## 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': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.97% +-0.81%; test: 81.46% +-1.40% ------------------------- done in 108.74 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.37% +-1.49%; test: 81.79% +-2.25% ------------------------- done in 296.47 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.25% +-1.39%; test: 81.73% +-2.67% ------------------------- done in 667.10 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.09% +-1.32%; test: 80.94% +-2.00% ------------------------- done in 106.63 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.42% +-1.34%; test: 81.11% +-2.06% ------------------------- done in 294.57 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.45% +-1.37%; test: 81.29% +-2.53% ------------------------- done in 665.49 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.85% +-2.58%; test: 77.63% +-3.11% ------------------------- done in 103.64 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.36% +-2.68%; test: 78.37% +-3.17% ------------------------- done in 281.27 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.56% +-2.51%; test: 78.33% +-3.12% ------------------------- done in 628.98 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.82% +-1.43%; test: 80.00% +-2.84% ------------------------- done in 103.59 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.23% +-1.48%; test: 80.28% +-2.25% ------------------------- done in 279.67 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.34% +-1.59%; test: 80.86% +-2.60% ------------------------- done in 630.27 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.96% +-1.42%; test: 80.02% +-2.15% ------------------------- done in 103.09 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.43% +-1.74%; test: 80.57% +-2.51% ------------------------- done in 275.34 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.32% +-1.69%; test: 80.57% +-2.36% ------------------------- done in 631.78 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.03% +-2.40%; test: 78.31% +-2.82% ------------------------- done in 102.35 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.62% +-1.78%; test: 78.39% +-2.74% ------------------------- done in 275.13 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.85% +-1.73%; test: 78.16% +-3.01% ------------------------- done in 622.04 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.36% +-1.40%; test: 63.14% +-2.47% ------------------------- done in 85.16 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.27% +-1.99%; test: 62.98% +-3.17% ------------------------- done in 212.38 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.75% +-1.86%; test: 63.08% +-3.02% ------------------------- done in 461.71 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.14% +-1.36%; test: 62.28% +-2.79% ------------------------- done in 85.65 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.26% +-1.89%; test: 63.04% +-2.74% ------------------------- done in 212.06 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.40% +-2.08%; test: 63.08% +-2.94% ------------------------- done in 468.13 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.03% +-2.32%; test: 62.75% +-3.12% ------------------------- done in 86.20 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.42% +-1.49%; test: 62.79% +-2.77% ------------------------- done in 212.34 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.47% +-2.03%; test: 62.90% +-3.17% ------------------------- done in 464.29 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.02% +-0.95%; test: 73.65% +-1.48% ------------------------- done in 38.58 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.60% +-0.36%; test: 74.47% +-0.97% ------------------------- done in 46.81 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.54% +-0.46%; test: 74.74% +-1.38% ------------------------- done in 62.31 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.56% +-0.38%; test: 73.65% +-1.10% ------------------------- done in 38.81 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.96% +-0.83%; test: 74.80% +-1.51% ------------------------- done in 45.85 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.23% +-0.86%; test: 74.95% +-1.41% ------------------------- done in 61.74 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.70% +-1.90%; test: 73.55% +-1.52% ------------------------- done in 37.84 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.45% +-1.09%; test: 74.29% +-1.88% ------------------------- done in 45.46 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.70% +-1.00%; test: 74.29% +-1.60% ------------------------- done in 60.89 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.60% +-0.80%; test: 73.59% +-1.73% ------------------------- done in 38.26 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.44% +-0.30%; test: 74.31% +-1.78% ------------------------- done in 45.66 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.51% +-0.33%; test: 74.10% +-2.30% ------------------------- done in 59.96 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.78% +-0.71%; test: 72.81% +-1.75% ------------------------- done in 38.19 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.49% +-0.65%; test: 73.82% +-1.67% ------------------------- done in 45.81 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.68% +-0.57%; test: 74.66% +-2.53% ------------------------- done in 60.56 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 88.47% +-0.99%; test: 72.87% +-2.06% ------------------------- done in 38.06 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.00% +-0.41%; test: 74.23% +-1.77% ------------------------- done in 44.90 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.50% +-0.48%; test: 74.04% +-2.33% ------------------------- done in 59.22 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.49% +-0.59%; test: 58.49% +-1.48% ------------------------- done in 37.57 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.39% +-0.48%; test: 58.57% +-1.54% ------------------------- done in 43.77 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.57% +-0.39%; test: 58.57% +-2.09% ------------------------- done in 56.56 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.35% +-0.86%; test: 58.34% +-0.77% ------------------------- done in 38.24 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.67% +-0.84%; test: 58.53% +-1.72% ------------------------- done in 44.96 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.74% +-0.50%; test: 58.78% +-1.56% ------------------------- done in 56.75 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.60% +-0.86%; test: 58.26% +-1.10% ------------------------- done in 38.36 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.56% +-0.55%; test: 58.67% +-1.16% ------------------------- done in 44.86 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.69% +-0.60%; test: 58.78% +-2.02% ------------------------- done in 57.01 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.29% +-0.29%; test: 64.46% +-1.14% ------------------------- done in 37.38 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.82% +-0.17%; test: 65.18% +-1.63% ------------------------- done in 44.48 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.89% +-0.11%; test: 66.15% +-1.03% ------------------------- done in 55.42 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.35% +-0.42%; test: 65.12% +-1.66% ------------------------- done in 38.07 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.22% +-0.48%; test: 65.80% +-1.34% ------------------------- done in 43.90 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.34% +-0.40%; test: 65.95% +-1.10% ------------------------- done in 55.60 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 88.28% +-1.10%; test: 64.28% +-2.20% ------------------------- done in 37.71 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.17% +-0.73%; test: 65.33% +-1.15% ------------------------- done in 44.09 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.67% +-0.65%; test: 66.03% +-1.88% ------------------------- done in 54.74 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 84.22% +-0.77%; test: 64.11% +-0.96% ------------------------- done in 37.74 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 85.92% +-0.63%; test: 64.98% +-1.29% ------------------------- done in 43.54 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 86.27% +-0.53%; test: 64.77% +-0.82% ------------------------- done in 54.24 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 84.15% +-0.56%; test: 63.91% +-1.61% ------------------------- done in 38.19 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 85.89% +-0.40%; test: 64.90% +-1.26% ------------------------- done in 43.34 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 86.22% +-0.50%; test: 64.50% +-1.42% ------------------------- done in 53.96 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 83.89% +-0.91%; test: 63.78% +-0.73% ------------------------- done in 38.11 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 85.25% +-0.34%; test: 64.40% +-1.22% ------------------------- done in 43.37 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 85.68% +-0.49%; test: 64.42% +-1.71% ------------------------- done in 53.38 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.66% +-1.02%; test: 54.10% +-0.96% ------------------------- done in 37.99 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.82% +-1.36%; test: 54.45% +-0.79% ------------------------- done in 42.56 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.85% +-1.09%; test: 54.35% +-1.27% ------------------------- done in 53.97 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 63.84% +-0.90%; test: 53.69% +-1.21% ------------------------- done in 37.59 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.31% +-1.13%; test: 53.87% +-1.30% ------------------------- done in 43.04 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.65% +-1.27%; test: 54.47% +-1.58% ------------------------- done in 53.30 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 63.67% +-1.26%; test: 53.89% +-1.13% ------------------------- done in 37.91 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.44% +-1.13%; test: 54.00% +-1.56% ------------------------- done in 43.33 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.77% +-1.25%; test: 54.20% +-1.22% ------------------------- done in 53.07 s ------------------------- {'criterion': 'gini', 'max_depth': 400, '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: 82.78% +-1.56% ------------------------- done in 139.13 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 83.35% +-1.15% ------------------------- done in 400.54 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 83.70% +-1.81% ------------------------- done in 922.25 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.90% +-0.12%; test: 83.21% +-1.41% ------------------------- done in 135.49 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.02%; test: 83.62% +-1.23% ------------------------- done in 396.82 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.03%; test: 83.68% +-1.85% ------------------------- done in 919.27 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.73% +-1.61%; test: 79.89% +-2.92% ------------------------- done in 136.45 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.23% +-1.09%; test: 80.59% +-2.40% ------------------------- done in 391.26 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.36% +-1.08%; test: 80.70% +-2.00% ------------------------- done in 904.73 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.39% +-0.64%; test: 81.29% +-1.65% ------------------------- done in 127.10 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.64% +-0.67%; test: 81.85% +-1.67% ------------------------- done in 355.51 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.88% +-0.62%; test: 82.47% +-2.26% ------------------------- done in 809.56 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.44% +-0.97%; test: 82.32% +-2.60% ------------------------- done in 124.34 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.73% +-0.61%; test: 82.61% +-1.76% ------------------------- done in 353.14 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.86% +-0.72%; test: 82.51% +-2.18% ------------------------- done in 810.09 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.92% +-1.74%; test: 79.01% +-2.51% ------------------------- done in 124.56 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.50% +-1.39%; test: 79.73% +-2.62% ------------------------- done in 347.67 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.43% +-1.51%; test: 80.14% +-2.19% ------------------------- done in 798.45 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.09% +-1.36%; test: 62.67% +-2.90% ------------------------- done in 86.57 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.25% +-2.06%; test: 62.75% +-3.24% ------------------------- done in 212.37 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.50% +-2.11%; test: 63.21% +-2.90% ------------------------- done in 464.71 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.12% +-1.76%; test: 62.75% +-2.90% ------------------------- done in 84.85 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.18% +-2.12%; test: 62.71% +-3.26% ------------------------- done in 212.62 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.54% +-2.08%; test: 62.94% +-3.04% ------------------------- done in 465.65 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 74.64% +-1.64%; test: 62.51% +-2.41% ------------------------- done in 84.54 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.49% +-1.79%; test: 63.19% +-3.32% ------------------------- done in 208.84 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.48% +-2.04%; test: 63.08% +-3.57% ------------------------- done in 467.30 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 75.85% +-1.57% ------------------------- done in 39.58 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 77.44% +-0.74% ------------------------- done in 47.68 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 77.89% +-1.58% ------------------------- done in 67.92 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.89% +-0.07%; test: 76.72% +-0.52% ------------------------- done in 39.44 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.02%; test: 76.93% +-1.44% ------------------------- done in 47.36 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.02%; test: 77.54% +-1.28% ------------------------- done in 66.38 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.08% +-0.38%; test: 76.86% +-1.32% ------------------------- done in 39.55 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.66% +-0.27%; test: 77.24% +-0.52% ------------------------- done in 48.07 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.91% +-0.37%; test: 77.54% +-0.87% ------------------------- done in 64.35 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.16% +-0.45%; test: 75.63% +-1.76% ------------------------- done in 38.67 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.95% +-0.26%; test: 76.14% +-1.31% ------------------------- done in 46.72 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.04% +-0.39%; test: 76.39% +-2.14% ------------------------- done in 63.46 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.36% +-0.47%; test: 74.91% +-1.94% ------------------------- done in 38.64 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.92% +-0.44%; test: 