plot_lines_tStudent

A partir das tabelas de correlação de anomalia do SCANTEC, é possível calcular a Transformada de Fisher e utilizar os valores da transformada para o cálculo do teste de significância. Este cálculo baseia-se no documento "Significance Testing for Forecast Skills¹". A função plot_lines_tStudent é utilizada para este propósito. Porém, diferentemente da função plot_lines, para usar a função plot_lines_tStudent, é necessário executar o SCANTEC para o período desejado e também para os intervalos dentro do período desejado. Dessa forma, se a intenção do usuário é avaliar o modelo para o período entre 2020060100 e 2020083100, será necessário também realizar a avaliação para os intervalos de tempo entre estas duas datas, ie., com frequência a cada 6, 12 ou 24 horas. Neste tipo de avaliação, no namelist scantec.conf as variáveis Starting Time e Ending Time são sempre iguais e elas podem ser atualizadas com o auxílio de algum script que se encarregue de calcular as novas datas.

Para acessar a documentação da função plot_lines_tStudent, basta utilizar o comando a seguir:

ComandoResultado

help(scanplot.plot_lines_tStudent)

Help on function plot_lines_tStudent in module plot_functions:

plot_lines_tStudent(dataInicial, dataFinal, dTable_series, Exps, Var, VarName, ldrom_exp, ldrosup_exp, ldroinf_exp, varlev_exps, outDir, **kwargs)
    plot_lines_tStudent
    ===================

    Esta função plota gráficos de linha acompanhados dos resultados do teste de significância t-Student.
    Os gráficos são plotados apenas com base nas tabelas de correlação de anomalia do SCANTEC.

    Parâmetros de entrada
    ---------------------
        Exps        : lista com os nomes dos experimentos;
        ldrom_exp   : curva do teste referente ao experimento;
        ldrosup_exp : limite superior do teste;
        ldroinf_exp : limite inferior do teste;
        varlev_exps : dataframes com as variáveis dos experimentos.

    Parâmetros de entrada opcionais
    -------------------------------
        showFig : valor Booleano para mostrar ou não as figuras durante a plotagem:
                  * showFig=False (valor padrão), não mostra as figuras (mais rápido);
                  * showFig=True, mostra as figuras (mais lento);
        saveFig : valor Booleano para salvar ou não as figuras durante a plotagem:
                  * saveFig=False (valor padrão), não salva as figuras;
                  * saveFig=True, salva as figuras;
        figDir  : string com o diretório onde as figuras serão salvas.

    Resultado
    ---------
        Resultado do teste de significância e valores críticos para serem utilizados pela função
        plot_lines_tStudent. Figuras salvas no diretório definido na variável outDir ou figDir. 
        Se figDir não for passado, então as figuras são salvas no diretório outDir (SCANTEC/dataout).

    Uso
    ---
        import scanplot 

        data_vars, data_conf = scanplot.read_namelists("~/SCANTEC")

        dataInicial = data_conf["Starting Time"]
        dataFinal = data_conf["Ending Time"]
        Vars = list(map(data_vars.get,[*data_vars.keys()]))
        Stats = ["ACOR", "RMSE", "VIES"]
        Exps = list(data_conf["Experiments"].keys())
        outDir = data_conf["Output directory"]

        Var = Vars[0][0].lower()
        VarName = Vars[0][1]

        dTable = scanplot.get_dataframe(dataInicial,dataFinal,Stats,Exps,outDir,series=False)

        dTable_series = scanplot.get_dataframe(dataInicial,dataFinal,Stats,Exps,outDir,series=True)

        varlev_exps = scanplot.concat_tables_and_loc(dTable,dataInicial,dataFinal,Exps,series=False)

        varlev_dia_exps = scanplot.concat_tables_and_loc(dTable_series,dataInicial,dataFinal,Exps,Var,series=True)

        lst_varlev_dia_exps_rsp = scanplot.df_fill_nan(varlev_exps,varlev_dia_exps)

        ldrom_exp, ldrosup_exp, ldroinf_exp = scanplot.calc_tStudent(lst_varlev_dia_exps_rsp)

        scanplot.plot_lines_tStudent(dataInicial,dataFinal,dTable_series,Exps,Var,VarName,ldrom_exp,
                                     ldrosup_exp,ldroinf_exp,varlev_exps,outDir,
                                     figDir=figDir,saveFig=True,showFig=True)

    Observações
    -----------
        * Experimental, esta função necessita ser validada;
        * Na presente versão, apenas uma variável e nível pode ser plotada.

Através da documentação da função, o usuário deve observar que é necessário utilizar as seguintes funções:

• concat_tables_and_loc
• df_fill_nan
• calc_tStudent

Estas funções são auxiliares à função plot_lines_tStudent e, nesta versão do SCANPLOT, elas devem ser aplicadas manualmente.

Para obter a documentação das funções, basta utilizar o comando print(funcao.__doc__) ou help(funcao).

Embora o nome da função plot_lines_tStudent seja semelhante ao nome da função plot_lines, o seu uso e requerimentos são diferentes. A função plot_lines_tStudent foi preparada para plotar os gráficos de correlação de anomalia para uma lista de experimentos. Os valores de correlação de anomalia são utilizados para o cálculo do teste de significância t-Student, que permite verificar a significância estatísticas dos resultados apresentados pelas curvas, quanto à sua diferença.

Antes de executar a função get_dataframe, a lista Exps será redefinida para que todos os experimentos disponíveis possam ser avaliados:

Comando

Exps = list(data_conf['Experiments'].keys())

Para a utilização da função plot_lines_tStudent, é necessário carregar as tabelas de correlação de anomalia calculadas pelo SCANTEC para os intervalos dentro do período de avaliação. Para isso, a função get_dataframe deve ser utilizada com a opção series=True:

Comando

dTable_series = scanplot.get_dataframe(dataInicial,dataFinal,Stats,Exps,outDir,series=True)

Digite dTable_series para verificar a sua estrutura²:

