add last game data with -lg

main.py

@@ -145,6 +145,6 @@ def main():
     parser.add_argument('-A', action='store_true', help='Run all Models')
     parser.add_argument('-odds', help='Sportsbook to fetch from. (fanduel, draftkings, betmgm, pointsbet, caesars, wynn, bet_rivers_ny')
     parser.add_argument('-kc', action='store_true', help='Calculates percentage of bankroll to bet based on model edge')
-    parser.add_argument('-lg', action='store_true', help='Run with last game stats. Currently only supported for xgb money line.')
+    parser.add_argument('-lg', action='store_true', help='Run with last game stats. Currently only supported for xgb money line model.')
     args = parser.parse_args()
     main()

src/Predict/XGBoost_Runner.py

@@ -23,7 +23,7 @@ def xgb_runner(data, todays_games_uo, frame_ml, games, home_team_odds, away_team
     for row in data:
         home_team = games[c][0]
         away_team = games[c][1]
-        if lg:
+        if lg:#call augment future data if -lg flag is passed
             row = afd(home_team, away_team,row)#AugmentFutureData fetches last game and adds to row...
         ml_predictions_array.append(xgb_ml.predict(xgb.DMatrix(np.array([row]))))
         c += 1

src/Train-Models/XGBoost_Model_ML.py

@@ -1,10 +1,11 @@
 
+
 import sys
 from pathlib import Path
 src = str(Path(__file__).resolve().parent.parent)
 sys.path.insert(0, src)
 
-from src.Utils.lg import AugmentData
+from Utils.lg import AugmentData
 
 
 

src/Utils/lg.py

@@ -247,7 +247,8 @@ def getLastGame(game_date,team_id,cache,game_objects):
 def AugmentData(data):
     # can add or remove this line here, only works if its been run once before and we have cache saved
     # but makes it alot faster if re running
-    #return load_obj('res')
+
+    #return load_obj('res')#uncomment here to load from cache
 
     header = getLabels()
     for stat in header:
@@ -366,7 +367,8 @@ def AugmentFutureData(home_team, away_team,row):
     print('Augmenting data for',home_team, 'v',away_team)
     home_team_lg_data = getLastGameFutures(home_team)
     visitor_team_lg_data = getLastGameFutures(away_team)
-
+    print(home_team_lg_data)
+    print(visitor_team_lg_data)
     combined_data = home_team_lg_data[:87] + visitor_team_lg_data[:87]
     combined_data = np.array(combined_data, dtype=np.float32)
 
@@ -398,6 +400,7 @@ def getLastGameFutures(team_name):
     # games endpoint url with params for start date, end date and team id...
     # this api call basically gets the last month of games before the game date...
     # we use the url as our cache key in order to make things go alot faster...
+    save_obj_root({},'futureCache')
 
     futureCache = load_obj_root('futureCache')
 
@@ -426,8 +429,52 @@ def getLastGameFutures(team_name):
                 #print('found close game date setting game id here to: '+str(lastID))
                 #print(game_date.strftime('%Y-%m-%d'),game['date'])
 
-
-
+
+    url = 'https://www.balldontlie.io/api/v1/stats?game_ids[]='+str(lastID)
+
+    print('url')
+    try:
+        r = futureCache[url]
+    except KeyError:
+        r = req(url)
+        futureCache[url] = r
+        save_obj_root(futureCache,'futureCache')
+
+    data =  formLastGame(r,team_id)
+    formed_data = []
+    formed_data.append(data['history_score'])
+    formed_data.append(data['opponent_score'])
+
+    for player in data['best_history_players']:
+        for label in labels:
+            formed_data.append(player[label])
+
+    for player in data['best_opponent_players']:
+        for label in labels:
+            formed_data.append(player[label])
+
+    return formed_data
+
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