|
|
assert_array_almost_equal(true_u, u, 4) |
29
|
|
|
assert_array_almost_equal(true_v, v, 4) |
30
|
|
|
|
31
|
|
|
|
32
|
|
|
def test_wind_comps_scalar(): |
33
|
|
|
"""Test wind components calculation with scalars.""" |
34
|
|
|
u, v = get_wind_components(8 * units('m/s'), 150 * units.deg) |
35
|
|
|
assert_almost_equal(u, -4 * units('m/s'), 3) |
36
|
|
|
assert_almost_equal(v, 6.9282 * units('m/s'), 3) |
37
|
|
|
|
38
|
|
|
|
39
|
|
|
def test_speed(): |
40
|
|
|
"""Test calculating wind speed.""" |
41
|
|
|
u = np.array([4., 2., 0., 0.]) * units('m/s') |
42
|
|
|
v = np.array([0., 2., 4., 0.]) * units('m/s') |
43
|
|
|
|
44
|
|
|
speed = get_wind_speed(u, v) |
45
|
|
|
|
46
|
|
|
s2 = np.sqrt(2.) |
47
|
|
|
true_speed = np.array([4., 2 * s2, 4., 0.]) * units('m/s') |
48
|
|
|
|
49
|
|
|
assert_array_almost_equal(true_speed, speed, 4) |
50
|
|
|
|
51
|
|
|
|
52
|
|
|
def test_dir(): |
53
|
|
|
"""Test calculating wind direction.""" |
54
|
|
|
u = np.array([4., 2., 0., 0.]) * units('m/s') |
55
|
|
|
v = np.array([0., 2., 4., 0.]) * units('m/s') |
56
|
|
|
|
57
|
|
|
direc = get_wind_dir(u, v) |
58
|
|
|
|
59
|
|
|
true_dir = np.array([270., 225., 180., 270.]) * units.deg |
60
|
|
|
|
61
|
|
|
assert_array_almost_equal(true_dir, direc, 4) |
62
|
|
|
|
63
|
|
|
|
64
|
|
|
def test_speed_dir_roundtrip(): |
65
|
|
|
"""Test round-tripping between speed/direction and components.""" |
66
|
|
|
# Test each quadrant of the whole circle |
67
|
|
|
wspd = np.array([15., 5., 2., 10.]) * units.meters / units.seconds |
68
|
|
|
wdir = np.array([160., 30., 225., 350.]) * units.degrees |
69
|
|
|
|
70
|
|
|
u, v = get_wind_components(wspd, wdir) |
71
|
|
|
|
72
|
|
|
wdir_out = get_wind_dir(u, v) |
73
|
|
|
wspd_out = get_wind_speed(u, v) |
74
|
|
|
|
75
|
|
|
assert_array_almost_equal(wspd, wspd_out, 4) |
76
|
|
|
assert_array_almost_equal(wdir, wdir_out, 4) |
77
|
|
|
|
78
|
|
|
|
79
|
|
|
def test_scalar_speed(): |
80
|
|
|
"""Test wind speed with scalars.""" |
81
|
|
|
s = get_wind_speed(-3. * units('m/s'), -4. * units('m/s')) |
82
|
|
|
assert_almost_equal(s, 5. * units('m/s'), 3) |
83
|
|
|
|
84
|
|
|
|
85
|
|
|
def test_scalar_dir(): |
86
|
|
|
"""Test wind direction with scalars.""" |
87
|
|
|
d = get_wind_dir(3. * units('m/s'), 4. * units('m/s')) |
88
|
|
|
assert_almost_equal(d, 216.870 * units.deg, 3) |
89
|
|
|
|
90
|
|
|
|
91
|
|
|
def test_windchill_scalar(): |
92
|
|
|
"""Test wind chill with scalars.""" |
93
|
|
|
wc = windchill(-5 * units.degC, 35 * units('m/s')) |
94
|
|
|
assert_almost_equal(wc, -18.9357 * units.degC, 0) |
95
|
|
|
|
96
|
|
|
|
97
|
|
|
def test_windchill_basic(): |
98
|
|
|
"""Test the basic wind chill calculation.""" |
99
|
|
|
temp = np.array([40, -10, -45, 20]) * units.degF |
100
|
|
|
speed = np.array([5, 55, 25, 15]) * units.mph |
101
|
|
|
|
102
|
|
|