76.06% +-1.77% ------------------------- done in 46.86 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.17% +-0.33%; test: 76.74% +-1.46% ------------------------- done in 63.00 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.96% +-0.04%; test: 75.24% +-1.38% ------------------------- done in 38.89 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.57% +-0.64%; test: 75.92% +-2.09% ------------------------- done in 46.30 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.94% +-0.29%; test: 75.92% +-1.97% ------------------------- done in 63.18 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.16% +-1.15%; test: 58.12% +-2.73% ------------------------- done in 38.21 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.51% +-0.87%; test: 58.69% +-1.67% ------------------------- done in 44.81 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.50% +-0.76%; test: 58.67% +-1.47% ------------------------- done in 56.37 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.52% +-0.65%; test: 58.45% +-1.50% ------------------------- done in 37.98 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.62% +-0.74%; test: 58.57% +-1.94% ------------------------- done in 43.81 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.59% +-0.78%; test: 58.63% +-1.57% ------------------------- done in 56.26 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.08% +-0.75%; test: 58.16% +-1.21% ------------------------- done in 37.88 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.40% +-0.61%; test: 58.10% +-1.83% ------------------------- done in 44.50 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.86% +-0.76%; test: 58.59% +-1.19% ------------------------- done in 56.66 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 67.43% +-0.98% ------------------------- done in 37.94 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 69.28% +-1.38% ------------------------- done in 43.87 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 69.70% +-1.03% ------------------------- done in 56.79 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.82% +-0.09%; test: 67.37% +-1.81% ------------------------- done in 37.80 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.01%; test: 69.39% +-1.84% ------------------------- done in 43.75 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 69.43% +-1.93% ------------------------- done in 55.36 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.23% +-0.67%; test: 68.56% +-3.04% ------------------------- done in 37.65 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.66% +-0.33%; test: 69.04% +-1.51% ------------------------- done in 43.95 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.88% +-0.53%; test: 69.41% +-1.58% ------------------------- done in 55.21 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.65% +-0.80%; test: 65.93% +-1.97% ------------------------- done in 37.67 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.21% +-0.19%; test: 67.18% +-1.34% ------------------------- done in 43.68 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.47% +-0.55%; test: 66.85% +-1.66% ------------------------- done in 54.65 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.61% +-0.66%; test: 66.50% +-1.27% ------------------------- done in 38.40 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.26% +-0.47%; test: 67.16% +-1.88% ------------------------- done in 43.92 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.46% +-0.62%; test: 67.39% +-1.51% ------------------------- done in 55.94 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.31% +-0.56%; test: 65.88% +-1.07% ------------------------- done in 38.45 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.52% +-0.31%; test: 66.67% +-1.57% ------------------------- done in 43.17 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.20% +-0.48%; test: 66.75% +-1.07% ------------------------- done in 54.51 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.14% +-0.87%; test: 54.31% +-1.18% ------------------------- done in 37.38 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.65% +-1.23%; test: 54.94% +-1.50% ------------------------- done in 41.84 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.67% +-1.08%; test: 54.49% +-1.21% ------------------------- done in 53.22 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.16% +-1.30%; test: 53.96% +-2.03% ------------------------- done in 37.20 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.52% +-1.21%; test: 54.22% +-1.59% ------------------------- done in 42.24 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.92% +-1.10%; test: 54.41% +-1.31% ------------------------- done in 52.55 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.14% +-1.22%; test: 53.79% +-1.40% ------------------------- done in 37.11 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.61% +-1.24%; test: 54.14% +-0.99% ------------------------- done in 42.29 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.51% +-0.96%; test: 54.64% +-0.98% ------------------------- done in 53.36 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.98% +-0.04%; test: 82.67% +-0.94% ------------------------- done in 137.32 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 83.17% +-1.79% ------------------------- done in 395.08 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 83.50% +-1.88% ------------------------- done in 920.71 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.87% +-0.05%; test: 83.05% +-1.45% ------------------------- done in 136.13 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.98% +-0.03%; test: 83.48% +-1.89% ------------------------- done in 395.66 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.02%; test: 83.33% +-2.08% ------------------------- done in 920.33 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.73% +-1.35%; test: 79.77% +-1.55% ------------------------- done in 136.70 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.20% +-0.99%; test: 80.39% +-1.39% ------------------------- done in 397.34 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.30% +-1.12%; test: 80.59% +-2.00% ------------------------- done in 911.62 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.39% +-0.98%; test: 81.81% +-2.54% ------------------------- done in 124.77 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.68% +-0.72%; test: 82.34% +-1.94% ------------------------- done in 352.83 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.80% +-0.78%; test: 82.59% +-1.96% ------------------------- done in 806.01 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.41% +-0.68%; test: 81.48% +-1.90% ------------------------- done in 124.06 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.78% +-0.66%; test: 82.16% +-1.80% ------------------------- done in 354.30 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.84% +-0.67%; test: 82.67% +-2.25% ------------------------- done in 813.75 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.89% +-1.49%; test: 79.42% +-2.14% ------------------------- done in 122.09 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.44% +-1.49%; test: 80.55% +-2.52% ------------------------- done in 346.69 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.45% +-1.69%; test: 80.35% +-2.40% ------------------------- done in 802.07 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 74.97% +-1.99%; test: 62.57% +-3.19% ------------------------- done in 85.41 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.47% +-2.30%; test: 62.96% +-2.98% ------------------------- done in 214.24 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.53% +-1.97%; test: 63.06% +-2.94% ------------------------- done in 467.67 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 74.67% +-1.59%; test: 62.40% +-3.02% ------------------------- done in 84.81 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.30% +-2.07%; test: 63.02% +-3.18% ------------------------- done in 212.47 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.41% +-2.16%; test: 62.79% +-3.12% ------------------------- done in 461.55 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.73% +-2.32%; test: 63.51% +-2.88% ------------------------- done in 84.83 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.19% +-2.15%; test: 63.16% +-3.01% ------------------------- done in 212.44 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 75.45% +-1.93%; test: 63.00% +-3.09% ------------------------- done in 466.65 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 76.20% +-1.64% ------------------------- done in 39.54 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 77.24% +-1.07% ------------------------- done in 48.06 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 77.61% +-1.44% ------------------------- done in 67.56 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.90% +-0.04%; test: 76.37% +-0.90% ------------------------- done in 39.67 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.98% +-0.02%; test: 77.50% +-0.82% ------------------------- done in 48.85 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 77.67% +-1.17% ------------------------- done in 66.74 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.01% +-0.57%; test: 76.29% +-1.55% ------------------------- done in 39.30 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.64% +-0.22%; test: 77.54% +-0.69% ------------------------- done in 47.50 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.75% +-0.27%; test: 77.63% +-0.85% ------------------------- done in 65.38 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.35% +-0.43%; test: 74.89% +-2.47% ------------------------- done in 38.57 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.92% +-0.35%; test: 75.67% +-1.64% ------------------------- done in 46.39 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.20% +-0.47%; test: 76.29% +-1.74% ------------------------- done in 63.26 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.15% +-0.30%; test: 75.51% +-1.59% ------------------------- done in 38.40 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.78% +-0.39%; test: 76.27% +-1.85% ------------------------- done in 47.37 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.03% +-0.52%; test: 76.00% +-1.52% ------------------------- done in 63.05 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.00% +-0.39%; test: 75.22% +-1.28% ------------------------- done in 38.67 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.76% +-0.46%; test: 76.16% +-1.78% ------------------------- done in 46.29 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.92% +-0.58%; test: 76.00% +-1.69% ------------------------- done in 63.13 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.18% +-0.84%; test: 58.14% +-1.89% ------------------------- done in 37.90 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.45% +-0.59%; test: 58.24% +-1.66% ------------------------- done in 43.75 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.75% +-0.72%; test: 58.53% +-1.88% ------------------------- done in 56.73 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.07% +-0.92%; test: 58.61% +-1.56% ------------------------- done in 37.48 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.56% +-0.65%; test: 58.32% +-1.59% ------------------------- done in 44.02 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.66% +-0.53%; test: 58.32% +-1.20% ------------------------- done in 56.33 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.24% +-0.80%; test: 58.01% +-1.28% ------------------------- done in 38.54 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.49% +-0.42%; test: 58.45% +-1.69% ------------------------- done in 44.21 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 70.51% +-0.71%; test: 58.71% +-1.44% ------------------------- done in 56.78 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 66.96% +-1.44% ------------------------- done in 38.43 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 69.10% +-1.40% ------------------------- done in 44.78 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 69.74% +-1.85% ------------------------- done in 55.67 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.81% +-0.11%; test: 67.18% +-2.70% ------------------------- done in 38.37 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.98% +-0.03%; test: 69.47% +-2.07% ------------------------- done in 42.96 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 69.63% +-1.35% ------------------------- done in 55.73 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.25% +-0.38%; test: 67.90% +-1.20% ------------------------- done in 38.18 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.60% +-0.49%; test: 69.16% +-0.90% ------------------------- done in 43.95 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.76% +-0.55%; test: 69.88% +-1.78% ------------------------- done in 54.57 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.71% +-0.69%; test: 65.95% +-2.01% ------------------------- done in 37.75 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.11% +-0.36%; test: 66.34% +-1.53% ------------------------- done in 43.54 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.59% +-0.39%; test: 66.83% +-1.45% ------------------------- done in 54.70 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.83% +-1.25%; test: 65.20% +-1.98% ------------------------- done in 37.49 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.18% +-0.53%; test: 66.71% +-1.17% ------------------------- done in 43.23 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.60% +-0.45%; test: 66.71% +-1.67% ------------------------- done in 55.51 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.14% +-0.60%; test: 65.55% +-2.37% ------------------------- done in 38.23 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.83% +-0.32%; test: 66.75% +-2.18% ------------------------- done in 43.62 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.98% +-0.43%; test: 66.50% +-1.29% ------------------------- done in 54.44 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.16% +-0.51%; test: 54.14% +-1.59% ------------------------- done in 37.75 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.49% +-0.95%; test: 54.29% +-1.10% ------------------------- done in 42.41 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.71% +-1.02%; test: 54.26% +-1.09% ------------------------- done in 53.35 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.20% +-0.66%; test: 54.88% +-1.58% ------------------------- done in 37.60 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.57% +-1.03%; test: 54.08% +-1.13% ------------------------- done in 42.75 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.80% +-1.23%; test: 54.43% +-1.03% ------------------------- done in 53.06 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.60% +-1.13%; test: 54.24% +-1.19% ------------------------- done in 37.13 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.49% +-1.07%; test: 53.89% +-0.90% ------------------------- done in 43.43 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.78% +-1.25%; test: 54.29% +-1.41% ------------------------- done in 54.38 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.12% +-0.67%; test: 80.28% +-2.28% ------------------------- done in 139.54 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.46% +-1.16%; test: 80.61% +-2.08% ------------------------- done in 413.30 