From 22a9313aa3bdb04c372e169661626505cccfaabc Mon Sep 17 00:00:00 2001 From: tomrink <rink@ssec.wisc.edu> Date: Tue, 28 Sep 2021 09:37:05 -0500 Subject: [PATCH] Fix hanlding of out-of-domain earth loc in earth_to_lc_s --- modules/icing/pirep_goes.py | 18 ++++++++++++++---- 1 file changed, 14 insertions(+), 4 deletions(-) diff --git a/modules/icing/pirep_goes.py b/modules/icing/pirep_goes.py index df7a2cd9..ea95b664 100644 --- a/modules/icing/pirep_goes.py +++ b/modules/icing/pirep_goes.py @@ -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 = {} -- GitLab