ComandoResultado

dTable_series

{'ACORX126_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.999     0.998     1.000     0.999     0.289     0.141   
 1          24     0.979     0.985     0.997     0.991     0.123     0.070   
 2          48     0.972     0.979     0.994     0.981     0.241     0.188   
 3          72     0.952     0.970     0.987     0.969     0.233     0.084   
 4          96     0.938     0.961     0.982     0.962     0.234     0.137   
 5         120     0.922     0.956     0.980     0.951     0.214     0.141   
 6         144     0.895     0.947     0.974     0.941     0.096     0.142   
 7         168     0.852     0.939     0.968     0.933     0.197     0.157   
 8         192     0.840     0.936     0.964     0.921     0.134     0.090   
 9         216     0.828     0.927     0.958     0.912     0.209     0.082   
 10        240     0.749     0.918     0.950     0.903     0.220     0.086   
 11        264     0.682     0.911     0.944     0.908     0.216     0.084   
 12        288     0.683     0.913     0.947     0.906     0.221     0.039   
 13        312     0.674     0.919     0.943     0.904     0.021     0.011   
 14        336     0.657     0.913     0.935     0.905     0.219     0.027   
 15        360     0.705     0.910     0.929     0.895     0.160     0.066   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.025     0.997     1.000     1.000     1.000     0.990     0.997   
 1      0.059     0.985     0.996     0.999     1.000     0.928     0.970   
 2      0.046     0.967     0.992     0.998     0.999     0.892     0.940   
 3      0.063     0.942     0.983     0.994     0.996     0.846     0.890   
 4      0.050     0.921     0.976     0.991     0.993     0.788     0.836   
 5      0.055     0.900     0.969     0.988     0.991     0.729     0.780   
 6      0.036     0.881     0.958     0.983     0.989     0.697     0.726   
 7      0.020     0.864     0.939     0.976     0.984     0.675     0.701   
 8      0.011     0.851     0.931     0.972     0.981     0.642     0.674   
 9      0.016     0.838     0.924     0.968     0.978     0.616     0.661   
 10     0.002     0.813     0.880     0.954     0.971     0.523     0.563   
 11     0.014     0.798     0.849     0.942     0.964     0.502     0.529   
 12     0.019     0.793     0.854     0.943     0.964     0.517     0.526   
 13     0.009     0.793     0.843     0.938     0.960     0.506     0.481   
 14     0.009     0.794     0.837     0.933     0.955     0.488     0.461   
 15     0.023     0.792     0.859     0.937     0.955     0.534     0.470   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.999     0.982     0.995     0.998  
 1      0.978     0.868     0.950     0.961  
 2      0.954     0.782     0.894     0.912  
 3      0.912     0.698     0.783     0.813  
 4      0.843     0.640     0.747     0.709  
 5      0.801     0.545     0.689     0.656  
 6      0.770     0.485     0.561     0.572  
 7      0.745     0.393     0.446     0.505  
 8      0.721     0.244     0.303     0.332  
 9      0.697     0.221     0.225     0.193  
 10     0.622     0.143     0.096     0.032  
 11     0.581     0.040    -0.040    -0.069  
 12     0.566     0.106    -0.012    -0.029  
 13     0.531     0.057    -0.061    -0.068  
 14     0.506     0.030    -0.050    -0.089  
 15     0.515     0.116    -0.027    -0.043  ,
 'ACORXENM_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.999     0.997     1.000     0.999     0.285     0.137   
 1          24     0.984     0.988     0.997     0.988     0.121     0.068   
 2          48     0.973     0.981     0.994     0.977     0.238     0.188   
 3          72     0.954     0.972     0.987     0.964     0.232     0.084   
 4          96     0.938     0.964     0.982     0.954     0.233     0.135   
 5         120     0.924     0.959     0.981     0.943     0.214     0.137   
 6         144     0.908     0.952     0.977     0.940     0.096     0.137   
 7         168     0.879     0.947     0.973     0.937     0.200     0.158   
 8         192     0.863     0.945     0.970     0.933     0.137     0.100   
 9         216     0.847     0.937     0.967     0.929     0.213     0.086   
 10        240     0.776     0.930     0.959     0.924     0.223     0.082   
 11        264     0.716     0.928     0.957     0.928     0.221     0.077   
 12        288     0.703     0.933     0.960     0.926     0.225     0.037   
 13        312     0.703     0.935     0.955     0.926     0.021     0.011   
 14        336     0.713     0.932     0.949     0.924     0.221     0.028   
 15        360     0.762     0.928     0.949     0.920     0.163     0.067   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.017     0.995     1.000     1.000     1.000     0.990     0.997   
 1      0.041     0.984     0.996     0.999     1.000     0.937     0.968   
 2      0.037     0.967     0.992     0.998     0.998     0.903     0.940   
 3      0.047     0.946     0.983     0.994     0.996     0.855     0.890   
 4      0.041     0.927     0.976     0.990     0.993     0.798     0.835   
 5      0.046     0.907     0.970     0.988     0.991     0.750     0.786   
 6      0.033     0.890     0.965     0.985     0.989     0.735     0.751   
 7      0.018     0.880     0.952     0.981     0.986     0.715     0.740   
 8      0.012     0.872     0.942     0.976     0.984     0.690     0.709   
 9      0.016     0.864     0.932     0.970     0.979     0.668     0.688   
 10     0.003     0.842     0.896     0.958     0.973     0.582     0.604   
 11     0.011     0.831     0.870     0.951     0.969     0.549     0.578   
 12     0.013     0.828     0.865     0.951     0.969     0.550     0.552   
 13     0.011     0.829     0.859     0.946     0.966     0.576     0.551   
 14     0.012     0.831     0.863     0.944     0.963     0.589     0.565   
 15     0.021     0.831     0.885     0.947     0.964     0.650     0.598   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.999     0.982     0.995     0.998  
 1      0.977     0.882     0.947     0.960  
 2      0.954     0.798     0.893     0.911  
 3      0.911     0.712     0.781     0.804  
 4      0.842     0.659     0.732     0.691  
 5      0.813     0.553     0.684     0.661  
 6      0.796     0.522     0.604     0.614  
 7      0.777     0.462     0.508     0.553  
 8      0.759     0.351     0.386     0.414  
 9      0.727     0.272     0.280     0.276  
 10     0.660     0.154     0.112     0.069  
 11     0.639     0.078    -0.039    -0.051  
 12     0.623     0.138     0.021     0.033  
 13     0.622     0.185     0.116     0.101  
 14     0.622     0.147     0.082     0.077  
 15     0.628     0.134     0.043     0.093  ,
 'ACORT126_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.999     0.998     1.000     0.999     0.289     0.141   
 1          24     0.981     0.988     0.997     0.991     0.129     0.072   
 2          48     0.977     0.985     0.994     0.981     0.258     0.194   
 3          72     0.962     0.979     0.987     0.971     0.252     0.088   
 4          96     0.948     0.974     0.983     0.964     0.256     0.148   
 5         120     0.933     0.970     0.980     0.955     0.234     0.162   
 6         144     0.903     0.962     0.975     0.945     0.105     0.165   
 7         168     0.868     0.955     0.969     0.934     0.218     0.194   
 8         192     0.859     0.950     0.964     0.923     0.150     0.110   
 9         216     0.847     0.940     0.958     0.917     0.244     0.098   
 10        240     0.777     0.935     0.953     0.905     0.262     0.105   
 11        264     0.705     0.930     0.948     0.908     0.254     0.090   
 12        288     0.681     0.933     0.942     0.898     0.256     0.041   
 13        312     0.653     0.935     0.934     0.896     0.027     0.014   
 14        336     0.690     0.928     0.931     0.898     0.249     0.031   
 15        360     0.769     0.929     0.934     0.901     0.182     0.072   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.025     0.997     1.000     1.000     1.000     0.991     0.997   
 1      0.059     0.987     0.996     0.999     1.000     0.933     0.970   
 2      0.047     0.974     0.993     0.998     0.999     0.899     0.941   
 3      0.065     0.959     0.984     0.994     0.996     0.857     0.894   
 4      0.057     0.949     0.978     0.991     0.994     0.812     0.847   
 5      0.057     0.936     0.970     0.988     0.992     0.761     0.790   
 6      0.042     0.920     0.958     0.984     0.989     0.712     0.741   
 7      0.028     0.912     0.943     0.978     0.986     0.704     0.720   
 8      0.022     0.906     0.937     0.974     0.982     0.683     0.702   
 9      0.033     0.895     0.933     0.971     0.980     0.650     0.681   
 10     0.010     0.885     0.898     0.962     0.975     0.555     0.595   
 11     0.024     0.876     0.864     0.953     0.971     0.514     0.545   
 12     0.023     0.875     0.853     0.948     0.965     0.470     0.493   
 13     0.033     0.870     0.837     0.938     0.958     0.454     0.448   
 14     0.026     0.876     0.859     0.940     0.957     0.524     0.493   
 15     0.032     0.879     0.891     0.947     0.961     0.578     0.553   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.999     0.985     0.995     0.998  
 1      0.978     0.877     0.951     0.962  
 2      0.957     0.792     0.895     0.913  
 3      0.919     0.715     0.795     0.819  