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.58% +-1.15%; test: 80.49% +-2.05% ------------------------- done in 974.80 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.97% +-1.79%; test: 80.04% +-2.21% ------------------------- done in 140.69 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.43% +-1.67%; test: 80.80% +-2.25% ------------------------- done in 416.06 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.68% +-1.38%; test: 80.80% +-1.92% ------------------------- done in 975.20 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.10% +-0.65%; test: 78.90% +-1.97% ------------------------- done in 140.39 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.53% +-1.18%; test: 78.86% +-2.53% ------------------------- done in 415.36 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.71% +-1.32%; test: 78.99% +-2.66% ------------------------- done in 966.30 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.27% +-1.19%; test: 80.02% +-2.14% ------------------------- done in 136.75 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.65% +-1.25%; test: 80.10% +-2.26% ------------------------- done in 396.41 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.82% +-1.32%; test: 80.08% +-2.83% ------------------------- done in 928.04 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.19% +-1.25%; test: 79.63% +-1.56% ------------------------- done in 137.58 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.97% +-1.03%; test: 80.35% +-1.41% ------------------------- done in 394.25 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.11% +-1.20%; test: 80.22% +-2.26% ------------------------- done in 916.96 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.11% +-0.54%; test: 78.66% +-2.12% ------------------------- done in 135.61 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.06% +-1.54%; test: 79.05% +-2.75% ------------------------- done in 394.99 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.46% +-1.08%; test: 79.05% +-2.28% ------------------------- done in 911.12 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.64% +-0.80%; test: 64.90% +-2.14% ------------------------- done in 94.75 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.98% +-0.60%; test: 64.54% +-2.08% ------------------------- done in 244.83 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.07% +-0.72%; test: 64.54% +-2.21% ------------------------- done in 553.85 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.70% +-1.15%; test: 64.44% +-2.63% ------------------------- done in 94.65 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.71% +-0.58%; test: 64.42% +-2.48% ------------------------- done in 246.47 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.03% +-0.98%; test: 64.44% +-2.35% ------------------------- done in 553.52 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 77.93% +-0.57%; test: 63.99% +-2.14% ------------------------- done in 96.78 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.88% +-0.99%; test: 64.26% +-2.62% ------------------------- done in 247.35 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.13% +-0.78%; test: 64.73% +-2.70% ------------------------- done in 554.92 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.08% +-0.83%; test: 74.85% +-1.17% ------------------------- done in 39.27 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.65% +-0.68%; test: 75.90% +-1.89% ------------------------- done in 48.77 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.81% +-0.53%; test: 76.47% +-1.55% ------------------------- done in 66.00 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.21% +-0.77%; test: 74.91% +-1.43% ------------------------- done in 39.65 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.18% +-0.88%; test: 75.92% +-1.93% ------------------------- done in 48.59 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.34% +-0.62%; test: 76.43% +-1.16% ------------------------- done in 66.93 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.41% +-0.76%; test: 74.97% +-1.65% ------------------------- done in 38.63 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.03% +-0.94%; test: 75.69% +-1.87% ------------------------- done in 47.19 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.25% +-0.98%; test: 76.02% +-1.66% ------------------------- done in 64.76 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.23% +-0.91%; test: 74.50% +-1.89% ------------------------- done in 38.54 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.23% +-0.91%; test: 75.90% +-1.72% ------------------------- done in 47.66 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.25% +-0.70%; test: 75.75% +-1.89% ------------------------- done in 64.18 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.26% +-1.18%; test: 75.51% +-1.78% ------------------------- done in 38.89 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.11% +-0.52%; test: 75.55% +-2.00% ------------------------- done in 48.17 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.11% +-0.83%; test: 76.12% +-1.45% ------------------------- done in 66.03 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.24% +-0.64%; test: 75.26% +-1.14% ------------------------- done in 39.20 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.91% +-0.72%; test: 75.22% +-1.33% ------------------------- done in 47.23 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 89.93% +-0.66%; test: 75.67% +-1.89% ------------------------- done in 63.41 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.07% +-0.41%; test: 59.87% +-2.26% ------------------------- done in 38.44 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.60% +-0.54%; test: 60.01% +-2.03% ------------------------- done in 44.61 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.64% +-0.41%; test: 60.42% +-1.52% ------------------------- done in 58.27 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.20% +-0.66%; test: 59.91% +-1.30% ------------------------- done in 39.18 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.37% +-0.28%; test: 60.20% +-1.45% ------------------------- done in 44.99 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.46% +-0.35%; test: 60.63% +-2.04% ------------------------- done in 58.84 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.30% +-0.65%; test: 59.72% +-1.00% ------------------------- done in 38.45 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.36% +-0.41%; test: 59.70% +-1.80% ------------------------- done in 45.27 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.53% +-0.45%; test: 60.20% +-1.66% ------------------------- done in 58.49 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.33% +-0.36%; test: 65.47% +-1.43% ------------------------- done in 37.88 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.85% +-0.06%; test: 67.12% +-1.73% ------------------------- done in 43.52 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.93% +-0.09%; test: 67.80% +-2.05% ------------------------- done in 55.34 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.16% +-0.55%; test: 65.70% +-1.39% ------------------------- done in 37.59 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.39% +-0.38%; test: 66.75% +-1.09% ------------------------- done in 43.56 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.40% +-0.46%; test: 67.61% +-1.91% ------------------------- done in 55.20 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 88.63% +-0.78%; test: 65.62% +-1.76% ------------------------- done in 37.83 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.09% +-0.63%; test: 66.77% +-2.18% ------------------------- done in 43.37 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.42% +-0.59%; test: 67.72% +-1.62% ------------------------- done in 54.35 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 85.42% +-0.88%; test: 65.12% +-1.25% ------------------------- done in 37.84 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 86.87% +-0.53%; test: 67.20% +-1.72% ------------------------- done in 42.44 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 87.40% +-0.52%; test: 66.77% +-1.71% ------------------------- done in 54.07 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 85.44% +-1.01%; test: 65.80% +-2.61% ------------------------- done in 37.89 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 86.96% +-0.36%; test: 66.01% +-1.89% ------------------------- done in 43.34 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 87.26% +-0.38%; test: 66.77% +-1.28% ------------------------- done in 54.39 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 84.86% +-0.74%; test: 65.90% +-1.84% ------------------------- done in 37.45 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 86.23% +-0.77%; test: 66.48% +-1.61% ------------------------- done in 43.35 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 86.65% +-0.47%; test: 66.67% +-1.33% ------------------------- done in 54.30 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.69% +-1.25%; test: 54.86% +-2.05% ------------------------- done in 37.60 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.43% +-0.93%; test: 54.88% +-1.54% ------------------------- done in 43.52 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.61% +-1.19%; test: 54.66% +-0.91% ------------------------- done in 53.08 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.92% +-1.07%; test: 54.84% +-1.52% ------------------------- done in 37.18 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.38% +-1.24%; test: 55.21% +-1.67% ------------------------- done in 42.91 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.60% +-0.95%; test: 55.21% +-0.96% ------------------------- done in 54.46 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.10% +-0.79%; test: 54.80% +-1.42% ------------------------- done in 37.74 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.47% +-0.93%; test: 54.99% +-1.54% ------------------------- done in 43.33 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.48% +-1.06%; test: 55.29% +-1.29% ------------------------- done in 53.23 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, '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% +-0.02%; test: 83.42% +-1.80% ------------------------- done in 171.85 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 84.30% +-0.88% ------------------------- done in 535.84 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 84.55% +-0.86% ------------------------- done in 1244.31 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.82% +-0.08%; test: 83.52% +-1.26% ------------------------- done in 174.19 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.94% +-0.05%; test: 84.01% +-0.53% ------------------------- done in 528.56 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.98% +-0.03%; test: 84.34% +-0.87% ------------------------- done in 1245.71 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.77% +-0.69%; test: 82.12% +-1.40% ------------------------- done in 171.65 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.84% +-0.52%; test: 82.28% +-1.66% ------------------------- done in 522.58 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.97% +-0.47%; test: 82.24% +-1.33% ------------------------- done in 1238.90 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.27% +-0.30%; test: 82.92% +-1.65% ------------------------- done in 161.77 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.47% +-0.07%; test: 82.80% +-1.28% ------------------------- done in 474.61 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.54% +-0.07%; test: 82.98% +-1.18% ------------------------- done in 1132.76 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.19% +-0.23%; test: 82.10% +-2.10% ------------------------- done in 159.02 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.40% +-0.05%; test: 82.63% +-1.50% ------------------------- done in 476.12 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.55% +-0.12%; test: 82.82% +-1.02% ------------------------- done in 1125.58 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.12% +-0.49%; test: 81.21% +-1.15% ------------------------- done in 158.74 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.45% +-0.37%; test: 82.18% +-0.95% ------------------------- done in 470.99 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.32% +-0.62%; test: 81.75% +-1.78% ------------------------- done in 1137.42 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.48% +-1.34%; test: 64.44% +-2.47% ------------------------- done in 95.19 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.09% +-0.60%; test: 64.65% +-2.66% ------------------------- done in 246.31 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.15% +-1.01%; test: 64.77% +-2.85% ------------------------- done in 555.56 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.25% +-0.76%; test: 64.85% +-2.61% ------------------------- done in 95.66 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.76% +-0.89%; test: 64.15% +-2.25% ------------------------- done in 248.97 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.89% +-0.85%; test: 64.46% +-2.20% ------------------------- done in 555.17 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.06% +-0.37%; test: 64.83% +-2.40% ------------------------- done in 94.10 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.12% +-0.75%; test: 64.46% +-2.90% ------------------------- done in 248.07 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.89% +-0.99%; test: 64.44% +-2.96% ------------------------- done in 555.26 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 78.35% +-0.84% ------------------------- done in 39.60 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 78.95% +-1.08% ------------------------- done in 50.46 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 78.99% +-0.82% ------------------------- done in 73.07 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.91% +-0.02%; test: 78.06% +-0.76% ------------------------- done in 39.44 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.98% +-0.03%; test: 78.88% +-1.53% ------------------------- done in 50.79 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.02%; test: 79.15% +-1.08% ------------------------- done in 73.52 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.07% +-0.36%; test: 77.98% +-1.73% ------------------------- done in 39.98 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.58% +-0.46%; test: 78.88% +-0.98% ------------------------- done in 49.91 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.82% +-0.33%; test: 79.15% +-1.09% ------------------------- done in 70.78 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.83% +-0.63%; test: 76.99% +-1.01% ------------------------- done in 39.34 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.37% +-0.26%; test: 78.25% +-1.13% ------------------------- done in 49.24 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.49% +-0.33%; test: 78.39% +-0.99% ------------------------- done in 68.86 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.82% +-0.41%; test: 77.42% +-2.03% ------------------------- done in 39.68 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.44% +-0.30%; test: 78.55% +-1.46% ------------------------- done in 49.10 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.47% +-0.25%; test: 78.78% +-1.29% ------------------------- done in 69.55 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.82% +-0.47%; test: 