Upload 20 files

.gitattributes

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+data/final_daily_from_hourly_features.csv filter=lfs diff=lfs merge=lfs -text
+data/final_hourly_120h_forecast_dataset.csv filter=lfs diff=lfs merge=lfs -text
+data/final_hourly_feature_dataset.csv filter=lfs diff=lfs merge=lfs -text
+data/weather_hcm_hourly.csv filter=lfs diff=lfs merge=lfs -text

data/best_params_cat.json

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+{
+    "iterations": 1489,
+    "learning_rate": 0.03970893006910595,
+    "depth": 4,
+    "l2_leaf_reg": 7.731052565573197,
+    "subsample": 0.8755070820047509
+}

data/best_params_lgbm.json

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+{
+    "n_estimators": 675,
+    "learning_rate": 0.016888555373116232,
+    "max_depth": 3,
+    "subsample": 0.6211969063495439,
+    "colsample_bytree": 0.7406596974588053,
+    "reg_alpha": 0.08219221180135224,
+    "reg_lambda": 0.04634162558980073,
+    "min_child_samples": 19
+}

data/best_params_rf.json

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+{
+    "n_estimators": 427,
+    "max_depth": 13,
+    "min_samples_split": 3,
+    "min_samples_leaf": 2
+}

data/best_params_xgb.json

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+{
+    "n_estimators": 1120,
+    "learning_rate": 0.06070837636136605,
+    "max_depth": 3,
+    "subsample": 0.6079507849258268,
+    "colsample_bytree": 0.9442005719589391,
+    "gamma": 0.045601877354348654,
+    "min_child_weight": 10
+}

data/final_5_day_results_df.csv

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+Model,RMSE (Absolute Error),MAE (Mean Absolute Error),MAPE (Relative Error),R-squared,Horizon
+Naive Persistence,1.1635,0.9121,3.2054,0.4497,Day 1
+Champion (Stacking),0.7889,0.6201,2.168,0.747,Day 1
+Alternative (Ridge),0.8644,0.6824,2.3828,0.6963,Day 1
+LightGBM (Optuna),0.7972,0.6245,2.1822,0.7417,Day 1
+Naive Persistence,1.3369,1.059,3.7048,0.2757,Day 2
+Champion (Stacking),0.9486,0.7412,2.5991,0.6354,Day 2
+Alternative (Ridge),0.9876,0.7942,2.7759,0.6047,Day 2
+LightGBM (Optuna),0.9758,0.765,2.6711,0.6141,Day 2
+Naive Persistence,1.35,1.0766,3.7673,0.2633,Day 3
+Champion (Stacking),1.0117,0.8017,2.8134,0.5863,Day 3
+Alternative (Ridge),1.0499,0.8456,2.9577,0.5545,Day 3
+LightGBM (Optuna),1.027,0.8093,2.8321,0.5737,Day 3
+Naive Persistence,1.3575,1.0826,3.7937,0.256,Day 4
+Champion (Stacking),1.0205,0.8128,2.8523,0.5795,Day 4
+Alternative (Ridge),1.0518,0.8416,2.9439,0.5534,Day 4
+LightGBM (Optuna),1.0403,0.82,2.8715,0.563,Day 4
+Naive Persistence,1.3825,1.0925,3.8305,0.2302,Day 5
+Champion (Stacking),1.0348,0.827,2.8996,0.5688,Day 5
+Alternative (Ridge),1.0598,0.856,2.9941,0.5476,Day 5
+LightGBM (Optuna),1.0612,0.8469,2.9632,0.5464,Day 5

data/final_benchmark_all_pipelines.csv

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+Model,RMSE,MAE,MAPE (Relative Error),R2,Horizon,Horizon (Days)
+Daily Champion (Step 5),0.7889,0.6201,2.168,0.747,Day 1,1
+Daily Champion (Step 5),0.9486,0.7412,2.5991,0.6354,Day 2,2
+Daily Champion (Step 5),1.0117,0.8017,2.8134,0.5863,Day 3,3
+Daily Champion (Step 5),1.0205,0.8128,2.8523,0.5795,Day 4,4
+Daily Champion (Step 5),1.0348,0.827,2.8996,0.5688,Day 5,5
+Hourly Direct,0.8236248568606519,0.6486073201201626,,0.7269739721848161,,1
+Hourly Aggregate Champion,0.7674688965156663,0.6002911899503008,,0.7583702493925233,,1
+Hourly Direct,1.0686569458207442,0.8376404591469953,,0.5425506688087586,,2
+Hourly Aggregate Champion,0.9441995669703378,0.7372329331309503,,0.6341156335108197,,2
+Hourly Direct,1.1188165250342132,0.9011926562547977,,0.499900641851999,,3
+Hourly Aggregate Champion,1.0286552478405686,0.8152610460400055,,0.5648857528351698,,3
+Hourly Direct,1.1621566764088587,0.9468316952209602,,0.46165863679237473,,4
+Hourly Aggregate Champion,1.0566274791138546,0.8405827463900849,,0.5406816198940223,,4
+Hourly Direct,1.1362299704352257,0.9368660574390858,,0.4862655424839235,,5
+Hourly Aggregate Champion,1.0599005370653745,0.8549961286344034,,0.5388570773518562,,5

data/final_best_params_huber_cat.json

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+{
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+    "huber__epsilon": 1.2399528499243193,
+    "lgb__n_estimators": 347,
+    "lgb__learning_rate": 0.01618694298523694,
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+    "cat__iterations": 1148,
+    "cat__learning_rate": 0.011100906898884436,
+    "cat__depth": 7,
+    "cat__l2_leaf_reg": 0.4010228295870913,
+    "final_estimator__alpha": 0.01789564085714397,
+    "final_estimator__epsilon": 1.1572029633217076
+}

data/final_daily_from_hourly_features.csv

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+size 51420762

data/final_hourly_120h_forecast_dataset.csv

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data/final_hourly_feature_dataset.csv

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data/hourly_120h_evaluation_results.csv