wc = windchill(temp, speed) |
103
|
|
|
values = np.array([36, -46, -84, 6]) * units.degF |
104
|
|
|
assert_array_almost_equal(wc, values, 0) |
105
|
|
|
|
106
|
|
|
|
107
|
|
|
def test_windchill_kelvin(): |
108
|
|
|
"""Test wind chill when given Kelvin temperatures.""" |
109
|
|
|
wc = windchill(268.15 * units.kelvin, 35 * units('m/s')) |
110
|
|
|
assert_almost_equal(wc, -18.9357 * units.degC, 0) |
111
|
|
|
|
112
|
|
|
|
113
|
|
|
def test_windchill_invalid(): |
114
|
|
|
"""Test windchill for values that should be masked.""" |
115
|
|
|
temp = np.array([10, 51, 49, 60, 80, 81]) * units.degF |
116
|
|
|
speed = np.array([4, 4, 3, 1, 10, 39]) * units.mph |
117
|
|
|
|
118
|
|
|
wc = windchill(temp, speed) |
119
|
|
|
# We don't care about the masked values |
120
|
|
|
truth = np.array([2.6230789, np.nan, np.nan, np.nan, np.nan, np.nan]) * units.degF |
121
|
|
|
mask = np.array([False, True, True, True, True, True]) |
122
|
|
|
assert_array_almost_equal(truth, wc) |
123
|
|
|
assert_array_equal(wc.mask, mask) |
124
|
|
|
|
125
|
|
|
|
126
|
|
|
def test_windchill_undefined_flag(): |
127
|
|
|
"""Test whether masking values for windchill can be disabled.""" |
128
|
|
|
temp = units.Quantity(np.ma.array([49, 50, 49, 60, 80, 81]), units.degF) |
129
|
|
|
speed = units.Quantity(([4, 4, 3, 1, 10, 39]), units.mph) |
130
|
|
|
|
131
|
|
|
wc = windchill(temp, speed, mask_undefined=False) |
132
|
|
|
mask = np.array([False] * 6) |
133
|
|
|
assert_array_equal(wc.mask, mask) |
134
|
|
|
|
135
|
|
|
|
136
|
|
|
def test_windchill_face_level(): |
137
|
|
|
"""Test windchill using the face_level flag.""" |
138
|
|
|
temp = np.array([20, 0, -20, -40]) * units.degF |
139
|
|
|
speed = np.array([15, 30, 45, 60]) * units.mph |
140
|
|
|
|
141
|
|
|
wc = windchill(temp, speed, face_level_winds=True) |
142
|
|
|
values = np.array([3, -30, -64, -98]) * units.degF |
143
|
|
|
assert_array_almost_equal(wc, values, 0) |
144
|
|
|
|
145
|
|
|
|
146
|
|
|
def test_heat_index_basic(): |
147
|
|
|
"""Test the basic heat index calculation.""" |
148
|
|
|
temp = np.array([80, 88, 92, 110]) * units.degF |
149
|
|
|
rh = np.array([40, 100, 70, 40]) * units.percent |
150
|
|
|
|
151
|
|
|
hi = heat_index(temp, rh) |
152
|
|
|
values = np.array([80, 121, 112, 136]) * units.degF |
153
|
|
|
assert_array_almost_equal(hi, values, 0) |
154
|
|
|
|
155
|
|
|
|
156
|
|
|
def test_heat_index_scalar(): |
157
|
|
|
"""Test heat index using scalars.""" |
158
|
|
|
hi = heat_index(96 * units.degF, 65 * units.percent) |
159
|
|
|
assert_almost_equal(hi, 121 * units.degF, 0) |
160
|
|
|
|
161
|
|
|
|
162
|
|
|
def test_heat_index_invalid(): |
163
|
|
|
"""Test heat index for values that should be masked.""" |
164
|
|
|
temp = np.array([80, 88, 92, 79, 30, 81]) * units.degF |
165
|
|
|
rh = np.array([40, 39, 2, 70, 50, 39]) * units.percent |