77.07% +-1.31% ------------------------- done in 39.37 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.47% +-0.35%; test: 77.42% +-1.29% ------------------------- done in 48.78 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.62% +-0.36%; test: 78.37% +-1.39% ------------------------- done in 69.95 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 71.92% +-0.61%; test: 59.72% +-2.06% ------------------------- done in 38.41 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.46% +-0.50%; test: 59.91% +-1.97% ------------------------- done in 45.56 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.64% +-0.36%; test: 60.38% +-1.65% ------------------------- done in 57.77 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.08% +-0.29%; test: 59.50% +-1.70% ------------------------- done in 38.08 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.52% +-0.49%; test: 60.18% +-1.46% ------------------------- done in 44.51 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.64% +-0.45%; test: 60.55% +-1.71% ------------------------- done in 58.48 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.10% +-0.37%; test: 59.87% +-1.86% ------------------------- done in 39.07 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.53% +-0.44%; test: 60.32% +-1.57% ------------------------- done in 44.67 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.51% +-0.34%; test: 60.18% +-2.07% ------------------------- done in 59.86 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 68.54% +-2.20% ------------------------- done in 38.42 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 70.50% +-1.54% ------------------------- done in 44.76 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 71.14% +-0.87% ------------------------- done in 56.88 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.86% +-0.08%; test: 68.89% +-1.39% ------------------------- done in 38.37 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.01%; test: 70.13% +-1.87% ------------------------- done in 44.84 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 71.34% +-2.28% ------------------------- done in 56.55 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.73% +-0.58%; test: 69.57% +-1.76% ------------------------- done in 38.37 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.87% +-0.35%; test: 70.89% +-2.29% ------------------------- done in 43.29 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.98% +-0.15%; test: 71.06% +-2.05% ------------------------- done in 55.57 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.66% +-0.59%; test: 67.31% +-2.41% ------------------------- done in 37.82 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.92% +-0.64%; test: 68.67% +-1.70% ------------------------- done in 43.36 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.23% +-0.52%; test: 68.99% +-1.72% ------------------------- done in 55.70 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.71% +-0.52%; test: 68.64% +-1.06% ------------------------- done in 37.19 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.91% +-0.50%; test: 68.29% +-1.77% ------------------------- done in 43.48 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.24% +-0.34%; test: 69.51% +-1.33% ------------------------- done in 55.09 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.84% +-0.95%; test: 67.99% +-2.33% ------------------------- done in 37.58 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.46% +-0.36%; test: 68.50% +-1.77% ------------------------- done in 43.50 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.73% +-0.45%; test: 68.73% +-0.99% ------------------------- done in 54.46 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.20% +-0.83%; test: 54.78% +-1.81% ------------------------- done in 38.33 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.26% +-1.07%; test: 55.11% +-1.48% ------------------------- done in 42.86 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.59% +-1.25%; test: 55.01% +-1.58% ------------------------- done in 54.49 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.94% +-1.15%; test: 54.74% +-1.59% ------------------------- done in 37.78 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.68% +-1.03%; test: 55.13% +-1.90% ------------------------- done in 42.68 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.59% +-1.17%; test: 54.86% +-1.25% ------------------------- done in 54.14 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.66% +-1.69%; test: 54.90% +-1.47% ------------------------- done in 38.10 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.48% +-0.97%; test: 55.36% +-1.44% ------------------------- done in 42.90 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.55% +-1.16%; test: 55.13% +-1.61% ------------------------- done in 53.91 s ------------------------- {'criterion': 'entropy', 'max_depth': None, '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% +-0.02%; test: 83.64% +-0.80% ------------------------- done in 176.16 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 84.16% +-0.89% ------------------------- done in 531.53 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 84.36% +-0.70% ------------------------- done in 1247.42 s ------------------------- {'criterion': 'entropy', 'max_depth': None, '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% +-0.08%; test: 83.21% +-0.13% ------------------------- done in 173.83 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.99% +-0.02%; test: 83.97% +-1.31% ------------------------- done in 524.47 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.96% +-0.03%; test: 83.95% +-1.09% ------------------------- done in 1261.87 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.69% +-0.57%; test: 82.41% +-1.30% ------------------------- done in 170.02 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.05% +-0.25%; test: 82.12% +-1.24% ------------------------- done in 522.36 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.95% +-0.58%; test: 82.70% +-1.68% ------------------------- done in 1241.05 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.22% +-0.18%; test: 81.91% +-0.93% ------------------------- done in 160.35 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.43% +-0.14%; test: 83.09% +-0.71% ------------------------- done in 476.89 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.47% +-0.05%; test: 82.76% +-0.94% ------------------------- done in 1125.28 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.27% +-0.29%; test: 82.10% +-1.59% ------------------------- done in 160.94 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.49% +-0.19%; test: 82.84% +-1.16% ------------------------- done in 482.80 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.53% +-0.11%; test: 83.05% +-1.15% ------------------------- done in 1131.46 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.81% +-1.25%; test: 80.72% +-1.82% ------------------------- done in 159.01 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.39% +-0.55%; test: 81.85% +-1.40% ------------------------- done in 479.68 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.45% +-0.59%; test: 82.02% +-1.49% ------------------------- done in 1119.30 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.29% +-1.00%; test: 63.76% +-2.57% ------------------------- done in 95.61 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.99% +-0.61%; test: 64.79% +-2.37% ------------------------- done in 247.81 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.93% +-0.93%; test: 64.19% +-2.35% ------------------------- done in 555.95 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.75% +-0.58%; test: 64.30% +-1.58% ------------------------- done in 95.14 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.88% +-0.89%; test: 64.40% +-3.12% ------------------------- done in 247.16 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.01% +-0.88%; test: 64.44% +-2.28% ------------------------- done in 556.95 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 78.31% +-0.64%; test: 63.74% +-2.50% ------------------------- done in 94.02 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.12% +-0.73%; test: 64.81% +-2.25% ------------------------- done in 249.20 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 79.04% +-0.90%; test: 64.52% +-2.44% ------------------------- done in 552.67 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 78.06% +-1.44% ------------------------- done in 40.02 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 78.35% +-1.08% ------------------------- done in 50.99 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 79.09% +-0.86% ------------------------- done in 73.84 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.86% +-0.06%; test: 77.34% +-0.88% ------------------------- done in 39.71 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.96% +-0.04%; test: 79.42% +-0.71% ------------------------- done in 51.37 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.98% +-0.02%; test: 79.32% +-1.20% ------------------------- done in 73.46 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.19% +-0.50%; test: 77.81% +-1.21% ------------------------- done in 40.23 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.69% +-0.38%; test: 79.07% +-1.29% ------------------------- done in 50.78 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.71% +-0.35%; test: 79.23% +-0.94% ------------------------- done in 72.25 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.65% +-0.51%; test: 77.32% +-1.68% ------------------------- done in 39.78 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.42% +-0.35%; test: 78.47% +-1.69% ------------------------- done in 49.35 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.44% +-0.27%; test: 78.39% +-0.90% ------------------------- done in 69.86 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.77% +-0.36%; test: 77.46% +-1.43% ------------------------- done in 40.35 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.40% +-0.42%; test: 78.02% +-1.70% ------------------------- done in 49.67 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.50% +-0.36%; test: 78.37% +-1.77% ------------------------- done in 69.95 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 94.67% +-0.52%; test: 76.54% +-1.65% ------------------------- done in 39.94 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.51% +-0.25%; test: 77.87% +-0.93% ------------------------- done in 49.27 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 95.54% +-0.29%; test: 78.16% +-1.80% ------------------------- done in 69.19 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 71.70% +-0.63%; test: 59.54% +-2.50% ------------------------- done in 38.52 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.36% +-0.60%; test: 60.12% +-1.64% ------------------------- done in 45.53 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.59% +-0.55%; test: 60.36% +-1.15% ------------------------- done in 58.69 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.05% +-1.03%; test: 59.87% +-1.73% ------------------------- done in 38.72 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.53% +-0.31%; test: 60.18% +-1.72% ------------------------- done in 45.17 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.72% +-0.57%; test: 60.16% +-1.72% ------------------------- done in 58.78 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.25% +-0.50%; test: 59.35% +-1.47% ------------------------- done in 39.32 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.47% +-0.53%; test: 60.34% +-1.42% ------------------------- done in 45.76 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 72.56% +-0.52%; test: 60.36% +-1.77% ------------------------- done in 58.79 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 68.75% +-1.71% ------------------------- done in 39.01 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 70.64% +-1.48% ------------------------- done in 44.94 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 71.12% +-1.33% ------------------------- done in 57.90 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.86% +-0.05%; test: 68.97% +-1.63% ------------------------- done in 38.57 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 99.98% +-0.02%; test: 70.52% +-1.27% ------------------------- done in 44.66 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 100.00% +-0.00%; test: 71.08% +-1.26% ------------------------- done in 57.67 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 96.67% +-0.39%; test: 68.69% +-1.61% ------------------------- done in 38.17 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 97.87% +-0.23%; test: 70.50% +-1.99% ------------------------- done in 43.61 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 98.00% +-0.37%; test: 71.45% +-1.73% ------------------------- done in 56.48 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.49% +-0.62%; test: 68.27% +-1.33% ------------------------- done in 37.68 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.04% +-0.33%; test: 68.69% +-1.78% ------------------------- done in 43.89 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.33% +-0.34%; test: 69.24% +-1.20% ------------------------- done in 54.86 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 91.62% +-0.25%; test: 67.39% +-1.78% ------------------------- done in 37.94 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.69% +-0.34%; test: 68.48% +-0.60% ------------------------- done in 43.27 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 93.19% +-0.35%; test: 69.08% +-1.55% ------------------------- done in 55.37 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 90.97% +-0.42%; test: 67.22% +-1.98% ------------------------- done in 37.54 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.63% +-0.68%; test: 68.54% +-1.78% ------------------------- done in 43.58 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 92.71% +-0.55%; test: 69.18% +-1.96% ------------------------- done in 54.91 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.81% +-1.26%; test: 54.76% +-1.69% ------------------------- done in 38.12 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.49% +-1.26%; test: 55.05% +-1.19% ------------------------- done in 43.47 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.67% +-0.94%; test: 55.27% +-1.34% ------------------------- done in 53.86 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 64.64% +-1.19%; test: 54.62% +-1.95% ------------------------- done in 37.41 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.61% +-1.15%; test: 54.94% +-1.30% ------------------------- done in 42.90 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.63% +-1.03%; test: 54.78% +-1.62% ------------------------- done in 53.36 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.04% +-0.64%; test: 55.21% +-1.41% ------------------------- done in 37.95 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.46% +-0.76%; test: 55.21% +-1.77% ------------------------- done in 43.02 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': std ---> train: 65.34% +-1.21%; test: 55.03% +-1.56% ------------------------- done in 54.20 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.90% +-0.79%; test: 80.59% +-0.93% ------------------------- done in 87.30 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.17% +-0.87%; test: 80.84% +-1.31% ------------------------- done in 266.04 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.38% +-0.58%; test: 