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data/linear_features.json

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+[
+    "feelslikemax",
+    "feelslikemin",
+    "precip",
+    "precipcover",
+    "windgust",
+    "windspeed",
+    "windspeedmin",
+    "winddir",
+    "sealevelpressure",
+    "cloudcover",
+    "visibility",
+    "uvindex",
+    "severerisk",
+    "moonphase",
+    "year",
+    "day_of_week",
+    "week_of_year",
+    "fourier_sin_2",
+    "fourier_cos_2",
+    "fourier_sin_3",
+    "fourier_cos_3",
+    "temp_range",
+    "wind_vector_ns",
+    "temp_lag_1",
+    "temp_lag_3",
+    "temp_lag_7",
+    "temp_lag_14",
+    "temp_lag_28",
+    "temp_roll_7d_std",
+    "temp_roll_14d_std",
+    "temp_roll_28d_std",
+    "humidity_roll_7d_std",
+    "humidity_roll_14d_std",
+    "humidity_roll_28d_std",
+    "solarradiation_lag_1",
+    "solarradiation_lag_2",
+    "solarradiation_lag_3",
+    "solarradiation_lag_7",
+    "solarradiation_lag_14",
+    "solarradiation_lag_28",
+    "solarradiation_roll_7d_std",
+    "solarradiation_roll_28d_std",
+    "precip_lag_1",
+    "precip_lag_2",
+    "precip_lag_3",
+    "precip_lag_7",
+    "precip_lag_14",
+    "precip_lag_28",
+    "windspeed_lag_1",
+    "windspeed_lag_2",
+    "windspeed_lag_3",
+    "windspeed_lag_7",
+    "windspeed_lag_14",
+    "windspeed_lag_28",
+    "windspeed_roll_7d_std",
+    "windspeed_roll_28d_std",
+    "cloudcover_lag_1",
+    "cloudcover_lag_2",
+    "cloudcover_lag_3",
+    "cloudcover_lag_7",
+    "cloudcover_lag_14",
+    "cloudcover_lag_28",
+    "cloudcover_roll_7d_std",
+    "cloudcover_roll_14d_std",
+    "cloudcover_roll_28d_std",
+    "dew_lag_3",
+    "dew_lag_7",
+    "dew_lag_14",
+    "dew_lag_28",
+    "dew_roll_7d_std",
+    "sealevelpressure_lag_3",
+    "sealevelpressure_lag_7",
+    "sealevelpressure_lag_14",
+    "sealevelpressure_lag_28",
+    "sealevelpressure_roll_7d_std",
+    "sealevelpressure_roll_14d_std",
+    "sealevelpressure_roll_28d_std",
+    "windgust_lag_1",
+    "windgust_lag_2",
+    "windgust_lag_3",
+    "windgust_lag_7",
+    "windgust_lag_14",
+    "windgust_lag_28",
+    "windgust_roll_7d_std",
+    "windgust_roll_14d_std",
+    "windgust_roll_28d_std",
+    "precip_roll_7d_sum",
+    "text_svd_0",
+    "text_svd_1",
+    "text_svd_2",
+    "text_svd_4",
+    "text_svd_5",
+    "text_svd_6"
+]

