## DatasetManager ##: Initialization
--> players 'ID <-> name' dictionary loaded from: player_names.json
--> teams 'ID <-> name' dictionary loaded from: team_names.json
## Grid Search CV ##: Extreme Random Forest
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.98% +-0.04%; test: 79.17% +-0.67%
------------------------- done in 186.14 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.96% +-0.07%; test: 79.62% +-0.95%
------------------------- done in 344.73 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.98% +-0.03%; test: 79.69% +-1.16%
------------------------- done in 639.28 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.92% +-0.15%; test: 79.77% +-1.95%
------------------------- done in 186.02 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.94% +-0.11%; test: 79.46% +-1.21%
------------------------- done in 330.36 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.96% +-0.05%; test: 79.89% +-1.04%
------------------------- done in 628.51 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.49% +-0.77%; test: 78.84% +-1.28%
------------------------- done in 172.02 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.88% +-0.69%; test: 79.15% +-1.20%
------------------------- done in 316.75 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.80% +-0.75%; test: 79.38% +-1.48%
------------------------- done in 608.88 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.14% +-0.47%; test: 78.33% +-1.20%
------------------------- done in 168.42 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.37% +-0.43%; test: 78.72% +-1.05%
------------------------- done in 318.98 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.30% +-0.38%; test: 78.76% +-1.57%
------------------------- done in 598.24 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.10% +-0.41%; test: 78.35% +-1.67%
------------------------- done in 169.12 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.22% +-0.40%; test: 78.70% +-1.53%
------------------------- done in 313.64 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.31% +-0.32%; test: 78.76% +-1.18%
------------------------- done in 600.28 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.55% +-0.56%; test: 77.81% +-1.55%
------------------------- done in 169.32 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.66% +-0.44%; test: 78.51% +-1.93%
------------------------- done in 307.65 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.58% +-0.54%; test: 78.57% +-1.91%
------------------------- done in 586.95 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.66% +-0.34%; test: 74.25% +-2.34%
------------------------- done in 147.09 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.67% +-0.25%; test: 74.27% +-2.35%
------------------------- done in 268.85 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.82% +-0.25%; test: 74.23% +-2.17%
------------------------- done in 505.59 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.44% +-0.33%; test: 73.88% +-1.87%
------------------------- done in 147.38 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.67% +-0.12%; test: 74.06% +-2.47%
------------------------- done in 265.06 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.83% +-0.33%; test: 74.33% +-2.79%
------------------------- done in 503.55 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.04% +-0.38%; test: 73.96% +-2.70%
------------------------- done in 147.94 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.21% +-0.39%; test: 73.96% +-2.11%
------------------------- done in 262.46 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.14% +-0.47%; test: 74.29% +-2.82%
------------------------- done in 502.76 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.43% +-1.11%; test: 59.21% +-3.09%
------------------------- done in 102.59 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.45% +-0.83%; test: 59.31% +-2.84%
------------------------- done in 181.19 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.64% +-0.72%; test: 59.52% +-3.01%
------------------------- done in 337.23 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.63% +-0.81%; test: 59.37% +-3.58%
------------------------- done in 102.46 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.61% +-0.69%; test: 59.50% +-2.88%
------------------------- done in 181.60 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.60% +-0.68%; test: 59.50% +-2.71%
------------------------- done in 334.00 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.63% +-0.38%; test: 59.62% +-2.75%
------------------------- done in 101.88 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.46% +-0.48%; test: 59.48% +-2.87%
------------------------- done in 181.27 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.42% +-0.66%; test: 59.68% +-2.66%
------------------------- done in 342.57 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 79.95% +-1.08%
------------------------- done in 207.16 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.59% +-1.10%
------------------------- done in 388.42 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.26% +-0.86%
------------------------- done in 731.27 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 79.87% +-1.07%
------------------------- done in 203.98 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.14% +-1.09%
------------------------- done in 383.12 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.18% +-1.07%
------------------------- done in 729.13 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.10% +-0.17%; test: 79.56% +-1.23%
------------------------- done in 201.14 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.20% +-0.15%; test: 79.95% +-1.57%
------------------------- done in 374.08 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.24% +-0.18%; test: 79.98% +-1.12%
------------------------- done in 715.07 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.88% +-0.22%; test: 79.05% +-1.45%
------------------------- done in 190.45 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.95% +-0.23%; test: 78.90% +-1.90%
------------------------- done in 347.87 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.01% +-0.25%; test: 78.86% +-1.61%
