Untitled

dropout_intervals_1: [[0, 30, 0.40471948282078635], [30, 30, 0.70190876851442], [60, 30, 0.835255691860128], [90, 30, 0.5104930832775703], [120, 30, 0.8884961704000695], [150, 30, 0.14782543359818495], [180, 30, 0.43227494481744005], [210, 30, 0.4119727638733343], [240, 30, 0.36021763031244197], [270, 30, 0.8296820358520102], [300, 30, 0.8270890128054592], [330, 30, 0.5625746512265852], [360, 30, 0.13023233229052839], [390, 30, 0.6352809496622551], [420, 30, 0.4676283790699303], [450, 30, 0.27614325634907055], [480, 30, 0.924296480038793], [510, 30, 0.1666746356683469], [540, 30, 0.5793082950423236], [570, 1000, 0.5392635481407205]]

dropout_intervals_0: [[0, 30, 0.10472159221032067], [30, 30, 0.29677130880985714], [60, 30, 0.820305817607734], [90, 30, 0.6194503989065053], [120, 30, 0.09089196202744827], [150, 30, 0.9548369487522709], [180, 30, 0.5426634034946185], [210, 30, 0.0793733653819047], [240, 30, 0.8966462973642311], [270, 30, 0.5632598081023521], [300, 30, 0.2610883210306451], [330, 30, 0.8463026243617724], [360, 30, 0.3030604580077115], [390, 30, 0.376867576897433], [420, 30, 0.6724846192507951], [450, 30, 0.43707162412914713], [480, 30, 0.2075110409431164], [510, 30, 0.5353471293979186], [540, 30, 0.7600421916082659], [570, 1000, 0.5709226373723494]]


drop_cols_1:  ['is_business', 'product_type', 'is_consumption', 'lowest_price_per_mwh', 'highest_price_per_mwh', 'installed_capacity', 'temperature', 'cloudcover_mid', 'cloudcover_total', '10_metre_u_wind_component', '10_metre_v_wind_component', 'surface_solar_radiation_downwards', 'dewpoint_fl', 'cloudcover_total_fl', '10_metre_v_wind_component_fl', 'surface_solar_radiation_downwards_fl', 'temperature_hd', 'rain', 'cloudcover_total_hd', 'cloudcover_high_hd', 'shortwave_radiation', 'diffuse_radiation', 'temperature_hl', 'dewpoint_hl', 'snowfall_hl', 'cloudcover_mid_hl', 'direct_solar_radiation_hl', 'diffuse_radiation_hl', 'temperature_fd7', 'cloudcover_high_fd7', 'cloudcover_low_fd7', '10_metre_v_wind_component_fd7', 'direct_solar_radiation_fd7', 'snowfall_fd7', 'cloudcover_high_fl7', 'cloudcover_low_fl7', '10_metre_u_wind_component_fl7', 'direct_solar_radiation_fl7', 'total_precipitation_fl7', 'temperature_hd7', 'dewpoint_hd7', 'snowfall_hd7', 'cloudcover_total_hd7', 'cloudcover_low_hd7', 'cloudcover_mid_hd7', 'cloudcover_high_hd7', 'windspeed_10m_hd7', 'shortwave_radiation_hd7', 'diffuse_radiation_hd7', 'temperature_hl7', 'rain_hl7', 'surface_pressure_hl7', 'cloudcover_total_hl7', 'cloudcover_low_hl7', 'cloudcover_mid_hl7', 'cloudcover_high_hl7', 'winddirection_10m_hl7', 'shortwave_radiation_hl7', 'direct_solar_radiation_hl7', 'target_4', 'target_6', 'target_7', 'target_9', 'target_10', 'target_12', 'target_13', 'target_y_4', 'target_y_5', 'is_working', 'day', 'weekday', 'month', 'year', 'category_1', 'cos(dayofyear)', 'cos(hour)', 'prod_power_fl_2', 'hours_ahead_forecast_1h', 'cloudcover_high_forecast_1h', 'cloudcover_low_forecast_1h', 'cloudcover_total_forecast_1h', 'direct_solar_radiation_forecast_1h', 'cloudcover_mid_forecast_local_1h', '10_metre_u_wind_component_forecast_local_1h', 'total_precipitation_forecast_local_1h', 'hours_ahead_forecast_2h', 'dewpoint_forecast_2h', 'cloudcover_high_forecast_2h', 'direct_solar_radiation_forecast_2h', 'surface_solar_radiation_downwards_forecast_2h', 'snowfall_forecast_2h', 'total_precipitation_forecast_2h', 'hours_ahead_forecast_local_2h', 'dewpoint_forecast_local_2h', 'cloudcover_high_forecast_local_2h', 'cloudcover_mid_forecast_local_2h', 'cloudcover_total_forecast_local_2h', '10_metre_u_wind_component_forecast_local_2h', '10_metre_v_wind_component_forecast_local_2h', 'direct_solar_radiation_forecast_local_2h', 'total_precipitation_forecast_local_2h', 'target_1_sum', 'target_2_mean', 'target_6_sum', 'target_6_mean', 'target_13_sum', 'target_13_mean', 'target_skew', 'target_kurt', 'target_ratio_1', 'target_mean_1', 'target_std_1', 'target_ratio_2', 'target_mean_2', 'target_ratio_y_1']

