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| 1 | +"""Comprehensive tests for timestep estimation functionality.""" |
| 2 | + |
| 3 | +import datetime |
| 4 | +import pytest |
| 5 | +from d3tools.timestepping import estimate_timestep, Day, Hour, Month, Year, Dekad |
| 6 | +from d3tools.timestepping.timeperiods.fixed_doy_timestep import ViirsModisTimeStep |
| 7 | + |
| 8 | + |
| 9 | +class TestEstimateTimestep: |
| 10 | + """Test suite for estimate_timestep function.""" |
| 11 | + |
| 12 | + def test_estimate_daily(self): |
| 13 | + """Test estimating daily timesteps.""" |
| 14 | + # Daily timesteps |
| 15 | + dates = [ |
| 16 | + datetime.datetime(2024, 1, 1), |
| 17 | + datetime.datetime(2024, 1, 2), |
| 18 | + datetime.datetime(2024, 1, 3), |
| 19 | + datetime.datetime(2024, 1, 4), |
| 20 | + datetime.datetime(2024, 1, 5), |
| 21 | + ] |
| 22 | + |
| 23 | + result = estimate_timestep(dates) |
| 24 | + assert result == Day |
| 25 | + |
| 26 | + def test_estimate_hourly(self): |
| 27 | + """Test estimating hourly timesteps.""" |
| 28 | + # Hourly timesteps |
| 29 | + dates = [ |
| 30 | + datetime.datetime(2024, 1, 1, 0), |
| 31 | + datetime.datetime(2024, 1, 1, 1), |
| 32 | + datetime.datetime(2024, 1, 1, 2), |
| 33 | + datetime.datetime(2024, 1, 1, 3), |
| 34 | + datetime.datetime(2024, 1, 1, 4), |
| 35 | + ] |
| 36 | + |
| 37 | + result = estimate_timestep(dates) |
| 38 | + assert result == Hour |
| 39 | + |
| 40 | + def test_estimate_monthly(self): |
| 41 | + """Test estimating monthly timesteps.""" |
| 42 | + # Monthly timesteps |
| 43 | + dates = [ |
| 44 | + datetime.datetime(2024, 1, 1), |
| 45 | + datetime.datetime(2024, 2, 1), |
| 46 | + datetime.datetime(2024, 3, 1), |
| 47 | + datetime.datetime(2024, 4, 1), |
| 48 | + datetime.datetime(2024, 5, 1), |
| 49 | + ] |
| 50 | + |
| 51 | + result = estimate_timestep(dates) |
| 52 | + assert result == Month |
| 53 | + |
| 54 | + def test_estimate_yearly(self): |
| 55 | + """Test estimating yearly timesteps.""" |
| 56 | + # Yearly timesteps |
| 57 | + dates = [ |
| 58 | + datetime.datetime(2020, 1, 1), |
| 59 | + datetime.datetime(2021, 1, 1), |
| 60 | + datetime.datetime(2022, 1, 1), |
| 61 | + datetime.datetime(2023, 1, 1), |
| 62 | + datetime.datetime(2024, 1, 1), |
| 63 | + ] |
| 64 | + |
| 65 | + result = estimate_timestep(dates) |
| 66 | + assert result == Year |
| 67 | + |
| 68 | + def test_estimate_dekadly(self): |
| 69 | + """Test estimating dekadly timesteps.""" |
| 70 | + # Dekadly timesteps (10-day periods) |
| 71 | + dates = [ |
| 72 | + datetime.datetime(2024, 1, 1), # 1st dekad of Jan |
| 73 | + datetime.datetime(2024, 1, 11), # 2nd dekad of Jan |
| 74 | + datetime.datetime(2024, 1, 21), # 3rd dekad of Jan |
| 75 | + datetime.datetime(2024, 2, 1), # 1st dekad of Feb |
| 76 | + datetime.datetime(2024, 2, 11), # 2nd dekad of Feb |
| 77 | + ] |
| 78 | + |
| 79 | + result = estimate_timestep(dates) |
| 80 | + assert result == Dekad |
| 81 | + |
| 82 | + def test_estimate_viirs(self): |
| 83 | + """Test estimating VIIRS/MODIS timesteps.""" |
| 84 | + # 8-day VIIRS periods |
| 85 | + dates = [ |
| 86 | + datetime.datetime(2024, 1, 1), # DOY 1 |
| 87 | + datetime.datetime(2024, 1, 9), # DOY 9 |
| 88 | + datetime.datetime(2024, 1, 17), # DOY 17 |
| 89 | + datetime.datetime(2024, 1, 25), # DOY 25 |
| 90 | + datetime.datetime(2024, 2, 2), # DOY 33 |
| 91 | + ] |
| 92 | + |
| 93 | + result = estimate_timestep(dates) |
| 94 | + assert result == ViirsModisTimeStep |
| 95 | + |
| 96 | + def test_estimate_with_few_samples(self): |
| 97 | + """Test that estimation works with minimal sample size.""" |
| 98 | + # Just 2 dates |
| 99 | + dates = [ |
| 100 | + datetime.datetime(2024, 1, 1), |
