feat: enhance data handling and model training features
- Updated .gitignore to include .venv and .worktrees. - Removed symlink for the virtual environment. - Added new parquet files for dogeusdt, trxusdt, and xrpusdt datasets. - Introduced model files and training logs for dogeusdt, trxusdt, and xrpusdt. - Enhanced fetch_history.py to support caching of correlation symbols. - Updated train_and_deploy.sh to manage correlation cache directory.
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models/dogeusdt/lgbm_filter.pkl
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models/dogeusdt/lgbm_filter.pkl
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models/dogeusdt/training_log.json
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models/dogeusdt/training_log.json
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[
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{
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"date": "2026-03-05T23:54:51.517734",
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"backend": "lgbm",
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"auc": 0.9565,
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"best_threshold": 0.3318,
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"best_precision": 0.548,
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"best_recall": 0.489,
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"samples": 3330,
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"features": 26,
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"time_weight_decay": 2.0,
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"model_path": "models/dogeusdt/lgbm_filter.pkl",
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"tuned_params_path": null,
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"lgbm_params": {
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"n_estimators": 434,
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"learning_rate": 0.123659,
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"max_depth": 6,
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"num_leaves": 14,
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"min_child_samples": 10,
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"subsample": 0.929062,
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"colsample_bytree": 0.94633,
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"reg_alpha": 0.573971,
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"reg_lambda": 0.000157
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},
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"weight_scale": 1.783105
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}
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]
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