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5.259255571955614, "avg_pick_order_rmse": 2.103989211807436, "avg_pick_order_pick_weighted_rmse": 1.82301884398519, "avg_pick_bp_step_mae": 2.7541414953926258, "avg_pick_bp_step_rmse": 3.401574037544967, "avg_pick_bp_step_pick_weighted_rmse": 2.918183975152537 }, "knockout_after56": { "pick_rate_mae_pp": 3.1801260284907054, "pick_rate_rmse_pp": 4.99943458854035, "ban_rate_mae_pp": 3.604358359059197, "presence_mae_pp": 5.461155839841103, "presence_rmse_pp": 8.9610643589277, "role_pick_rmse_pp": 2.2788529024143136, "avg_pick_order_mae": 1.5941256936078216, "avg_pick_order_pick_weighted_mae": 1.3899313664920416, "avg_pick_bp_step_pick_weighted_mae": 2.1985467775521776, "heat_spearman": 0.8614473129319797, "top20_heat_overlap": 13, "games": 28, "champions_observed_picked": 80, "pick_rate_mse_pp2": 24.994346205093613, "ban_rate_rmse_pp": 7.347893513688968, "ban_rate_mse_pp2": 53.991539088512404, "presence_mse_pp2": 80.30067444484432, "role_pick_mae_pp": 0.6722091171953285, "role_pick_mse_pp2": 5.193170550842141, "avg_pick_order_rmse": 2.084704426251206, "avg_pick_order_pick_weighted_rmse": 1.826672769002665, "avg_pick_bp_step_mae": 2.5565093348663694, "avg_pick_bp_step_rmse": 3.282062295531231, "avg_pick_bp_step_pick_weighted_rmse": 2.8852492408314423 } }, "units": "Frequency MAE/RMSE in percentage points; MSE in squared percentage points. Positions in pick ranks or full BP steps.", "frequency_denominator": "171 heroes; role frequency denominator 855 hero-role states. Position error excludes heroes with no actual picks.", "mape": "Not reported: zero actual rates make ordinary MAPE undefined." }