| 101 | + datetime.datetime(2024, 1, 2), |
| 102 | + ] |
| 103 | + |
| 104 | + result = estimate_timestep(dates) |
| 105 | + assert result == Day |
| 106 | + |
| 107 | + def test_estimate_with_single_sample(self): |
| 108 | + """Test that single sample returns None.""" |
| 109 | + dates = [datetime.datetime(2024, 1, 1)] |
| 110 | + |
| 111 | + result = estimate_timestep(dates) |
| 112 | + assert result is None |
| 113 | + |
| 114 | + def test_estimate_with_empty_list(self): |
| 115 | + """Test that empty list returns None.""" |
| 116 | + dates = [] |
| 117 | + |
| 118 | + result = estimate_timestep(dates) |
| 119 | + assert result is None |
| 120 | + |
| 121 | + def test_estimate_unsorted_dates(self): |
| 122 | + """Test that unsorted dates are handled.""" |
| 123 | + # Unsorted daily dates |
| 124 | + dates = [ |
| 125 | + datetime.datetime(2024, 1, 3), |
| 126 | + datetime.datetime(2024, 1, 1), |
| 127 | + datetime.datetime(2024, 1, 4), |
| 128 | + datetime.datetime(2024, 1, 2), |
| 129 | + ] |
| 130 | + |
| 131 | + result = estimate_timestep(dates) |
| 132 | + assert result == Day |
| 133 | + |
| 134 | + def test_estimate_with_irregular_spacing(self): |
| 135 | + """Test estimation with some irregular spacing.""" |
| 136 | + # Mostly monthly but with one different |
| 137 | + dates = [ |
| 138 | + datetime.datetime(2024, 1, 1), |
| 139 | + datetime.datetime(2024, 2, 1), |
| 140 | + datetime.datetime(2024, 3, 1), |
| 141 | + datetime.datetime(2024, 4, 1), |
| 142 | + datetime.datetime(2024, 4, 15), # Irregular |
| 143 | + datetime.datetime(2024, 5, 1), |
| 144 | + datetime.datetime(2024, 6, 1), |
| 145 | + ] |
| 146 | + |
| 147 | + # Should still identify as monthly (mode = ~30 days) |
| 148 | + result = estimate_timestep(dates) |
| 149 | + assert result == Month |
| 150 | + |
| 151 | + def test_estimate_monthly_end_of_month(self): |
| 152 | + """Test monthly estimation with end-of-month dates.""" |
| 153 | + # Monthly timesteps at month ends |
| 154 | + dates = [ |
| 155 | + datetime.datetime(2024, 1, 31), |
| 156 | + datetime.datetime(2024, 2, 29), # Leap year |
| 157 | + datetime.datetime(2024, 3, 31), |
| 158 | + datetime.datetime(2024, 4, 30), |
| 159 | + ] |
| 160 | + |
| 161 | + result = estimate_timestep(dates) |
| 162 | + # Should recognize as monthly despite varying day counts |
| 163 | + assert result == Month |
| 164 | + |
| 165 | + def test_estimate_dekad_vs_viirs(self): |
| 166 | + """Test distinguishing between dekads and VIIRS.""" |
| 167 | + # Dekads (10-day) - but note Feb 28 would trigger Dekad |
| 168 | + dates_dekad = [ |
| 169 | + datetime.datetime(2024, 1, 1), |
| 170 | + datetime.datetime(2024, 1, 11), |
| 171 | + datetime.datetime(2024, 1, 21), |
| 172 | + datetime.datetime(2024, 2, 1), |
| 173 | + ] |
| 174 | + |
| 175 | + result = estimate_timestep(dates_dekad) |
| 176 | + assert result == Dekad |
| 177 | + |
| 178 | + # VIIRS (8-day) |
| 179 | + dates_viirs = [ |
| 180 | + datetime.datetime(2024, 1, 1), |
| 181 | + datetime.datetime(2024, 1, 9), |
| 182 | + datetime.datetime(2024, 1, 17), |
| 183 | + ] |
| 184 | + |
| 185 | + result = estimate_timestep(dates_viirs) |
| 186 | + assert result == ViirsModisTimeStep |
| 187 | + |
| 188 | + def test_estimate_leap_year_considerations(self): |
| 189 | + """Test estimation considers leap years.""" |
| 190 | + # Yearly with leap year |
| 191 | + dates = [ |
| 192 | + datetime.datetime(2020, 1, 1), # Leap year |
| 193 | + datetime.datetime(2021, 1, 1), # 366 days later |
| 194 | + datetime.datetime(2022, 1, 1), # 365 days later |
| 195 | + ] |
| 196 | + |
| 197 | + result = estimate_timestep(dates) |