data/linear_features_hourly_agg.json

@@ -0,0 +1,966 @@
+[
+    "temp_mean",
+    "temp_std",
+    "temp_max",
+    "temp_min",
+    "feelslike_mean",
+    "feelslike_std",
+    "feelslike_max",
+    "feelslike_min",
+    "dew_mean",
+    "dew_std",
+    "dew_max",
+    "dew_min",
+    "humidity_mean",
+    "humidity_std",
+    "humidity_max",
+    "humidity_min",
+    "precip_mean",
+    "precip_std",
+    "precip_max",
+    "precipprob_mean",
+    "precipprob_std",
+    "precipprob_max",
+    "windgust_mean",
+    "windgust_std",
+    "windgust_max",
+    "windgust_min",
+    "windspeed_mean",
+    "windspeed_std",
+    "windspeed_max",
+    "windspeed_min",
+    "winddir_mean",
+    "winddir_std",
+    "winddir_max",
+    "winddir_min",
+    "sealevelpressure_mean",
+    "sealevelpressure_std",
+    "sealevelpressure_max",
+    "sealevelpressure_min",
+    "cloudcover_mean",
+    "cloudcover_std",
+    "cloudcover_max",
+    "cloudcover_min",
+    "visibility_mean",
+    "visibility_std",
+    "visibility_max",
+    "visibility_min",
+    "solarradiation_mean",
+    "solarradiation_std",
+    "solarradiation_max",
+    "solarenergy_mean",
+    "solarenergy_std",
+    "solarenergy_max",
+    "uvindex_mean",
+    "uvindex_std",
+    "uvindex_max",
+    "is_daylight_mean",
+    "is_daylight_std",
+    "day_of_week_mean",
+    "day_of_week_max",
+    "day_of_week_min",
+    "day_of_year_mean",
+    "day_of_year_max",
+    "day_of_year_min",
+    "month_mean",
+    "month_max",
+    "month_min",
+    "hour_sin_mean",
+    "day_of_week_sin_mean",
+    "day_of_week_sin_max",
+    "day_of_week_sin_min",
+    "day_of_week_cos_mean",
+    "day_of_week_cos_max",
+    "day_of_week_cos_min",
+    "day_of_year_sin_mean",
+    "day_of_year_sin_max",
+    "day_of_year_sin_min",
+    "day_of_year_cos_mean",
+    "day_of_year_cos_max",
+    "day_of_year_cos_min",
+    "month_sin_mean",
+    "month_sin_max",
+    "month_sin_min",
+    "month_cos_mean",
+    "month_cos_max",
+    "month_cos_min",
+    "temp_range_24h_mean",
+    "temp_range_24h_std",
+    "temp_range_24h_max",
+    "temp_range_24h_min",
+    "feelslike_range_24h_mean",
+    "feelslike_range_24h_std",
+    "feelslike_range_24h_max",
+    "feelslike_range_24h_min",
+    "effective_radiation_mean",
+    "effective_radiation_std",
+    "effective_radiation_max",
+    "humidity_temp_interact_mean",
+    "humidity_temp_interact_std",
+    "humidity_temp_interact_max",
+    "humidity_temp_interact_min",
+    "wind_vector_ns_mean",
+    "wind_vector_ns_std",
+    "wind_vector_ns_max",
+    "wind_vector_ns_min",
+    "wind_vector_ew_mean",
+    "wind_vector_ew_std",
+    "wind_vector_ew_max",
+    "wind_vector_ew_min",
+    "daylight_duration_sec_mean",
+    "daylight_duration_sec_max",
+    "daylight_duration_sec_min",
+    "temp_lag_1h_mean",
+    "temp_lag_1h_std",
+    "temp_lag_1h_max",
+    "temp_lag_1h_min",
+    "temp_lag_3h_mean",
+    "temp_lag_3h_std",
+    "temp_lag_3h_max",
+    "temp_lag_3h_min",
+    "temp_lag_6h_mean",
+    "temp_lag_6h_std",
+    "temp_lag_6h_max",
+    "temp_lag_6h_min",
+    "temp_lag_24h_mean",
+    "temp_lag_24h_std",
+    "temp_lag_24h_max",
+    "temp_lag_24h_min",
+    "temp_lag_48h_mean",
+    "temp_lag_48h_std",
+    "temp_lag_48h_max",
+    "temp_lag_48h_min",
+    "temp_lag_168h_mean",
+    "temp_lag_168h_std",
+    "temp_lag_168h_max",
+    "temp_lag_168h_min",
+    "temp_roll_3h_mean_mean",
+    "temp_roll_3h_mean_std",
+    "temp_roll_3h_mean_max",
+    "temp_roll_3h_mean_min",
+    "temp_roll_3h_std_mean",
+    "temp_roll_3h_std_std",
+    "temp_roll_3h_std_max",
+    "temp_roll_3h_std_min",
+    "temp_roll_3h_max_mean",
+    "temp_roll_3h_max_std",
+    "temp_roll_3h_max_max",
+    "temp_roll_3h_max_min",
+    "temp_roll_3h_min_mean",
+    "temp_roll_3h_min_std",
+    "temp_roll_3h_min_max",
+    "temp_roll_3h_min_min",
+    "temp_roll_6h_mean_mean",
+    "temp_roll_6h_mean_std",
+    "temp_roll_6h_mean_max",
+    "temp_roll_6h_mean_min",
+    "temp_roll_6h_std_mean",
+    "temp_roll_6h_std_std",
+    "temp_roll_6h_std_max",
+    "temp_roll_6h_std_min",
+    "temp_roll_6h_max_mean",
+    "temp_roll_6h_max_std",
+    "temp_roll_6h_max_max",
+    "temp_roll_6h_max_min",
+    "temp_roll_6h_min_mean",
+    "temp_roll_6h_min_std",
+    "temp_roll_6h_min_max",
+    "temp_roll_6h_min_min",
+    "temp_roll_12h_mean_mean",
+    "temp_roll_12h_mean_std",
+    "temp_roll_12h_mean_max",
+    "temp_roll_12h_mean_min",
+    "temp_roll_12h_std_mean",
+    "temp_roll_12h_std_std",
+    "temp_roll_12h_std_max",
+    "temp_roll_12h_std_min",
+    "temp_roll_12h_max_mean",
+    "temp_roll_12h_max_std",
+    "temp_roll_12h_max_max",
+    "temp_roll_12h_max_min",
+    "temp_roll_12h_min_mean",
+    "temp_roll_12h_min_std",
+    "temp_roll_12h_min_max",
+    "temp_roll_12h_min_min",
+    "temp_roll_24h_mean_mean",
+    "temp_roll_24h_mean_std",
+    "temp_roll_24h_mean_max",
+    "temp_roll_24h_mean_min",
+    "temp_roll_24h_std_mean",
+    "temp_roll_24h_std_std",
+    "temp_roll_24h_std_max",
+    "temp_roll_24h_std_min",
+    "temp_roll_24h_max_mean",
+    "temp_roll_24h_max_std",
+    "temp_roll_24h_max_max",
+    "temp_roll_24h_max_min",
+    "temp_roll_24h_min_mean",
+    "temp_roll_24h_min_std",
+    "temp_roll_24h_min_max",
+    "temp_roll_24h_min_min",
+    "temp_roll_72h_mean_mean",
+    "temp_roll_72h_mean_std",
+    "temp_roll_72h_mean_max",
+    "temp_roll_72h_mean_min",
+    "temp_roll_72h_std_mean",
+    "temp_roll_72h_std_std",
+    "temp_roll_72h_std_max",
+    "temp_roll_72h_std_min",
+    "temp_roll_72h_max_mean",
+    "temp_roll_72h_max_std",
+    "temp_roll_72h_max_max",
+    "temp_roll_72h_max_min",
+    "temp_roll_72h_min_mean",
+    "temp_roll_72h_min_std",
+    "temp_roll_72h_min_max",
+    "temp_roll_72h_min_min",
+    "temp_roll_168h_mean_mean",
+    "temp_roll_168h_mean_std",
+    "temp_roll_168h_mean_max",
+    "temp_roll_168h_mean_min",
+    "temp_roll_168h_std_mean",
+    "temp_roll_168h_std_std",
+    "temp_roll_168h_std_max",
+    "temp_roll_168h_std_min",
+    "temp_roll_168h_max_mean",
+    "temp_roll_168h_max_std",
+    "temp_roll_168h_max_max",
+    "temp_roll_168h_max_min",
+    "temp_roll_168h_min_mean",
+    "temp_roll_168h_min_std",
+    "temp_roll_168h_min_max",
