Seeing weird clearsky ratio scenes at night in timesteps 12-14 where left is clearsky ratio, right is ghi. Timesteps with all(ghi < 10) are being caught at dawn/dusk and making really weird clearsky ratio scenes at night. Would be a good experiment to set timesteps where all(cs_ghi < 10) = np.nan to try and get rid of these weird cs ratio scenes.
"""pytests for H5 climate change data batch handlers"""
import os
import matplotlib.pyplot as plt
import numpy as np
import pytest
from sup3r.preprocessing import (
BatchHandlerCC,
DataHandlerH5SolarCC,
DataHandlerH5WindCC,
)
from sup3r.preprocessing.utilities import numpy_if_tensor
from sup3r.utilities.pytest.helpers import BatchHandlerTesterCC
SHAPE = (20, 20)
FEATURES_S = ['clearsky_ratio', 'ghi', 'clearsky_ghi']
TARGET_S = (39.01, -105.13)
FEATURES_W = ['u_100m', 'v_100m', 'temperature_100m']
TARGET_W = (39.01, -105.15)
TARGET_SURF = (39.1, -105.4)
dh_kwargs = {
'target': TARGET_S,
'shape': SHAPE,
'time_slice': slice(None, None, 2),
# 'time_roll': -7,
}
from sup3r import CONFIG_DIR, TEST_DATA_DIR
FP_NSRDB = os.path.join(TEST_DATA_DIR, 'test_nsrdb_co_2018.h5')
test = np.asarray(handler.data.hourly[:, :, 816:888])
for idt in range(36):
fig, ax = plt.subplots(1, 2, figsize=(15, 5))
for idf in range(test.shape[-1]):
a = ax[idf].imshow(test[:, :, idt, idf])
plt.colorbar(a, ax=ax[idf])
plt.title(idt)
plt.show()
plt.close()
Seeing weird clearsky ratio scenes at night in timesteps 12-14 where left is clearsky ratio, right is ghi. Timesteps with
all(ghi < 10)are being caught at dawn/dusk and making really weird clearsky ratio scenes at night. Would be a good experiment to set timesteps whereall(cs_ghi < 10) = np.nanto try and get rid of these weird cs ratio scenes.Code to reproduce based on
tests/batch_handlers/test_bh_h5_cc.py