drop_cols_0: ['is_business', 'is_consumption', 'highest_price_per_mwh', 'installed_capacity', 'euros_per_mwh', 'temperature', 'dewpoint', 'cloudcover_high', 'cloudcover_mid', 'cloudcover_total', '10_metre_v_wind_component', 'direct_solar_radiation', 'snowfall', 'total_precipitation', 'temperature_fl', 'dewpoint_fl', 'cloudcover_high_fl', 'cloudcover_low_fl', 'cloudcover_mid_fl', '10_metre_u_wind_component_fl', '10_metre_v_wind_component_fl', 'total_precipitation_fl', 'temperature_hd', 'surface_pressure', 'cloudcover_low_hd', 'cloudcover_mid_hd', 'windspeed_10m', 'shortwave_radiation', 'diffuse_radiation', 'temperature_hl', 'dewpoint_hl', 'cloudcover_mid_hl', 'shortwave_radiation_hl', 'cloudcover_mid_fd7', 'cloudcover_total_fd7', '10_metre_u_wind_component_fd7', '10_metre_v_wind_component_fd7', 'snowfall_fd7', 'total_precipitation_fd7', 'dewpoint_fl7', 'cloudcover_high_fl7', 'cloudcover_low_fl7', '10_metre_u_wind_component_fl7', 'surface_solar_radiation_downwards_fl7', 'total_precipitation_fl7', 'temperature_hd7', 'rain_hd7', 'cloudcover_total_hd7', 'cloudcover_low_hd7', 'cloudcover_high_hd7', 'winddirection_10m_hd7', 'diffuse_radiation_hd7', 'dewpoint_hl7', 'rain_hl7', 'cloudcover_total_hl7', 'cloudcover_low_hl7', 'cloudcover_mid_hl7', 'windspeed_10m_hl7', 'shortwave_radiation_hl7', 'diffuse_radiation_hl7', 'target_1', 'target_2', 'target_6', 'target_8', 'target_9', 'target_11', 'target_12', 'target_13', 'target_y_1', 'target_y_2', 'target_y_4', 'weekday', 'category_1', 'cos(dayofyear)', 'sin(hour)', 'cos(hour)', 'prod_power_fd_2', 'hours_ahead_forecast_1h', 'dewpoint_forecast_1h', 'cloudcover_high_forecast_1h', 'cloudcover_low_forecast_1h', 'cloudcover_mid_forecast_1h', 'dewpoint_forecast_local_1h', 'cloudcover_low_forecast_local_1h', 'direct_solar_radiation_forecast_local_1h', 'surface_solar_radiation_downwards_forecast_local_1h', 'snowfall_forecast_local_1h', 'total_precipitation_forecast_local_1h', 'dewpoint_forecast_2h', 'cloudcover_high_forecast_2h', 'cloudcover_low_forecast_2h', 'cloudcover_mid_forecast_2h', 'cloudcover_total_forecast_2h', 'total_precipitation_forecast_2h', 'hours_ahead_forecast_local_2h', 'temperature_forecast_local_2h', 'dewpoint_forecast_local_2h', 'cloudcover_high_forecast_local_2h', 'cloudcover_mid_forecast_local_2h', 'cloudcover_total_forecast_local_2h', '10_metre_u_wind_component_forecast_local_2h', '10_metre_v_wind_component_forecast_local_2h', 'snowfall_forecast_local_2h', 'total_precipitation_forecast_local_2h', 'target_1_mean', 'target_2_sum', 'target_6_sum', 'target_6_mean', 'target_kurt', 'target_mean_1', 'target_std_1', 'target_ratio_y_1']