+    "temp_roll_168h_min_min",
+    "temp_diff_1h_mean",
+    "temp_diff_1h_std",
+    "temp_diff_1h_max",
+    "temp_diff_1h_min",
+    "temp_diff_24h_mean",
+    "temp_diff_24h_std",
+    "temp_diff_24h_max",
+    "temp_diff_24h_min",
+    "humidity_lag_1h_mean",
+    "humidity_lag_1h_std",
+    "humidity_lag_1h_max",
+    "humidity_lag_1h_min",
+    "humidity_lag_3h_mean",
+    "humidity_lag_3h_std",
+    "humidity_lag_3h_max",
+    "humidity_lag_3h_min",
+    "humidity_lag_6h_mean",
+    "humidity_lag_6h_std",
+    "humidity_lag_6h_max",
+    "humidity_lag_6h_min",
+    "humidity_lag_24h_mean",
+    "humidity_lag_24h_std",
+    "humidity_lag_24h_max",
+    "humidity_lag_24h_min",
+    "humidity_lag_48h_mean",
+    "humidity_lag_48h_std",
+    "humidity_lag_48h_max",
+    "humidity_lag_48h_min",
+    "humidity_lag_168h_mean",
+    "humidity_lag_168h_std",
+    "humidity_lag_168h_max",
+    "humidity_lag_168h_min",
+    "humidity_roll_3h_mean_mean",
+    "humidity_roll_3h_mean_std",
+    "humidity_roll_3h_mean_max",
+    "humidity_roll_3h_mean_min",
+    "humidity_roll_3h_std_mean",
+    "humidity_roll_3h_std_std",
+    "humidity_roll_3h_std_max",
+    "humidity_roll_3h_std_min",
+    "humidity_roll_3h_max_mean",
+    "humidity_roll_3h_max_std",
+    "humidity_roll_3h_max_max",
+    "humidity_roll_3h_max_min",
+    "humidity_roll_3h_min_mean",
+    "humidity_roll_3h_min_std",
+    "humidity_roll_3h_min_max",
+    "humidity_roll_3h_min_min",
+    "humidity_roll_6h_mean_mean",
+    "humidity_roll_6h_mean_std",
+    "humidity_roll_6h_mean_max",
+    "humidity_roll_6h_mean_min",
+    "humidity_roll_6h_std_mean",
+    "humidity_roll_6h_std_std",
+    "humidity_roll_6h_std_max",
+    "humidity_roll_6h_std_min",
+    "humidity_roll_6h_max_mean",
+    "humidity_roll_6h_max_std",
+    "humidity_roll_6h_max_max",
+    "humidity_roll_6h_max_min",
+    "humidity_roll_6h_min_mean",
+    "humidity_roll_6h_min_std",
+    "humidity_roll_6h_min_max",
+    "humidity_roll_6h_min_min",
+    "humidity_roll_12h_mean_mean",
+    "humidity_roll_12h_mean_std",
+    "humidity_roll_12h_mean_max",
+    "humidity_roll_12h_mean_min",
+    "humidity_roll_12h_std_mean",
+    "humidity_roll_12h_std_std",
+    "humidity_roll_12h_std_max",
+    "humidity_roll_12h_std_min",
+    "humidity_roll_12h_max_mean",
+    "humidity_roll_12h_max_std",
+    "humidity_roll_12h_max_max",
+    "humidity_roll_12h_max_min",
+    "humidity_roll_12h_min_mean",
+    "humidity_roll_12h_min_std",
+    "humidity_roll_12h_min_max",
+    "humidity_roll_12h_min_min",
+    "humidity_roll_24h_mean_mean",
+    "humidity_roll_24h_mean_std",
+    "humidity_roll_24h_mean_max",
+    "humidity_roll_24h_mean_min",
+    "humidity_roll_24h_std_mean",
+    "humidity_roll_24h_std_std",
+    "humidity_roll_24h_std_max",
+    "humidity_roll_24h_std_min",
+    "humidity_roll_24h_max_mean",
+    "humidity_roll_24h_max_std",
+    "humidity_roll_24h_max_max",
+    "humidity_roll_24h_max_min",
+    "humidity_roll_24h_min_mean",
+    "humidity_roll_24h_min_std",
+    "humidity_roll_24h_min_max",
+    "humidity_roll_24h_min_min",
+    "humidity_roll_72h_mean_mean",
+    "humidity_roll_72h_mean_std",
+    "humidity_roll_72h_mean_max",
+    "humidity_roll_72h_mean_min",
+    "humidity_roll_72h_std_mean",
+    "humidity_roll_72h_std_std",
+    "humidity_roll_72h_std_max",
+    "humidity_roll_72h_std_min",
+    "humidity_roll_72h_max_mean",
+    "humidity_roll_72h_max_std",
+    "humidity_roll_72h_max_max",
+    "humidity_roll_72h_max_min",
+    "humidity_roll_72h_min_mean",
+    "humidity_roll_72h_min_std",
+    "humidity_roll_72h_min_max",
+    "humidity_roll_72h_min_min",
+    "humidity_roll_168h_mean_mean",
+    "humidity_roll_168h_mean_std",
+    "humidity_roll_168h_mean_max",
+    "humidity_roll_168h_mean_min",
+    "humidity_roll_168h_std_mean",
+    "humidity_roll_168h_std_std",
+    "humidity_roll_168h_std_max",
+    "humidity_roll_168h_std_min",
+    "humidity_roll_168h_max_mean",
+    "humidity_roll_168h_max_std",
+    "humidity_roll_168h_max_max",
+    "humidity_roll_168h_max_min",
+    "humidity_roll_168h_min_mean",
+    "humidity_roll_168h_min_std",
+    "humidity_roll_168h_min_max",
+    "humidity_roll_168h_min_min",
+    "humidity_diff_1h_mean",
+    "humidity_diff_1h_std",
+    "humidity_diff_1h_max",
+    "humidity_diff_1h_min",
+    "humidity_diff_24h_mean",
+    "humidity_diff_24h_std",
+    "humidity_diff_24h_max",
+    "humidity_diff_24h_min",
+    "windspeed_lag_1h_mean",
+    "windspeed_lag_1h_std",
+    "windspeed_lag_1h_max",
+    "windspeed_lag_1h_min",
+    "windspeed_lag_3h_mean",
+    "windspeed_lag_3h_std",
+    "windspeed_lag_3h_max",
+    "windspeed_lag_3h_min",
+    "windspeed_lag_6h_mean",
+    "windspeed_lag_6h_std",
+    "windspeed_lag_6h_max",
+    "windspeed_lag_6h_min",
+    "windspeed_lag_24h_mean",
+    "windspeed_lag_24h_std",
+    "windspeed_lag_24h_max",
+    "windspeed_lag_24h_min",
+    "windspeed_lag_48h_mean",
+    "windspeed_lag_48h_std",
+    "windspeed_lag_48h_max",
+    "windspeed_lag_48h_min",
+    "windspeed_lag_168h_mean",
+    "windspeed_lag_168h_std",
+    "windspeed_lag_168h_max",
+    "windspeed_lag_168h_min",
+    "windspeed_roll_3h_mean_mean",
+    "windspeed_roll_3h_mean_std",
+    "windspeed_roll_3h_mean_max",
+    "windspeed_roll_3h_mean_min",
+    "windspeed_roll_3h_std_mean",
+    "windspeed_roll_3h_std_std",
+    "windspeed_roll_3h_std_max",
+    "windspeed_roll_3h_std_min",
+    "windspeed_roll_3h_max_mean",
+    "windspeed_roll_3h_max_std",
+    "windspeed_roll_3h_max_max",
+    "windspeed_roll_3h_max_min",
+    "windspeed_roll_3h_min_mean",
+    "windspeed_roll_3h_min_std",
+    "windspeed_roll_3h_min_max",
+    "windspeed_roll_3h_min_min",
+    "windspeed_roll_6h_mean_mean",
+    "windspeed_roll_6h_mean_std",
+    "windspeed_roll_6h_mean_max",
+    "windspeed_roll_6h_mean_min",
+    "windspeed_roll_6h_std_mean",
+    "windspeed_roll_6h_std_std",
+    "windspeed_roll_6h_std_max",
+    "windspeed_roll_6h_std_min",
+    "windspeed_roll_6h_max_mean",
+    "windspeed_roll_6h_max_std",
+    "windspeed_roll_6h_max_max",
+    "windspeed_roll_6h_max_min",
+    "windspeed_roll_6h_min_mean",
+    "windspeed_roll_6h_min_std",
+    "windspeed_roll_6h_min_max",
