feature,importance,importance_pct dist_to_grid_upper,1319,4.38 dist_to_grid_lower,1282,4.26 price_cv,1231,4.09 amount_mean_20d,1198,3.98 range_compression_20d,1047,3.48 rebound_from_low_60d,1019,3.38 drawdown_60d,981,3.26 ma20_deviation_pct,915,3.04 grid_touch_count_60d,907,3.01 volume_ratio,903,3.0 price_entropy,877,2.91 avg_daily_amp,857,2.85 atr_pct,781,2.59 wick_ratio_20d,780,2.59 cross_freq_x_bb,743,2.47 trend_slope_60d,743,2.47 amount_trend_20d,741,2.46 range_position_60d,735,2.44 obv_slope,731,2.43 volatility_20d,707,2.35 volume_cv_20d,697,2.32 amplitude_cv,673,2.24 intraday_trend_strength,669,2.22 amp_cv_x_entropy,661,2.2 ma60_deviation_pct,655,2.18 ma20_ma60_gap_pct,650,2.16 grid_room_balance,630,2.09 bb_width,629,2.09 amount_cv_20d,598,1.99 amp_x_grid_vol,588,1.95 trend_slope_20d,568,1.89 amp_x_grid,499,1.66 trend_abs_slope_20d,448,1.49 close_reversal_count_20d,395,1.31 near_upper_boundary_risk,366,1.22 grid_touch_count_20d,335,1.11 near_grid_line_ratio_20d,293,0.97 low_volume_days_20d,274,0.91 turnover_proxy_20d,250,0.83 rolling_grid_ratio_20d,248,0.82 cross_freq_20d,206,0.68 mv_vol_interact,190,0.63 down_days_20d,180,0.6 high_amp_days,172,0.57 up_days_20d,165,0.55 small_cap_premium,164,0.54 ln_float_mv,162,0.54 near_lower_boundary_risk,114,0.38 trend_consistency_20d,103,0.34 usable_grid_count_lower,13,0.04 usable_grid_count_upper,12,0.04 grid_cross_density_20d,0,0.0