From 512c1dc03bb0dba4aea2f258d445ff07e728f249 Mon Sep 17 00:00:00 2001
From: tomrink <rink@ssec.wisc.edu>
Date: Fri, 20 May 2022 14:20:17 -0500
Subject: [PATCH] add method to scale data
---
modules/util/util.py | 23 +++++++++++++++++++++++
1 file changed, 23 insertions(+)
diff --git a/modules/util/util.py b/modules/util/util.py
index 24983e1f..0ccb0c14 100644
--- a/modules/util/util.py
+++ b/modules/util/util.py
@@ -405,6 +405,29 @@ def normalize(data, param, mean_std_dict, add_noise=False, noise_scale=1.0, seed
return data
+def scale(data, param, mean_std_dict):
+
+ if mean_std_dict.get(param) is None:
+ return data
+
+ shape = data.shape
+ data = data.flatten()
+
+ mean, std, lo, hi = mean_std_dict.get(param)
+ data -= mean
+ data /= std
+
+ data -= lo
+ data /= (hi - lo)
+
+ not_valid = np.isnan(data)
+ data[not_valid] = 0
+
+ data = np.reshape(data, shape)
+
+ return data
+
+
f = open(ancillary_path+'geos_crs_goes16_FD.pkl', 'rb')
geos_goes16_fd = pickle.load(f)
f.close()
--
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