+    "windspeed_roll_6h_min_min",
+    "windspeed_roll_12h_mean_mean",
+    "windspeed_roll_12h_mean_std",
+    "windspeed_roll_12h_mean_max",
+    "windspeed_roll_12h_mean_min",
+    "windspeed_roll_12h_std_mean",
+    "windspeed_roll_12h_std_std",
+    "windspeed_roll_12h_std_max",
+    "windspeed_roll_12h_std_min",
+    "windspeed_roll_12h_max_mean",
+    "windspeed_roll_12h_max_std",
+    "windspeed_roll_12h_max_max",
+    "windspeed_roll_12h_max_min",
+    "windspeed_roll_12h_min_mean",
+    "windspeed_roll_12h_min_std",
+    "windspeed_roll_12h_min_max",
+    "windspeed_roll_12h_min_min",
+    "windspeed_roll_24h_mean_mean",
+    "windspeed_roll_24h_mean_std",
+    "windspeed_roll_24h_mean_max",
+    "windspeed_roll_24h_mean_min",
+    "windspeed_roll_24h_std_mean",
+    "windspeed_roll_24h_std_std",
+    "windspeed_roll_24h_std_max",
+    "windspeed_roll_24h_std_min",
+    "windspeed_roll_24h_max_mean",
+    "windspeed_roll_24h_max_std",
+    "windspeed_roll_24h_max_max",
+    "windspeed_roll_24h_max_min",
+    "windspeed_roll_24h_min_mean",
+    "windspeed_roll_24h_min_std",
+    "windspeed_roll_24h_min_max",
+    "windspeed_roll_24h_min_min",
+    "windspeed_roll_72h_mean_mean",
+    "windspeed_roll_72h_mean_std",
+    "windspeed_roll_72h_mean_max",
+    "windspeed_roll_72h_mean_min",
+    "windspeed_roll_72h_std_mean",
+    "windspeed_roll_72h_std_std",
+    "windspeed_roll_72h_std_max",
+    "windspeed_roll_72h_std_min",
+    "windspeed_roll_72h_max_mean",
+    "windspeed_roll_72h_max_std",
+    "windspeed_roll_72h_max_max",
+    "windspeed_roll_72h_max_min",
+    "windspeed_roll_72h_min_mean",
+    "windspeed_roll_72h_min_std",
+    "windspeed_roll_72h_min_max",
+    "windspeed_roll_72h_min_min",
+    "windspeed_roll_168h_mean_mean",
+    "windspeed_roll_168h_mean_std",
+    "windspeed_roll_168h_mean_max",
+    "windspeed_roll_168h_mean_min",
+    "windspeed_roll_168h_std_mean",
+    "windspeed_roll_168h_std_std",
+    "windspeed_roll_168h_std_max",
+    "windspeed_roll_168h_std_min",
+    "windspeed_roll_168h_max_mean",
+    "windspeed_roll_168h_max_std",
+    "windspeed_roll_168h_max_max",
+    "windspeed_roll_168h_max_min",
+    "windspeed_roll_168h_min_mean",
+    "windspeed_roll_168h_min_std",
+    "windspeed_roll_168h_min_max",
+    "windspeed_roll_168h_min_min",
+    "windspeed_diff_1h_mean",
+    "windspeed_diff_1h_std",
+    "windspeed_diff_1h_max",
+    "windspeed_diff_1h_min",
+    "windspeed_diff_24h_mean",
+    "windspeed_diff_24h_std",
+    "windspeed_diff_24h_max",
+    "windspeed_diff_24h_min",
+    "cloudcover_lag_1h_mean",
+    "cloudcover_lag_1h_std",
+    "cloudcover_lag_1h_max",
+    "cloudcover_lag_1h_min",
+    "cloudcover_lag_3h_mean",
+    "cloudcover_lag_3h_std",
+    "cloudcover_lag_3h_max",
+    "cloudcover_lag_3h_min",
+    "cloudcover_lag_6h_mean",
+    "cloudcover_lag_6h_std",
+    "cloudcover_lag_6h_max",
+    "cloudcover_lag_6h_min",
+    "cloudcover_lag_24h_mean",
+    "cloudcover_lag_24h_std",
+    "cloudcover_lag_24h_max",
+    "cloudcover_lag_24h_min",
+    "cloudcover_lag_48h_mean",
+    "cloudcover_lag_48h_std",
+    "cloudcover_lag_48h_max",
+    "cloudcover_lag_48h_min",
+    "cloudcover_lag_168h_mean",
+    "cloudcover_lag_168h_std",
+    "cloudcover_lag_168h_max",
+    "cloudcover_lag_168h_min",
+    "cloudcover_roll_3h_mean_mean",
+    "cloudcover_roll_3h_mean_std",
+    "cloudcover_roll_3h_mean_max",
+    "cloudcover_roll_3h_mean_min",
+    "cloudcover_roll_3h_std_mean",
+    "cloudcover_roll_3h_std_std",
+    "cloudcover_roll_3h_std_max",
+    "cloudcover_roll_3h_std_min",
+    "cloudcover_roll_3h_max_mean",
+    "cloudcover_roll_3h_max_std",
+    "cloudcover_roll_3h_max_max",
+    "cloudcover_roll_3h_max_min",
+    "cloudcover_roll_3h_min_mean",
+    "cloudcover_roll_3h_min_std",
+    "cloudcover_roll_3h_min_max",
+    "cloudcover_roll_3h_min_min",
+    "cloudcover_roll_6h_mean_mean",
+    "cloudcover_roll_6h_mean_std",
+    "cloudcover_roll_6h_mean_max",
+    "cloudcover_roll_6h_mean_min",
+    "cloudcover_roll_6h_std_mean",
+    "cloudcover_roll_6h_std_std",
+    "cloudcover_roll_6h_std_max",
+    "cloudcover_roll_6h_std_min",
+    "cloudcover_roll_6h_max_mean",
+    "cloudcover_roll_6h_max_std",
+    "cloudcover_roll_6h_max_max",
+    "cloudcover_roll_6h_max_min",
+    "cloudcover_roll_6h_min_mean",
+    "cloudcover_roll_6h_min_std",
+    "cloudcover_roll_6h_min_max",
+    "cloudcover_roll_6h_min_min",
+    "cloudcover_roll_12h_mean_mean",
+    "cloudcover_roll_12h_mean_std",
+    "cloudcover_roll_12h_mean_max",
+    "cloudcover_roll_12h_mean_min",
+    "cloudcover_roll_12h_std_mean",
+    "cloudcover_roll_12h_std_std",
+    "cloudcover_roll_12h_std_max",
+    "cloudcover_roll_12h_std_min",
+    "cloudcover_roll_12h_max_mean",
+    "cloudcover_roll_12h_max_std",
+    "cloudcover_roll_12h_max_max",
+    "cloudcover_roll_12h_max_min",
+    "cloudcover_roll_12h_min_mean",
+    "cloudcover_roll_12h_min_std",
+    "cloudcover_roll_12h_min_max",
+    "cloudcover_roll_12h_min_min",
+    "cloudcover_roll_24h_mean_mean",
+    "cloudcover_roll_24h_mean_std",
+    "cloudcover_roll_24h_mean_max",
+    "cloudcover_roll_24h_mean_min",
+    "cloudcover_roll_24h_std_mean",
+    "cloudcover_roll_24h_std_std",
+    "cloudcover_roll_24h_std_max",
+    "cloudcover_roll_24h_std_min",
+    "cloudcover_roll_24h_max_mean",
+    "cloudcover_roll_24h_max_std",
+    "cloudcover_roll_24h_max_max",
+    "cloudcover_roll_24h_max_min",
+    "cloudcover_roll_24h_min_mean",
+    "cloudcover_roll_24h_min_std",
+    "cloudcover_roll_24h_min_max",
+    "cloudcover_roll_24h_min_min",
+    "cloudcover_roll_72h_mean_mean",
+    "cloudcover_roll_72h_mean_std",
+    "cloudcover_roll_72h_mean_max",
+    "cloudcover_roll_72h_mean_min",
+    "cloudcover_roll_72h_std_mean",
+    "cloudcover_roll_72h_std_std",
+    "cloudcover_roll_72h_std_max",
+    "cloudcover_roll_72h_std_min",
+    "cloudcover_roll_72h_max_mean",
+    "cloudcover_roll_72h_max_std",
+    "cloudcover_roll_72h_max_max",
+    "cloudcover_roll_72h_max_min",
+    "cloudcover_roll_72h_min_mean",
+    "cloudcover_roll_72h_min_std",
+    "cloudcover_roll_72h_min_max",
+    "cloudcover_roll_72h_min_min",
+    "cloudcover_roll_168h_mean_mean",
+    "cloudcover_roll_168h_mean_std",
