ACCURACY: 0.5961873638344226 CLASSES: - 0 - 313 - 315 - 512 - 549 - 623 - 698 - 703 - 997 - 1065 - 1089 - 1097 - 2000 FEATURES: - rms_lf - psd_lfp - psd_delta - psd_theta - psd_alpha - psd_beta - psd_gamma - psd_residual_lfp - psd_residual_delta - psd_residual_theta - psd_residual_alpha - psd_residual_beta - psd_residual_gamma - aperiodic_offset - aperiodic_exponent - decay_fit_error - decay_fit_r_squared - decay_n_peaks - rms_lf_csd - psd_delta_csd - psd_theta_csd - psd_alpha_csd - psd_beta_csd - psd_gamma_csd - psd_lfp_csd - rms_lf_csd_diff1 - psd_delta_csd_diff1 - psd_theta_csd_diff1 - psd_alpha_csd_diff1 - psd_beta_csd_diff1 - psd_gamma_csd_diff1 - psd_lfp_csd_diff1 - rms_ap - cor_ratio - channel_labels - alpha_mean - alpha_std - depolarisation_slope - peak_time_secs - peak_val - polarity - recovery_slope - recovery_time_secs - repolarisation_slope - spike_count - tip_time_secs - tip_val - trough_time_secs - trough_val - outside MODEL_CLASS: xgboost.sklearn.XGBClassifier RANDOM_SEED: 12345 REGION_MAP: Cosmos TRAINING: hash_testing: null hash_training: 8ca9ba837f320718e6bb9c6daaca680f110f503748404124ad9d221803083d92 testing_size: 0 training_size: 765 VINTAGE: 2026_W32