------------------------- done in 661.50 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.94% +-0.21%; test: 78.86% +-1.61%
------------------------- done in 186.49 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.99% +-0.25%; test: 79.19% +-1.58%
------------------------- done in 344.56 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.00% +-0.22%; test: 78.90% +-1.80%
------------------------- done in 658.22 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.18% +-0.13%; test: 78.41% +-1.55%
------------------------- done in 185.80 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.19% +-0.32%; test: 78.80% +-1.92%
------------------------- done in 338.90 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.22% +-0.22%; test: 78.97% +-1.95%
------------------------- done in 653.50 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.81% +-0.35%; test: 73.65% +-2.91%
------------------------- done in 148.55 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.87% +-0.35%; test: 73.94% +-2.89%
------------------------- done in 270.06 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.91% +-0.35%; test: 74.08% +-2.05%
------------------------- done in 508.34 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.75% +-0.31%; test: 73.75% +-2.38%
------------------------- done in 147.49 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.67% +-0.35%; test: 73.90% +-2.29%
------------------------- done in 271.57 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.01% +-0.36%; test: 74.27% +-2.27%
------------------------- done in 514.92 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.16% +-0.49%; test: 73.84% +-2.03%
------------------------- done in 142.59 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.41% +-0.48%; test: 74.00% +-2.32%
------------------------- done in 267.28 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.33% +-0.47%; test: 74.23% +-2.74%
------------------------- done in 506.11 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.33% +-0.50%; test: 59.41% +-3.06%
------------------------- done in 102.64 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.57% +-0.85%; test: 59.54% +-3.28%
------------------------- done in 180.58 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.48% +-0.92%; test: 59.85% +-2.69%
------------------------- done in 335.24 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.58% +-0.62%; test: 59.02% +-3.55%
------------------------- done in 102.77 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.66% +-0.83%; test: 59.66% +-2.44%
------------------------- done in 183.03 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.67% +-0.75%; test: 59.60% +-3.21%
------------------------- done in 339.01 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.33% +-0.55%; test: 58.92% +-3.00%
------------------------- done in 102.72 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.49% +-0.37%; test: 59.77% +-2.81%
------------------------- done in 180.02 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.75% +-0.75%; test: 60.09% +-3.15%
------------------------- done in 335.08 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.22% +-1.86%
------------------------- done in 204.89 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 79.89% +-1.09%
------------------------- done in 384.53 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.49% +-1.23%
------------------------- done in 742.78 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.24% +-1.27%
------------------------- done in 203.62 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.16% +-1.46%
------------------------- done in 380.76 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.51% +-1.32%
------------------------- done in 731.39 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.07% +-0.11%; test: 79.87% +-1.80%
------------------------- done in 198.72 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.20% +-0.13%; test: 80.08% +-1.49%
------------------------- done in 379.13 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.19% +-0.17%; test: 80.04% +-1.30%
------------------------- done in 727.82 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.90% +-0.20%; test: 78.66% +-1.92%
------------------------- done in 188.10 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.02% +-0.19%; test: 78.62% +-1.60%
------------------------- done in 351.03 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.00% +-0.25%; test: 78.62% +-1.45%
------------------------- done in 653.28 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.91% +-0.14%; test: 78.76% +-1.69%
------------------------- done in 187.49 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.95% +-0.20%; test: 79.46% +-1.66%
------------------------- done in 349.09 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.01% +-0.22%; test: 78.84% +-1.23%
------------------------- done in 662.58 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.11% +-0.30%; test: 78.70% +-1.75%
------------------------- done in 179.44 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.12% +-0.31%; test: 78.24% +-1.26%
------------------------- done in 342.24 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.27% +-0.26%; test: 78.84% +-1.85%
------------------------- done in 656.11 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.72% +-0.50%; test: 74.04% +-2.95%
------------------------- done in 148.88 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.93% +-0.50%; test: 73.73% +-2.30%
------------------------- done in 265.64 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.97% +-0.50%; test: 74.17% +-2.51%
------------------------- done in 515.97 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.74% +-0.40%; test: 73.84% +-1.95%
------------------------- done in 149.71 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.82% +-0.40%; test: 74.31% +-2.41%
------------------------- done in 273.45 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.97% +-0.37%; test: 74.08% +-2.07%
------------------------- done in 513.06 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.15% +-0.46%; test: 73.88% +-2.41%
