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Files changed (4) hide show
  1. best_params.json +16 -0
  2. feature_cols.json +22 -0
  3. feature_imputer.pkl +3 -0
  4. final_model.pkl +3 -0
best_params.json ADDED
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+ {
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+ "n_estimators": 8000,
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+ "learning_rate": 0.03786552560911777,
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+ "num_leaves": 141,
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+ "max_depth": 4,
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+ "min_child_samples": 197,
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+ "subsample": 0.6488152939379115,
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+ "subsample_freq": 1,
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+ "colsample_bytree": 0.798070764044508,
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+ "reg_alpha": 0.00013726318898045882,
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+ "reg_lambda": 5.345166110646819,
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+ "min_split_gain": 0.05175599632000338,
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+ "n_jobs": -1,
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+ "n_estimators_final": 1137,
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+ "opt_metric": "rmse_energy_monthly_kwh"
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+ }
feature_cols.json ADDED
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+ [
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+ "era5_ws_10m",
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+ "era5_ws_100m",
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+ "era5_ws_hub",
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+ "era5_wd_10m",
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+ "era5_wd_100m",
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+ "era5_shear_alpha",
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+ "era5_t2m_K",
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+ "era5_d2m_K",
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+ "era5_sp_Pa",
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+ "era5_air_density_kgm3",
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+ "era5_surface_roughness_m",
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+ "era5_friction_velocity_ms",
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+ "hour_sin",
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+ "hour_cos",
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+ "doy_sin",
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+ "doy_cos",
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+ "hub_height_m",
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+ "rated_power_kw",
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+ "rotor_diameter_m",
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+ "specific_power_wpm2"
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+ ]
feature_imputer.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:8c955684634b3ee6518569a8bf15200ddd1e8d6eb2c40726c9e2a44bf29f3a99
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+ size 1239
final_model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:f892d105ef10511ccc60cb458dc743ae64101a2dd93859f72797129becc871c2
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+ size 1652475