================================================================================ H1 FEATURE DEEP ANALYSIS ================================================================================ Total features in model: 76 H1 features found: 9 --- ALL H1 FEATURES --- Rank #68: h1_atr_ratio importance= 0.0000 Rank #66: h1_ema20 importance= 0.0000 Rank # 7: h1_ema20_distance importance= 95.8865 Rank #67: h1_fvg_active importance= 0.0000 Rank #10: h1_market_structure importance= 61.8312 Rank #16: h1_ob_proximity importance= 33.1670 Rank # 6: h1_rsi importance= 112.2508 Rank #17: h1_swing_proximity importance= 30.4503 Rank #12: h1_trend_strength importance= 45.8723 --- TOP 10 H1 FEATURES (by importance) --- 1. Rank # 6: h1_rsi 112.2508 2. Rank # 7: h1_ema20_distance 95.8865 3. Rank # 10: h1_market_structure 61.8312 4. Rank # 12: h1_trend_strength 45.8723 5. Rank # 16: h1_ob_proximity 33.1670 6. Rank # 17: h1_swing_proximity 30.4503 7. Rank # 66: h1_ema20 0.0000 8. Rank # 67: h1_fvg_active 0.0000 9. Rank # 68: h1_atr_ratio 0.0000 --- H1 FEATURE STATISTICS --- Total H1 features: 9 Mean importance: 42.1620 Median importance: 33.1670 Max importance: 112.2508 Min importance: 0.0000 H1 features in top 10: 3 H1 features in top 20: 6 H1 features in top 30: 6 ================================================================================ ALL FEATURE NAMES IN MODEL ================================================================================ 1. rsi 36.2503 2. atr 0.0000 3. atr_percent 0.0000 4. macd 65.5672 5. macd_signal 75.9652 6. macd_histogram 0.0000 7. bb_middle 0.0000 8. bb_upper 0.0000 9. bb_lower 0.0000 10. bb_width 0.0000 11. bb_percent_b 21.0445 12. ema_9 0.0000 13. ema_21 21.6908 14. ema_cross_bull 0.0000 15. ema_cross_bear 0.0000 16. volume_sma 0.0000 17. volume_ratio 25.7497 18. volume_increasing 0.0000 19. high_volume 0.0000 20. returns_1 167.9189 21. returns_5 2.9630 22. returns_20 11.5534 23. log_returns 186.0548 24. price_position 39.1339 25. dist_from_sma_20 11.1024 26. volatility_20 0.0000 27. normalized_range 0.0000 28. avg_normalized_range 0.0000 29. close_lag_1 18.1662 30. close_lag_2 18.1221 31. close_lag_3 0.0000 32. close_lag_5 24.4038 33. higher_high 0.0000 34. lower_low 0.0000 35. hh_count_5 0.0000 36. ll_count_5 0.0000 37. hour 14.3622 38. weekday 0.0000 39. london_session 0.0000 40. ny_session 0.0000 41. swing_high 0.0000 42. swing_low 0.0000 43. is_fvg_bull 23.1050 44. is_fvg_bear 0.0000 45. fvg_signal 0.0000 46. ob 417.3543 47. ob_mitigated 127.2658 48. bos 0.0000 49. choch 0.0000 50. market_structure 0.0000 51. regime 0.0000 52. regime_confidence 0.0000 53. h1_ema20 0.0000 54. h1_market_structure 61.8312 55. h1_ema20_distance 95.8865 56. h1_trend_strength 45.8723 57. h1_swing_proximity 30.4503 58. h1_fvg_active 0.0000 59. h1_ob_proximity 33.1670 60. h1_atr_ratio 0.0000 61. h1_rsi 112.2508 62. fvg_gap_size_atr 14.4616 63. fvg_age_bars 0.0000 64. ob_width_atr 40.7235 65. ob_distance_atr 119.3701 66. bos_recency 0.0000 67. confluence_score 0.0000 68. swing_distance_atr 0.0000 69. regime_duration_bars 0.0000 70. regime_transition_prob 0.0000 71. volatility_zscore 19.7360 72. crisis_proximity 15.9215 73. wick_ratio 0.0000 74. body_ratio 0.0000 75. gap_from_prev_close 7.8998 76. consecutive_direction 57.4307 ================================================================================ CHECKING TRAINING DATA FOR H1 FEATURES ================================================================================ Dataset columns: 72 H1 columns in dataset: 0 NO H1 COLUMNS IN TRAINING DATA! Looking for potential H1-related columns: hour ================================================================================ CHECKING FEATURE ENGINEERING CODE ================================================================================ NO H1 references found in feature_eng.py ================================================================================ CONCLUSION ================================================================================ Traceback (most recent call last): File "C:\Users\Administrator\Videos\Smart Automatic Trading BOT + AI\analyze_h1_features.py", line 151, in print(f"\n\u2713 Model HAS {len(h1_features)} H1 features") ~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Python313\Lib\encodings\cp1252.py", line 19, in encode return codecs.charmap_encode(input,self.errors,encoding_table)[0] ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ UnicodeEncodeError: 'charmap' codec can't encode character '\u2713' in position 2: character maps to