166
|
|
|
|
167
|
|
|
hi = heat_index(temp, rh) |
168
|
|
|
mask = np.array([False, True, True, True, True, True]) |
169
|
|
|
assert_array_equal(hi.mask, mask) |
170
|
|
|
|
171
|
|
|
|
172
|
|
|
def test_heat_index_undefined_flag(): |
173
|
|
|
"""Test whether masking values can be disabled for heat index.""" |
174
|
|
|
temp = units.Quantity(np.ma.array([80, 88, 92, 79, 30, 81]), units.degF) |
175
|
|
|
rh = np.ma.array([40, 39, 2, 70, 50, 39]) * units.percent |
176
|
|
|
|
177
|
|
|
hi = heat_index(temp, rh, mask_undefined=False) |
178
|
|
|
mask = np.array([False] * 6) |
179
|
|
|
assert_array_equal(hi.mask, mask) |
180
|
|
|
|
181
|
|
|
|
182
|
|
|
def test_heat_index_units(): |
183
|
|
|
"""Test units coming out of heat index.""" |
184
|
|
|
temp = units.Quantity([35., 20.], units.degC) |
185
|
|
|
rh = 70 * units.percent |
186
|
|
|
hi = heat_index(temp, rh) |
187
|
|
|
assert_almost_equal(hi.to('degC'), units.Quantity([50.3405, np.nan], units.degC), 4) |
188
|
|
|
|
189
|
|
|
|
190
|
|
|
def test_heat_index_ratio(): |
191
|
|
|
"""Test giving humidity as number [0, 1] to heat index.""" |
192
|
|
|
temp = units.Quantity([35., 20.], units.degC) |
193
|
|
|
rh = 0.7 |
194
|
|
|
hi = heat_index(temp, rh) |
195
|
|
|
assert_almost_equal(hi.to('degC'), units.Quantity([50.3405, np.nan], units.degC), 4) |
196
|
|
|
|
197
|
|
|
# class TestIrrad(object): |
198
|
|
|
# def test_basic(self): |
199
|
|
|
# 'Test the basic solar irradiance calculation.' |
200
|
|
|
# from datetime import date |
201
|
|
|
|
202
|
|
|
# d = date(2008, 9, 28) |
203
|
|
|
# lat = 35.25 |
204
|
|
|
# hours = np.linspace(6,18,10) |
205
|
|
|
|
206
|
|
|
# s = solar_irradiance(lat, d, hours) |
207
|
|
|
# values = np.array([0., 344.1, 682.6, 933.9, 1067.6, 1067.6, 933.9, |
208
|
|
|
# 682.6, 344.1, 0.]) |
209
|
|
|
# assert_array_almost_equal(s, values, 1) |
210
|
|
|
|
211
|
|
|
# def test_scalar(self): |
212
|
|
|
# from datetime import date |
213
|
|
|
# d = date(2008, 9, 28) |
214
|
|
|
# lat = 35.25 |
215
|
|
|
# hour = 9.5 |
216
|
|
|
# s = solar_irradiance(lat, d, hour) |
217
|
|
|
# assert_almost_equal(s, 852.1, 1) |
218
|
|
|
|
219
|
|
|
# def test_invalid(self): |
220
|
|
|
# 'Test for values that should be masked.' |
221
|
|
|
# from datetime import date |
222
|
|
|
# d = date(2008, 9, 28) |
223
|
|
|
# lat = 35.25 |
224
|
|
|
# hours = np.linspace(0,22,12) |
225
|
|
|
# s = solar_irradiance(lat, d, hours) |
226
|
|
|
|
227
|
|
|
# mask = np.array([ True, True, True, True, False, False, False, |
228
|
|
|
# False, False, True, True, True]) |
229
|
|
|
# assert_array_equal(s.mask, mask) |
230
|
|
|
|
231
|
|
|
|
232
|
|
|
def test_pressure_to_heights_basic(): |
233
|
|
|
"""Test basic pressure to height calculation for standard atmosphere.""" |
234
|
|
|
pressures = np.array([975.2, 987.5, 956., 943.]) * units.mbar |