| 198 | + # Should still recognize as yearly despite different day counts |
| 199 | + assert result == Year |
| 200 | + |
| 201 | + def test_estimate_unknown_frequency(self): |
| 202 | + """Test that unknown frequencies return None.""" |
| 203 | + # 3-day frequency (not recognized) |
| 204 | + dates = [ |
| 205 | + datetime.datetime(2024, 1, 1), |
| 206 | + datetime.datetime(2024, 1, 4), |
| 207 | + datetime.datetime(2024, 1, 7), |
| 208 | + datetime.datetime(2024, 1, 10), |
| 209 | + ] |
| 210 | + |
| 211 | + result = estimate_timestep(dates) |
| 212 | + assert result is None |
| 213 | + |
| 214 | + def test_estimate_very_short_intervals(self): |
| 215 | + """Test with sub-hourly intervals.""" |
| 216 | + # 30-minute intervals (not hourly) |
| 217 | + dates = [ |
| 218 | + datetime.datetime(2024, 1, 1, 0, 0), |
| 219 | + datetime.datetime(2024, 1, 1, 0, 30), |
| 220 | + datetime.datetime(2024, 1, 1, 1, 0), |
| 221 | + datetime.datetime(2024, 1, 1, 1, 30), |
| 222 | + ] |
| 223 | + |
| 224 | + result = estimate_timestep(dates) |
| 225 | + # Should return None for unsupported frequency |
| 226 | + assert result is None |
| 227 | + |
| 228 | + def test_estimate_mixed_months_28_31_days(self): |
| 229 | + """Test monthly detection with varying month lengths.""" |
| 230 | + # Months with 28, 30, 31 days |
| 231 | + dates = [ |
| 232 | + datetime.datetime(2023, 12, 1), # 31 days |
| 233 | + datetime.datetime(2024, 1, 1), # 31 days |
| 234 | + datetime.datetime(2024, 2, 1), # 29 days (leap) |
| 235 | + datetime.datetime(2024, 3, 1), # 31 days |
| 236 | + datetime.datetime(2024, 4, 1), # 30 days |
| 237 | + ] |
| 238 | + |
| 239 | + result = estimate_timestep(dates) |
| 240 | + # Most common interval should be ~30 days, identifying as Month |
| 241 | + assert result == Month |
| 242 | + |
| 243 | + |
| 244 | +class TestEstimateTimestepEdgeCases: |
| 245 | + """Test suite for edge cases in timestep estimation.""" |
| 246 | + |
| 247 | + def test_estimate_with_duplicates(self): |
| 248 | + """Test estimation with duplicate timestamps.""" |
| 249 | + dates = [ |
| 250 | + datetime.datetime(2024, 1, 1), |
| 251 | + datetime.datetime(2024, 1, 1), # Duplicate |
| 252 | + datetime.datetime(2024, 1, 2), |
| 253 | + datetime.datetime(2024, 1, 3), |
| 254 | + ] |
| 255 | + |
| 256 | + # Should handle duplicates (diff = 0) |
| 257 | + result = estimate_timestep(dates) |
| 258 | + # Depending on mode calculation, might be Day or None |
| 259 | + assert result is not None |
| 260 | + |
| 261 | + def test_estimate_all_same_date(self): |
| 262 | + """Test estimation when all dates are the same.""" |
| 263 | + dates = [ |
| 264 | + datetime.datetime(2024, 1, 1), |
| 265 | + datetime.datetime(2024, 1, 1), |
| 266 | + datetime.datetime(2024, 1, 1), |
| 267 | + ] |
| 268 | + |
| 269 | + result = estimate_timestep(dates) |
| 270 | + # All differences are 0, can't estimate |
| 271 | + assert result is None |
| 272 | + |
| 273 | + def test_estimate_large_sample(self): |
| 274 | + """Test estimation with large sample.""" |
| 275 | + # 100 daily dates |
| 276 | + base = datetime.datetime(2024, 1, 1) |
| 277 | + dates = [base + datetime.timedelta(days=i) for i in range(100)] |
| 278 | + |
| 279 | + result = estimate_timestep(dates) |
| 280 | + assert result == Day |
| 281 | + |
| 282 | + def test_estimate_sparse_yearly(self): |
| 283 | + """Test yearly estimation with sparse sampling.""" |
| 284 | + dates = [ |
| 285 | + datetime.datetime(2020, 6, 15), |
| 286 | + datetime.datetime(2021, 6, 15), |
| 287 | + datetime.datetime(2022, 6, 15), |
| 288 | + ] |
| 289 | + |
| 290 | + result = estimate_timestep(dates) |
| 291 | + assert result == Year |
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