81.01% +-1.24% ------------------------- done in 626.08 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.87% +-1.07%; test: 79.91% +-0.87% ------------------------- done in 87.63 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.16% +-0.62%; test: 81.03% +-1.36% ------------------------- done in 266.15 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.27% +-0.84%; test: 80.78% +-1.00% ------------------------- done in 630.19 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.82% +-1.29%; test: 77.09% +-0.72% ------------------------- done in 85.58 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.22% +-1.30%; test: 77.63% +-1.40% ------------------------- done in 260.56 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.14% +-1.19%; test: 77.59% +-0.83% ------------------------- done in 618.35 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.86% +-0.99%; test: 80.14% +-1.29% ------------------------- done in 86.28 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.23% +-0.90%; test: 80.00% +-0.79% ------------------------- done in 258.73 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.32% +-0.99%; test: 80.00% +-1.01% ------------------------- done in 610.62 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.97% +-1.06%; test: 80.22% +-1.42% ------------------------- done in 85.29 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.79% +-0.74%; test: 80.28% +-1.23% ------------------------- done in 259.63 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.20% +-1.03%; test: 80.18% +-0.47% ------------------------- done in 615.28 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 88.89% +-1.21%; test: 76.56% +-1.35% ------------------------- done in 84.63 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.61% +-1.23%; test: 78.12% +-0.69% ------------------------- done in 257.37 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.71% +-1.01%; test: 77.52% +-0.27% ------------------------- done in 603.56 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 74.89% +-0.72%; test: 61.99% +-1.34% ------------------------- done in 66.09 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.35% +-1.32%; test: 62.90% +-1.82% ------------------------- done in 192.69 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.35% +-1.57%; test: 62.48% +-1.91% ------------------------- done in 445.39 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.10% +-0.86%; test: 62.38% +-1.17% ------------------------- done in 67.87 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.17% +-1.59%; test: 62.20% +-1.90% ------------------------- done in 203.17 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.34% +-1.97%; test: 62.67% +-1.97% ------------------------- done in 463.90 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 74.94% +-1.90%; test: 61.83% +-1.12% ------------------------- done in 69.88 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.58% +-2.10%; test: 62.36% +-2.06% ------------------------- done in 201.72 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.10% +-1.80%; test: 62.30% +-1.84% ------------------------- done in 464.32 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.04% +-0.33%; test: 73.73% +-1.91% ------------------------- done in 21.07 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.47% +-0.24%; test: 74.74% +-2.23% ------------------------- done in 28.46 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.51% +-0.17%; test: 74.72% +-1.61% ------------------------- done in 44.68 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.76% +-0.62%; test: 73.55% +-1.16% ------------------------- done in 21.44 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.97% +-0.45%; test: 74.68% +-1.79% ------------------------- done in 28.86 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.09% +-0.23%; test: 74.62% +-1.32% ------------------------- done in 43.57 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.45% +-0.99%; test: 72.89% +-1.78% ------------------------- done in 20.17 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.13% +-0.81%; test: 73.79% +-1.70% ------------------------- done in 27.36 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.28% +-0.60%; test: 74.06% +-1.51% ------------------------- done in 42.38 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.69% +-0.32%; test: 73.53% +-1.92% ------------------------- done in 20.51 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.51% +-0.57%; test: 74.10% +-1.61% ------------------------- done in 27.34 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.43% +-0.26%; test: 74.25% +-1.95% ------------------------- done in 42.19 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.44% +-0.59%; test: 72.99% +-1.71% ------------------------- done in 20.37 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.50% +-0.19%; test: 73.84% +-1.93% ------------------------- done in 27.03 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.53% +-0.34%; test: 74.14% +-1.91% ------------------------- done in 41.72 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 88.49% +-0.62%; test: 72.97% +-1.93% ------------------------- done in 20.51 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.05% +-0.44%; test: 73.79% +-1.67% ------------------------- done in 27.69 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.19% +-0.43%; test: 73.92% +-1.36% ------------------------- done in 41.47 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.08% +-1.04%; test: 58.06% +-1.69% ------------------------- done in 20.23 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.57% +-0.62%; test: 58.18% +-1.89% ------------------------- done in 25.85 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.63% +-0.52%; test: 58.51% +-1.38% ------------------------- done in 38.97 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.63% +-0.82%; test: 58.47% +-2.18% ------------------------- done in 20.22 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.66% +-0.38%; test: 57.87% +-1.76% ------------------------- done in 25.88 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.84% +-0.69%; test: 58.41% +-1.52% ------------------------- done in 38.55 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.20% +-0.68%; test: 57.46% +-1.57% ------------------------- done in 20.40 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.72% +-0.85%; test: 58.41% +-1.77% ------------------------- done in 26.01 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.75% +-0.53%; test: 58.53% +-1.88% ------------------------- done in 38.52 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.30% +-0.26%; test: 63.68% +-2.54% ------------------------- done in 20.19 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.84% +-0.06%; test: 65.99% +-2.47% ------------------------- done in 25.26 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.93% +-0.03%; test: 65.90% +-1.37% ------------------------- done in 37.06 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.11% +-0.55%; test: 64.98% +-2.13% ------------------------- done in 20.00 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.20% +-0.31%; test: 65.86% +-2.07% ------------------------- done in 25.29 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.45% +-0.17%; test: 65.95% +-2.68% ------------------------- done in 36.72 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 88.69% +-0.59%; test: 64.92% +-3.41% ------------------------- done in 19.61 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.17% +-0.61%; test: 65.45% +-2.66% ------------------------- done in 25.18 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.66% +-0.31%; test: 65.82% +-2.18% ------------------------- done in 35.82 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 84.04% +-0.47%; test: 64.54% +-2.85% ------------------------- done in 20.04 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 85.71% +-0.45%; test: 64.65% +-2.30% ------------------------- done in 25.64 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 86.19% +-0.51%; test: 64.94% +-2.72% ------------------------- done in 36.25 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 84.18% +-0.87%; test: 64.48% +-2.79% ------------------------- done in 19.74 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 85.45% +-0.81%; test: 65.06% +-1.80% ------------------------- done in 25.68 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 85.97% +-0.43%; test: 65.41% +-1.99% ------------------------- done in 35.20 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 83.72% +-0.96%; test: 64.05% +-2.78% ------------------------- done in 19.71 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 85.12% +-0.30%; test: 64.89% +-2.03% ------------------------- done in 24.63 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 85.31% +-0.41%; test: 64.59% +-1.83% ------------------------- done in 35.58 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 63.97% +-0.65%; test: 53.87% +-2.74% ------------------------- done in 19.57 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.82% +-0.48%; test: 54.26% +-2.29% ------------------------- done in 24.42 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.62% +-0.20%; test: 54.22% +-2.02% ------------------------- done in 35.22 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.60% +-0.41%; test: 54.06% +-1.68% ------------------------- done in 19.52 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.76% +-0.62%; test: 54.20% +-2.38% ------------------------- done in 24.81 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.74% +-0.43%; test: 53.98% +-2.09% ------------------------- done in 35.50 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.61% +-0.88%; test: 53.77% +-2.45% ------------------------- done in 19.65 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.59% +-0.45%; test: 53.96% +-2.09% ------------------------- done in 24.59 s ------------------------- {'criterion': 'gini', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.86% +-0.52%; test: 54.47% +-2.48% ------------------------- done in 35.31 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.01%; test: 82.39% +-0.88% ------------------------- done in 119.03 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 83.02% +-1.25% ------------------------- done in 378.17 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 83.58% +-0.84% ------------------------- done in 903.88 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.85% +-0.09%; test: 82.55% +-0.99% ------------------------- done in 121.53 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.98% +-0.04%; test: 82.92% +-0.72% ------------------------- done in 376.89 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.98% +-0.04%; test: 83.48% +-1.14% ------------------------- done in 893.28 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.88% +-0.70%; test: 79.93% +-1.91% ------------------------- done in 118.82 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.33% +-0.47%; test: 80.49% +-0.63% ------------------------- done in 372.46 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.28% +-0.66%; test: 80.08% +-0.85% ------------------------- done in 888.36 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.53% +-0.41%; test: 81.09% +-0.79% ------------------------- done in 106.36 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.84% +-0.43%; test: 81.87% +-1.07% ------------------------- done in 333.55 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.79% +-0.36%; test: 82.41% +-0.59% ------------------------- done in 794.19 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.53% +-0.18%; test: 81.64% +-0.65% ------------------------- done in 108.19 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.76% +-0.42%; test: 82.20% +-1.18% ------------------------- done in 336.14 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.82% +-0.33%; test: 82.01% +-0.84% ------------------------- done in 791.74 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.95% +-0.48%; test: 79.77% +-0.98% ------------------------- done in 105.52 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.31% +-0.64%; test: 79.15% +-0.68% ------------------------- done in 328.06 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.34% +-0.72%; test: 79.62% +-0.90% ------------------------- done in 776.03 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 74.70% +-0.84%; test: 62.22% +-1.55% ------------------------- done in 67.21 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.21% +-1.62%; test: 62.83% +-2.09% ------------------------- done in 195.69 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.30% +-1.71%; test: 62.42% +-2.17% ------------------------- done in 447.46 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.27% +-1.78%; test: 62.15% +-2.69% ------------------------- done in 65.78 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.13% +-1.38%; test: 62.40% +-2.00% ------------------------- done in 194.89 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.33% +-1.83%; test: 62.81% +-2.37% ------------------------- done in 446.06 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.41% +-2.01%; test: 62.24% +-1.73% ------------------------- done in 67.24 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.11% +-1.26%; test: 62.07% +-1.97% ------------------------- done in 193.34 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.40% +-1.70%; test: 62.44% +-1.93% ------------------------- done in 447.18 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 76.43% +-1.58% ------------------------- done in 21.31 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 77.85% +-1.59% ------------------------- done in 30.41 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 77.89% +-1.50% ------------------------- done in 49.77 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.87% +-0.07%; test: 76.41% +-0.89% ------------------------- done in 21.32 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.98% +-0.02%; test: 78.02% +-1.69% ------------------------- done in 30.89 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.01%; test: 77.89% +-1.46% ------------------------- done in 50.24 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.08% +-0.53%; test: 76.18% +-2.20% ------------------------- done in 21.42 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.47% +-0.48%; test: 77.21% +-2.32% ------------------------- done in 30.58 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.76% +-0.13%; test: 77.42% +-1.46% ------------------------- done in 49.89 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.03% +-0.61%; test: 75.07% +-1.77% ------------------------- done in 21.02 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.82% +-0.25%; test: 76.21% +-1.67% ------------------------- done in 28.94 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.93% +-0.55%; test: 76.23% +-1.60% ------------------------- done in 44.99 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.11% +-0.41%; test: 75.48% +-1.50% ------------------------- done in 20.73 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.94% +-0.54%; test: 75.67% +-1.72% ------------------------- done in 28.81 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.02% +-0.33%; test: 76.04% +-1.06% ------------------------- done in 45.77 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.10% +-0.31%; test: 74.80% +-2.74% ------------------------- done in 20.79 