 4      0.862     0.673     0.760     0.729  
 5      0.818     0.588     0.696     0.687  
 6      0.788     0.520     0.565     0.584  
 7      0.770     0.424     0.442     0.492  
 8      0.746     0.296     0.285     0.351  
 9      0.716     0.283     0.246     0.237  
 10     0.646     0.226     0.187     0.154  
 11     0.606     0.150     0.109     0.120  
 12     0.547     0.139     0.043     0.004  
 13     0.528     0.191     0.055    -0.048  
 14     0.548     0.198     0.089     0.059  
 15     0.589     0.160     0.060     0.114  ,
 'ACORTENM_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.999     0.997     1.000     0.999     0.285     0.137   
 1          24     0.987     0.990     0.997     0.988     0.127     0.070   
 2          48     0.978     0.987     0.994     0.978     0.256     0.193   
 3          72     0.963     0.981     0.988     0.966     0.250     0.088   
 4          96     0.951     0.976     0.983     0.958     0.253     0.145   
 5         120     0.937     0.972     0.982     0.949     0.231     0.157   
 6         144     0.919     0.966     0.977     0.944     0.105     0.162   
 7         168     0.897     0.962     0.973     0.939     0.219     0.193   
 8         192     0.888     0.961     0.972     0.937     0.151     0.117   
 9         216     0.880     0.955     0.968     0.933     0.242     0.103   
 10        240     0.809     0.950     0.964     0.927     0.259     0.098   
 11        264     0.759     0.949     0.963     0.930     0.259     0.089   
 12        288     0.751     0.953     0.963     0.927     0.261     0.045   
 13        312     0.729     0.956     0.960     0.926     0.025     0.012   
 14        336     0.748     0.953     0.954     0.928     0.259     0.032   
 15        360     0.812     0.950     0.953     0.926     0.190     0.079   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.017     0.995     1.000     1.000     1.000     0.991     0.997   
 1      0.043     0.985     0.996     0.999     1.000     0.941     0.969   
 2      0.038     0.974     0.993     0.998     0.999     0.909     0.941   
 3      0.050     0.962     0.985     0.994     0.996     0.868     0.896   
 4      0.045     0.953     0.979     0.991     0.994     0.821     0.850   
 5      0.051     0.941     0.971     0.988     0.992     0.779     0.800   
 6      0.036     0.928     0.965     0.985     0.989     0.752     0.763   
 7      0.024     0.924     0.957     0.982     0.987     0.749     0.755   
 8      0.017     0.923     0.950     0.979     0.986     0.734     0.736   
 9      0.030     0.920     0.946     0.976     0.983     0.720     0.729   
 10     0.016     0.911     0.913     0.967     0.979     0.624     0.651   
 11     0.023     0.903     0.891     0.962     0.976     0.593     0.619   
 12     0.026     0.904     0.890     0.962     0.975     0.592     0.602   
 13     0.036     0.905     0.880     0.957     0.972     0.607     0.608   
 14     0.030     0.905     0.887     0.955     0.969     0.620     0.617   
 15     0.039     0.906     0.911     0.958     0.969     0.692     0.647   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.999     0.985     0.995     0.998  
 1      0.978     0.892     0.948     0.961  
 2      0.956     0.809     0.895     0.914  
 3      0.919     0.736     0.794     0.814  
 4      0.862     0.687     0.748     0.715  
 5      0.829     0.595     0.693     0.685  
 6      0.808     0.557     0.603     0.614  
 7      0.798     0.504     0.512     0.561  
 8      0.790     0.405     0.391     0.457  
 9      0.764     0.378     0.351     0.366  
 10     0.705     0.302     0.271     0.270  
 11     0.681     0.235     0.179     0.188  
 12     0.668     0.271     0.208     0.200  
 13     0.675     0.344     0.275     0.219  
 14     0.657     0.315     0.293     0.230  
 15     0.664     0.250     0.211     0.228  ,
 'RMSEX126_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.697     0.944     0.250     0.483     1.653     1.652   
 1          24     2.784     2.653     0.866     1.133     1.653     1.652   
 2          48     3.409     3.240     1.325     1.651     1.653     1.652   
 3          72     4.759     3.878     1.884     2.069     1.653     1.652   
 4          96     5.555     4.322     2.244     2.299     1.653     1.652   
 5         120     6.062     4.577     2.446     2.575     1.653     1.652   
 6         144     6.798     4.925     2.860     2.853     1.653     1.652   
 7         168     7.980     5.236     3.184     3.032     1.653     1.652   
 8         192     8.239     5.400     3.374     3.325     1.653     1.652   
 9         216     8.495     5.745     3.690     3.511     1.653     1.652   
 10        240    10.276     6.071     4.089     3.724     1.653     1.652   
 11        264    11.550     6.321     4.382     3.632     1.653     1.652   
 12        288    11.012     6.354     4.304     3.678     1.653     1.652   
 13        312    11.001     6.313     4.506     3.724     1.653     1.652   
 14        336    11.580     6.584     4.888     3.707     1.653     1.652   
 15        360    11.236     6.669     5.084     3.861     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.281     2.765     2.412     4.027     1.158     0.946   
 1      1.649     2.789    14.367    15.005    17.193     3.101     2.852   
 2      1.649     4.147    20.206    27.635    33.299     3.966     3.977   
 3      1.649     5.476    30.811    43.123    53.418     4.924     5.449   
 4      1.649     6.356    36.653    51.629    68.195     5.735     6.368   
 5      1.649     7.104    41.124    57.636    78.571     6.348     7.068   
 6      1.649     7.741    46.893    67.157    91.055     6.562     7.698   
 7      1.649     8.295    56.274    78.039   105.386     6.903     8.027   
 8      1.650     8.719    60.227    85.361   115.235     7.205     8.575   
 9      1.650     9.109    63.007    91.588   126.772     7.383     8.672   
 10     1.650     9.817    78.278   107.779   143.569     8.497    10.060   
 11     1.650    10.226    87.356   119.817   157.845     8.891    10.638   
 12     1.650    10.390    84.176   119.580   158.560     8.703    10.862   
 13     1.650    10.417    87.472   126.660   168.651     8.679    11.433   
 14     1.650    10.368    90.257   132.937   182.309     8.839    11.717   
 15     1.650    10.392    86.318   130.630   183.497     8.453    11.545   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.978     1.109     0.912     0.978  
 1      3.766     3.035     2.755     3.700  
 2      5.331     3.743     3.876     5.330  
 3      7.415     4.509     5.124     7.063  
 4      9.410     5.024     5.696     8.890  
 5     10.376     5.639     6.559    10.181  
 6     10.976     5.961     7.675    11.394  
 7     11.562     6.441     8.501    12.289  
 8     12.415     7.115     9.250    13.807  
 9     13.021     7.450     9.856    15.219  
 10    14.621     7.880    10.620    16.302  
 11    15.393     8.447    11.464    16.948  
 12    15.834     8.347    11.781    16.897  
 13    16.530     8.605    12.083    17.427  
 14    17.097     8.883    12.197    17.948  
 15    17.168     8.946    12.449    18.662  ,
 'RMSEXENM_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.689     1.040     0.280     0.485     1.653     1.652   
 1          24     2.409     2.349     0.895     1.848     1.653     1.652   
 2          48     3.346     3.083     1.310     2.274     1.653     1.652   
 3          72     4.675     3.747     1.820     2.632     1.653     1.652   
 4          96     5.510     4.211     2.153     2.824     1.653     1.652   
 5         120     5.939     4.452     2.265     3.003     1.653     1.652   
 6         144     6.351     4.717     2.542     3.065     1.653     1.652   
 7         168     7.154     4.910     2.830     3.081     1.653     1.652   
 8         192     7.433     5.028     2.971     3.171     1.653     1.652   
 9         216     7.702     5.351     3.200     3.297     1.653     1.652   
 10        240     9.304     5.613     3.568     3.416     1.653     1.652   
 11        264    10.373     5.715     3.730     3.332     1.653     1.652   
 12        288    10.116     5.645     3.694     3.397     1.653     1.652   
 13        312     9.890     5.637     3.916     3.365     1.653     1.652   
 14        336     9.974     5.785     4.171     3.348     1.653     1.652   
 15        360     9.429     5.930     4.185     3.386     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.897     3.989     7.242     9.920     1.159     0.946   
 1      1.649     2.985    13.703    14.623    16.600     2.930     2.905   
 2      1.649     4.151    20.274    26.613    30.089     3.735     3.975   
 3      1.650     5.288    30.613    42.128    49.294     4.686     5.414   
 4      1.650     6.088    36.648    51.395    64.940     5.437     6.332   
 5      1.650     6.820    40.404    56.870    73.755     5.901     6.906   
 6      1.650     7.393    43.124    62.806    83.032     5.940     7.254   
 7      1.649     7.752    49.554    70.256    93.410     6.170     7.371   
 8      1.650     8.035    54.223    78.175   102.630     6.389     7.965   
 9      1.650     8.283    57.889    86.891   114.937     6.448     8.129   
 10     1.650     8.939    70.978   100.774   131.760     7.445     9.244   
 11     1.650     9.269    78.144   107.813   140.669     7.856     9.759   
 12     1.650     9.356    77.278   109.004   141.890     7.836    10.140   
