Upload models/model_registry.csv with huggingface_hub

models/model_registry.csv

@@ -1,5 +1,5 @@
 model_name,model_file,scaler_file,created_at,feature_columns,num_features,oob_score,train_overall_rmse,train_overall_mae,train_overall_r2,train_overall_accuracy_10,train_overall_accuracy_15,train_24h_rmse,train_24h_mae,train_24h_r2,train_24h_accuracy_10,train_24h_accuracy_15,train_48h_rmse,train_48h_mae,train_48h_r2,train_48h_accuracy_10,train_48h_accuracy_15,train_72h_rmse,train_72h_mae,train_72h_r2,train_72h_accuracy_10,train_72h_accuracy_15,test_overall_rmse,test_overall_mae,test_overall_r2,test_overall_accuracy_10,test_overall_accuracy_15,test_24h_rmse,test_24h_mae,test_24h_r2,test_24h_accuracy_10,test_24h_accuracy_15,test_48h_rmse,test_48h_mae,test_48h_r2,test_48h_accuracy_10,test_48h_accuracy_15,test_72h_rmse,test_72h_mae,test_72h_r2,test_72h_accuracy_10,test_72h_accuracy_15,best_alpha,cv_score,sequence_length,epochs_trained,final_train_loss,final_val_loss,best_val_loss,improvement_pct,train_samples,test_samples,batch_size
-RandomForest_MultiOutput,RandomForest_MultiOutput_20250827_0227.joblib,,20250827_0227,"aqi,pm25,temperature,humidity,pressure,wind_speed,hour,day,month,day_of_week,is_weekend,aqi_lag_1,aqi_lag_6,aqi_lag_12,aqi_lag_24,pm25_lag_1,pm25_lag_6,pm25_lag_12,pm25_lag_24,temperature_lag_6,temperature_lag_12,humidity_lag_6,humidity_lag_12,humidity_lag_24,wind_speed_lag_1,wind_speed_lag_6,wind_speed_lag_12,wind_speed_lag_24,aqi_rolling_mean_6,aqi_rolling_std_6,aqi_rolling_max_6,aqi_rolling_min_6,aqi_rolling_mean_12,aqi_rolling_std_12,aqi_rolling_max_12,aqi_rolling_min_12,aqi_rolling_mean_24,aqi_rolling_std_24,aqi_rolling_max_24,aqi_rolling_min_24,pm25_rolling_mean_6,pm25_rolling_std_6,pm25_rolling_min_6,pm25_rolling_mean_12,pm25_rolling_std_12,pm25_rolling_max_12,pm25_rolling_min_12,pm25_rolling_mean_24,pm25_rolling_std_24,temperature_rolling_std_6,temperature_rolling_std_12,temperature_rolling_std_24,humidity_rolling_std_6,humidity_rolling_std_12,humidity_rolling_max_12,humidity_rolling_min_12,humidity_rolling_mean_24,humidity_rolling_std_24,humidity_rolling_max_24,humidity_rolling_min_24,wind_speed_rolling_mean_6,wind_speed_rolling_std_6,wind_speed_rolling_max_6,wind_speed_rolling_min_6,wind_speed_rolling_mean_12,wind_speed_rolling_std_12,wind_speed_rolling_max_12,wind_speed_rolling_min_12,wind_speed_rolling_mean_24,wind_speed_rolling_std_24,wind_speed_rolling_max_24,wind_speed_rolling_min_24,pressure_rolling_std_6,pressure_rolling_std_12,pressure_rolling_std_24,aqi_change_rate,wind_chill",77,0.3983991192460781,21.04257594287397,12.66119476520506,0.8716258553390662,0.5132506127450981,0.7143501497821351,20.94862257459667,12.409628112906862,0.8731234854758961,0.5284926470588235,0.7278390522875817,21.00866688715333,12.769322564194484,0.8719475863600056,0.5078125,0.7092269199346405,21.16981659784943,12.804633618513831,0.869806494181297,0.5034466911764706,0.705984477124183,44.98025465280325,25.0301222113596,0.4042173450535196,0.2860838779956427,0.4171772875816993,44.36367796978947,24.588846220243425,0.4117599377318409,0.2950367647058823,0.4279003267973856,45.34127343258172,25.08253283436812,0.3986417856383997,0.2839052287581699,0.4171772875816993,45.22944755795453,25.41898757946723,0.4022503117903183,0.2793096405228758,0.406454248366013,,,,,,,,,,,
