Enhance DK and FD lineup initialization by mapping player names from database collections. Added functionality to convert player identifiers to names for improved display in lineups.

app.py

@@ -124,24 +124,42 @@ def load_overall_stats():
 
 @st.cache_data(ttl = 60)
 def init_DK_lineups():  
+        
+        collection = db['DK_NBA_name_map']
+        cursor = collection.find()
+        raw_data = pd.DataFrame(list(cursor))
+        names_dict = dict(zip(raw_data['key'], raw_data['value']))
     
         collection = db["DK_NBA_seed_frame"] 
         cursor = collection.find().limit(10000)
     
         raw_display = pd.DataFrame(list(cursor))
         raw_display = raw_display[['PG', 'SG', 'SF', 'PF', 'C', 'G', 'F', 'FLEX', 'salary', 'proj', 'Team', 'Team_count', 'Secondary', 'Secondary_count', 'Own']]
+        dict_columns = ['PG', 'SG', 'SF', 'PF', 'C', 'G', 'F', 'FLEX']
+        st.write("converting names")
+        for col in dict_columns:
+            raw_display[col] = raw_display[col].map(names_dict)
         DK_seed = raw_display.to_numpy()
 
         return DK_seed
 
 @st.cache_data(ttl = 60)
 def init_FD_lineups():  
+        
+        collection = db['FD_NBA_name_map']
+        cursor = collection.find()
+        raw_data = pd.DataFrame(list(cursor))
+        names_dict = dict(zip(raw_data['key'], raw_data['value']))
     
         collection = db["FD_NBA_seed_frame"] 
         cursor = collection.find().limit(10000)
     
         raw_display = pd.DataFrame(list(cursor))
         raw_display = raw_display[['PG1', 'PG2', 'SG1', 'SG2', 'SF1', 'SF2', 'PF1', 'PF2', 'C1', 'salary', 'proj', 'Team', 'Team_count', 'Secondary', 'Secondary_count', 'Own']]
+        dict_columns = ['PG1', 'PG2', 'SG1', 'SG2', 'SF1', 'SF2', 'PF1', 'PF2', 'C1']
+        st.write("converting names")
+        for col in dict_columns:
+            raw_display[col] = raw_display[col].map(names_dict)
         FD_seed = raw_display.to_numpy()
 
         return FD_seed