模型，评分，修复网格策略市场状态监听

models/top_feature_importance.csv

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+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