106 lines
2.1 KiB
JSON
106 lines
2.1 KiB
JSON
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{
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"train_accuracy": 0.5739171637215006,
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"test_accuracy": 0.5630815407703852,
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"train_samples": 35878,
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"test_samples": 9995,
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"n_features": 81,
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"feature_cols": [
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"spread",
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"rsi",
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"atr",
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"atr_percent",
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"macd",
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"macd_signal",
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"macd_histogram",
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"bb_middle",
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"bb_upper",
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"bb_lower",
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"bb_width",
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"bb_percent_b",
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"ema_9",
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"ema_21",
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"ema_cross_bull",
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"ema_cross_bear",
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"volume_sma",
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"volume_ratio",
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"volume_increasing",
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"high_volume",
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"returns_1",
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"returns_5",
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"returns_20",
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"log_returns",
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"price_position",
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"dist_from_sma_20",
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"volatility_20",
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"normalized_range",
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"avg_normalized_range",
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"close_lag_1",
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"close_lag_2",
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"close_lag_3",
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"close_lag_5",
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"higher_high",
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"lower_low",
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"hh_count_5",
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"ll_count_5",
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"hour",
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"weekday",
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"london_session",
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"ny_session",
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"swing_high",
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"swing_low",
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"swing_high_level",
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"swing_low_level",
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"last_swing_high",
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"last_swing_low",
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"is_fvg_bull",
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"is_fvg_bear",
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"fvg_top",
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"fvg_bottom",
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"fvg_mid",
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"fvg_signal",
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"ob",
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"ob_top",
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"ob_bottom",
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"ob_mitigated",
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"bos",
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"choch",
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"market_structure",
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"h1_ema20",
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"h1_market_structure",
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"h1_ema20_distance",
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"h1_trend_strength",
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"h1_swing_proximity",
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"h1_fvg_active",
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"h1_ob_proximity",
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"h1_atr_ratio",
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"h1_rsi",
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"fvg_gap_size_atr",
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"ob_width_atr",
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"ob_distance_atr",
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"confluence_score",
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"swing_distance_atr",
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"regime_duration_bars",
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"regime_transition_prob",
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"volatility_zscore",
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"crisis_proximity",
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"wick_ratio",
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"body_ratio",
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"gap_from_prev_close"
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],
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"hyperparameters": {
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"max_depth": 3,
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"learning_rate": 0.02372312562116949,
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"n_estimators": 100,
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"min_child_weight": 1,
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"gamma": 0.10654204697811255,
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"subsample": 0.9364174432522089,
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"colsample_bytree": 0.7031796673225155,
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"reg_alpha": 0.7974351847252932,
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"reg_lambda": 1.9804942417034694
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},
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"class_distribution_train": {
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"SELL": 17939,
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"BUY": 17939
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},
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"model_type": "binary_classification"
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}
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