+    "cloudcover_roll_168h_mean_max",
+    "cloudcover_roll_168h_mean_min",
+    "cloudcover_roll_168h_std_mean",
+    "cloudcover_roll_168h_std_std",
+    "cloudcover_roll_168h_std_max",
+    "cloudcover_roll_168h_std_min",
+    "cloudcover_roll_168h_max_mean",
+    "cloudcover_roll_168h_max_std",
+    "cloudcover_roll_168h_max_max",
+    "cloudcover_roll_168h_max_min",
+    "cloudcover_roll_168h_min_mean",
+    "cloudcover_roll_168h_min_std",
+    "cloudcover_roll_168h_min_max",
+    "cloudcover_roll_168h_min_min",
+    "cloudcover_diff_1h_mean",
+    "cloudcover_diff_1h_std",
+    "cloudcover_diff_1h_max",
+    "cloudcover_diff_1h_min",
+    "cloudcover_diff_24h_mean",
+    "cloudcover_diff_24h_std",
+    "cloudcover_diff_24h_max",
+    "cloudcover_diff_24h_min",
+    "precip_lag_1h_mean",
+    "precip_lag_1h_std",
+    "precip_lag_1h_max",
+    "precip_lag_3h_mean",
+    "precip_lag_3h_std",
+    "precip_lag_3h_max",
+    "precip_lag_3h_min",
+    "precip_lag_6h_mean",
+    "precip_lag_6h_std",
+    "precip_lag_6h_max",
+    "precip_lag_6h_min",
+    "precip_lag_24h_mean",
+    "precip_lag_24h_std",
+    "precip_lag_24h_max",
+    "precip_lag_48h_mean",
+    "precip_lag_48h_std",
+    "precip_lag_48h_max",
+    "precip_lag_168h_mean",
+    "precip_lag_168h_std",
+    "precip_lag_168h_max",
+    "precip_roll_3h_mean_mean",
+    "precip_roll_3h_mean_std",
+    "precip_roll_3h_mean_max",
+    "precip_roll_3h_mean_min",
+    "precip_roll_3h_std_mean",
+    "precip_roll_3h_std_std",
+    "precip_roll_3h_std_max",
+    "precip_roll_3h_std_min",
+    "precip_roll_3h_max_mean",
+    "precip_roll_3h_max_std",
+    "precip_roll_3h_max_max",
+    "precip_roll_3h_max_min",
+    "precip_roll_3h_min_mean",
+    "precip_roll_3h_min_std",
+    "precip_roll_3h_min_max",
+    "precip_roll_6h_mean_mean",
+    "precip_roll_6h_mean_std",
+    "precip_roll_6h_mean_max",
+    "precip_roll_6h_mean_min",
+    "precip_roll_6h_std_mean",
+    "precip_roll_6h_std_std",
+    "precip_roll_6h_std_max",
+    "precip_roll_6h_std_min",
+    "precip_roll_6h_max_mean",
+    "precip_roll_6h_max_std",
+    "precip_roll_6h_max_max",
+    "precip_roll_6h_max_min",
+    "precip_roll_6h_min_mean",
+    "precip_roll_6h_min_std",
+    "precip_roll_6h_min_max",
+    "precip_roll_12h_mean_mean",
+    "precip_roll_12h_mean_std",
+    "precip_roll_12h_mean_max",
+    "precip_roll_12h_mean_min",
+    "precip_roll_12h_std_mean",
+    "precip_roll_12h_std_std",
+    "precip_roll_12h_std_max",
+    "precip_roll_12h_std_min",
+    "precip_roll_12h_max_mean",
+    "precip_roll_12h_max_std",
+    "precip_roll_12h_max_max",
+    "precip_roll_12h_max_min",
+    "precip_roll_12h_min_mean",
+    "precip_roll_12h_min_std",
+    "precip_roll_12h_min_max",
+    "precip_roll_24h_mean_mean",
+    "precip_roll_24h_mean_std",
+    "precip_roll_24h_mean_max",
+    "precip_roll_24h_mean_min",
+    "precip_roll_24h_std_mean",
+    "precip_roll_24h_std_std",
+    "precip_roll_24h_std_max",
+    "precip_roll_24h_std_min",
+    "precip_roll_24h_max_mean",
+    "precip_roll_24h_max_std",
+    "precip_roll_24h_max_max",
+    "precip_roll_24h_max_min",
+    "precip_roll_24h_min_mean",
+    "precip_roll_24h_min_std",
+    "precip_roll_24h_min_max",
+    "precip_roll_72h_mean_mean",
+    "precip_roll_72h_mean_std",
+    "precip_roll_72h_mean_max",
+    "precip_roll_72h_mean_min",
+    "precip_roll_72h_std_mean",
+    "precip_roll_72h_std_std",
+    "precip_roll_72h_std_max",
+    "precip_roll_72h_std_min",
+    "precip_roll_72h_max_mean",
+    "precip_roll_72h_max_std",
+    "precip_roll_72h_max_max",
+    "precip_roll_72h_max_min",
+    "precip_roll_168h_mean_mean",
+    "precip_roll_168h_mean_std",
+    "precip_roll_168h_mean_max",
+    "precip_roll_168h_mean_min",
+    "precip_roll_168h_std_mean",
+    "precip_roll_168h_std_std",
+    "precip_roll_168h_std_max",
+    "precip_roll_168h_std_min",
+    "precip_roll_168h_max_mean",
+    "precip_roll_168h_max_std",
+    "precip_roll_168h_max_max",
+    "precip_roll_168h_max_min",
+    "precip_diff_1h_mean",
+    "precip_diff_1h_std",
+    "precip_diff_1h_max",
+    "precip_diff_1h_min",
+    "precip_diff_24h_mean",
+    "precip_diff_24h_std",
+    "precip_diff_24h_max",
+    "precip_diff_24h_min",
+    "solarradiation_lag_1h_mean",
+    "solarradiation_lag_1h_std",
+    "solarradiation_lag_1h_max",
+    "solarradiation_lag_3h_mean",
+    "solarradiation_lag_3h_std",
+    "solarradiation_lag_3h_max",
+    "solarradiation_lag_6h_mean",
+    "solarradiation_lag_6h_std",
+    "solarradiation_lag_6h_max",
+    "solarradiation_lag_24h_mean",
+    "solarradiation_lag_24h_std",
+    "solarradiation_lag_24h_max",
+    "solarradiation_lag_48h_mean",
+    "solarradiation_lag_48h_std",
+    "solarradiation_lag_48h_max",
+    "solarradiation_lag_168h_mean",
+    "solarradiation_lag_168h_std",
+    "solarradiation_lag_168h_max",
+    "solarradiation_roll_3h_mean_mean",
+    "solarradiation_roll_3h_mean_std",
+    "solarradiation_roll_3h_mean_max",
+    "solarradiation_roll_3h_std_mean",
+    "solarradiation_roll_3h_std_std",
+    "solarradiation_roll_3h_std_max",
+    "solarradiation_roll_3h_max_mean",
+    "solarradiation_roll_3h_max_std",
+    "solarradiation_roll_3h_max_max",
+    "solarradiation_roll_3h_min_mean",
+    "solarradiation_roll_3h_min_std",
+    "solarradiation_roll_3h_min_max",
+    "solarradiation_roll_6h_mean_mean",
+    "solarradiation_roll_6h_mean_std",
+    "solarradiation_roll_6h_mean_max",
+    "solarradiation_roll_6h_std_mean",
+    "solarradiation_roll_6h_std_std",
+    "solarradiation_roll_6h_std_max",
+    "solarradiation_roll_6h_max_mean",
+    "solarradiation_roll_6h_max_std",
+    "solarradiation_roll_6h_max_max",
+    "solarradiation_roll_6h_min_mean",
+    "solarradiation_roll_6h_min_std",
+    "solarradiation_roll_6h_min_max",
+    "solarradiation_roll_12h_mean_mean",
+    "solarradiation_roll_12h_mean_std",
+    "solarradiation_roll_12h_mean_max",
+    "solarradiation_roll_12h_mean_min",
+    "solarradiation_roll_12h_std_mean",
+    "solarradiation_roll_12h_std_std",
+    "solarradiation_roll_12h_std_max",
+    "solarradiation_roll_12h_std_min",
+    "solarradiation_roll_12h_max_mean",
+    "solarradiation_roll_12h_max_std",
+    "solarradiation_roll_12h_max_max",