-Ridge_MultiOutput,Ridge_MultiOutput_20250827_0227.joblib,scaler_Ridge_MultiOutput_20250827_0227.joblib,20250827_0227,"aqi,pm25,temperature,humidity,pressure,wind_speed,hour,day,month,day_of_week,is_weekend,aqi_lag_1,aqi_lag_6,aqi_lag_12,aqi_lag_24,pm25_lag_1,pm25_lag_6,pm25_lag_12,pm25_lag_24,temperature_lag_6,temperature_lag_12,humidity_lag_6,humidity_lag_12,humidity_lag_24,wind_speed_lag_1,wind_speed_lag_6,wind_speed_lag_12,wind_speed_lag_24,aqi_rolling_mean_6,aqi_rolling_std_6,aqi_rolling_max_6,aqi_rolling_min_6,aqi_rolling_mean_12,aqi_rolling_std_12,aqi_rolling_max_12,aqi_rolling_min_12,aqi_rolling_mean_24,aqi_rolling_std_24,aqi_rolling_max_24,aqi_rolling_min_24,pm25_rolling_mean_6,pm25_rolling_std_6,pm25_rolling_min_6,pm25_rolling_mean_12,pm25_rolling_std_12,pm25_rolling_max_12,pm25_rolling_min_12,pm25_rolling_mean_24,pm25_rolling_std_24,temperature_rolling_std_6,temperature_rolling_std_12,temperature_rolling_std_24,humidity_rolling_std_6,humidity_rolling_std_12,humidity_rolling_max_12,humidity_rolling_min_12,humidity_rolling_mean_24,humidity_rolling_std_24,humidity_rolling_max_24,humidity_rolling_min_24,wind_speed_rolling_mean_6,wind_speed_rolling_std_6,wind_speed_rolling_max_6,wind_speed_rolling_min_6,wind_speed_rolling_mean_12,wind_speed_rolling_std_12,wind_speed_rolling_max_12,wind_speed_rolling_min_12,wind_speed_rolling_mean_24,wind_speed_rolling_std_24,wind_speed_rolling_max_24,wind_speed_rolling_min_24,pressure_rolling_std_6,pressure_rolling_std_12,pressure_rolling_std_24,aqi_change_rate,wind_chill",77,,46.7540131623331,27.300003025296714,0.366246325234247,0.2444512527233115,0.3628642429193899,46.41852433728344,26.71001782467374,0.3770503375789701,0.2518892973856209,0.3716043709150327,46.777966657832486,27.472583823327504,0.3651465867387087,0.2428002450980392,0.3605749591503268,47.06331558718095,27.71740742788889,0.3565420513850622,0.2386642156862745,0.3564133986928104,46.54381970644267,27.24636565105901,0.3621316593203355,0.2422385620915032,0.359647331154684,45.63405876698216,26.5442170643614,0.377588360944685,0.2470383986928104,0.3693831699346405,47.02183170600835,27.375525550826087,0.3532373876081208,0.2462214052287581,0.3591707516339869,46.962341104985065,27.819354337989544,0.3555692294082005,0.2334558823529411,0.3503880718954248,10.0,0.3630514345771629,,,,,,,,,
-XGBoost_MultiOutput,XGBoost_MultiOutput_20250827_0228.joblib,,20250827_0228,"aqi,pm25,temperature,humidity,pressure,wind_speed,hour,day,month,day_of_week,is_weekend,aqi_lag_1,aqi_lag_6,aqi_lag_12,aqi_lag_24,pm25_lag_1,pm25_lag_6,pm25_lag_12,pm25_lag_24,temperature_lag_6,temperature_lag_12,humidity_lag_6,humidity_lag_12,humidity_lag_24,wind_speed_lag_1,wind_speed_lag_6,wind_speed_lag_12,wind_speed_lag_24,aqi_rolling_mean_6,aqi_rolling_std_6,aqi_rolling_max_6,aqi_rolling_min_6,aqi_rolling_mean_12,aqi_rolling_std_12,aqi_rolling_max_12,aqi_rolling_min_12,aqi_rolling_mean_24,aqi_rolling_std_24,aqi_rolling_max_24,aqi_rolling_min_24,pm25_rolling_mean_6,pm25_rolling_std_6,pm25_rolling_min_6,pm25_rolling_mean_12,pm25_rolling_std_12,pm25_rolling_max_12,pm25_rolling_min_12,pm25_rolling_mean_24,pm25_rolling_std_24,temperature_rolling_std_6,temperature_rolling_std_12,temperature_rolling_std_24,humidity_rolling_std_6,humidity_rolling_std_12,humidity_rolling_max_12,humidity_rolling_min_12,humidity_rolling_mean_24,humidity_rolling_std_24,humidity_rolling_max_24,humidity_rolling_min_24,wind_speed_rolling_mean_6,wind_speed_rolling_std_6,wind_speed_rolling_max_6,wind_speed_rolling_min_6,wind_speed_rolling_mean_12,wind_speed_rolling_std_12,wind_speed_rolling_max_12,wind_speed_rolling_min_12,wind_speed_rolling_mean_24,wind_speed_rolling_std_24,wind_speed_rolling_max_24,wind_speed_rolling_min_24,pressure_rolling_std_6,pressure_rolling_std_12,pressure_rolling_std_24,aqi_change_rate,wind_chill",77,,28.556070265921143,17.883177122811347,0.7635939216823181,0.3795615468409586,0.5436240468409587,28.717493490690963,17.771460175027254,0.761568650137516,0.3871272467320261,0.5504748774509803,28.80730434407788,18.106645813954422,0.7592335215222531,0.3715533088235294,0.5365604575163399,28.13880294427023,17.771425379452364,0.7699795933871851,0.3800040849673202,0.5438368055555556,45.048003463842925,24.796696351893846,0.4023982601098717,0.294083605664488,0.4275258714596949,44.547265751212976,24.6282999823296,0.4068813007425788,0.295547385620915,0.4341299019607843,45.39500107731848,24.752980374822428,0.3972157690826532,0.2972834967320261,0.429125816993464,45.19737646718308,25.00880869852951,0.4030977105043832,0.2894199346405229,0.4193218954248366,,,,,,,,,,,
-LSTM_Improved_MultiOutput,LSTM_Improved_MultiOutput_20250827_0235.joblib,,20250827_0235,"aqi,pm25,temperature,humidity,pressure,wind_speed,hour,day,month,day_of_week,is_weekend,aqi_lag_1,aqi_lag_6,aqi_lag_12,aqi_lag_24,pm25_lag_1,pm25_lag_6,pm25_lag_12,pm25_lag_24,temperature_lag_6,temperature_lag_12,humidity_lag_6,humidity_lag_12,humidity_lag_24,wind_speed_lag_1,wind_speed_lag_6,wind_speed_lag_12,wind_speed_lag_24,aqi_rolling_mean_6,aqi_rolling_std_6,aqi_rolling_max_6,aqi_rolling_min_6,aqi_rolling_mean_12,aqi_rolling_std_12,aqi_rolling_max_12,aqi_rolling_min_12,aqi_rolling_mean_24,aqi_rolling_std_24,aqi_rolling_max_24,aqi_rolling_min_24,pm25_rolling_mean_6,pm25_rolling_std_6,pm25_rolling_min_6,pm25_rolling_mean_12,pm25_rolling_std_12,pm25_rolling_max_12,pm25_rolling_min_12,pm25_rolling_mean_24,pm25_rolling_std_24,temperature_rolling_std_6,temperature_rolling_std_12,temperature_rolling_std_24,humidity_rolling_std_6,humidity_rolling_std_12,humidity_rolling_max_12,humidity_rolling_min_12,humidity_rolling_mean_24,humidity_rolling_std_24,humidity_rolling_max_24,humidity_rolling_min_24,wind_speed_rolling_mean_6,wind_speed_rolling_std_6,wind_speed_rolling_max_6,wind_speed_rolling_min_6,wind_speed_rolling_mean_12,wind_speed_rolling_std_12,wind_speed_rolling_max_12,wind_speed_rolling_min_12,wind_speed_rolling_mean_24,wind_speed_rolling_std_24,wind_speed_rolling_max_24,wind_speed_rolling_min_24,pressure_rolling_std_6,pressure_rolling_std_12,pressure_rolling_std_24,aqi_change_rate,wind_chill",77,,50.310226054362616,30.974384127044132,0.26628595833926577,0.22917730786256682,0.3361255831375353,50.07176579630198,30.587652317483183,0.2752618097119317,0.2337828174481561,0.3402799060169578,50.9258689734694,31.590536834587418,0.24768328256455419,0.2214220042905302,0.32799570946981305,49.927253842566145,30.744963229061792,0.2759127827414203,0.2323271018490