------------------------- done in 145.74 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.42% +-0.44%; test: 74.12% +-1.68%
------------------------- done in 266.16 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.40% +-0.51%; test: 74.52% +-2.76%
------------------------- done in 507.24 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.56% +-1.04%; test: 59.19% +-2.60%
------------------------- done in 103.39 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.52% +-0.71%; test: 59.31% +-3.01%
------------------------- done in 181.71 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.57% +-0.66%; test: 59.77% +-3.42%
------------------------- done in 339.37 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.78% +-0.79%; test: 59.52% +-2.89%
------------------------- done in 103.64 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.29% +-0.87%; test: 59.66% +-3.20%
------------------------- done in 185.32 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.68% +-0.80%; test: 59.50% +-2.84%
------------------------- done in 344.21 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.51% +-0.75%; test: 60.05% +-2.57%
------------------------- done in 105.56 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.61% +-0.65%; test: 59.58% +-2.59%
------------------------- done in 187.58 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.62% +-0.67%; test: 59.48% +-3.03%
------------------------- done in 347.75 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.14% +-1.73%
------------------------- done in 218.01 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.24% +-1.79%
------------------------- done in 395.51 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.55% +-1.07%
------------------------- done in 754.97 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 79.89% +-1.29%
------------------------- done in 218.51 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.08% +-1.17%
------------------------- done in 393.88 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 80.41% +-1.52%
------------------------- done in 755.96 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.19% +-0.27%; test: 79.69% +-1.59%
------------------------- done in 209.25 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.19% +-0.14%; test: 79.93% +-0.91%
------------------------- done in 397.36 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.20% +-0.18%; test: 80.08% +-1.27%
------------------------- done in 738.22 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.92% +-0.25%; test: 78.64% +-1.60%
------------------------- done in 191.96 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.03% +-0.23%; test: 78.86% +-1.55%
------------------------- done in 362.12 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.98% +-0.21%; test: 79.21% +-1.54%
------------------------- done in 674.11 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.03% +-0.24%; test: 79.01% +-1.35%
------------------------- done in 193.52 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.01% +-0.25%; test: 78.99% +-1.22%
------------------------- done in 355.28 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.01% +-0.25%; test: 79.05% +-1.39%
------------------------- done in 669.13 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.24% +-0.23%; test: 78.49% +-1.29%
------------------------- done in 192.86 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.17% +-0.12%; test: 78.72% +-1.71%
------------------------- done in 347.79 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.21% +-0.30%; test: 78.78% +-1.54%
------------------------- done in 664.98 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.56% +-0.44%; test: 74.25% +-2.52%
------------------------- done in 157.50 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.86% +-0.38%; test: 74.00% +-2.73%
------------------------- done in 278.02 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.95% +-0.47%; test: 74.19% +-2.27%
------------------------- done in 521.19 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.62% +-0.35%; test: 73.92% +-2.44%
------------------------- done in 155.59 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.91% +-0.40%; test: 73.79% +-2.50%
------------------------- done in 277.69 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.88% +-0.29%; test: 74.08% +-2.01%
------------------------- done in 528.87 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.09% +-0.20%; test: 74.14% +-2.25%
------------------------- done in 152.18 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.34% +-0.55%; test: 74.21% +-2.56%
------------------------- done in 275.71 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.50% +-0.45%; test: 74.29% +-2.00%
------------------------- done in 517.65 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.64% +-0.90%; test: 59.54% +-2.83%
------------------------- done in 104.89 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.57% +-0.61%; test: 59.37% +-3.09%
------------------------- done in 185.29 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.44% +-0.82%; test: 59.60% +-2.83%
------------------------- done in 345.37 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.32% +-0.72%; test: 59.29% +-2.62%
------------------------- done in 105.32 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.52% +-0.54%; test: 59.50% +-2.98%
------------------------- done in 184.86 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.58% +-0.66%; test: 59.60% +-2.71%
------------------------- done in 341.11 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.58% +-0.69%; test: 59.56% +-2.52%
------------------------- done in 107.07 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.62% +-0.61%; test: 59.31% +-3.22%
------------------------- done in 182.43 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.50% +-0.58%; test: 59.50% +-2.93%
------------------------- done in 342.95 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.97% +-0.04%; test: 79.30% +-0.67%
------------------------- done in 200.87 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.01%; test: 79.34% +-1.08%