 13     1.650     9.377    78.034   113.280   149.812     7.423    10.113   
 14     1.650     9.301    78.005   116.432   156.733     7.275    10.006   
 15     1.650     9.241    73.349   113.788   154.721     6.698     9.521   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.978     1.110     0.912     0.978  
 1      3.853     2.849     2.845     3.783  
 2      5.373     3.549     3.894     5.376  
 3      7.463     4.273     5.104     7.128  
 4      9.373     4.703     5.784     9.008  
 5      9.978     5.327     6.527    10.049  
 6     10.271     5.426     7.177    10.752  
 7     10.745     5.691     7.811    11.446  
 8     11.510     5.995     8.299    12.480  
 9     12.237     6.452     8.941    13.730  
 10    13.538     6.984     9.702    14.728  
 11    13.939     7.242    10.125    14.926  
 12    14.370     7.062    10.016    14.345  
 13    14.346     7.057     9.764    14.316  
 14    14.490     7.273    10.097    14.491  
 15    14.539     7.543    10.460    15.057  ,
 'RMSET126_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.698     0.908     0.250     0.483     1.653     1.652   
 1          24     2.603     2.358     0.835     1.149     1.653     1.652   
 2          48     3.044     2.680     1.289     1.649     1.653     1.652   
 3          72     4.239     3.135     1.830     2.053     1.653     1.652   
 4          96     5.005     3.426     2.190     2.256     1.653     1.652   
 5         120     5.531     3.634     2.407     2.482     1.653     1.652   
 6         144     6.371     4.032     2.793     2.738     1.653     1.652   
 7         168     7.373     4.373     3.101     2.994     1.653     1.652   
 8         192     7.566     4.627     3.335     3.256     1.653     1.652   
 9         216     7.766     5.056     3.590     3.417     1.653     1.652   
 10        240     9.300     5.318     3.884     3.689     1.653     1.652   
 11        264    10.767     5.582     4.158     3.644     1.653     1.652   
 12        288    10.997     5.596     4.423     3.855     1.653     1.652   
 13        312    11.231     5.550     4.723     3.888     1.653     1.652   
 14        336    10.773     5.855     4.857     3.825     1.653     1.652   
 15        360     9.487     5.829     4.800     3.748     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.303     2.811     2.386     4.031     1.087     0.946   
 1      1.649     2.646    13.844    12.688    14.429     3.007     2.830   
 2      1.649     3.676    19.337    23.989    28.305     3.862     3.942   
 3      1.649     4.633    29.240    39.040    47.857     4.763     5.339   
 4      1.649     5.103    34.896    46.580    60.298     5.374     6.167   
 5      1.650     5.755    40.016    53.722    71.427     5.856     6.932   
 6      1.650     6.417    46.144    62.712    83.895     6.279     7.538   
 7      1.649     6.747    53.705    72.104    95.898     6.393     7.874   
 8      1.650     7.043    56.717    79.965   106.780     6.627     8.315   
 9      1.650     7.421    58.207    84.421   115.666     6.892     8.549   
 10     1.650     7.807    71.083    95.749   127.375     7.978     9.844   
 11     1.650     8.136    82.211   106.938   139.486     8.534    10.628   
 12     1.650     8.181    85.059   114.065   152.619     9.012    11.339   
 13     1.650     8.387    89.091   124.464   168.437     8.990    11.885   
 14     1.650     8.183    83.795   124.281   172.960     8.437    11.482   
 15     1.650     8.029    74.171   117.083   166.837     7.894    10.693   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.978     1.030     0.912     0.978  
 1      3.721     2.929     2.727     3.632  
 2      5.153     3.658     3.855     5.300  
 3      7.136     4.357     4.969     6.921  
 4      8.847     4.722     5.538     8.565  
 5      9.948     5.315     6.474     9.753  
 6     10.614     5.681     7.631    11.204  
 7     11.072     6.194     8.496    12.360  
 8     11.955     6.749     9.335    13.541  
 9     12.707     6.976     9.622    14.682  
 10    14.245     7.392     9.928    15.158  
 11    15.107     7.929    10.362    15.259  
 12    16.329     8.059    11.180    16.444  
 13    16.630     7.876    11.404    17.227  
 14    16.369     7.901    11.343    16.459  
 15    15.773     8.372    11.782    16.542  ,
 'RMSETENM_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.688     1.008     0.280     0.485     1.653     1.652   
 1          24     2.196     2.026     0.873     1.902     1.653     1.652   
 2          48     2.989     2.497     1.278     2.337     1.653     1.652   
 3          72     4.129     2.983     1.754     2.686     1.653     1.652   
 4          96     4.884     3.297     2.074     2.834     1.653     1.652   
 5         120     5.361     3.490     2.223     2.967     1.653     1.652   
 6         144     5.837     3.790     2.526     3.048     1.653     1.652   
 7         168     6.489     3.990     2.753     3.097     1.653     1.652   
 8         192     6.601     4.105     2.872     3.140     1.653     1.652   
 9         216     6.631     4.426     3.095     3.236     1.653     1.652   
 10        240     8.335     4.636     3.316     3.386     1.653     1.652   
 11        264     9.287     4.720     3.463     3.340     1.653     1.652   
 12        288     9.033     4.649     3.481     3.438     1.653     1.652   
 13        312     9.231     4.573     3.630     3.410     1.653     1.652   
 14        336     9.136     4.701     3.874     3.298     1.653     1.652   
 15        360     8.231     4.836     3.906     3.277     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.917     4.044     7.248     9.938     1.089     0.946   
 1      1.649     2.845    13.209    12.695    18.090     2.825     2.886   
 2      1.649     3.725    19.521    23.329    28.726     3.623     3.929   
 3      1.650     4.510    28.802    37.977    45.912     4.493     5.275   
 4      1.650     4.960    34.399    46.127    58.931     5.125     6.062   
 5      1.650     5.576    39.171    53.005    68.653     5.470     6.692   
 6      1.650     6.135    42.277    59.184    78.836     5.657     7.121   
 7      1.649     6.324    46.971    65.059    86.297     5.688     7.231   
 8      1.650     6.399    49.946    71.596    93.297     5.836     7.680   
 9      1.650     6.499    50.984    76.725   101.834     5.801     7.681   
 10     1.650     6.853    64.227    88.072   113.806     6.922     8.802   
 11     1.650     7.137    71.078    95.065   122.700     7.375     9.402   
 12     1.650     7.103    69.973    96.200   125.104     7.432     9.695   
 13     1.650     7.085    72.710   100.980   133.901     7.110     9.584   
 14     1.650     7.066    71.203   103.707   141.710     6.988     9.523   
 15     1.650     6.990    64.782   100.923   140.294     6.311     9.061   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.978     1.031     0.912     0.978  
 1      3.798     2.731     2.814     3.709  
 2      5.220     3.449     3.855     5.304  
 3      7.129     4.089     4.957     6.958  
 4      8.798     4.479     5.622     8.689  
 5      9.564     5.081     6.448     9.768  
 6     10.001     5.221     7.192    10.749  
 7     10.282     5.453     7.780    11.365  
 8     10.835     5.732     8.244    12.101  
 9     11.488     5.994     8.559    13.047  
 10    12.721     6.392     8.962    13.438  
 11    13.230     6.617     9.139    13.474  
 12    13.597     6.498     9.145    13.303  
 13    13.403     6.390     9.054    13.557  
 14    13.857     6.621     9.245    13.559  
 15    13.912     7.049     9.750    14.160  ,
 'VIESX126_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.160    -0.079     0.045     0.217     1.653     1.651   
 1          24     0.165    -1.222    -0.189     0.352     1.653     1.652   
 2          48     0.096    -1.622    -0.347     0.407     1.653     1.652   
 3          72    -0.045    -1.868    -0.452     0.476     1.653     1.652   
 4          96     0.050    -1.951    -0.623     0.344     1.653     1.652   
 5         120    -0.002    -1.993    -0.825     0.232     1.653     1.651   
 6         144     0.324    -2.154    -1.100     0.101     1.653     1.651   
 7         168     0.419    -2.209    -1.204    -0.053     1.653     1.651   
 8         192     0.192    -2.315    -1.278    -0.174     1.653     1.652   
 9         216     0.194    -2.438    -1.384    -0.112     1.653     1.651   
 10        240     0.483    -2.544    -1.557    -0.069     1.652     1.651   
 11        264     0.487    -2.523    -1.717    -0.019     1.652     1.651   
 12        288     0.192    -2.701    -1.769     0.104     1.652     1.651   
 13        312     0.151    -2.887    -1.899    -0.050     1.652     1.651   
 14        336     0.284    -3.016    -2.100    -0.246     1.652     1.651   
 15        360     0.418    -2.988    -2.174    -0.338     1.652     1.651   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649    -0.036    -0.004     1.443     3.038    -0.004    -0.009   
 1      1.649    -0.111    -2.429    -9.564    -9.195    -0.059    -0.085   
 2      1.649    -0.236    -4.654   -16.573   -17.548    -0.195    -0.190   
 3      1.649    -0.408    -6.320   -21.581   -22.572    -0.210    -0.166   
 4      1.649    -0.483    -5.892   -23.645   -27.305    -0.374    -0.211   
 5      1.650    -0.609    -6.589   -26.208   -33.949    -0.636    -0.187   
 6      1.649    -0.628    -4.715   -28.307   -40.081    -0.805    -0.275   
 7      1.649    -0.584    -4.030   -30.170   -44.799    -0.932    -0.154   