142,0.34010113392583513,50.941781784279534,31.992449751725875,0.23629375216323467,0.2206884798909339,0.32338104976141785,50.25935223197939,31.790822421114868,0.24547917897834748,0.2205521472392638,0.32321063394683025,51.75859388819118,32.32454059265386,0.21695433828933564,0.2167689161554192,0.32096114519427404,50.796071363941934,31.861986241408896,0.24644773922199847,0.2247443762781186,0.3259713701431493,,,12.0,26.0,0.011007712222635746,0.010785328224301338,0.010785328224301338,5.8329512927067615,39156.0,9780.0,32.0
+RandomForest_MultiOutput,RandomForest_MultiOutput_20250828_0226.joblib,,20250828_0226,"aqi,pm25,temperature,humidity,pressure,wind_speed,hour,day,month,day_of_week,is_weekend,aqi_lag_1,aqi_lag_6,aqi_lag_12,aqi_lag_24,pm25_lag_1,pm25_lag_6,pm25_lag_12,pm25_lag_24,temperature_lag_6,temperature_lag_12,humidity_lag_6,humidity_lag_12,humidity_lag_24,wind_speed_lag_1,wind_speed_lag_6,wind_speed_lag_12,wind_speed_lag_24,aqi_rolling_mean_6,aqi_rolling_std_6,aqi_rolling_max_6,aqi_rolling_min_6,aqi_rolling_mean_12,aqi_rolling_std_12,aqi_rolling_max_12,aqi_rolling_min_12,aqi_rolling_mean_24,aqi_rolling_std_24,aqi_rolling_max_24,aqi_rolling_min_24,pm25_rolling_mean_6,pm25_rolling_std_6,pm25_rolling_min_6,pm25_rolling_mean_12,pm25_rolling_std_12,pm25_rolling_max_12,pm25_rolling_min_12,pm25_rolling_mean_24,pm25_rolling_std_24,temperature_rolling_std_6,temperature_rolling_std_12,temperature_rolling_std_24,humidity_rolling_std_6,humidity_rolling_std_12,humidity_rolling_max_12,humidity_rolling_min_12,humidity_rolling_mean_24,humidity_rolling_std_24,humidity_rolling_max_24,humidity_rolling_min_24,wind_speed_rolling_mean_6,wind_speed_rolling_std_6,wind_speed_rolling_max_6,wind_speed_rolling_min_6,wind_speed_rolling_mean_12,wind_speed_rolling_std_12,wind_speed_rolling_max_12,wind_speed_rolling_min_12,wind_speed_rolling_mean_24,wind_speed_rolling_std_24,wind_speed_rolling_max_24,wind_speed_rolling_min_24,pressure_rolling_std_6,pressure_rolling_std_12,pressure_rolling_std_24,aqi_change_rate,wind_chill",77,0.3983991192460781,21.04257594287397,12.66119476520506,0.8716258553390662,0.5132506127450981,0.7143501497821351,20.94862257459667,12.409628112906862,0.8731234854758961,0.5284926470588235,0.7278390522875817,21.00866688715333,12.769322564194486,0.8719475863600056,0.5078125,0.7092269199346405,21.16981659784943,12.804633618513831,0.869806494181297,0.5034466911764706,0.705984477124183,44.98025465280325,25.0301222113596,0.4042173450535196,0.2860838779956427,0.4171772875816993,44.36367796978948,24.588846220243425,0.4117599377318408,0.2950367647058823,0.4279003267973856,45.34127343258172,25.08253283436812,0.3986417856383997,0.2839052287581699,0.4171772875816993,45.22944755795453,25.41898757946723,0.4022503117903183,0.2793096405228758,0.406454248366013,,,,,,,,,,,
