feature,importance,importance_pct rank_predicted_rounds,2126,6.86 amount_mean_20d,1476,4.76 price_cv,1376,4.44 range_compression_20d,1165,3.76 atr_pct,1105,3.56 drawdown_60d,1090,3.52 volume_ratio,1030,3.32 amount_trend_20d,998,3.22 price_entropy,888,2.86 rebound_from_low_60d,872,2.81 ma20_deviation_pct,868,2.8 obv_slope,842,2.72 trend_slope_60d,827,2.67 wick_ratio_20d,800,2.58 ma20_ma60_gap_pct,768,2.48 amplitude_cv,767,2.47 dist_to_grid_lower,757,2.44 range_position_60d,747,2.41 amp_cv_x_entropy,714,2.3 bb_width,699,2.25 ma60_deviation_pct,691,2.23 volatility_20d,680,2.19 volume_cv_20d,657,2.12 intraday_trend_strength,650,2.1 avg_daily_amp,643,2.07 dist_to_grid_upper,629,2.03 trend_slope_20d,626,2.02 amp_x_grid_vol,551,1.78 amount_cv_20d,550,1.77 grid_room_balance,537,1.73 trend_abs_slope_20d,504,1.63 grid_touch_count_60d,480,1.55 cross_freq_x_bb,399,1.29 amp_x_grid,383,1.24 near_grid_line_ratio_20d,277,0.89 close_reversal_count_20d,267,0.86 high_amp_days,250,0.81 turnover_proxy_20d,243,0.78 ln_float_mv,235,0.76 low_volume_days_20d,228,0.74 mv_vol_interact,223,0.72 small_cap_premium,218,0.7 grid_touch_count_20d,218,0.7 up_days_20d,218,0.7 down_days_20d,209,0.67 near_upper_boundary_risk,165,0.53 trend_consistency_20d,105,0.34 near_lower_boundary_risk,87,0.28 cross_freq_20d,86,0.28 rolling_grid_ratio_20d,64,0.21 usable_grid_count_lower,6,0.02 usable_grid_count_upper,6,0.02 grid_cross_density_20d,0,0.0