 8      1.650    -0.605    -6.018   -33.229   -49.619    -0.880    -0.017   
 9      1.650    -0.756    -6.572   -35.319   -53.746    -0.835     0.046   
 10     1.649    -0.871    -5.022   -35.637   -57.117    -0.810    -0.019   
 11     1.650    -1.025    -4.854   -36.691   -59.009    -0.812     0.358   
 12     1.649    -1.175    -7.585   -41.682   -63.582    -0.516     0.478   
 13     1.650    -1.122    -7.841   -44.337   -68.978    -0.568     0.457   
 14     1.649    -1.131    -7.515   -46.624   -74.882    -0.600     0.488   
 15     1.650    -1.193    -6.690   -46.628   -76.697    -0.547     0.440   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.066     0.010    -0.004     0.002  
 1     -0.401     0.052     0.070     0.136  
 2     -0.636     0.194     0.064     0.150  
 3     -0.525     0.124     0.098     0.061  
 4     -0.824     0.183     0.068    -0.037  
 5     -0.747     0.006    -0.000     0.089  
 6     -0.748     0.146     0.023     0.163  
 7     -0.529     0.072     0.068     0.077  
 8     -0.219    -0.072     0.067     0.129  
 9     -0.441    -0.025     0.020     0.210  
 10    -0.384     0.154    -0.026     0.375  
 11    -0.044     0.086     0.023     0.175  
 12     0.188     0.007     0.179     0.097  
 13     0.144    -0.111     0.112     0.212  
 14     0.061    -0.091     0.166     0.439  
 15     0.154     0.014     0.068     0.185  ,
 'VIESXENM_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.139     0.063     0.073     0.221     1.653     1.651   
 1          24     0.074    -1.066    -0.036     1.388     1.653     1.652   
 2          48     0.094    -1.560    -0.137     1.491     1.653     1.652   
 3          72    -0.067    -1.837    -0.202     1.510     1.653     1.652   
 4          96     0.009    -1.925    -0.324     1.341     1.653     1.652   
 5         120    -0.079    -1.953    -0.483     1.183     1.653     1.651   
 6         144     0.200    -2.103    -0.714     1.014     1.653     1.651   
 7         168     0.320    -2.149    -0.850     0.804     1.653     1.651   
 8         192     0.221    -2.246    -0.964     0.656     1.653     1.652   
 9         216     0.237    -2.353    -1.065     0.652     1.653     1.651   
 10        240     0.460    -2.455    -1.250     0.631     1.652     1.651   
 11        264     0.493    -2.461    -1.465     0.629     1.652     1.651   
 12        288     0.283    -2.602    -1.578     0.661     1.652     1.651   
 13        312     0.376    -2.700    -1.660     0.477     1.652     1.651   
 14        336     0.526    -2.739    -1.814     0.240     1.652     1.651   
 15        360     0.711    -2.745    -1.831     0.049     1.652     1.651   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.059     0.865     3.647     6.148    -0.004    -0.009   
 1      1.649     0.613    -2.396    -8.230     5.966    -0.193     0.060   
 2      1.649     0.519    -4.403   -14.821    -1.041    -0.168    -0.129   
 3      1.649     0.330    -6.401   -19.748    -5.736    -0.166    -0.106   
 4      1.649     0.224    -6.093   -21.558   -10.039    -0.309    -0.158   
 5      1.650     0.080    -6.931   -23.848   -16.419    -0.575    -0.170   
 6      1.650    -0.002    -5.429   -25.764   -22.437    -0.710    -0.231   
 7      1.649    -0.021    -4.472   -27.299   -27.846    -0.786    -0.163   
 8      1.650    -0.107    -5.519   -29.662   -32.688    -0.759     0.001   
 9      1.650    -0.279    -6.053   -31.641   -36.769    -0.667     0.159   
 10     1.649    -0.435    -4.949   -32.384   -41.472    -0.684     0.213   
 11     1.650    -0.589    -4.446   -33.673   -44.980    -0.587     0.443   
 12     1.649    -0.757    -6.389   -38.070   -50.497    -0.467     0.439   
 13     1.650    -0.797    -5.721   -38.939   -53.599    -0.519     0.251   
 14     1.649    -0.813    -4.784   -39.817   -57.828    -0.553     0.241   
 15     1.650    -0.884    -3.712   -39.148   -59.774    -0.604     0.241   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.066     0.009    -0.004     0.001  
 1     -0.381     0.043     0.093     0.120  
 2     -0.691     0.105     0.044     0.199  
 3     -0.659     0.098     0.103    -0.013  
 4     -0.953     0.210     0.079    -0.040  
 5     -0.847     0.091     0.053     0.050  
 6     -0.883     0.150     0.005     0.114  
 7     -0.790     0.029     0.076     0.114  
 8     -0.487    -0.058     0.083     0.173  
 9     -0.574    -0.023     0.043     0.224  
 10    -0.506     0.024     0.029     0.343  
 11    -0.269     0.073     0.043     0.211  
 12    -0.192     0.016     0.205     0.096  
 13    -0.418    -0.170     0.150     0.138  
 14    -0.574    -0.127     0.118     0.263  
 15    -0.507    -0.022     0.096     0.157  ,
 'VIEST126_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.184    -0.060     0.045     0.217     1.653     1.652   
 1          24     0.114    -0.926    -0.114     0.434     1.653     1.652   
 2          48     0.061    -1.143    -0.234     0.575     1.653     1.652   
 3          72    -0.091    -1.265    -0.328     0.717     1.653     1.652   
 4          96     0.026    -1.261    -0.490     0.624     1.653     1.652   
 5         120    -0.020    -1.229    -0.692     0.504     1.653     1.652   
 6         144     0.273    -1.300    -0.917     0.390     1.653     1.652   
 7         168     0.328    -1.332    -1.016     0.240     1.653     1.652   
 8         192     0.104    -1.389    -1.030     0.136     1.653     1.652   
 9         216     0.050    -1.454    -1.068     0.171     1.653     1.652   
 10        240     0.213    -1.572    -1.213     0.205     1.653     1.652   
 11        264     0.219    -1.636    -1.454     0.327     1.653     1.652   
 12        288     0.050    -1.844    -1.626     0.425     1.653     1.652   
 13        312     0.047    -1.946    -1.715     0.258     1.653     1.652   
 14        336     0.170    -2.052    -1.862     0.016     1.653     1.652   
 15        360     0.368    -2.068    -1.910    -0.185     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649    -0.033    -0.064     1.471     3.068    -0.029    -0.009   
 1      1.649    -0.068    -0.120    -5.939    -4.090    -0.013    -0.035   
 2      1.649    -0.084    -1.037   -10.423    -8.864    -0.065    -0.086   
 3      1.649    -0.100    -2.065   -13.916   -11.786    -0.101     0.008   
 4      1.649    -0.015    -0.973   -14.896   -14.698    -0.154    -0.050   
 5      1.650     0.050    -1.151   -16.515   -20.158    -0.355    -0.014   
 6      1.649     0.146     0.943   -17.571   -24.504    -0.457    -0.104   
 7      1.649     0.260     1.420   -19.115   -28.255    -0.528    -0.013   
 8      1.650     0.256    -0.475   -21.200   -31.367    -0.458     0.090   
 9      1.650     0.208    -1.208   -22.562   -34.155    -0.385     0.185   
 10     1.649     0.106    -0.699   -23.355   -37.558    -0.393     0.230   
 11     1.650    -0.025    -0.732   -25.724   -41.166    -0.302     0.530   
 12     1.650    -0.138    -2.543   -30.813   -47.070    -0.152     0.516   
 13     1.650    -0.180    -2.419   -32.161   -51.001    -0.119     0.418   
 14     1.650    -0.199    -1.976   -33.221   -56.164    -0.299     0.381   
 15     1.650    -0.217    -0.737   -32.618   -58.401    -0.320     0.351   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.066     0.016    -0.004     0.002  
 1     -0.284     0.093     0.050     0.071  
 2     -0.409     0.128    -0.001     0.169  
 3     -0.203     0.047     0.110     0.120  
 4     -0.538     0.149     0.009     0.072  
 5     -0.411     0.079     0.065     0.083  
 6     -0.408     0.142     0.045     0.091  
 7     -0.281     0.094     0.136    -0.086  
 8     -0.041    -0.086     0.056     0.139  
 9     -0.182     0.004     0.061     0.160  
 10    -0.188     0.066     0.014     0.264  
 11     0.165     0.004    -0.017     0.208  
 12     0.278     0.007     0.204     0.028  
 13     0.092    -0.157     0.127     0.013  
 14     0.081    -0.133     0.097     0.142  
 15     0.215     0.050     0.114     0.039  ,
 'VIESTENM_20200601002020060100T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.163     0.082     0.073     0.220     1.653     1.651   
 1          24     0.020    -0.793     0.048     1.474     1.653     1.652   
 2          48     0.048    -1.082    -0.004     1.624     1.653     1.652   
 3          72    -0.116    -1.225    -0.056     1.700     1.653     1.652   
 4          96    -0.024    -1.225    -0.166     1.568     1.653     1.652   
 5         120    -0.132    -1.164    -0.321     1.428     1.653     1.652   
 6         144     0.128    -1.239    -0.526     1.278     1.653     1.652   
 7         168     0.210    -1.256    -0.635     1.094     1.653     1.652   
 8         192     0.080    -1.330    -0.720     0.964     1.653     1.652   
 9         216     0.071    -1.407    -0.813     0.961     1.653     1.652   
 10        240     0.241    -1.473    -1.009     0.945     1.653     1.652   
 11        264     0.223    -1.504    -1.228     0.980     1.653     1.651   
 12        288     0.005    -1.687    -1.346     1.017     1.653     1.651   
 13        312     0.069    -1.788    -1.387     0.810     1.653     1.651   
 14        336     0.224    -1.841    -1.469     0.567     1.653     1.651   
 15        360     0.412    -1.832    -1.479     0.404     1.653     1.651   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.066     0.799     3.680     6.185    -0.029    -0.009   