+    "solarradiation_roll_12h_max_min",
+    "solarradiation_roll_12h_min_mean",
+    "solarradiation_roll_12h_min_std",
+    "solarradiation_roll_12h_min_max",
+    "solarradiation_roll_24h_mean_mean",
+    "solarradiation_roll_24h_mean_std",
+    "solarradiation_roll_24h_mean_max",
+    "solarradiation_roll_24h_mean_min",
+    "solarradiation_roll_24h_std_mean",
+    "solarradiation_roll_24h_std_std",
+    "solarradiation_roll_24h_std_max",
+    "solarradiation_roll_24h_std_min",
+    "solarradiation_roll_24h_max_mean",
+    "solarradiation_roll_24h_max_std",
+    "solarradiation_roll_24h_max_max",
+    "solarradiation_roll_24h_max_min",
+    "solarradiation_roll_72h_mean_mean",
+    "solarradiation_roll_72h_mean_std",
+    "solarradiation_roll_72h_mean_max",
+    "solarradiation_roll_72h_mean_min",
+    "solarradiation_roll_72h_std_mean",
+    "solarradiation_roll_72h_std_std",
+    "solarradiation_roll_72h_std_max",
+    "solarradiation_roll_72h_std_min",
+    "solarradiation_roll_72h_max_mean",
+    "solarradiation_roll_72h_max_std",
+    "solarradiation_roll_72h_max_max",
+    "solarradiation_roll_72h_max_min",
+    "solarradiation_roll_168h_mean_mean",
+    "solarradiation_roll_168h_mean_std",
+    "solarradiation_roll_168h_mean_max",
+    "solarradiation_roll_168h_mean_min",
+    "solarradiation_roll_168h_std_mean",
+    "solarradiation_roll_168h_std_std",
+    "solarradiation_roll_168h_std_max",
+    "solarradiation_roll_168h_std_min",
+    "solarradiation_roll_168h_max_mean",
+    "solarradiation_roll_168h_max_std",
+    "solarradiation_roll_168h_max_max",
+    "solarradiation_roll_168h_max_min",
+    "solarradiation_diff_1h_mean",
+    "solarradiation_diff_1h_std",
+    "solarradiation_diff_1h_max",
+    "solarradiation_diff_1h_min",
+    "solarradiation_diff_24h_mean",
+    "solarradiation_diff_24h_std",
+    "solarradiation_diff_24h_max",
+    "solarradiation_diff_24h_min",
+    "feelslike_lag_1h_mean",
+    "feelslike_lag_1h_std",
+    "feelslike_lag_1h_max",
+    "feelslike_lag_1h_min",
+    "feelslike_lag_3h_mean",
+    "feelslike_lag_3h_std",
+    "feelslike_lag_3h_max",
+    "feelslike_lag_3h_min",
+    "feelslike_lag_6h_mean",
+    "feelslike_lag_6h_std",
+    "feelslike_lag_6h_max",
+    "feelslike_lag_6h_min",
+    "feelslike_lag_24h_mean",
+    "feelslike_lag_24h_std",
+    "feelslike_lag_24h_max",
+    "feelslike_lag_24h_min",
+    "feelslike_lag_48h_mean",
+    "feelslike_lag_48h_std",
+    "feelslike_lag_48h_max",
+    "feelslike_lag_48h_min",
+    "feelslike_lag_168h_mean",
+    "feelslike_lag_168h_std",
+    "feelslike_lag_168h_max",
+    "feelslike_lag_168h_min",
+    "feelslike_roll_3h_mean_mean",
+    "feelslike_roll_3h_mean_std",
+    "feelslike_roll_3h_mean_max",
+    "feelslike_roll_3h_mean_min",
+    "feelslike_roll_3h_std_mean",
+    "feelslike_roll_3h_std_std",
+    "feelslike_roll_3h_std_max",
+    "feelslike_roll_3h_std_min",
+    "feelslike_roll_3h_max_mean",
+    "feelslike_roll_3h_max_std",
+    "feelslike_roll_3h_max_max",
+    "feelslike_roll_3h_max_min",
+    "feelslike_roll_3h_min_mean",
+    "feelslike_roll_3h_min_std",
+    "feelslike_roll_3h_min_max",
+    "feelslike_roll_3h_min_min",
+    "feelslike_roll_6h_mean_mean",
+    "feelslike_roll_6h_mean_std",
+    "feelslike_roll_6h_mean_max",
+    "feelslike_roll_6h_mean_min",
+    "feelslike_roll_6h_std_mean",
+    "feelslike_roll_6h_std_std",
+    "feelslike_roll_6h_std_max",
+    "feelslike_roll_6h_std_min",
+    "feelslike_roll_6h_max_mean",
+    "feelslike_roll_6h_max_std",
+    "feelslike_roll_6h_max_max",
+    "feelslike_roll_6h_max_min",
+    "feelslike_roll_6h_min_mean",
+    "feelslike_roll_6h_min_std",
+    "feelslike_roll_6h_min_max",
+    "feelslike_roll_6h_min_min",
+    "feelslike_roll_12h_mean_mean",
+    "feelslike_roll_12h_mean_std",
+    "feelslike_roll_12h_mean_max",
+    "feelslike_roll_12h_mean_min",
+    "feelslike_roll_12h_std_mean",
+    "feelslike_roll_12h_std_std",
+    "feelslike_roll_12h_std_max",
+    "feelslike_roll_12h_std_min",
+    "feelslike_roll_12h_max_mean",
+    "feelslike_roll_12h_max_std",
+    "feelslike_roll_12h_max_max",
+    "feelslike_roll_12h_max_min",
+    "feelslike_roll_12h_min_mean",
+    "feelslike_roll_12h_min_std",
+    "feelslike_roll_12h_min_max",
+    "feelslike_roll_12h_min_min",
+    "feelslike_roll_24h_mean_mean",
+    "feelslike_roll_24h_mean_std",
+    "feelslike_roll_24h_mean_max",
+    "feelslike_roll_24h_mean_min",
+    "feelslike_roll_24h_std_mean",
+    "feelslike_roll_24h_std_std",
+    "feelslike_roll_24h_std_max",
+    "feelslike_roll_24h_std_min",
+    "feelslike_roll_24h_max_mean",
+    "feelslike_roll_24h_max_std",
+    "feelslike_roll_24h_max_max",
+    "feelslike_roll_24h_max_min",
+    "feelslike_roll_24h_min_mean",
+    "feelslike_roll_24h_min_std",
+    "feelslike_roll_24h_min_max",
+    "feelslike_roll_24h_min_min",
+    "feelslike_roll_72h_mean_mean",
+    "feelslike_roll_72h_mean_std",
+    "feelslike_roll_72h_mean_max",
+    "feelslike_roll_72h_mean_min",
+    "feelslike_roll_72h_std_mean",
+    "feelslike_roll_72h_std_std",
+    "feelslike_roll_72h_std_max",
+    "feelslike_roll_72h_std_min",
+    "feelslike_roll_72h_max_mean",
+    "feelslike_roll_72h_max_std",
+    "feelslike_roll_72h_max_max",
+    "feelslike_roll_72h_max_min",
+    "feelslike_roll_72h_min_mean",
+    "feelslike_roll_72h_min_std",
+    "feelslike_roll_72h_min_max",
+    "feelslike_roll_72h_min_min",
+    "feelslike_roll_168h_mean_mean",
+    "feelslike_roll_168h_mean_std",
+    "feelslike_roll_168h_mean_max",
+    "feelslike_roll_168h_mean_min",
+    "feelslike_roll_168h_std_mean",
+    "feelslike_roll_168h_std_std",
+    "feelslike_roll_168h_std_max",
+    "feelslike_roll_168h_std_min",
+    "feelslike_roll_168h_max_mean",
+    "feelslike_roll_168h_max_std",
+    "feelslike_roll_168h_max_max",
+    "feelslike_roll_168h_max_min",
+    "feelslike_roll_168h_min_mean",
+    "feelslike_roll_168h_min_std",
+    "feelslike_roll_168h_min_max",
+    "feelslike_roll_168h_min_min",
+    "feelslike_diff_1h_mean",
+    "feelslike_diff_1h_std",
+    "feelslike_diff_1h_max",
+    "feelslike_diff_1h_min",
+    "feelslike_diff_24h_mean",
+    "feelslike_diff_24h_std",
+    "feelslike_diff_24h_max",
+    "feelslike_diff_24h_min"
+]