+Ridge_MultiOutput,Ridge_MultiOutput_20250828_0226.joblib,scaler_Ridge_MultiOutput_20250828_0226.joblib,20250828_0226,"aqi,pm25,temperature,humidity,pressure,wind_speed,hour,day,month,day_of_week,is_weekend,aqi_lag_1,aqi_lag_6,aqi_lag_12,aqi_lag_24,pm25_lag_1,pm25_lag_6,pm25_lag_12,pm25_lag_24,temperature_lag_6,temperature_lag_12,humidity_lag_6,humidity_lag_12,humidity_lag_24,wind_speed_lag_1,wind_speed_lag_6,wind_speed_lag_12,wind_speed_lag_24,aqi_rolling_mean_6,aqi_rolling_std_6,aqi_rolling_max_6,aqi_rolling_min_6,aqi_rolling_mean_12,aqi_rolling_std_12,aqi_rolling_max_12,aqi_rolling_min_12,aqi_rolling_mean_24,aqi_rolling_std_24,aqi_rolling_max_24,aqi_rolling_min_24,pm25_rolling_mean_6,pm25_rolling_std_6,pm25_rolling_min_6,pm25_rolling_mean_12,pm25_rolling_std_12,pm25_rolling_max_12,pm25_rolling_min_12,pm25_rolling_mean_24,pm25_rolling_std_24,temperature_rolling_std_6,temperature_rolling_std_12,temperature_rolling_std_24,humidity_rolling_std_6,humidity_rolling_std_12,humidity_rolling_max_12,humidity_rolling_min_12,humidity_rolling_mean_24,humidity_rolling_std_24,humidity_rolling_max_24,humidity_rolling_min_24,wind_speed_rolling_mean_6,wind_speed_rolling_std_6,wind_speed_rolling_max_6,wind_speed_rolling_min_6,wind_speed_rolling_mean_12,wind_speed_rolling_std_12,wind_speed_rolling_max_12,wind_speed_rolling_min_12,wind_speed_rolling_mean_24,wind_speed_rolling_std_24,wind_speed_rolling_max_24,wind_speed_rolling_min_24,pressure_rolling_std_6,pressure_rolling_std_12,pressure_rolling_std_24,aqi_change_rate,wind_chill",77,,46.7540131623331,27.300003025296714,0.366246325234247,0.2444512527233115,0.3628642429193899,46.41852433728344,26.71001782467374,0.3770503375789701,0.2518892973856209,0.3716043709150327,46.777966657832486,27.472583823327504,0.3651465867387087,0.2428002450980392,0.3605749591503268,47.06331558718095,27.71740742788889,0.3565420513850622,0.2386642156862745,0.3564133986928104,46.54381970644267,27.24636565105901,0.3621316593203355,0.2422385620915032,0.359647331154684,45.63405876698216,26.5442170643614,0.377588360944685,0.2470383986928104,0.3693831699346405,47.02183170600835,27.375525550826087,0.3532373876081208,0.2462214052287581,0.3591707516339869,46.962341104985065,27.819354337989544,0.3555692294082005,0.2334558823529411,0.3503880718954248,10.0,0.3630514345771629,,,,,,,,,
+XGBoost_MultiOutput,XGBoost_MultiOutput_20250828_0227.joblib,,20250828_0227,"aqi,pm25,temperature,humidity,pressure,wind_speed,hour,day,month,day_of_week,is_weekend,aqi_lag_1,aqi_lag_6,aqi_lag_12,aqi_lag_24,pm25_lag_1,pm25_lag_6,pm25_lag_12,pm25_lag_24,temperature_lag_6,temperature_lag_12,humidity_lag_6,humidity_lag_12,humidity_lag_24,wind_speed_lag_1,wind_speed_lag_6,wind_speed_lag_12,wind_speed_lag_24,aqi_rolling_mean_6,aqi_rolling_std_6,aqi_rolling_max_6,aqi_rolling_min_6,aqi_rolling_mean_12,aqi_rolling_std_12,aqi_rolling_max_12,aqi_rolling_min_12,aqi_rolling_mean_24,aqi_rolling_std_24,aqi_rolling_max_24,aqi_rolling_min_24,pm25_rolling_mean_6,pm25_rolling_std_6,pm25_rolling_min_6,pm25_rolling_mean_12,pm25_rolling_std_12,pm25_rolling_max_12,pm25_rolling_min_12,pm25_rolling_mean_24,pm25_rolling_std_24,temperature_rolling_std_6,temperature_rolling_std_12,temperature_rolling_std_24,humidity_rolling_std_6,humidity_rolling_std_12,humidity_rolling_max_12,humidity_rolling_min_12,humidity_rolling_mean_24,humidity_rolling_std_24,humidity_rolling_max_24,humidity_rolling_min_24,wind_speed_rolling_mean_6,wind_speed_rolling_std_6,wind_speed_rolling_max_6,wind_speed_rolling_min_6,wind_speed_rolling_mean_12,wind_speed_rolling_std_12,wind_speed_rolling_max_12,wind_speed_rolling_min_12,wind_speed_rolling_mean_24,wind_speed_rolling_std_24,wind_speed_rolling_max_24,wind_speed_rolling_min