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100644 --- a/2a_model/out/models/combined_FP_metrics.csv +++ b/2a_model/out/models/combined_FP_metrics.csv @@ -1,2101 +1,2101 @@ model,rmse,TEmax,TEmaxt,TEmaxcrit,MImax,TE0,TE1,TE2,TE3,TE4,TE5,TE6,TE7,TE8,TEcrit0,TEcrit1,TEcrit2,TEcrit3,TEcrit4,TEcrit5,TEcrit6,TEcrit7,TEcrit8,MI0,MI1,MI2,MI3,MI4,MI5,MI6,MI7,MI8,MIcrit0,MIcrit1,MIcrit2,MIcrit3,MIcrit4,MIcrit5,MIcrit6,MIcrit7,MIcrit8,corr0,corr1,corr2,corr3,corr4,corr5,corr6,corr7,corr8,MImaxt,MImaxcrit,replicate,sink,source,site 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7,01481500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 8,01466500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 8,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask @@ -23397,15 +22845,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 8,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 8,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 8,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask -8,01473500,2.409755,-0.451756,5.467041,1.354284,0.591974,-1.337782,-5.463733,1.348703,-1050.11719,-197.114946,-0.270453,-0.553498,K600,val,10,1,100,1_metab_multitask +8,01473500,1.277077,-0.090361,2.816545,1.994597,0.389107,0.303438,-2.545468,1.956315,-4.409336,-26.279434,-0.197567,-0.479366,K600,val,10,1,100,1_metab_multitask 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9,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 9,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask -9,01473500,3.869384,-1.958041,5.930955,1.220919,0.837657,-3.08903,-5.930636,1.172822,-17398.134785,-8.213198,-1.598653,-0.790903,K600,val,10,1,100,1_metab_multitask +9,01473500,1.786948,-0.234161,3.867672,2.106089,0.424353,0.061939,-3.666322,2.005918,-17.071277,-24.312449,-0.222584,-0.304896,K600,val,10,1,100,1_metab_multitask 9,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 9,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 9,01474500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 9,01475530,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 9,01475548,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 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9,01481500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 10,01466500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 10,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask @@ -23429,15 +22877,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 10,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 10,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 10,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask -10,01473500,1.100939,-0.136891,2.512887,1.337787,0.364035,-0.218927,-2.453634,1.306739,-14.710271,-66.628718,-0.142034,-0.414112,K600,val,10,1,100,1_metab_multitask +10,01473500,3.721436,-13.727555,1.485495,4.542996,0.853956,3.304848,-0.138914,4.467003,-11.589419,-157.239371,-5.479677,-0.560954,K600,val,10,1,100,1_metab_multitask 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11,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 11,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask -11,01473500,2.185071,-1.059431,4.302074,0.431183,0.539703,-1.548805,-4.292867,0.186804,-441.894876,-1.010383,-1.423192,-0.397424,K600,val,10,1,100,1_metab_multitask +11,01473500,4.746646,-16.509321,1.80781,5.6496,0.928646,4.579314,1.720813,5.630037,-7.135224,-305.251657,-10.511676,-0.725107,K600,val,10,1,100,1_metab_multitask 11,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 11,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 11,01474500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 11,01475530,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 11,01475548,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,1,100,1_metab_multitask 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7,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask @@ -27797,15 +27149,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 7,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask 7,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask 7,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask -7,01473500,1.171815,-0.020113,1.856362,1.942584,0.437617,0.26457,-1.804659,1.934385,-17.118801,-110.720672,-0.138343,-0.192833,K600,val,10,2,100,1_metab_multitask +7,01473500,3.099373,-13.57112,1.73477,4.293431,0.788898,2.994107,1.622192,4.285996,-12.931684,-348.489166,-6.512014,-0.439281,K600,val,10,2,100,1_metab_multitask 7,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask 7,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask 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9,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask @@ -27829,15 +27181,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 9,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask 9,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask 9,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask -9,01473500,3.548798,-1.488188,5.436258,1.114274,0.73762,-2.902888,-5.435663,0.994233,-14616.681265,-6.673981,-1.015029,-0.035674,K600,val,10,2,100,1_metab_multitask +9,01473500,3.251783,-3.086871,1.318995,4.532315,0.705971,2.810316,-0.723157,4.486587,-1.101725,-116.225233,-2.383752,-0.336335,K600,val,10,2,100,1_metab_multitask 