------------------------- done in 350.61 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.48% +-1.06%
------------------------- done in 657.64 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.93% +-0.07%; test: 79.23% +-1.00%
------------------------- done in 192.05 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.94% +-0.07%; test: 79.21% +-0.76%
------------------------- done in 340.04 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.02%; test: 79.34% +-0.73%
------------------------- done in 637.32 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.62% +-0.85%; test: 78.78% +-1.06%
------------------------- done in 185.90 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.79% +-0.78%; test: 78.78% +-0.31%
------------------------- done in 335.83 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.88% +-0.65%; test: 79.21% +-0.79%
------------------------- done in 626.09 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.20% +-0.29%; test: 77.77% +-0.27%
------------------------- done in 187.06 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.38% +-0.21%; test: 78.14% +-0.60%
------------------------- done in 329.19 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.31% +-0.19%; test: 78.14% +-0.81%
------------------------- done in 610.83 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.11% +-0.56%; test: 77.52% +-0.55%
------------------------- done in 186.81 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.42% +-0.14%; test: 77.63% +-0.46%
------------------------- done in 331.32 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.34% +-0.07%; test: 78.04% +-0.81%
------------------------- done in 609.00 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.38% +-0.95%; test: 77.52% +-0.65%
------------------------- done in 182.56 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.69% +-0.72%; test: 77.91% +-1.04%
------------------------- done in 323.79 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.66% +-0.58%; test: 77.91% +-0.73%
------------------------- done in 607.53 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.40% +-0.51%; test: 74.04% +-0.51%
------------------------- done in 164.77 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.68% +-0.57%; test: 73.69% +-1.07%
------------------------- done in 280.01 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.56% +-0.61%; test: 73.96% +-0.81%
------------------------- done in 522.67 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.54% +-0.74%; test: 73.77% +-1.42%
------------------------- done in 162.29 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.61% +-0.59%; test: 73.77% +-0.87%
------------------------- done in 282.50 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.71% +-0.60%; test: 73.96% +-0.57%
------------------------- done in 525.39 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.98% +-0.75%; test: 73.88% +-1.06%
------------------------- done in 157.75 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.13% +-0.66%; test: 74.04% +-1.15%
------------------------- done in 279.89 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.10% +-0.53%; test: 73.90% +-0.84%
------------------------- done in 514.90 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.66% +-1.32%; test: 59.68% +-0.96%
------------------------- done in 118.84 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.73% +-1.14%; test: 59.76% +-0.96%
------------------------- done in 200.30 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.77% +-1.07%; test: 59.70% +-1.32%
------------------------- done in 353.99 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.45% +-1.19%; test: 59.54% +-0.95%
------------------------- done in 116.74 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.70% +-1.35%; test: 59.79% +-0.87%
------------------------- done in 192.82 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.79% +-1.20%; test: 59.93% +-0.79%
------------------------- done in 352.13 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.63% +-1.12%; test: 59.81% +-0.94%
------------------------- done in 118.31 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.62% +-1.21%; test: 59.60% +-0.89%
------------------------- done in 195.09 s -------------------------
{'criterion': 'entropy', 'max_depth': 160, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.71% +-1.06%; test: 60.03% +-0.76%
------------------------- done in 355.48 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.60% +-1.43%
------------------------- done in 221.62 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.58% +-1.54%
------------------------- done in 398.62 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.73% +-1.44%
------------------------- done in 749.90 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.25% +-1.50%
------------------------- done in 221.35 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.46% +-1.02%
------------------------- done in 399.98 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.54% +-1.43%
------------------------- done in 745.93 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.15% +-0.25%; test: 79.15% +-0.51%
------------------------- done in 225.66 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.21% +-0.25%; test: 79.50% +-1.42%
------------------------- done in 404.59 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.12% +-0.22%; test: 79.50% +-1.63%
------------------------- done in 748.02 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.91% +-0.07%; test: 77.91% +-1.11%
------------------------- done in 217.09 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.99% +-0.11%; test: 78.59% +-0.98%
------------------------- done in 385.55 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.98% +-0.12%; test: 78.51% +-1.10%
------------------------- done in 702.89 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.97% +-0.13%; test: 77.75% +-1.68%
------------------------- done in 211.28 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.94% +-0.07%; test: 78.51% +-1.14%
------------------------- done in 365.66 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.97% +-0.11%; test: 78.82% +-1.49%