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.58% +-0.43%; test: 74.91% +-2.13% ------------------------- done in 28.71 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.79% +-0.24%; test: 76.06% +-1.57% ------------------------- done in 45.15 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.14% +-0.72%; test: 58.12% +-1.83% ------------------------- done in 20.52 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.67% +-0.73%; test: 58.16% +-1.93% ------------------------- done in 26.30 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.62% +-0.73%; test: 58.47% +-1.36% ------------------------- done in 38.89 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.39% +-0.59%; test: 57.66% +-1.85% ------------------------- done in 20.45 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.78% +-0.89%; test: 58.41% +-1.68% ------------------------- done in 25.70 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.75% +-0.69%; test: 58.76% +-1.36% ------------------------- done in 39.30 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.02% +-0.67%; test: 57.40% +-1.10% ------------------------- done in 20.79 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.57% +-0.77%; test: 58.26% +-1.53% ------------------------- done in 25.82 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.74% +-0.50%; test: 58.55% +-1.35% ------------------------- done in 38.68 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 66.40% +-1.57% ------------------------- done in 20.51 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 69.26% +-1.59% ------------------------- done in 25.49 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 69.72% +-2.65% ------------------------- done in 38.23 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.85% +-0.05%; test: 68.13% +-2.26% ------------------------- done in 20.23 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.97% +-0.02%; test: 69.34% +-1.85% ------------------------- done in 26.09 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.01%; test: 69.78% +-2.03% ------------------------- done in 37.82 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.56% +-0.33%; test: 67.70% +-1.22% ------------------------- done in 20.02 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.66% +-0.31%; test: 69.55% +-1.96% ------------------------- done in 25.56 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.79% +-0.22%; test: 69.86% +-2.29% ------------------------- done in 37.41 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.64% +-0.96%; test: 65.18% +-2.30% ------------------------- done in 19.72 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.34% +-0.65%; test: 66.19% +-2.06% ------------------------- done in 25.68 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.49% +-0.34%; test: 66.91% +-2.13% ------------------------- done in 36.60 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.42% +-0.46%; test: 65.66% +-2.47% ------------------------- done in 20.28 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.20% +-0.53%; test: 66.40% +-2.08% ------------------------- done in 25.53 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.34% +-0.63%; test: 67.16% +-2.33% ------------------------- done in 36.06 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.60% +-0.68%; test: 66.25% +-2.30% ------------------------- done in 19.97 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.47% +-0.80%; test: 66.48% +-2.06% ------------------------- done in 25.56 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.82% +-0.53%; test: 66.98% +-1.97% ------------------------- done in 36.39 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.26% +-0.45%; test: 54.08% +-1.90% ------------------------- done in 19.64 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.69% +-0.56%; test: 54.35% +-2.11% ------------------------- done in 24.62 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.79% +-0.41%; test: 54.24% +-2.30% ------------------------- done in 35.61 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.40% +-1.17%; test: 53.61% +-2.54% ------------------------- done in 19.63 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.78% +-0.40%; test: 54.18% +-2.47% ------------------------- done in 24.54 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.72% +-0.32%; test: 54.41% +-2.46% ------------------------- done in 34.98 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.46% +-0.60%; test: 53.89% +-2.58% ------------------------- done in 19.85 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.63% +-0.42%; test: 54.12% +-1.99% ------------------------- done in 24.77 s ------------------------- {'criterion': 'gini', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.66% +-0.28%; test: 54.31% +-2.38% ------------------------- done in 35.63 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.98% +-0.01%; test: 82.41% +-1.36% ------------------------- done in 119.20 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 83.31% +-1.03% ------------------------- done in 377.58 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 83.29% +-0.96% ------------------------- done in 910.75 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.90% +-0.11%; test: 82.94% +-1.09% ------------------------- done in 118.66 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.98% +-0.02%; test: 83.52% +-1.19% ------------------------- done in 375.82 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.02%; test: 83.21% +-0.95% ------------------------- done in 908.43 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.85% +-0.64%; test: 79.65% +-1.76% ------------------------- done in 116.47 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.23% +-0.64%; test: 80.04% +-0.83% ------------------------- done in 374.54 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.22% +-0.71%; test: 80.12% +-0.51% ------------------------- done in 889.60 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.56% +-0.11%; test: 81.48% +-0.57% ------------------------- done in 108.21 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.73% +-0.36%; test: 81.79% +-0.82% ------------------------- done in 337.52 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.85% +-0.32%; test: 81.81% +-1.20% ------------------------- done in 791.61 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.17% +-0.83%; test: 81.31% +-1.57% ------------------------- done in 108.96 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.75% +-0.47%; test: 81.95% +-1.33% ------------------------- done in 330.78 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.74% +-0.35%; test: 82.18% +-0.62% ------------------------- done in 793.37 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.83% +-1.01%; test: 79.09% +-1.81% ------------------------- done in 104.83 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.38% +-1.03%; test: 79.46% +-1.26% ------------------------- done in 328.27 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.29% +-0.79%; test: 79.34% +-0.87% ------------------------- done in 783.04 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 74.75% +-0.84%; test: 62.22% +-1.72% ------------------------- done in 65.53 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.38% +-1.80%; test: 62.44% +-2.07% ------------------------- done in 191.20 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.43% +-1.57%; test: 62.51% +-2.01% ------------------------- done in 443.10 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 74.99% +-1.64%; test: 62.75% +-1.68% ------------------------- done in 66.70 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.27% +-1.61%; test: 62.48% +-1.69% ------------------------- done in 192.63 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.35% +-1.86%; test: 62.57% +-1.48% ------------------------- done in 446.76 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.44% +-2.22%; test: 62.46% +-2.16% ------------------------- done in 65.18 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.33% +-1.44%; test: 62.51% +-1.92% ------------------------- done in 189.54 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 75.48% +-1.73%; test: 62.86% +-1.73% ------------------------- done in 445.73 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 76.08% +-1.00% ------------------------- done in 20.01 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 77.28% +-0.65% ------------------------- done in 28.93 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 77.69% +-1.33% ------------------------- done in 47.07 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.85% +-0.04%; test: 76.99% +-2.06% ------------------------- done in 20.08 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.02%; test: 77.40% +-1.82% ------------------------- done in 28.68 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 77.69% +-1.35% ------------------------- done in 47.53 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.22% +-0.43%; test: 76.51% +-2.46% ------------------------- done in 20.22 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.68% +-0.16%; test: 77.11% +-1.81% ------------------------- done in 28.62 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.70% +-0.22%; test: 77.44% +-1.61% ------------------------- done in 46.66 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.03% +-0.59%; test: 74.78% +-2.00% ------------------------- done in 19.87 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.85% +-0.41%; test: 75.53% +-1.34% ------------------------- done in 27.89 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.90% +-0.32%; test: 76.33% +-1.62% ------------------------- done in 43.99 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.13% +-0.23%; test: 75.59% +-1.56% ------------------------- done in 19.75 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.98% +-0.12%; test: 75.98% +-1.78% ------------------------- done in 27.24 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.95% +-0.48%; test: 76.12% +-1.67% ------------------------- done in 44.09 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.76% +-0.56%; test: 74.97% +-1.78% ------------------------- done in 19.88 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.62% +-0.32%; test: 76.04% +-1.58% ------------------------- done in 27.28 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.83% +-0.27%; test: 75.83% +-2.12% ------------------------- done in 43.38 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.64% +-0.87%; test: 58.08% +-1.33% ------------------------- done in 19.17 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.88% +-0.42%; test: 58.45% +-1.91% ------------------------- done in 24.84 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.78% +-0.65%; test: 58.30% +-1.67% ------------------------- done in 36.85 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.06% +-0.64%; test: 57.95% +-1.50% ------------------------- done in 19.01 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.74% +-0.58%; test: 58.43% +-1.38% ------------------------- done in 24.81 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.82% +-0.70%; test: 58.26% +-1.31% ------------------------- done in 36.80 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.21% +-0.72%; test: 58.59% +-1.80% ------------------------- done in 18.93 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.71% +-0.45%; test: 58.14% +-1.41% ------------------------- done in 24.66 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 70.59% +-0.59%; test: 58.28% +-1.49% ------------------------- done in 36.95 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 67.33% +-0.89% ------------------------- done in 18.93 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 69.02% +-1.74% ------------------------- done in 24.55 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 69.49% +-2.51% ------------------------- done in 36.43 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.85% +-0.06%; test: 68.19% +-0.96% ------------------------- done in 18.88 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.02%; test: 69.69% +-1.61% ------------------------- done in 24.20 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 69.90% +-2.04% ------------------------- done in 36.16 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.41% +-0.29%; test: 68.60% +-1.59% ------------------------- done in 18.82 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.64% +-0.20%; test: 69.34% +-2.75% ------------------------- done in 24.12 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.92% +-0.15%; test: 69.82% +-1.94% ------------------------- done in 35.82 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.75% +-0.92%; test: 66.83% +-2.41% ------------------------- done in 18.64 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.16% +-0.59%; test: 66.79% +-2.20% ------------------------- done in 24.23 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.39% +-0.75%; test: 66.71% +-1.43% ------------------------- done in 34.80 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.85% +-1.01%; test: 65.53% +-2.90% ------------------------- done in 18.74 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.17% +-0.71%; test: 66.21% +-2.27% ------------------------- done in 24.02 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.49% +-0.42%; test: 66.75% +-1.87% ------------------------- done in 34.96 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.04% +-0.87%; test: 65.25% +-2.85% ------------------------- done in 18.51 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.72% +-0.69%; test: 66.83% +-1.50% ------------------------- done in 24.53 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.01% +-0.62%; test: 66.40% +-1.99% ------------------------- done in 34.98 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.11% +-0.59%; test: 53.58% +-2.18% ------------------------- done in 18.61 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.62% +-0.39%; test: 54.04% +-2.32% ------------------------- done in 23.40 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.82% +-0.43%; test: 54.22% +-2.20% ------------------------- done in 33.98 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.25% +-0.49%; test: 53.52% +-2.81% ------------------------- done in 18.53 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.42% +-0.47%; test: 53.83% +-2.59% ------------------------- done in 23.72 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.71% +-0.24%; test: 54.18% +-2.09% ------------------------- done in 34.18 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 63.94% +-0.40%; test: 53.73% +-2.20% ------------------------- done in 18.46 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.74% +-0.34%; test: 54.35% +-2.47% ------------------------- done in 23.48 s ------------------------- {'criterion': 'gini', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.62% +-0.32%; test: 54.18% +-2.28% ------------------------- done in 33.91 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.37% +-1.91%; test: 79.89% +-1.87% ------------------------- done in 120.26 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.84% +-1.11%; test: 80.68% +-1.69% ------------------------- done in 394.43 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.76% +-1.19%; test: 80.45% +-1.71% ------------------------- done in 951.26 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.91% +-0.61%; test: 79.79% +-0.56% ------------------------- done in 119.51 