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Commit 22a9313a authored by tomrink's avatar tomrink
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Fix hanlding of out-of-domain earth loc in earth_to_lc_s

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......@@ -1417,6 +1417,9 @@ def run_mean_std(check_cloudy=False, no_icing_to_icing_ratio=5):
mean_i = np.nanmean(data_i)
data_i -= mean_i
std_i = np.nanstd(data_i)
lo_i = np.nanmin(data_i)
hi_i = np.nammax(data_i)
cnt_i = np.sum(np.invert(np.isnan(data_i)))
data_ni = np.concatenate(data_ni)
if check_cloudy:
......@@ -1425,18 +1428,26 @@ def run_mean_std(check_cloudy=False, no_icing_to_icing_ratio=5):
mean_ni = np.nanmean(data_ni)
data_ni -= mean_ni
std_ni = np.nanstd(data_ni)
lo_ni = np.nanmin(data_ni)
hi_ni = np.nammax(data_ni)
cnt_ni = np.sum(np.invert(np.isnan(data_ni)))
no_icing_to_icing_ratio = cnt_ni/cnt_i
mean = (mean_i + no_icing_to_icing_ratio*mean_ni)/(no_icing_to_icing_ratio + 1)
std = (std_i + no_icing_to_icing_ratio*std_ni)/(no_icing_to_icing_ratio + 1)
lo = (lo_i + no_icing_to_icing_ratio*lo_ni)/(no_icing_to_icing_ratio + 1)
hi = (hi_i + no_icing_to_icing_ratio*hi_ni)/(no_icing_to_icing_ratio + 1)
print(dname,': (', mean, mean_i, mean_ni, ') (', std, std_i, std_ni, ')')
print(dname,': (', mean, mean_i, mean_ni, ') (', std, std_i, std_ni, ') ratio: ', no_icing_to_icing_ratio)
print(dname,': (', lo, lo_i, lo_ni, ') (', hi, hi_i, hi_ni, ') ratio: ', no_icing_to_icing_ratio)
mean_std_dct[dname] = (mean_ni, std_ni)
mean_std_dct[dname] = (mean_ni, std_ni, lo_ni, hi_ni)
[h5f.close() for h5f in ice_h5f_lst]
[h5f.close() for h5f in no_ice_h5f_lst]
f = open('/home/rink/data/icing_ml/mean_std.pkl', 'wb')
f = open('/home/rink/data/icing_ml/mean_std_lo_hi.pkl', 'wb')
pickle.dump(mean_std_dct, f)
f.close()
......@@ -1496,7 +1507,6 @@ def run_mean_std_3(train_file_path, check_cloudy=False, params=train_params_day)
params = ['temp_10_4um_nom', 'temp_11_0um_nom', 'temp_12_0um_nom', 'temp_13_3um_nom', 'temp_3_75um_nom',
'temp_6_2um_nom', 'temp_6_7um_nom', 'temp_7_3um_nom', 'temp_8_5um_nom', 'temp_9_7um_nom',
'refl_0_47um_nom', 'refl_0_65um_nom', 'refl_0_86um_nom', 'refl_1_38um_nom', 'refl_1_60um_nom']
check_cloudy = False
mean_std_lo_hi_dct = {}
......
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