 1      1.649     0.666    -0.185    -4.631    11.237    -0.146     0.106   
 2      1.649     0.677    -0.838    -8.577     7.743    -0.085    -0.026   
 3      1.649     0.642    -2.075   -11.862     5.177    -0.085     0.045   
 4      1.649     0.684    -1.154   -12.432     2.593    -0.107     0.019   
 5      1.650     0.707    -1.641   -13.864    -2.612    -0.272     0.014   
 6      1.650     0.755     0.128   -14.941    -7.346    -0.360    -0.057   
 7      1.649     0.830     0.974   -15.998   -11.622    -0.381     0.036   
 8      1.650     0.815    -0.217   -17.967   -15.654    -0.384     0.168   
 9      1.650     0.728    -0.794   -19.908   -19.657    -0.320     0.281   
 10     1.649     0.641     0.063   -20.915   -24.628    -0.349     0.339   
 11     1.650     0.511     0.066   -22.929   -28.398    -0.255     0.557   
 12     1.650     0.349    -2.133   -27.549   -33.831    -0.125     0.562   
 13     1.650     0.290    -1.686   -27.846   -36.190    -0.132     0.374   
 14     1.650     0.218    -0.774   -27.984   -38.891    -0.223     0.344   
 15     1.650     0.121     0.327   -27.397   -40.222    -0.315     0.312   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.066     0.016    -0.004     0.002  
 1     -0.235     0.090     0.075     0.043  
 2     -0.466     0.068    -0.000     0.180  
 3     -0.359     0.075     0.108     0.031  
 4     -0.695     0.124     0.062     0.040  
 5     -0.588     0.106     0.111     0.064  
 6     -0.621     0.129     0.037     0.061  
 7     -0.510     0.090     0.086    -0.021  
 8     -0.205    -0.045     0.065     0.165  
 9     -0.324     0.017     0.078     0.204  
 10    -0.242     0.047     0.050     0.265  
 11     0.030     0.074     0.041     0.118  
 12     0.196    -0.008     0.172     0.036  
 13     0.006    -0.167     0.137     0.131  
 14    -0.134    -0.167     0.073     0.259  
 15    -0.111     0.001     0.085     0.211  ,
 'ACORX126_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.999     0.998     1.000     0.999     0.137     0.081   
 1          24     0.984     0.987     0.997     0.991     0.254     0.217   
 2          48     0.975     0.979     0.994     0.983     0.245     0.099   
 3          72     0.964     0.971     0.990     0.972     0.245     0.154   
 4          96     0.947     0.963     0.985     0.959     0.217     0.151   
 5         120     0.922     0.954     0.980     0.948     0.096     0.142   
 6         144     0.895     0.948     0.975     0.944     0.197     0.161   
 7         168     0.867     0.942     0.970     0.933     0.134     0.100   
 8         192     0.855     0.935     0.964     0.928     0.208     0.086   
 9         216     0.813     0.932     0.958     0.924     0.218     0.083   
 10        240     0.757     0.929     0.953     0.929     0.213     0.080   
 11        264     0.711     0.929     0.950     0.925     0.219     0.036   
 12        288     0.692     0.928     0.949     0.923     0.023     0.011   
 13        312     0.699     0.921     0.941     0.904     0.226     0.024   
 14        336     0.731     0.916     0.933     0.891     0.163     0.064   
 15        360     0.729     0.902     0.932     0.890     0.214     0.143   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.063     0.997     1.000     1.000     1.000     0.990     0.997   
 1      0.051     0.985     0.997     0.999     1.000     0.932     0.970   
 2      0.073     0.966     0.993     0.998     0.999     0.899     0.943   
 3      0.052     0.945     0.988     0.995     0.997     0.846     0.898   
 4      0.060     0.920     0.980     0.992     0.995     0.797     0.840   
 5      0.043     0.890     0.971     0.988     0.991     0.755     0.779   
 6      0.024     0.870     0.959     0.984     0.989     0.710     0.751   
 7      0.012     0.859     0.947     0.980     0.986     0.660     0.698   
 8      0.017     0.844     0.941     0.976     0.983     0.657     0.708   
 9     -0.001     0.815     0.920     0.967     0.977     0.593     0.666   
 10     0.006     0.798     0.899     0.962     0.974     0.571     0.635   
 11     0.013     0.803     0.878     0.958     0.973     0.550     0.572   
 12     0.007     0.810     0.858     0.949     0.969     0.506     0.509   
 13     0.014     0.806     0.856     0.944     0.964     0.511     0.491   
 14     0.019     0.803     0.869     0.945     0.962     0.547     0.525   
 15    -0.001     0.807     0.863     0.939     0.961     0.553     0.511   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.998     0.984     0.995     0.997  
 1      0.979     0.860     0.949     0.961  
 2      0.952     0.797     0.886     0.895  
 3      0.904     0.733     0.838     0.825  
 4      0.862     0.651     0.762     0.753  
 5      0.822     0.562     0.651     0.676  
 6      0.800     0.488     0.544     0.601  
 7      0.763     0.348     0.434     0.470  
 8      0.742     0.314     0.331     0.303  
 9      0.691     0.220     0.212     0.153  
 10     0.646     0.175     0.122     0.060  
 11     0.593     0.136     0.075     0.053  
 12     0.586     0.163     0.137     0.109  
 13     0.584     0.147     0.097     0.111  
 14     0.584     0.172     0.129     0.066  
 15     0.564     0.057    -0.025     0.031  ,
 'ACORXENM_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.999     0.997     1.000     0.999     0.135     0.079   
 1          24     0.988     0.989     0.997     0.988     0.250     0.211   
 2          48     0.977     0.981     0.993     0.978     0.244     0.099   
 3          72     0.965     0.973     0.989     0.966     0.243     0.153   
 4          96     0.949     0.966     0.986     0.953     0.216     0.148   
 5         120     0.928     0.957     0.981     0.945     0.097     0.143   
 6         144     0.905     0.951     0.976     0.944     0.200     0.163   
 7         168     0.881     0.947     0.973     0.936     0.136     0.103   
 8         192     0.864     0.940     0.968     0.933     0.210     0.086   
 9         216     0.823     0.938     0.964     0.932     0.218     0.079   
 10        240     0.764     0.937     0.962     0.933     0.218     0.077   
 11        264     0.720     0.939     0.961     0.928     0.224     0.037   
 12        288     0.722     0.938     0.958     0.927     0.021     0.011   
 13        312     0.729     0.934     0.953     0.923     0.219     0.027   
 14        336     0.776     0.930     0.949     0.916     0.162     0.069   
 15        360     0.801     0.925     0.948     0.917     0.218     0.149   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.045     0.995     1.000     1.000     1.000     0.990     0.997   
 1      0.040     0.984     0.997     0.999     1.000     0.939     0.968   
 2      0.055     0.967     0.993     0.998     0.999     0.909     0.941   
 3      0.043     0.949     0.988     0.995     0.997     0.857     0.897   
 4      0.046     0.928     0.981     0.992     0.994     0.813     0.843   
 5      0.033     0.903     0.973     0.988     0.991     0.778     0.791   
 6      0.020     0.888     0.964     0.984     0.989     0.750     0.774   
 7      0.014     0.879     0.952     0.980     0.986     0.716     0.737   
 8      0.018     0.868     0.944     0.975     0.983     0.704     0.731   
 9      0.004     0.849     0.922     0.968     0.978     0.632     0.673   
 10     0.010     0.838     0.899     0.963     0.975     0.595     0.637   
 11     0.012     0.837     0.880     0.959     0.973     0.583     0.591   
 12     0.009     0.836     0.874     0.953     0.970     0.590     0.577   
 13     0.017     0.835     0.876     0.950     0.967     0.586     0.577   
 14     0.022     0.833     0.896     0.952     0.967     0.648     0.601   
 15     0.005     0.838     0.906     0.952     0.968     0.683     0.623   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.998     0.984     0.995     0.997  
 1      0.977     0.874     0.948     0.959  
 2      0.950     0.820     0.881     0.892  
 3      0.899     0.751     0.830     0.813  
 4      0.863     0.659     0.754     0.753  
 5      0.829     0.598     0.670     0.691  
 6      0.816     0.528     0.579     0.629  
 7      0.794     0.395     0.466     0.503  
 8      0.768     0.314     0.358     0.360  
 9      0.715     0.263     0.257     0.216  
 10     0.683     0.211     0.127     0.086  
 11     0.644     0.181     0.076     0.066  
 12     0.642     0.244     0.174     0.148  
 13     0.634     0.209     0.164     0.175  
 14     0.637     0.241     0.156     0.163  
 15     0.643     0.254     0.142     0.170  ,
 'ACORT126_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.999     0.998     1.000     0.999     0.137     0.081   
 1          24     0.986     0.990     0.997     0.991     0.268     0.221   
 2          48     0.980     0.985     0.994     0.983     0.261     0.103   
 3          72     0.972     0.980     0.990     0.974     0.262     0.161   
 4          96     0.957     0.976     0.985     0.963     0.236     0.168   
 5         120     0.933     0.969     0.981     0.954     0.105     0.167   
 6         144     0.914     0.964     0.976     0.947     0.217     0.195   
 7         168     0.895     0.959     0.971     0.939     0.152     0.125   
 8         192     0.878     0.950     0.962     0.934     0.246     0.112   
 9         216     0.824     0.948     0.956     0.926     0.262     0.102   
 10        240     0.766     0.947     0.955     0.928     0.262     0.095   