------------------------- done in 698.36 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.20% +-0.40%; test: 77.65% +-1.06%
------------------------- done in 209.65 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.30% +-0.25%; test: 78.24% +-0.91%
------------------------- done in 367.42 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.29% +-0.44%; test: 78.10% +-0.82%
------------------------- done in 682.61 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.69% +-0.70%; test: 73.86% +-1.08%
------------------------- done in 173.72 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.73% +-0.62%; test: 73.82% +-1.04%
------------------------- done in 299.26 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.76% +-0.66%; test: 73.90% +-1.12%
------------------------- done in 542.20 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.71% +-0.37%; test: 73.71% +-1.19%
------------------------- done in 171.24 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.76% +-0.64%; test: 74.06% +-0.86%
------------------------- done in 289.47 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.85% +-0.64%; test: 73.73% +-1.04%
------------------------- done in 529.02 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.08% +-0.81%; test: 73.82% +-0.68%
------------------------- done in 161.33 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.34% +-0.50%; test: 73.92% +-0.70%
------------------------- done in 280.99 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.32% +-0.47%; test: 73.96% +-0.29%
------------------------- done in 523.22 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.45% +-1.04%; test: 59.64% +-1.10%
------------------------- done in 116.45 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.67% +-1.10%; test: 59.35% +-0.82%
------------------------- done in 196.29 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.67% +-1.08%; test: 59.91% +-0.71%
------------------------- done in 349.63 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.47% +-1.23%; test: 59.70% +-1.74%
------------------------- done in 120.27 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.57% +-1.09%; test: 59.74% +-1.02%
------------------------- done in 197.62 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.86% +-1.15%; test: 59.99% +-1.18%
------------------------- done in 351.29 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.48% +-1.25%; test: 59.70% +-0.71%
------------------------- done in 116.33 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.72% +-1.32%; test: 59.97% +-1.12%
------------------------- done in 198.23 s -------------------------
{'criterion': 'entropy', 'max_depth': 320, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.70% +-1.14%; test: 59.91% +-0.99%
------------------------- done in 353.30 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.21% +-1.60%
------------------------- done in 222.46 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.79% +-1.60%
------------------------- done in 400.00 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 80.06% +-1.76%
------------------------- done in 760.83 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.23% +-1.47%
------------------------- done in 223.32 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.77% +-1.90%
------------------------- done in 402.28 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.85% +-1.25%
------------------------- done in 751.19 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.10% +-0.14%; test: 78.95% +-1.53%
------------------------- done in 219.17 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.11% +-0.16%; test: 79.03% +-1.18%
------------------------- done in 394.26 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.20% +-0.21%; test: 79.56% +-1.36%
------------------------- done in 745.13 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.88% +-0.15%; test: 77.87% +-1.41%
------------------------- done in 207.02 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.98% +-0.13%; test: 78.31% +-0.94%
------------------------- done in 362.01 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.02% +-0.13%; test: 78.64% +-1.35%
------------------------- done in 671.39 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.90% +-0.11%; test: 78.04% +-1.19%
------------------------- done in 205.66 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.98% +-0.14%; test: 78.47% +-1.36%
------------------------- done in 361.53 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.97% +-0.07%; test: 78.55% +-1.54%
------------------------- done in 676.66 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.17% +-0.39%; test: 78.02% +-0.68%
------------------------- done in 205.53 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.26% +-0.30%; test: 78.02% +-0.96%
------------------------- done in 358.75 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.27% +-0.29%; test: 78.18% +-0.95%
------------------------- done in 664.99 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.69% +-0.63%; test: 74.29% +-1.14%
------------------------- done in 163.38 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.74% +-0.54%; test: 73.53% +-0.78%
------------------------- done in 285.39 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.74% +-0.67%; test: 73.77% +-0.49%
------------------------- done in 531.09 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.68% +-0.62%; test: 73.24% +-1.28%
------------------------- done in 162.83 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.76% +-0.60%; test: 73.73% +-0.92%
------------------------- done in 283.61 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.75% +-0.57%; test: 74.00% +-1.04%
------------------------- done in 525.22 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.07% +-0.62%; test: 73.38% +-0.87%
------------------------- done in 164.47 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.33% +-0.42%; test: 73.84% +-0.89%
------------------------- done in 281.91 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.34% +-0.55%; test: 74.00% +-1.33%
