模型，评分，修复网格策略市场状态监听

models/rank_feature_importance.csv

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+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