9,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask 9,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,2,100,1_metab_multitask 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8,01466500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 8,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask @@ -38181,15 +37341,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 8,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 8,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 8,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask -8,01473500,2.870013,-1.05928,1.976886,4.562915,0.750325,2.11259,-1.96969,4.560039,-136.438987,-2247.965127,-1.041039,-0.227842,K600,val_times,10,4,100,1_metab_multitask +8,01473500,2.786556,-0.941259,2.170041,4.687896,0.739654,1.938563,-2.158346,4.687235,-164.608338,-2372.85275,-0.9834,-0.478345,K600,val_times,10,4,100,1_metab_multitask 8,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 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9,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 9,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask -9,01473500,2.028848,0.186758,2.599592,3.546439,0.480698,-0.394413,-2.597794,3.437562,-3341.633964,-76.735973,0.144224,0.126438,K600,val_times,10,4,100,1_metab_multitask +9,01473500,2.142894,0.09276,2.615005,4.048928,0.513895,0.116728,-2.614451,3.984468,-3381.38755,-100.325122,0.02194,-0.038518,K600,val_times,10,4,100,1_metab_multitask 9,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 9,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 9,01474500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 9,01475530,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 9,01475548,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 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9,01481500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 10,01466500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 10,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask @@ -38213,15 +37373,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 10,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 10,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 10,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask -10,01473500,1.725337,-1.792159,0.960664,2.872139,0.564127,1.348325,-0.793557,2.853895,-1.296046,-310.722233,-1.742492,-0.339707,K600,val_times,10,4,100,1_metab_multitask +10,01473500,3.154039,-8.330959,0.890085,4.345548,0.835832,2.945382,0.487353,4.338074,-0.971063,-712.585471,-5.020463,-0.640972,K600,val_times,10,4,100,1_metab_multitask 10,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 10,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 10,01474500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 10,01475530,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask 10,01475548,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,4,100,1_metab_multitask -10,01480617,3.073052,-1.525864,7.629957,0.826663,0.307925,-2.17857,-7.547323,-0.377017,-58.112227,-5.757177,-2.17676,-0.482729,K600,val_times,10,4,100,1_metab_multitask -10,01480870,1.562572,-0.402067,2.881469,2.586986,0.260127,-0.045113,-2.70997,2.501513,-27.512082,-15.003265,-0.325246,-0.572712,K600,val_times,10,4,100,1_metab_multitask -10,01481000,1.597412,-1.484941,2.295811,0.907213,0.310919,-1.295483,-2.283699,0.709732,-179.251993,-2.128093,-1.190603,0.018531,K600,val_times,10,4,100,1_metab_multitask 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10,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,5,100,1_metab_multitask 10,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,5,100,1_metab_multitask 10,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,5,100,1_metab_multitask -10,01473500,1.124583,-0.186248,1.799157,1.79444,0.397271,0.296869,-1.667264,1.789578,-7.053343,-120.678716,-0.360084,-0.281369,K600,val,10,5,100,1_metab_multitask +10,01473500,4.625362,-21.751021,2.130186,5.948264,0.996788,4.488008,2.048699,5.935252,-24.887996,-270.275335,-7.828526,-0.811867,K600,val,10,5,100,1_metab_multitask 10,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,5,100,1_metab_multitask 10,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,5,100,1_metab_multitask 10,01474500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,5,100,1_metab_multitask 10,01475530,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,5,100,1_metab_multitask 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4,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask @@ -45413,15 +44381,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 4,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 4,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 4,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask -4,01473500,1.646271,-18.763348,0.492946,2.479759,0.887335,1.511449,0.395739,2.453502,-9.962219,-2869.425811,-8.541061,-0.849624,K600,val,10,6,100,1_metab_multitask +4,01473500,3.161008,-12.649022,1.726724,4.458573,1.130305,2.900623,1.468494,4.374953,-14.337843,-642.401342,-4.044233,-0.798225,K600,val,10,6,100,1_metab_multitask 4,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 4,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 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6,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask @@ -45445,15 +44413,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 6,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 6,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 6,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask -6,01473500,1.353558,-3.48385,0.128798,1.765931,0.584827,1.221771,0.03274,1.751262,-3.500948,-1701.483202,-2.807168,-0.102667,K600,val,10,6,100,1_metab_multitask +6,01473500,0.807831,-0.184598,1.533312,1.143362,0.394705,-0.099485,-1.458557,1.095507,-7.276682,-13.103611,-0.091106,-0.047948,K600,val,10,6,100,1_metab_multitask 6,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 6,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 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8,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask @@ -45477,15 +44445,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 8,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 8,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 8,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask -8,01473500,2.082402,-0.084119,4.811303,1.88492,0.51472,-0.682126,-4.80803,1.879127,-813.088983,-382.781377,0.039507,-0.155887,K600,val,10,6,100,1_metab_multitask +8,01473500,1.794526,-1.152957,4.353141,0.519884,0.569972,-1.276876,-4.183463,0.333123,-11.921598,-0.853267,-1.569627,-0.416505,K600,val,10,6,100,1_metab_multitask 8,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 8,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,6,100,1_metab_multitask 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7,01481500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,8,100,1_metab_multitask 8,01466500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,8,100,1_metab_multitask 8,01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,8,100,1_metab_multitask @@ -54309,15 +53085,15 @@ date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 8,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,8,100,1_metab_multitask 8,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,8,100,1_metab_multitask 8,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,8,100,1_metab_multitask -8,01473500,2.137126,-0.141847,5.036882,1.69054,0.518517,-0.800824,-5.034518,1.683111,-891.215969,-307.708521,0.025282,-0.254314,K600,val,10,8,100,1_metab_multitask +8,01473500,3.142237,-5.601063,1.204595,4.536324,0.774559,2.893242,0.072474,4.522463,0.010552,-140.10201,-3.745391,-0.619932,K600,val,10,8,100,1_metab_multitask 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date,site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top1 8,014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er 8,014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er 8,01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er -8,01473500,3.655503,-2.340736,7.22703,0.327099,1.367761,-3.032032,-7.225923,-0.307624,-1835.818415,-10.557265,-5.782244,-0.891933,K600,val,10,0,100,1a_multitask_do_gpp_er +8,01473500,3.089408,-5.380968,5.743676,1.2141980000000001,1.911732,-2.833259,-5.614187,-1.130379,-21.495236,-9.1089,-27.907883000000002,-0.67364,K600,val,10,0,100,1a_multitask_do_gpp_er 8,01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er 8,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er 8,01474500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er 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10,01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er 10,01474500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er 10,01475530,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er 10,01475548,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val,10,0,100,1a_multitask_do_gpp_er -10,01480617,10.09995,-26.28403,14.568753,7.824574,4.179307,-9.918075,-14.538648,-7.818845,-214.515231,-604.382134,-578.048963,-0.555569,K600,val,10,0,100,1a_multitask_do_gpp_er -10,01480870,6.149351,-20.714369,8.239512,3.522881,2.465392,-5.996131,-8.22423,-3.443772,-232.133103,-28.676743,-118.041038,-0.940284,K600,val,10,0,100,1a_multitask_do_gpp_er -10,01481000,5.277556,-26.123633,6.309224,2.935298,2.541801,-5.17325,-6.307783,-2.879871,-1360.318708,-31.746532,-145.403842,-0.955911,K600,val,10,0,100,1a_multitask_do_gpp_er 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+01481000,1.039427,-0.008282,1.183155,2.139377,0.262998,0.215525,-1.14432,1.972366,-43.935741,-6.149946,-0.011249,-0.021629,K600,val_times,10,9,100,2_multitask_dense 01481500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,K600,val_times,10,9,100,2_multitask_dense 01466500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense 01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense @@ -12393,15 +12123,15 @@ site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top10,mea 014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense 014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense 01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense -01473500,0.484513,-0.072118,0.682314,0.819075,0.333043,0.188244,-0.443718,0.658299,-1.960657,-197.62134,-0.056163,0.480446,depth,val_times,10,9,100,2_multitask_dense +01473500,0.474647,-0.028903,1.05617,0.428493,0.334027,-0.180051,-0.969658,0.344421,-6.093927,-53.358266,-0.062413,0.21032,depth,val_times,10,9,100,2_multitask_dense 01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense 01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense 01474500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense 01475530,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense 01475548,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense -01480617,0.301138,-6.012793,0.405853,0.087434,1.056971,-0.196268,-0.340707,-0.0401,-21.986262,-62.747193,-15.932762,-0.371139,depth,val_times,10,9,100,2_multitask_dense -01480870,0.226377,-1.104218,0.234218,0.264439,0.420268,0.116026,-0.125486,0.256747,-1.667469,-694.545264,-1.323509,0.100162,depth,val_times,10,9,100,2_multitask_dense -01481000,0.679113,-6.046674,0.4905,0.732659,0.708135,0.616693,0.359745,0.690106,-3.815543,-1563.867741,-4.162247,-0.032735,depth,val_times,10,9,100,2_multitask_dense +01480617,0.207153,-2.318498,0.264892,0.080934,0.414824,0.051539,7.67e-4,0.029764,-8.791938,-53.622493,-1.679632,-0.059775,depth,val_times,10,9,100,2_multitask_dense +01480870,0.210405,-0.817761,0.183449,0.220272,0.368996,0.120097,-0.061294,0.198029,-0.636406,-481.608342,-0.79117,0.347297,depth,val_times,10,9,100,2_multitask_dense +01481000,0.444801,-2.022956,0.286505,0.508741,0.514583,0.31715,-0.01443,0.441291,-0.642978,-753.514535,-1.725952,0.159304,depth,val_times,10,9,100,2_multitask_dense 01481500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,depth,val_times,10,9,100,2_multitask_dense 01466500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense 01472104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense @@ -12409,13 +12139,13 @@ site_id,rmse,nse,rmse_top10,rmse_bot10,rmse_logged,mean_bias,mean_bias_top10,mea 014721254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense 014721259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense 01473499,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense -01473500,1.792888,0.937905,2.773747,1.007648,0.116205,0.037263,-2.632383,-0.483767,-7.032882,-0.201754,0.931243,0.929105,temp.water,val_times,10,9,100,2_multitask_dense +01473500,5.193851,0.478893,9.80257,0.880187,0.285004,-3.964006,-9.754476,0.484035,-99.32693,0.083046,0.586412,0.579107,temp.water,val_times,10,9,100,2_multitask_dense 01473675,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense 01473780,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense 01474500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense 01475530,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense 01475548,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense -01480617,1.427121,0.93808,2.42066,0.766888,0.08927,-0.845506,-2.375959,-0.048137,-7.708072,0.356039,0.948603,0.86701,temp.water,val_times,10,9,100,2_multitask_dense -01480870,1.197654,0.956764,1.815222,0.764434,0.084085,-0.689125,-1.751189,-0.180785,-4.381137,0.49953,0.954437,0.913948,temp.water,val_times,10,9,100,2_multitask_dense -01481000,1.296959,0.960984,2.421554,0.976223,0.096416,-0.4553,-2.373671,0.116545,-4.264495,0.011882,0.955792,0.894507,temp.water,val_times,10,9,100,2_multitask_dense +01480617,1.599499,0.922219,3.356833,2.022326,0.117134,-0.386729,-3.278426,1.907621,-15.746109,-3.478146,0.91151,0.793824,temp.water,val_times,10,9,100,2_multitask_dense +01480870,1.613605,0.921516,3.245304,2.129148,0.123304,-0.200439,-3.156436,1.985217,-16.199871,-2.882488,0.902022,0.816102,temp.water,val_times,10,9,100,2_multitask_dense +01481000,2.341782,0.872802,4.987546,2.99699,0.179058,-0.389246,-4.876389,2.889132,-21.332756,-8.312815,0.847528,0.742622,temp.water,val_times,10,9,100,2_multitask_dense 01481500,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,temp.water,val_times,10,9,100,2_multitask_dense diff --git a/2a_model/src/models/config_base.yml b/2a_model/src/models/config_base.yml index 0c0e869a..5c3308d2 100644 --- a/2a_model/src/models/config_base.yml +++ b/2a_model/src/models/config_base.yml @@ -11,11 +11,12 @@ finetune_learning_rate: 0.01 early_stopping: False validation_sites: - "01475530" + - "01473500" - "01475548" -train_start_date: '1980-10-01' +train_start_date: '2007-10-01' train_end_date: '2015-10-01' val_start_date: '2015-10-01' -val_end_date: '2021-10-01' +val_end_date: '2019-10-01' x_vars: - "tmmn" - "tmmx" diff --git a/3_visualize.R b/3_visualize.R index 21ffdb7a..704754c8 100644 --- a/3_visualize.R +++ b/3_visualize.R @@ -73,12 +73,12 @@ p3_targets_list <- list( ), # Save png map of site locations - tar_target( - p3_site_map_png, - map_sites(flowlines = p1_nhd_reaches_sf, - matched_sites = p2a_site_splits, - out_file = "3_visualize/out/do_site_map.png") - ), + #tar_target( + #p3_site_map_png, + #map_sites(flowlines = p1_nhd_reaches_sf, + #matched_sites = p2a_site_splits, + #out_file = "3_visualize/out/do_site_map.png") + #), # Save json map of site locations tar_target( diff --git a/_targets.R b/_targets.R index 5624b896..8170b783 100644 --- a/_targets.R +++ b/_targets.R @@ -107,7 +107,7 @@ base_config_options <- list( out_dir = "../../../out/models", # random seed for training; If FALSE, no seed. Otherwise, specify the seed: seed = FALSE, - num_replicates = 3, + num_replicates = 10, trn_offset = 1, tst_val_offset = 1, epochs = 100,