Merge remote-tracking branch 'origin/develop' into develop

src/data-hub/role-stage-discovery-microservice/app/add_custom_type_label.py

+'''This script adds a type_label of type {high, medium, low} to a json file containing clusters.'''
+import json
+import statistics as stat
+
+
+def print_min_max(layer_filename):
+    with open(layer_filename, 'r') as layer_file:
+        content = json.loads(layer_file.read())
+
+    min_ = 1000000
+    max_ = -1000000
+
+    for entry in content:
+        # print(entry['label'])
+        if entry['label'] == 'noise':
+            continue
+
+        mean = stat.mean([float(e) for e in entry['label'].split('--')])
+
+        cur_val = mean
+        max_ = max(max_, cur_val)
+        min_ = min(min_, cur_val)
+
+    print(f"max: {max_}")
+    print(f"min: {min_}")
+
+
+def create_type_label(layer_filename, treshold1, treshold2):
+    with open(layer_filename, 'r') as layer_file:
+        content = json.loads(layer_file.read())
+
+    for entry in content:
+        if entry['label'] == 'noise':
+            entry['type_label'] = 'noise'
+            continue
+
+        mean = stat.mean([float(e) for e in entry['label'].split('--')])
+
+        if mean > treshold2:
+            entry['type_label'] = 'high'
+        elif mean > treshold1:
+            entry['type_label'] = 'medium'
+        else:
+            entry['type_label'] = 'low'
+
+    with open(layer_filename, 'w') as layer_file:
+        layer_file.write(json.dumps(content))
+
+
+print_min_max("Solar_Production_Layer.json")
+create_type_label("Solar_Production_Layer.json",
+                  treshold1=1.4301666666666666, treshold2=2.860333333333333)
+
+print_min_max("User_Demand_Layer.json")
+create_type_label("User_Demand_Layer.json",
+                  treshold1=1.8306666666666667, treshold2=3.6608333333333336)
+
+
+def check_values():
+    with open("Solar_Production_Layer.json", 'r') as layer_file:
+        content = json.loads(layer_file.read())
+
+    for e in content:
+        print(f"{e['label']} : {e['type_label']}")