model_params_1: [{'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1837, 'num_leaves': 23, 'learning_rate': 0.03300777834873651, 'colsample_bytree': 0.7760786985922214, 'colsample_bynode': 0.6316212013108813, 'reg_alpha': 3.672157063455128, 'reg_lambda': 6.170820545894709, 'min_child_samples': 157, 'max_depth': -1, 'max_bin': 152}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1614, 'num_leaves': 24, 'learning_rate': 0.09752052605031292, 'colsample_bytree': 0.5996783352569629, 'colsample_bynode': 0.4647480912112668, 'reg_alpha': 15.818413894168565, 'reg_lambda': 8.474896009526756, 'min_child_samples': 57, 'max_depth': -1, 'max_bin': 43}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1669, 'num_leaves': 44, 'learning_rate': 0.08064775579163715, 'colsample_bytree': 0.50619295629343, 'colsample_bynode': 0.8937085237687623, 'reg_alpha': 1.8184755675002062, 'reg_lambda': 4.567694417585045, 'min_child_samples': 241, 'max_depth': -1, 'max_bin': 89}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1944, 'num_leaves': 49, 'learning_rate': 0.06141240531813917, 'colsample_bytree': 0.9420730196465985, 'colsample_bynode': 0.7742643907574233, 'reg_alpha': 2.05755138806485, 'reg_lambda': 14.229267614670507, 'min_child_samples': 214, 'max_depth': -1, 'max_bin': 119}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1362, 'num_leaves': 34, 'learning_rate': 0.060527713418916905, 'colsample_bytree': 0.25179344862037967, 'colsample_bynode': 0.3825497294194182, 'reg_alpha': 5.786712378641911, 'reg_lambda': 5.498651400056667, 'min_child_samples': 70, 'max_depth': -1, 'max_bin': 78}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1828, 'num_leaves': 47, 'learning_rate': 0.07867282130982575, 'colsample_bytree': 0.7420833508780138, 'colsample_bynode': 0.8716602132199801, 'reg_alpha': 14.677155441117446, 'reg_lambda': 11.418816838907047, 'min_child_samples': 211, 'max_depth': -1, 'max_bin': 96}]

model_params_0: [{'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1325, 'num_leaves': 20, 'learning_rate': 0.03162759150833189, 'colsample_bytree': 0.322171099582388, 'colsample_bynode': 0.7861889275973104, 'reg_alpha': 3.353003549805611, 'reg_lambda': 6.771387359996291, 'min_child_samples': 113, 'max_depth': -1, 'max_bin': 94}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1665, 'num_leaves': 30, 'learning_rate': 0.01066517284537946, 'colsample_bytree': 0.40504100346096417, 'colsample_bynode': 0.2594489250101341, 'reg_alpha': 11.876641220368315, 'reg_lambda': 16.123189249498026, 'min_child_samples': 18, 'max_depth': -1, 'max_bin': 70}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1070, 'num_leaves': 28, 'learning_rate': 0.03331679705211535, 'colsample_bytree': 0.2042299247251672, 'colsample_bynode': 0.37438077811101544, 'reg_alpha': 11.038682792206423, 'reg_lambda': 4.264859688726837, 'min_child_samples': 196, 'max_depth': -1, 'max_bin': 133}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1579, 'num_leaves': 50, 'learning_rate': 0.049616570465935754, 'colsample_bytree': 0.4643556188992901, 'colsample_bynode': 0.301743651787481, 'reg_alpha': 15.524673892302632, 'reg_lambda': 11.278771166394831, 'min_child_samples': 115, 'max_depth': -1, 'max_bin': 59}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1923, 'num_leaves': 28, 'learning_rate': 0.09074916147696387, 'colsample_bytree': 0.2796314526946724, 'colsample_bynode': 0.48880204368611435, 'reg_alpha': 7.463981597112001, 'reg_lambda': 16.850531181461545, 'min_child_samples': 223, 'max_depth': -1, 'max_bin': 161}, {'device': 'gpu', 'gpu_platform_id': 1, 'gpu_device_id': 0, 'verbose': -1, 'random_state': 42, 'objective': 'l2', 'n_jobs': 7, 'n_estimators': 1938, 'num_leaves': 38, 'learning_rate': 0.02527176167418134, 'colsample_bytree': 0.982745666347201, 'colsample_bynode': 0.743374539495378, 'reg_alpha': 16.85934015173294, 'reg_lambda': 12.596963359212754, 'min_child_samples': 219, 'max_depth': -1, 'max_bin': 109}]

scores: [80.49795544410942, 75.95514095129253, 90.11040758123504] mean score: 82.187834658879