 11        264     0.757     0.946     0.950     0.929     0.261     0.040   
 12        288     0.737     0.943     0.945     0.920     0.026     0.012   
 13        312     0.739     0.935     0.935     0.917     0.256     0.030   
 14        336     0.764     0.935     0.929     0.910     0.185     0.076   
 15        360     0.755     0.931     0.933     0.906     0.245     0.163   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.063     0.997     1.000     1.000     1.000     0.991     0.997   
 1      0.052     0.987     0.997     0.999     1.000     0.936     0.970   
 2      0.074     0.974     0.993     0.998     0.999     0.906     0.944   
 3      0.054     0.962     0.989     0.996     0.997     0.859     0.904   
 4      0.062     0.947     0.981     0.993     0.995     0.817     0.850   
 5      0.047     0.930     0.972     0.988     0.992     0.777     0.796   
 6      0.029     0.915     0.965     0.985     0.990     0.755     0.781   
 7      0.018     0.909     0.956     0.981     0.987     0.712     0.734   
 8      0.029     0.901     0.948     0.976     0.983     0.688     0.713   
 9      0.008     0.892     0.922     0.968     0.977     0.588     0.657   
 10     0.020     0.879     0.897     0.961     0.973     0.574     0.630   
 11     0.027     0.877     0.895     0.959     0.971     0.583     0.582   
 12     0.031     0.873     0.882     0.951     0.966     0.578     0.555   
 13     0.027     0.869     0.880     0.946     0.959     0.588     0.586   
 14     0.041     0.870     0.885     0.947     0.958     0.600     0.578   
 15     0.016     0.866     0.876     0.943     0.959     0.610     0.561   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.998     0.986     0.995     0.997  
 1      0.979     0.869     0.950     0.962  
 2      0.955     0.814     0.890     0.899  
 3      0.915     0.761     0.845     0.835  
 4      0.872     0.682     0.772     0.768  
 5      0.839     0.602     0.663     0.700  
 6      0.833     0.537     0.569     0.643  
 7      0.801     0.422     0.452     0.528  
 8      0.751     0.345     0.319     0.358  
 9      0.691     0.270     0.235     0.245  
 10     0.661     0.221     0.207     0.162  
 11     0.614     0.183     0.186     0.152  
 12     0.617     0.187     0.167     0.128  
 13     0.612     0.173     0.106     0.081  
 14     0.578     0.127     0.092     0.042  
 15     0.571     0.104    -0.023    -0.060  ,
 'ACORTENM_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.999     0.997     1.000     0.999     0.135     0.079   
 1          24     0.991     0.992     0.997     0.988     0.263     0.215   
 2          48     0.981     0.987     0.994     0.978     0.260     0.103   
 3          72     0.972     0.982     0.989     0.968     0.259     0.160   
 4          96     0.959     0.977     0.985     0.956     0.233     0.165   
 5         120     0.938     0.972     0.981     0.950     0.105     0.165   
 6         144     0.920     0.967     0.977     0.946     0.220     0.196   
 7         168     0.900     0.963     0.974     0.941     0.153     0.125   
 8         192     0.885     0.957     0.967     0.938     0.245     0.107   
 9         216     0.839     0.955     0.965     0.934     0.260     0.101   
 10        240     0.778     0.954     0.964     0.935     0.261     0.092   
 11        264     0.746     0.955     0.962     0.930     0.260     0.045   
 12        288     0.734     0.955     0.958     0.929     0.025     0.012   
 13        312     0.754     0.950     0.951     0.927     0.258     0.032   
 14        336     0.815     0.950     0.950     0.923     0.188     0.079   
 15        360     0.830     0.948     0.953     0.923     0.255     0.173   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.045     0.995     1.000     1.000     1.000     0.991     0.997   
 1      0.039     0.985     0.997     0.999     1.000     0.943     0.968   
 2      0.056     0.975     0.993     0.998     0.999     0.915     0.943   
 3      0.047     0.964     0.988     0.995     0.997     0.867     0.903   
 4      0.051     0.951     0.982     0.992     0.994     0.829     0.850   
 5      0.038     0.938     0.974     0.988     0.991     0.796     0.803   
 6      0.025     0.930     0.967     0.985     0.989     0.779     0.794   
 7      0.015     0.925     0.956     0.981     0.987     0.752     0.760   
 8      0.026     0.919     0.949     0.976     0.983     0.731     0.745   
 9      0.013     0.915     0.927     0.970     0.980     0.644     0.683   
 10     0.023     0.909     0.903     0.965     0.977     0.617     0.661   
 11     0.028     0.908     0.889     0.962     0.975     0.614     0.621   
 12     0.034     0.906     0.883     0.958     0.971     0.623     0.624   
 13     0.030     0.907     0.892     0.955     0.967     0.645     0.639   
 14     0.038     0.909     0.916     0.960     0.969     0.698     0.665   
 15     0.021     0.910     0.921     0.961     0.972     0.738     0.675   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.998     0.986     0.995     0.997  
 1      0.978     0.882     0.949     0.961  
 2      0.953     0.832     0.886     0.896  
 3      0.908     0.768     0.839     0.823  
 4      0.870     0.687     0.764     0.760  
 5      0.840     0.623     0.676     0.700  
 6      0.839     0.561     0.589     0.648  
 7      0.817     0.440     0.477     0.548  
 8      0.786     0.369     0.362     0.418  
 9      0.732     0.337     0.305     0.337  
 10     0.697     0.266     0.207     0.185  
 11     0.663     0.217     0.152     0.124  
 12     0.672     0.297     0.248     0.158  
 13     0.662     0.260     0.253     0.223  
 14     0.666     0.301     0.303     0.293  
 15     0.689     0.335     0.308     0.306  ,
 'RMSEX126_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.695     0.928     0.250     0.468     1.653     1.652   
 1          24     2.550     2.562     0.863     1.143     1.653     1.652   
 2          48     3.434     3.267     1.294     1.579     1.653     1.652   
 3          72     4.223     3.812     1.710     2.002     1.653     1.652   
 4          96     5.079     4.228     2.062     2.371     1.653     1.652   
 5         120     6.070     4.611     2.439     2.676     1.653     1.652   
 6         144     6.996     4.843     2.783     2.781     1.653     1.652   
 7         168     7.730     5.139     3.087     3.066     1.653     1.652   
 8         192     7.802     5.420     3.432     3.207     1.653     1.652   
 9         216     8.581     5.572     3.818     3.319     1.653     1.652   
 10        240     9.556     5.754     4.162     3.218     1.653     1.652   
 11        264    10.121     5.846     4.356     3.333     1.653     1.652   
 12        288    10.473     6.005     4.486     3.379     1.653     1.652   
 13        312    10.661     6.299     4.836     3.739     1.653     1.652   
 14        336    10.437     6.503     5.094     3.983     1.653     1.652   
 15        360    11.050     6.943     5.203     3.984     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.281     2.955     2.402     4.166     1.128     0.928   
 1      1.649     2.770    12.909    14.126    16.050     3.131     2.843   
 2      1.649     4.202    19.980    27.016    32.096     3.962     3.937   
 3      1.649     5.322    26.695    37.771    47.926     4.870     5.032   
 4      1.650     6.372    33.804    47.518    63.177     5.470     6.052   
 5      1.649     7.432    40.966    59.185    79.315     6.013     7.001   
 6      1.649     8.088    48.589    68.553    91.744     6.543     7.429   
 7      1.650     8.470    55.429    77.487   103.413     7.090     8.336   
 8      1.650     8.930    57.021    84.142   115.022     6.942     8.119   
 9      1.650     9.759    63.536    93.978   130.654     7.766     8.772   
 10     1.650    10.185    69.467   100.285   140.710     8.033     9.360   
 11     1.650    10.116    75.809   107.630   146.938     8.324    10.272   
 12     1.650     9.979    82.861   119.022   158.161     8.538    11.039   
 13     1.650    10.085    84.623   124.658   170.331     8.653    11.309   
 14     1.650    10.131    82.206   123.918   176.177     8.298    10.820   
 15     1.650     9.998    85.963   129.208   177.067     8.256    11.103   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      1.003     1.048     0.883     0.955  
 1      3.696     2.989     2.712     3.603  
 2      5.541     3.740     3.764     5.349  
 3      7.402     4.360     4.644     7.041  
 4      8.685     5.053     5.862     8.841  
 5      9.735     5.513     6.993    10.122  
 6     10.365     5.932     7.786    11.196  
 7     11.545     6.455     8.298    12.468  
 8     12.110     6.801     9.054    14.203  
 9     13.207     7.475     9.933    15.321  
 10    14.175     7.670    10.373    15.864  
 11    15.419     7.830    10.687    15.967  
 12    15.578     7.872    10.471    15.424  
 13    15.674     8.208    11.006    15.320  
 14    15.850     8.394    11.147    16.362  
 15    16.313     9.066    12.262    17.148  ,
 'RMSEXENM_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.678     1.030     0.280     0.470     1.653     1.652   
 1          24     2.142     2.255     0.891     1.862     1.653     1.652   
 2          48     3.311     3.130     1.310     2.306     1.653     1.652   
 3          72     4.196     3.704     1.703     2.596     1.653     1.652   
 4          96     4.988     4.100     1.983     2.856     1.653     1.652   