_24,pressure_rolling_std_6,pressure_rolling_std_12,pressure_rolling_std_24,aqi_change_rate,wind_chill",77,,28.556070265921143,17.883177122811347,0.7635939216823181,0.3795615468409586,0.5436240468409587,28.717493490690963,17.771460175027254,0.761568650137516,0.3871272467320261,0.5504748774509803,28.80730434407788,18.106645813954422,0.7592335215222531,0.3715533088235294,0.5365604575163399,28.13880294427023,17.771425379452364,0.7699795933871851,0.3800040849673202,0.5438368055555556,45.048003463842925,24.796696351893846,0.4023982601098717,0.294083605664488,0.4275258714596949,44.547265751212976,24.6282999823296,0.4068813007425788,0.295547385620915,0.4341299019607843,45.39500107731848,24.752980374822428,0.3972157690826532,0.2972834967320261,0.429125816993464,45.19737646718308,25.00880869852951,0.4030977105043832,0.2894199346405229,0.4193218954248366,,,,,,,,,,,
+LSTM_Improved_MultiOutput,LSTM_Improved_MultiOutput_20250828_0235.joblib,,20250828_0235,"aqi,pm25,temperature,humidity,pressure,wind_speed,hour,day,month,day_of_week,is_weekend,aqi_lag_1,aqi_lag_6,aqi_lag_12,aqi_lag_24,pm25_lag_1,pm25_lag_6,pm25_lag_12,pm25_lag_24,temperature_lag_6,temperature_lag_12,humidity_lag_6,humidity_lag_12,humidity_lag_24,wind_speed_lag_1,wind_speed_lag_6,wind_speed_lag_12,wind_speed_lag_24,aqi_rolling_mean_6,aqi_rolling_std_6,aqi_rolling_max_6,aqi_rolling_min_6,aqi_rolling_mean_12,aqi_rolling_std_12,aqi_rolling_max_12,aqi_rolling_min_12,aqi_rolling_mean_24,aqi_rolling_std_24,aqi_rolling_max_24,aqi_rolling_min_24,pm25_rolling_mean_6,pm25_rolling_std_6,pm25_rolling_min_6,pm25_rolling_mean_12,pm25_rolling_std_12,pm25_rolling_max_12,pm25_rolling_min_12,pm25_rolling_mean_24,pm25_rolling_std_24,temperature_rolling_std_6,temperature_rolling_std_12,temperature_rolling_std_24,humidity_rolling_std_6,humidity_rolling_std_12,humidity_rolling_max_12,humidity_rolling_min_12,humidity_rolling_mean_24,humidity_rolling_std_24,humidity_rolling_max_24,humidity_rolling_min_24,wind_speed_rolling_mean_6,wind_speed_rolling_std_6,wind_speed_rolling_max_6,wind_speed_rolling_min_6,wind_speed_rolling_mean_12,wind_speed_rolling_std_12,wind_speed_rolling_max_12,wind_speed_rolling_min_12,wind_speed_rolling_mean_24,wind_speed_rolling_std_24,wind_speed_rolling_max_24,wind_speed_rolling_min_24,pressure_rolling_std_6,pressure_rolling_std_12,pressure_rolling_std_24,aqi_change_rate,wind_chill",77,,50.69471016142474,31.321006112750293,0.25502292086199224,0.2250314979398645,0.3270677971873191,50.32493751551039,30.781890637663437,0.26791447244495215,0.23587700480130758,0.33726631933803247,51.34780833023619,32.058210672403284,0.23516520253118,0.21373480437225456,0.3150985800388191,50.40500132717739,31.12291702818415,0.2619890876101425,0.22548268464603127,0.32883849218510575,51.52463549076858,32.54910623411297,0.21876419353013235,0.2134969325153374,0.310838445807771,50.62559215703819,32.172250068212094,0.2344427264322514,0.22044989775051124,0.3168711656441718,52.418179774376526,33.02538918259197,0.19686968189896847,0.20541922290388548,0.30040899795501025,51.514541978553034,32.44967945153484,0.22498017225917732,0.21462167689161554,0.31523517382413085,,,12.0,26.0,0.011623998172581196,0.011276190169155598,0.011004836298525333,6.077948681589515,39156.0,9780.0,32.0