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.91% +-1.25%; test: 80.55% +-1.53% ------------------------- done in 393.56 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.98% +-1.34%; test: 80.22% +-1.37% ------------------------- done in 954.96 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.81% +-2.10%; test: 78.24% +-1.74% ------------------------- done in 120.28 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.84% +-1.10%; test: 78.49% +-1.14% ------------------------- done in 392.64 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.21% +-1.39%; test: 78.55% +-1.63% ------------------------- done in 924.95 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.39% +-1.17%; test: 79.21% +-1.00% ------------------------- done in 115.70 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.74% +-0.81%; test: 79.48% +-1.54% ------------------------- done in 374.32 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.19% +-1.33%; test: 79.46% +-1.55% ------------------------- done in 896.46 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.50% +-1.11%; test: 79.27% +-1.08% ------------------------- done in 115.42 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.15% +-1.36%; test: 79.65% +-1.62% ------------------------- done in 378.56 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.09% +-1.18%; test: 79.79% +-1.50% ------------------------- done in 909.35 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.67% +-1.18%; test: 77.94% +-1.36% ------------------------- done in 115.05 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.81% +-1.34%; test: 78.64% +-1.64% ------------------------- done in 373.58 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.98% +-1.17%; test: 78.43% +-1.65% ------------------------- done in 891.40 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.18% +-1.87%; test: 62.63% +-1.88% ------------------------- done in 75.91 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 79.21% +-1.27%; test: 63.33% +-2.31% ------------------------- done in 228.00 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 79.14% +-1.46%; test: 63.35% +-2.46% ------------------------- done in 536.33 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 77.79% +-2.34%; test: 62.44% +-2.80% ------------------------- done in 75.00 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.77% +-1.64%; test: 63.41% +-2.37% ------------------------- done in 228.25 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 79.04% +-1.52%; test: 63.51% +-2.72% ------------------------- done in 539.11 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 77.93% +-1.31%; test: 63.08% +-2.33% ------------------------- done in 76.52 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.97% +-1.73%; test: 63.45% +-2.06% ------------------------- done in 227.63 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 79.18% +-1.87%; test: 63.39% +-1.95% ------------------------- done in 537.07 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.81% +-0.85%; test: 74.87% +-1.31% ------------------------- done in 20.02 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.64% +-0.33%; test: 76.29% +-2.22% ------------------------- done in 28.68 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.80% +-0.61%; test: 76.12% +-1.89% ------------------------- done in 47.07 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.27% +-0.59%; test: 74.43% +-1.29% ------------------------- done in 20.07 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.92% +-0.39%; test: 76.02% +-2.23% ------------------------- done in 28.43 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.14% +-0.44%; test: 76.64% +-1.71% ------------------------- done in 46.75 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.91% +-1.20%; test: 74.78% +-2.05% ------------------------- done in 19.83 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.17% +-0.88%; test: 75.53% +-2.08% ------------------------- done in 27.99 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.26% +-0.78%; test: 75.85% +-1.98% ------------------------- done in 45.87 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.12% +-0.92%; test: 75.03% +-1.94% ------------------------- done in 19.91 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.94% +-0.52%; test: 75.73% +-2.25% ------------------------- done in 27.94 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.16% +-0.40%; test: 75.44% +-1.49% ------------------------- done in 44.57 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.52% +-0.43%; test: 75.40% +-2.51% ------------------------- done in 20.04 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.00% +-0.60%; test: 75.38% +-1.77% ------------------------- done in 27.79 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.33% +-0.59%; test: 75.75% +-1.90% ------------------------- done in 45.02 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 88.85% +-0.93%; test: 74.56% +-2.23% ------------------------- done in 19.74 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 89.83% +-0.65%; test: 75.57% +-1.94% ------------------------- done in 27.62 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.11% +-0.44%; test: 75.53% +-2.38% ------------------------- done in 44.70 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.28% +-0.75%; test: 59.11% +-1.52% ------------------------- done in 19.05 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.53% +-0.73%; test: 59.99% +-2.29% ------------------------- done in 25.40 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.66% +-0.81%; test: 59.58% +-1.84% ------------------------- done in 38.57 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.41% +-1.04%; test: 59.31% +-2.26% ------------------------- done in 19.15 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.73% +-0.42%; test: 60.07% +-2.14% ------------------------- done in 25.49 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.53% +-0.57%; test: 59.60% +-1.75% ------------------------- done in 38.56 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.05% +-0.94%; test: 59.23% +-1.48% ------------------------- done in 19.21 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.41% +-0.56%; test: 59.64% +-1.65% ------------------------- done in 25.29 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.56% +-0.86%; test: 59.89% +-2.08% ------------------------- done in 38.30 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.22% +-0.23%; test: 66.32% +-2.98% ------------------------- done in 18.52 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.90% +-0.10%; test: 67.18% +-2.31% ------------------------- done in 24.09 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.96% +-0.07%; test: 67.61% +-2.01% ------------------------- done in 35.73 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.05% +-0.28%; test: 66.19% +-1.26% ------------------------- done in 18.57 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.33% +-0.16%; test: 67.51% +-2.19% ------------------------- done in 23.93 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.55% +-0.14%; test: 67.82% +-2.37% ------------------------- done in 35.28 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 88.88% +-0.71%; test: 66.13% +-2.73% ------------------------- done in 18.81 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.20% +-0.74%; test: 67.31% +-1.78% ------------------------- done in 24.10 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.56% +-0.35%; test: 67.68% +-1.62% ------------------------- done in 34.55 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 85.13% +-0.81%; test: 65.64% +-1.73% ------------------------- done in 18.58 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 86.94% +-0.67%; test: 66.23% +-2.81% ------------------------- done in 23.67 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 87.06% +-0.47%; test: 66.11% +-2.62% ------------------------- done in 35.31 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 85.13% +-0.77%; test: 65.62% +-3.39% ------------------------- done in 18.60 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 86.73% +-0.48%; test: 66.05% +-2.34% ------------------------- done in 24.23 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 87.07% +-0.45%; test: 66.54% +-2.11% ------------------------- done in 34.26 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 84.73% +-0.44%; test: 65.45% +-1.19% ------------------------- done in 18.52 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 86.32% +-0.30%; test: 66.28% +-1.54% ------------------------- done in 23.95 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 86.62% +-0.48%; test: 66.32% +-2.07% ------------------------- done in 34.14 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.04% +-0.76%; test: 54.76% +-2.87% ------------------------- done in 18.49 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.44% +-0.57%; test: 55.17% +-2.49% ------------------------- done in 23.47 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.54% +-0.89%; test: 55.17% +-2.58% ------------------------- done in 33.94 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.88% +-1.18%; test: 54.72% +-2.91% ------------------------- done in 18.34 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.39% +-0.52%; test: 55.29% +-2.41% ------------------------- done in 23.91 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.53% +-0.46%; test: 55.21% +-2.20% ------------------------- done in 33.98 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.15% +-0.35%; test: 54.45% +-2.32% ------------------------- done in 18.38 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.57% +-0.46%; test: 55.36% +-2.72% ------------------------- done in 23.34 s ------------------------- {'criterion': 'entropy', 'max_depth': 100, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.42% +-0.24%; test: 55.13% +-2.72% ------------------------- done in 33.64 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 83.46% +-2.02% ------------------------- done in 151.46 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 84.36% +-0.98% ------------------------- done in 511.44 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 84.45% +-0.84% ------------------------- done in 1241.38 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.84% +-0.13%; test: 83.46% +-1.00% ------------------------- done in 150.90 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.97% +-0.04%; test: 83.85% +-0.78% ------------------------- done in 512.34 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.98% +-0.04%; test: 84.43% +-0.76% ------------------------- done in 1224.30 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.52% +-0.42%; test: 81.64% +-1.93% ------------------------- done in 150.39 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.88% +-0.28%; test: 82.51% +-1.22% ------------------------- done in 505.32 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.84% +-0.20%; test: 82.39% +-0.92% ------------------------- done in 1214.47 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.22% +-0.16%; test: 82.39% +-1.14% ------------------------- done in 141.37 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.47% +-0.23%; test: 82.51% +-1.06% ------------------------- done in 459.95 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.46% +-0.29%; test: 83.09% +-1.13% ------------------------- done in 1113.94 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.11% +-0.22%; test: 82.57% +-1.03% ------------------------- done in 141.65 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.39% +-0.23%; test: 82.78% +-1.48% ------------------------- done in 458.48 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.51% +-0.29%; test: 82.94% +-0.80% ------------------------- done in 1101.08 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.80% +-0.53%; test: 81.09% +-1.24% ------------------------- done in 139.20 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.24% +-0.42%; test: 81.79% +-2.09% ------------------------- done in 455.95 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.38% +-0.35%; test: 81.87% +-1.36% ------------------------- done in 1096.48 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.57% +-2.01%; test: 63.14% +-2.46% ------------------------- done in 74.42 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.86% +-2.10%; test: 62.88% +-2.52% ------------------------- done in 226.78 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 79.07% +-1.19%; test: 63.31% +-2.19% ------------------------- done in 534.54 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.69% +-2.10%; test: 62.96% +-2.90% ------------------------- done in 74.85 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 79.02% +-1.55%; test: 63.23% +-2.77% ------------------------- done in 228.79 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.89% +-1.49%; test: 63.00% +-2.12% ------------------------- done in 538.36 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.77% +-1.66%; test: 63.39% +-2.74% ------------------------- done in 74.47 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.96% +-1.17%; test: 62.92% +-2.23% ------------------------- done in 228.62 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.86% +-1.59%; test: 63.12% +-3.05% ------------------------- done in 530.77 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 77.48% +-2.75% ------------------------- done in 20.69 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 78.84% +-1.35% ------------------------- done in 31.57 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 79.17% +-1.33% ------------------------- done in 53.96 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.87% +-0.09%; test: 77.59% +-1.84% ------------------------- done in 20.63 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.97% +-0.03%; test: 78.84% +-1.56% ------------------------- done in 31.25 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.01%; test: 79.13% +-1.70% ------------------------- done in 53.57 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.15% +-0.38%; test: 77.94% +-1.44% ------------------------- done in 20.64 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.51% +-0.36%; test: 78.64% +-2.26% ------------------------- done in 30.86 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.68% +-0.43%; test: 78.39% +-1.78% ------------------------- done in 51.83 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.84% +-0.25%; test: 76.86% +-1.89% ------------------------- done in 20.21 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.35% +-0.27%; test: 77.85% +-1.98% ------------------------- done in 29.66 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.36% +-0.47%; test: 77.91% +-2.05% ------------------------- done in 49.59 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.75% +-0.32%; test: 77.07% +-1.64% ------------------------- done in 20.17 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.32% +-0.32%; test: 77.52% +-2.21% ------------------------- done in 29.71 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.48% +-0.34%; test: 77.85% +-1.77% ------------------------- done in 49.66 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.70% +-0.27%; test: 76.76% +-2.42% ------------------------- done in 20.17 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.41% +-0.31%; test: 77.01% +-2.28% ------------------------- done in 29.59 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.55% +-0.38%; test: 