data/results_df_all_tuned.csv

@@ -0,0 +1,17 @@
+Model,RMSE (Absolute Error),MAE (Mean Absolute Error),MAPE (Relative Error),R-squared
+Naive Persistence,1.1635,0.9121,3.2054,0.4497
+Ridge Regression,0.8644,0.6824,2.3828,0.6963
+Huber Regressor,0.8627,0.6799,2.3777,0.6975
+Random Forest,0.8254,0.6551,2.2794,0.7231
+XGBoost,0.8691,0.682,2.3613,0.693
+LightGBM,0.8448,0.6622,2.2989,0.7099
+CatBoost,0.8215,0.6478,2.2512,0.7257
+Stacking (Huber+XGB+LGBM),0.8068,0.6317,2.212,0.7355
+Stacking (Huber+LGBM+CatBoost),0.7951,0.6242,2.1842,0.743
+Prophet,1.5334,1.2488,4.4454,0.0444
+Simple LSTM,2.6483,1.997,6.9563,-1.8297
+Random Forest (Optuna),0.8295,0.6594,2.2937,0.7204
+XGBoost (Optuna),0.8563,0.6628,2.3156,0.702
+LightGBM (Optuna),0.7972,0.6245,2.1822,0.7417
+CatBoost (Optuna),0.8374,0.6486,2.2581,0.715
+Stacking (Optuna),0.7889,0.6201,2.168,0.747

data/results_df_full_benchmark.csv

@@ -0,0 +1,12 @@
+Model,RMSE (Absolute Error),MAE (Mean Absolute Error),MAPE (Relative Error),R-squared
+Naive Persistence,1.1635,0.9121,3.2054,0.4497
+Ridge Regression,0.8644,0.6824,2.3828,0.6963
+Huber Regressor,0.8627,0.6799,2.3777,0.6975
+Random Forest,0.8254,0.6551,2.2794,0.7231
+XGBoost,0.8691,0.682,2.3613,0.693
+LightGBM,0.8448,0.6622,2.2989,0.7099
+CatBoost,0.8215,0.6478,2.2512,0.7257
+Stacking (Huber+XGB+LGBM),0.8068,0.6317,2.212,0.7355
+Stacking (Huber+LGBM+CatBoost),0.7951,0.6242,2.1842,0.743
+Prophet,1.5334,1.2488,4.4454,0.0444
+Simple LSTM,2.6483,1.997,6.9563,-1.8297

data/weather_hcm_hourly.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cdcc8e0cf15dee9574c5ee368ff6bf66f44097c7d3d8c63afd6b68078316191a
+size 21564192