feature,importance,importance_pct rank_predicted_rounds,1252,20.87 top_elite_prob,1163,19.38 ma20_deviation_pct,321,5.35 atr_pct,296,4.93 dist_to_grid_lower,225,3.75 price_cv,190,3.17 amount_mean_20d,183,3.05 drawdown_60d,158,2.63 obv_slope,145,2.42 dist_to_grid_upper,142,2.37 ma20_ma60_gap_pct,141,2.35 range_position_60d,124,2.07 trend_slope_60d,123,2.05 rebound_from_low_60d,114,1.9 intraday_trend_strength,98,1.63 volume_ratio,98,1.63 volume_cv_20d,86,1.43 ma60_deviation_pct,81,1.35 grid_room_balance,69,1.15 range_compression_20d,69,1.15 volatility_20d,64,1.07 amount_trend_20d,56,0.93 near_upper_boundary_risk,54,0.9 up_days_20d,50,0.83 avg_daily_amp,48,0.8 amplitude_cv,48,0.8 amount_cv_20d,44,0.73 small_cap_premium,42,0.7 near_lower_boundary_risk,42,0.7 high_amp_days,40,0.67 cross_freq_x_bb,37,0.62 amp_x_grid,37,0.62 bb_width,36,0.6 amp_x_grid_vol,36,0.6 ln_float_mv,33,0.55 price_entropy,28,0.47 turnover_proxy_20d,26,0.43 trend_slope_20d,25,0.42 mv_vol_interact,25,0.42 wick_ratio_20d,22,0.37 grid_touch_count_60d,21,0.35 amp_cv_x_entropy,21,0.35 grid_touch_count_20d,20,0.33 rolling_grid_ratio_20d,14,0.23 near_grid_line_ratio_20d,12,0.2 usable_grid_count_upper,9,0.15 down_days_20d,9,0.15 trend_abs_slope_20d,7,0.12 cross_freq_20d,6,0.1 usable_grid_count_lower,5,0.08 low_volume_days_20d,3,0.05 close_reversal_count_20d,1,0.02 trend_consistency_20d,1,0.02 grid_cross_density_20d,0,0.0