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Commit 13a5e714 authored by tomrink's avatar tomrink
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parent a5d93d29
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......@@ -5,7 +5,7 @@ import xarray as xr
from util.util import get_grid_values_all
def acspo_validate(oper_file, cspp_file, rel_tol=0.001, deg_tol=0.0002, outfile_nc=None):
def acspo_validate(oper_file, cspp_file, rel_tol=0.01, deg_tol=0.0002, outfile_nc=None):
h5f_oper = h5py.File(oper_file, 'r')
h5f_cspp = h5py.File(cspp_file, 'r')
......@@ -107,28 +107,28 @@ def acspo_validate(oper_file, cspp_file, rel_tol=0.001, deg_tol=0.0002, outfile_
overlap_shape = lon_cspp.shape
print('overlap shape, size: ', overlap_shape, np.size(lon_cspp))
# sst_cspp_2d = np.where(cspp_clear, sst_cspp_2d, np.nan)
# sst_oper_2d = np.where(oper_clear, sst_oper_2d, np.nan)
both_valid = np.invert(np.isnan(sst_cspp_2d)) & np.invert(np.isnan(sst_oper_2d))
sst_cspp_2d = np.where(both_valid, sst_cspp_2d, np.nan)
sst_oper_2d = np.where(both_valid, sst_oper_2d, np.nan)
sst_cspp = sst_cspp_2d.flatten()
sst_oper = sst_oper_2d.flatten()
oper_clear = oper_clear.flatten()
cspp_clear = cspp_clear.flatten()
lon_cspp = lon_cspp.flatten()
lat_cspp = lat_cspp.flatten()
lon_oper = lon_oper.flatten()
lat_oper = lat_oper.flatten()
both_valid = both_valid.flatten()
sst_cspp = sst_cspp_2d.flatten()[both_valid]
sst_oper = sst_oper_2d.flatten()[both_valid]
oper_clear = oper_clear.flatten()[both_valid]
cspp_clear = cspp_clear.flatten()[both_valid]
lon_cspp = lon_cspp.flatten()[both_valid]
lat_cspp = lat_cspp.flatten()[both_valid]
lon_oper = lon_oper.flatten()[both_valid]
lat_oper = lat_oper.flatten()[both_valid]
both_valid = np.invert(np.isnan(sst_cspp)) & np.invert(np.isnan(sst_oper))
both_clear = oper_clear & cspp_clear
keep = both_valid & both_clear
valid_sst_cspp = sst_cspp[keep]
valid_sst_oper = sst_oper[keep]
valid_lon_cspp = lon_cspp[keep]
valid_lat_cspp = lat_cspp[keep]
valid_lon_oper = lon_oper[keep]
valid_lat_oper = lat_oper[keep]
valid_sst_cspp = sst_cspp[both_clear]
valid_sst_oper = sst_oper[both_clear]
valid_lon_cspp = lon_cspp[both_clear]
valid_lat_cspp = lat_cspp[both_clear]
valid_lon_oper = lon_oper[both_clear]
valid_lat_oper = lat_oper[both_clear]
xarray_data = xr.Dataset({
'sst_cspp': xr.DataArray(valid_sst_cspp, coords=None, dims=None, name='sst_cspp'),
......@@ -142,7 +142,7 @@ def acspo_validate(oper_file, cspp_file, rel_tol=0.001, deg_tol=0.0002, outfile_
xarray_data.to_netcdf(outfile_nc)
print('fraction SSTs approx equal: ',
np.sum(np.isclose(valid_sst_cspp, valid_sst_oper, rtol=rel_tol))/np.sum(keep))
np.sum(np.isclose(valid_sst_cspp, valid_sst_oper, rtol=rel_tol))/np.sum(both_clear))
h5f_oper.close()
h5f_cspp.close()
......
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