## DatasetManager ##: Initialization
--> players 'ID <-> name' dictionary loaded from: player_names.json
--> teams 'ID <-> name' dictionary loaded from: team_names.json
## Grid Search CV ##: Random Forest
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.03%; test: 83.25% +-1.55%
------------------------- done in 180.47 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.03%; test: 83.00% +-0.91%
------------------------- done in 176.07 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.80% +-0.10%; test: 83.91% +-1.70%
------------------------- done in 176.78 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.86% +-0.11%; test: 82.84% +-1.01%
------------------------- done in 174.41 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.85% +-0.06%; test: 83.05% +-1.41%
------------------------- done in 175.73 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.84% +-0.07%; test: 83.13% +-1.47%
------------------------- done in 175.10 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.42% +-0.11%; test: 83.79% +-1.25%
------------------------- done in 173.99 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.22% +-0.17%; test: 82.82% +-1.23%
------------------------- done in 174.14 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 3, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.18% +-0.18%; test: 83.13% +-1.55%
------------------------- done in 169.69 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 3, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.15% +-0.10%; test: 83.09% +-1.35%
------------------------- done in 170.53 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 3, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.74% +-0.13%; test: 83.31% +-1.22%
------------------------- done in 168.50 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 3, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.38% +-0.38%; test: 82.78% +-1.27%
------------------------- done in 169.10 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.16% +-0.34%; test: 81.93% +-1.11%
------------------------- done in 166.52 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.18% +-0.18%; test: 82.51% +-1.38%
------------------------- done in 163.36 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.26% +-0.17%; test: 81.99% +-1.62%
------------------------- done in 162.78 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.81% +-0.41%; test: 81.62% +-1.76%
------------------------- done in 161.57 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.09% +-0.23%; test: 81.56% +-2.23%
------------------------- done in 157.71 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.15% +-0.26%; test: 81.66% +-1.48%
------------------------- done in 158.49 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.10% +-0.11%; test: 81.52% +-1.47%
------------------------- done in 154.76 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.00% +-0.54%; test: 81.34% +-2.05%
------------------------- done in 154.67 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 6, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.01% +-0.28%; test: 81.07% +-1.73%
------------------------- done in 148.14 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 6, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.70% +-0.70%; test: 80.68% +-2.06%
------------------------- done in 149.49 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 6, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.78% +-0.37%; test: 80.28% +-2.21%
------------------------- done in 147.65 s -------------------------
{'criterion': 'entropy', 'max_depth': 300, 'max_features': None, 'min_samples_leaf': 6, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.10% +-0.54%; test: 80.16% +-1.78%
------------------------- done in 150.23 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.01%; test: 83.58% +-1.75%
------------------------- done in 177.50 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.98% +-0.03%; test: 83.48% +-0.77%
------------------------- done in 177.75 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.76% +-0.11%; test: 83.09% +-1.21%
------------------------- done in 175.58 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.83% +-0.31%; test: 82.59% +-1.05%
------------------------- done in 174.09 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.84% +-0.06%; test: 83.31% +-0.95%
------------------------- done in 172.90 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.86% +-0.09%; test: 83.15% +-0.58%
------------------------- done in 174.48 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.40% +-0.15%; test: 83.00% +-1.25%
------------------------- done in 174.23 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 2, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.35% +-0.23%; test: 82.96% +-1.35%
------------------------- done in 170.47 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 3, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.21% +-0.15%; test: 83.27% +-1.88%
------------------------- done in 171.05 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 3, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.22% +-0.17%; test: 82.57% +-1.14%
------------------------- done in 170.87 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 3, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.88% +-0.13%; test: 83.27% +-1.10%
------------------------- done in 167.90 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 3, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.54% +-0.45%; test: 82.22% +-0.87%
------------------------- done in 168.46 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.26% +-0.13%; test: 82.39% +-2.01%
------------------------- done in 159.39 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.30% +-0.08%; test: 81.97% +-1.05%
------------------------- done in 163.01 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.23% +-0.17%; test: 82.47% +-1.42%
------------------------- done in 162.55 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.87% +-0.17%; test: 82.32% +-1.92%
------------------------- done in 160.93 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.05% +-0.52%; test: 81.31% +-1.72%
------------------------- done in 157.14 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.98% +-0.20%; test: 81.40% +-1.53%
------------------------- done in 156.63 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.13% +-0.35%; test: 81.77% +-1.12%
------------------------- done in 156.68 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.92% +-0.34%; test: 81.15% +-1.40%
------------------------- done in 154.64 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 6, 'min_samples_split': 2, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.09% +-0.40%; test: 80.86% +-1.37%
------------------------- done in 151.88 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 6, 'min_samples_split': 4, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.86% +-0.33%; test: 80.22% +-1.91%
------------------------- done in 150.08 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 6, 'min_samples_split': 8, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.85% +-0.32%; test: 80.31% +-1.08%
------------------------- done in 145.69 s -------------------------
{'criterion': 'entropy', 'max_depth': 500, 'max_features': None, 'min_samples_leaf': 6, 'min_samples_split': 16, 'n_estimators': 50}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.29% +-0.28%; test: 80.04% +-2.32%
------------------------- done in 146.85 s -------------------------