235
|
|
|
heights = pressure_to_height_std(pressures) |
236
|
|
|
values = np.array([321.5, 216.5, 487.6, 601.7]) * units.meter |
237
|
|
|
assert_almost_equal(heights, values, 1) |
238
|
|
|
|
239
|
|
|
|
240
|
|
|
def test_heights_to_pressure_basic(): |
241
|
|
|
"""Test basic height to pressure calculation for standard atmosphere.""" |
242
|
|
|
heights = np.array([321.5, 216.5, 487.6, 601.7]) * units.meter |
243
|
|
|
pressures = height_to_pressure_std(heights) |
244
|
|
|
values = np.array([975.2, 987.5, 956., 943.]) * units.mbar |
245
|
|
|
assert_almost_equal(pressures, values, 1) |
246
|
|
|
|
247
|
|
|
|
248
|
|
|
def test_pressure_to_heights_units(): |
249
|
|
|
"""Test that passing non-mbar units works.""" |
250
|
|
|
assert_almost_equal(pressure_to_height_std(29 * units.inHg), 262.859 * units.meter, 3) |
251
|
|
|
|
252
|
|
|
|
253
|
|
|
def test_coriolis_force(): |
254
|
|
|
"""Test basic coriolis force calculation.""" |
255
|
|
|
lat = np.array([-90., -30., 0., 30., 90.]) * units.degrees |
256
|
|
|
cor = coriolis_parameter(lat) |
257
|
|
|
values = np.array([-1.4584232E-4, -.72921159E-4, 0, .72921159E-4, |
258
|
|
|
1.4584232E-4]) * units('s^-1') |
259
|
|
|
assert_almost_equal(cor, values, 7) |
260
|
|
|
|
261
|
|
|
|
262
|
|
|
def test_add_height_to_pressure(): |
263
|
|
|
"""Test the pressure at height above pressure calculation.""" |
264
|
|
|
pressure = add_height_to_pressure(1000 * units.hPa, 877.17421094 * units.meter) |
265
|
|
|
assert_almost_equal(pressure, 900 * units.hPa, 5) |
266
|
|
|
|
267
|
|
|
|
268
|
|
|
def test_add_pressure_to_height(): |
269
|
|
|
"""Test the height at pressure above height calculation.""" |
270
|
|
|
height = add_pressure_to_height(110.8286757 * units.m, 100 * units.hPa) |
271
|
|
|
assert_almost_equal(height, 988.0028867 * units.meter, 5) |
272
|
|
|
|
273
|
|
|
|
274
|
|
|
def test_sigma_to_pressure(): |
275
|
|
|
"""Test sigma_to_pressure.""" |
276
|
|
|
surface_pressure = 1000. * units.hPa |
277
|
|
|
model_top_pressure = 0. * units.hPa |
278
|
|
|
sigma = np.arange(0., 1.1, 0.1) |
279
|
|
|
expected = np.arange(0., 1100., 100.) * units.hPa |
280
|
|
|
pressure = sigma_to_pressure(sigma, surface_pressure, model_top_pressure) |
281
|
|
|
assert_array_almost_equal(pressure, expected, 5) |
282
|
|
|
|
283
|
|
|
|
284
|
|
|
def test_warning_dir(): |
285
|
|
|
"""Test that warning is raised wind direction > 2Pi.""" |
286
|
|
|
with pytest.warns(UserWarning): |
287
|
|
|
get_wind_components(3. * units('m/s'), 270) |
288
|
|
|
|
289
|
|
|
|
290
|
|
|
def test_coriolis_warning(): |
291
|
|
|
"""Test that warning is raise when latitude larger than pi radians.""" |
292
|
|
|
with pytest.warns(UserWarning): |
293
|
|
|
coriolis_parameter(50) |
294
|
|
|
with pytest.warns(UserWarning): |
295
|
|
|
coriolis_parameter(-50) |
296
|
|
|
|