77.94% +-2.02% ------------------------- done in 49.35 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.25% +-0.55%; test: 59.79% +-2.59% ------------------------- done in 19.05 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.57% +-0.83%; test: 59.74% +-1.89% ------------------------- done in 25.36 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.64% +-0.58%; test: 59.81% +-2.17% ------------------------- done in 38.53 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 71.73% +-1.04%; test: 59.27% +-1.87% ------------------------- done in 19.00 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.63% +-0.38%; test: 59.72% +-2.09% ------------------------- done in 25.32 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.73% +-0.75%; test: 59.62% +-2.31% ------------------------- done in 38.71 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 71.95% +-0.37%; test: 59.46% +-1.40% ------------------------- done in 19.06 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.56% +-0.66%; test: 60.09% +-1.70% ------------------------- done in 25.25 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.46% +-0.62%; test: 59.77% +-2.05% ------------------------- done in 38.88 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 68.75% +-2.82% ------------------------- done in 18.83 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 70.50% +-1.99% ------------------------- done in 24.99 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 71.24% +-2.47% ------------------------- done in 37.33 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.88% +-0.08%; test: 68.25% +-2.36% ------------------------- done in 19.09 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.01%; test: 70.50% +-2.21% ------------------------- done in 24.71 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.02%; test: 70.85% +-2.74% ------------------------- done in 36.96 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.97% +-0.45%; test: 68.93% +-2.72% ------------------------- done in 19.16 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.76% +-0.29%; test: 70.83% +-2.48% ------------------------- done in 24.49 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.02% +-0.29%; test: 71.14% +-1.89% ------------------------- done in 36.28 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.41% +-0.89%; test: 67.53% +-2.76% ------------------------- done in 18.80 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.85% +-0.56%; test: 68.69% +-2.44% ------------------------- done in 23.91 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.10% +-0.42%; test: 68.97% +-1.97% ------------------------- done in 35.28 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.46% +-0.27%; test: 67.68% +-1.93% ------------------------- done in 18.80 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.90% +-0.67%; test: 68.40% +-2.54% ------------------------- done in 24.39 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.21% +-0.44%; test: 69.08% +-1.78% ------------------------- done in 35.75 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.13% +-0.46%; test: 67.78% +-2.55% ------------------------- done in 18.80 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.36% +-0.36%; test: 68.87% +-1.96% ------------------------- done in 24.16 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.89% +-0.41%; test: 69.02% +-1.61% ------------------------- done in 35.60 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 64.50% +-0.70%; test: 54.14% +-2.74% ------------------------- done in 18.28 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.47% +-0.62%; test: 54.99% +-2.33% ------------------------- done in 23.66 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.43% +-0.57%; test: 55.29% +-2.57% ------------------------- done in 32.85 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.14% +-0.26%; test: 54.16% +-2.10% ------------------------- done in 18.17 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.32% +-0.58%; test: 55.05% +-2.55% ------------------------- done in 23.53 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.72% +-0.76%; test: 55.11% +-2.73% ------------------------- done in 33.78 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.09% +-0.47%; test: 54.76% +-2.04% ------------------------- done in 18.37 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.66% +-0.23%; test: 55.05% +-2.25% ------------------------- done in 23.48 s ------------------------- {'criterion': 'entropy', 'max_depth': 400, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.47% +-0.44%; test: 55.17% +-2.75% ------------------------- done in 33.38 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.02%; test: 83.09% +-0.96% ------------------------- done in 152.97 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 84.32% +-1.21% ------------------------- done in 512.22 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 84.51% +-1.02% ------------------------- done in 1230.35 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.81% +-0.20%; test: 83.40% +-0.62% ------------------------- done in 152.76 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.96% +-0.05%; test: 84.03% +-1.23% ------------------------- done in 508.90 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.97% +-0.04%; test: 84.28% +-0.78% ------------------------- done in 1219.45 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.36% +-0.38%; test: 81.25% +-1.17% ------------------------- done in 151.30 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.83% +-0.47%; test: 82.24% +-0.66% ------------------------- done in 510.31 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.90% +-0.28%; test: 82.51% +-1.46% ------------------------- done in 1197.20 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.19% +-0.24%; test: 82.53% +-1.44% ------------------------- done in 140.40 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.41% +-0.20%; test: 82.10% +-0.93% ------------------------- done in 459.56 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.53% +-0.29%; test: 82.78% +-1.19% ------------------------- done in 1107.58 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.13% +-0.28%; test: 82.16% +-1.61% ------------------------- done in 142.71 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.44% +-0.28%; test: 83.19% +-1.33% ------------------------- done in 462.84 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.51% +-0.27%; test: 83.04% +-0.82% ------------------------- done in 1104.80 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.83% +-0.46%; test: 81.73% +-1.61% ------------------------- done in 137.99 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.24% +-0.54%; test: 81.97% +-1.29% ------------------------- done in 458.42 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.44% +-0.33%; test: 81.81% +-1.29% ------------------------- done in 1096.32 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.34% +-1.42%; test: 62.77% +-2.36% ------------------------- done in 74.89 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.50% +-1.63%; test: 62.98% +-2.63% ------------------------- done in 227.83 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.92% +-1.91%; test: 63.04% +-2.36% ------------------------- done in 534.85 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.69% +-2.07%; test: 63.16% +-2.18% ------------------------- done in 75.99 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 79.00% +-1.47%; test: 63.29% +-2.24% ------------------------- done in 225.77 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.83% +-1.72%; test: 63.04% +-2.20% ------------------------- done in 530.14 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 78.65% +-1.08%; test: 63.82% +-1.96% ------------------------- done in 76.17 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 79.07% +-1.60%; test: 63.23% +-2.39% ------------------------- done in 227.11 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': None, 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 79.02% +-1.93%; test: 62.98% +-2.25% ------------------------- done in 534.44 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.01%; test: 77.05% +-1.65% ------------------------- done in 20.84 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 79.11% +-1.85% ------------------------- done in 31.83 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 79.17% +-1.62% ------------------------- done in 54.10 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.90% +-0.06%; test: 77.46% +-1.44% ------------------------- done in 20.66 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.97% +-0.03%; test: 78.97% +-1.46% ------------------------- done in 31.46 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.01%; test: 79.09% +-1.55% ------------------------- done in 53.32 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.25% +-0.37%; test: 77.42% +-1.45% ------------------------- done in 20.46 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.54% +-0.40%; test: 78.57% +-1.84% ------------------------- done in 30.59 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.62% +-0.35%; test: 78.74% +-1.89% ------------------------- done in 51.99 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.70% +-0.35%; test: 77.23% +-2.69% ------------------------- done in 20.30 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.43% +-0.34%; test: 78.02% +-2.23% ------------------------- done in 29.60 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.43% +-0.40%; test: 78.20% +-1.99% ------------------------- done in 49.28 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.76% +-0.26%; test: 77.05% +-2.13% ------------------------- done in 20.14 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.33% +-0.46%; test: 77.85% +-2.03% ------------------------- done in 29.72 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.34% +-0.37%; test: 77.75% +-2.05% ------------------------- done in 49.37 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 94.82% +-0.50%; test: 76.35% +-1.66% ------------------------- done in 20.02 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.56% +-0.46%; test: 77.79% +-2.12% ------------------------- done in 29.49 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 95.53% +-0.46%; test: 77.67% +-1.94% ------------------------- done in 48.66 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 71.71% +-0.66%; test: 59.58% +-2.32% ------------------------- done in 18.97 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.56% +-0.58%; test: 59.68% +-1.73% ------------------------- done in 25.43 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.63% +-0.54%; test: 60.12% +-1.91% ------------------------- done in 38.67 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.23% +-0.84%; test: 59.54% +-2.29% ------------------------- done in 19.07 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.40% +-0.69%; test: 59.44% +-2.12% ------------------------- done in 25.10 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.55% +-0.56%; test: 59.85% +-1.89% ------------------------- done in 38.04 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.13% +-0.58%; test: 59.17% +-1.96% ------------------------- done in 19.13 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.78% +-0.24%; test: 59.74% +-1.93% ------------------------- done in 25.35 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 72.52% +-0.81%; test: 59.52% +-1.88% ------------------------- done in 38.86 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 68.13% +-3.53% ------------------------- done in 19.23 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 70.56% +-2.30% ------------------------- done in 24.93 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 100.00% +-0.00%; test: 71.71% +-2.40% ------------------------- done in 37.85 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.86% +-0.07%; test: 68.83% +-2.14% ------------------------- done in 18.93 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.98% +-0.03%; test: 70.99% +-1.67% ------------------------- done in 25.04 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 99.99% +-0.02%; test: 71.12% +-2.22% ------------------------- done in 37.36 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 96.76% +-0.16%; test: 69.16% +-1.99% ------------------------- done in 18.63 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 97.89% +-0.36%; test: 70.54% +-2.33% ------------------------- done in 24.66 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 1, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 98.04% +-0.33%; test: 71.24% +-1.79% ------------------------- done in 36.78 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.56% +-0.34%; test: 67.66% +-3.06% ------------------------- done in 18.79 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.92% +-0.45%; test: 68.27% +-2.15% ------------------------- done in 24.10 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.25% +-0.50%; test: 68.77% +-2.24% ------------------------- done in 35.55 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 91.54% +-0.55%; test: 67.26% +-3.06% ------------------------- done in 18.49 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.65% +-0.52%; test: 68.58% +-2.55% ------------------------- done in 24.16 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 93.29% +-0.42%; test: 68.46% +-2.34% ------------------------- done in 35.47 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 90.74% +-0.52%; test: 67.28% +-0.88% ------------------------- done in 18.44 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.65% +-0.61%; test: 68.56% +-2.45% ------------------------- done in 23.99 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 4, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 92.86% +-0.58%; test: 68.85% +-2.12% ------------------------- done in 35.68 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.15% +-0.92%; test: 54.26% +-2.31% ------------------------- done in 18.31 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.57% +-0.42%; test: 54.72% +-2.39% ------------------------- done in 23.53 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 2, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.61% +-0.71%; test: 54.86% +-2.59% ------------------------- done in 33.89 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.28% +-1.18%; test: 54.76% +-2.41% ------------------------- done in 18.43 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.30% +-0.58%; test: 54.86% +-1.78% ------------------------- done in 23.37 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 8, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.53% +-0.67%; test: 54.86% +-2.10% ------------------------- done in 33.69 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 50} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.65% +-1.02%; test: 54.72% +-2.16% ------------------------- done in 18.21 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 200} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.49% +-0.54%; test: 55.15% +-2.19% ------------------------- done in 23.70 s ------------------------- {'criterion': 'entropy', 'max_depth': None, 'max_features': 'log2', 'min_samples_leaf': 16, 'min_samples_split': 32, 'n_estimators': 500} 'dummy_teams': False, 'dummy_coaches': False, 'scale': None ---> train: 65.72% +-0.45%; test: 55.15% +-2.42% ------------------------- done in 34.51 s -------------------------