------------------------- done in 523.59 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.64% +-1.18%; test: 60.09% +-0.95%
------------------------- done in 116.04 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.77% +-1.40%; test: 59.76% +-1.04%
------------------------- done in 197.61 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.70% +-1.15%; test: 59.68% +-0.67%
------------------------- done in 351.10 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.44% +-1.47%; test: 59.99% +-0.47%
------------------------- done in 117.73 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.63% +-1.10%; test: 59.99% +-0.93%
------------------------- done in 198.72 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.73% +-1.09%; test: 59.91% +-0.81%
------------------------- done in 349.62 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.63% +-1.03%; test: 60.07% +-0.57%
------------------------- done in 117.10 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.80% +-1.39%; test: 60.30% +-1.00%
------------------------- done in 195.92 s -------------------------
{'criterion': 'entropy', 'max_depth': 640, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.92% +-1.20%; test: 59.95% +-1.01%
------------------------- done in 352.60 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.40% +-1.48%
------------------------- done in 220.01 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.73% +-1.82%
------------------------- done in 396.11 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.85% +-1.17%
------------------------- done in 754.70 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.11% +-1.59%
------------------------- done in 223.27 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.67% +-1.36%
------------------------- done in 397.16 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.42% +-1.42%
------------------------- done in 753.24 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.03% +-0.17%; test: 79.01% +-1.15%
------------------------- done in 223.56 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.13% +-0.19%; test: 79.54% +-1.71%
------------------------- done in 394.73 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.20% +-0.17%; test: 79.77% +-1.51%
------------------------- done in 742.86 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.90% +-0.14%; test: 78.20% +-0.87%
------------------------- done in 202.35 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.94% +-0.07%; test: 78.10% +-0.96%
------------------------- done in 360.62 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.99% +-0.11%; test: 78.41% +-1.01%
------------------------- done in 673.15 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.93% +-0.07%; test: 77.75% +-0.96%
------------------------- done in 204.64 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.95% +-0.12%; test: 78.45% +-1.23%
------------------------- done in 358.48 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.99% +-0.14%; test: 78.62% +-1.01%
------------------------- done in 674.44 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.25% +-0.51%; test: 77.85% +-1.02%
------------------------- done in 200.56 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.21% +-0.58%; test: 78.00% +-0.89%
------------------------- done in 353.90 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 5, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.22% +-0.45%; test: 78.31% +-0.62%
------------------------- done in 679.08 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.63% +-0.71%; test: 73.92% +-1.16%
------------------------- done in 163.66 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.71% +-0.59%; test: 73.90% +-0.50%
------------------------- done in 285.46 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.88% +-0.62%; test: 73.88% +-0.70%
------------------------- done in 529.20 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.57% +-0.56%; test: 73.82% +-1.26%
------------------------- done in 164.03 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.77% +-0.56%; test: 73.63% +-0.76%
------------------------- done in 284.16 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.79% +-0.48%; test: 73.98% +-0.52%
------------------------- done in 531.26 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.22% +-0.79%; test: 73.82% +-0.32%
------------------------- done in 163.35 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.10% +-0.64%; test: 73.71% +-1.04%
------------------------- done in 280.58 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 10, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.40% +-0.53%; test: 74.02% +-0.88%
------------------------- done in 520.81 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.57% +-1.00%; test: 59.74% +-0.70%
------------------------- done in 116.43 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.88% +-1.34%; test: 59.81% +-0.93%
------------------------- done in 198.34 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.73% +-1.34%; test: 59.91% +-0.89%
------------------------- done in 350.18 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.63% +-1.27%; test: 59.48% +-1.27%
------------------------- done in 116.40 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.65% +-0.99%; test: 59.62% +-0.51%
------------------------- done in 195.36 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 8, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.82% +-1.15%; test: 60.26% +-1.06%
------------------------- done in 353.88 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 80}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.56% +-0.95%; test: 59.68% +-1.33%
------------------------- done in 117.90 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 160}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.75% +-1.37%; test: 59.81% +-0.90%
------------------------- done in 196.42 s -------------------------
{'criterion': 'entropy', 'max_depth': 1280, 'max_features': None, 'min_samples_leaf': 20, 'min_samples_split': 32, 'n_estimators': 320}
'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.69% +-1.19%; test: 60.05% +-1.07%
------------------------- done in 351.80 s -------------------------