 5         120     5.861     4.435     2.321     3.005     1.653     1.652   
 6         144     6.643     4.686     2.585     2.994     1.653     1.652   
 7         168     7.278     4.913     2.786     3.151     1.653     1.652   
 8         192     7.525     5.213     3.060     3.248     1.653     1.652   
 9         216     8.394     5.316     3.345     3.291     1.653     1.652   
 10        240     9.456     5.397     3.561     3.237     1.653     1.652   
 11        264     9.853     5.435     3.696     3.348     1.653     1.652   
 12        288     9.508     5.556     3.872     3.339     1.653     1.652   
 13        312     9.556     5.774     4.136     3.370     1.653     1.652   
 14        336     9.020     5.938     4.271     3.446     1.653     1.652   
 15        360     8.898     6.072     4.301     3.453     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.914     4.131     7.295    10.053     1.131     0.928   
 1      1.649     2.991    12.345    13.887    16.404     2.978     2.911   
 2      1.650     4.183    19.801    26.368    29.152     3.722     3.988   
 3      1.650     5.129    26.938    37.494    45.468     4.599     5.044   
 4      1.650     6.035    33.333    47.006    59.761     5.145     5.970   
 5      1.650     6.958    39.484    57.182    74.791     5.570     6.726   
 6      1.649     7.488    45.809    65.531    85.323     5.882     6.968   
 7      1.650     7.844    52.296    74.506    95.017     6.212     7.659   
 8      1.650     8.169    55.423    82.438   107.087     6.176     7.637   
 9      1.650     8.740    62.991    91.658   121.071     7.049     8.515   
 10     1.650     9.065    69.684    96.934   129.550     7.499     9.165   
 11     1.650     9.136    73.995   103.349   135.869     7.580     9.779   
 12     1.650     9.170    74.284   108.581   144.214     7.307     9.888   
 13     1.650     9.198    74.255   111.967   151.150     7.316     9.926   
 14     1.650     9.211    69.794   110.655   151.784     6.719     9.517   
 15     1.650     9.050    68.500   110.450   150.555     6.464     9.395   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      1.003     1.049     0.883     0.955  
 1      3.816     2.832     2.754     3.703  
 2      5.688     3.462     3.840     5.400  
 3      7.588     4.112     4.725     7.246  
 4      8.644     4.794     5.877     8.826  
 5      9.476     5.081     6.679     9.859  
 6      9.875     5.403     7.350    10.663  
 7     10.741     5.846     7.846    11.758  
 8     11.399     6.307     8.538    13.162  
 9     12.522     6.587     9.033    13.835  
 10    13.184     6.685     9.263    13.928  
 11    14.049     6.738     9.468    13.764  
 12    14.031     6.715     9.341    13.754  
 13    14.299     7.011     9.701    13.775  
 14    14.403     7.111     9.975    14.517  
 15    14.325     6.962    10.115    14.535  ,
 'RMSET126_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.700     0.894     0.250     0.468     1.653     1.652   
 1          24     2.325     2.237     0.848     1.156     1.653     1.652   
 2          48     3.079     2.690     1.261     1.602     1.653     1.652   
 3          72     3.693     3.013     1.675     1.964     1.653     1.652   
 4          96     4.500     3.324     2.044     2.266     1.653     1.652   
 5         120     5.484     3.654     2.388     2.537     1.653     1.652   
 6         144     6.215     3.896     2.652     2.700     1.653     1.652   
 7         168     6.682     4.218     2.947     2.923     1.653     1.652   
 8         192     6.905     4.648     3.409     3.067     1.653     1.652   
 9         216     8.079     4.795     3.726     3.279     1.653     1.652   
 10        240     9.199     4.901     3.912     3.234     1.653     1.652   
 11        264     9.185     5.002     4.145     3.253     1.653     1.652   
 12        288     9.769     5.241     4.324     3.433     1.653     1.652   
 13        312    10.050     5.607     4.651     3.457     1.653     1.652   
 14        336    10.080     5.564     4.777     3.572     1.653     1.652   
 15        360    10.647     5.676     4.673     3.660     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.303     3.016     2.377     4.171     1.062     0.928   
 1      1.649     2.630    12.274    11.795    13.202     3.053     2.834   
 2      1.649     3.680    19.312    23.576    27.606     3.840     3.912   
 3      1.649     4.424    25.129    33.508    41.624     4.649     4.900   
 4      1.650     5.204    32.118    43.351    56.706     5.102     5.883   
 5      1.650     5.997    39.229    54.501    72.640     5.639     6.733   
 6      1.649     6.623    44.617    61.645    81.569     5.879     7.010   
 7      1.650     6.928    49.521    70.513    92.594     6.344     7.901   
 8      1.650     7.233    51.973    78.804   107.590     6.466     8.181   
 9      1.650     7.564    61.063    88.795   122.582     7.613     9.031   
 10     1.650     7.985    69.179    96.641   133.004     7.849     9.533   
 11     1.650     8.089    70.614   102.417   140.314     7.875    10.269   
 12     1.650     8.233    77.496   114.336   154.469     7.975    10.754   
 13     1.650     8.382    79.228   120.503   169.232     7.946    10.479   
 14     1.650     8.323    79.706   119.981   171.197     7.931    10.525   
 15     1.650     8.427    84.375   124.605   170.551     7.977    10.932   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      1.003     0.999     0.882     0.955  
 1      3.629     2.892     2.689     3.561  
 2      5.342     3.571     3.699     5.242  
 3      6.982     4.088     4.534     6.845  
 4      8.400     4.772     5.731     8.584  
 5      9.294     5.211     6.877     9.780  
 6      9.558     5.605     7.572    10.606  
 7     10.705     6.060     8.200    11.779  
 8     12.000     6.655     9.177    13.693  
 9     13.350     7.285    10.009    14.746  
 10    14.002     7.635    10.258    15.541  
 11    15.102     7.795    10.615    15.971  
 12    15.147     7.960    10.905    16.294  
 13    15.384     8.336    11.515    16.585  
 14    16.215     8.779    11.931    17.871  
 15    16.346     8.746    12.464    18.308  ,
 'RMSETENM_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.681     1.001     0.280     0.470     1.653     1.652   
 1          24     1.895     1.897     0.883     1.910     1.653     1.652   
 2          48     2.958     2.519     1.281     2.385     1.653     1.652   
 3          72     3.706     2.885     1.668     2.639     1.653     1.652   
 4          96     4.409     3.175     1.978     2.848     1.653     1.652   
 5         120     5.303     3.483     2.288     2.979     1.653     1.652   
 6         144     5.983     3.733     2.521     2.994     1.653     1.652   
 7         168     6.510     3.956     2.721     3.098     1.653     1.652   
 8         192     6.708     4.297     3.070     3.193     1.653     1.652   
 9         216     7.748     4.404     3.245     3.282     1.653     1.652   
 10        240     8.920     4.510     3.423     3.256     1.653     1.652   
 11        264     9.095     4.499     3.587     3.359     1.653     1.652   
 12        288     9.006     4.611     3.811     3.337     1.653     1.652   
 13        312     8.842     4.848     4.125     3.304     1.653     1.652   
 14        336     8.073     4.866     4.143     3.327     1.653     1.652   
 15        360     8.168     4.941     4.029     3.351     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.933     4.195     7.300    10.069     1.066     0.928   
 1      1.649     2.839    11.884    12.000    17.833     2.884     2.903   
 2      1.650     3.691    19.181    23.260    28.526     3.620     3.937   
 3      1.650     4.374    25.874    33.783    42.458     4.437     4.911   
 4      1.650     5.057    32.100    43.441    56.588     4.863     5.842   
 5      1.650     5.705    38.242    53.452    71.042     5.225     6.552   
 6      1.650     6.065    43.026    60.650    79.482     5.406     6.704   
 7      1.650     6.295    48.866    69.986    88.806     5.683     7.402   
 8      1.650     6.506    51.448    77.526   101.111     5.763     7.559   
 9      1.650     6.674    59.579    84.954   111.951     6.806     8.500   
 10     1.650     6.895    67.077    90.345   120.415     7.202     8.961   
 11     1.650     6.946    69.665    95.379   126.643     7.239     9.523   
 12     1.650     7.056    70.467   100.723   137.387     6.972     9.450   
 13     1.650     7.002    68.144   103.107   145.592     6.757     9.315   
 14     1.650     6.876    62.192    98.225   141.985     6.222     8.877   
 15     1.650     6.811    63.069    96.615   134.948     5.901     8.852   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      1.003     1.000     0.882     0.955  
 1      3.749     2.727     2.735     3.655  
 2      5.512     3.331     3.764     5.326  
 3      7.247     3.948     4.607     7.073  
 4      8.438     4.576     5.769     8.734  
 5      9.190     4.915     6.631     9.742  
 6      9.298     5.213     7.283    10.465  
 7     10.186     5.623     7.786    11.347  
 8     11.031     6.058     8.523    12.717  
 9     12.232     6.300     8.850    13.076  
 10    12.950     6.557     9.086    13.568  
 11    13.721     6.714     9.394    13.788  
 12    13.513     6.587     9.172    13.918  
 13    13.817     6.851     9.424    13.612  
 14    13.910     6.899     9.455    13.854  
 15    13.482     6.692     9.521    13.778  ,
 'VIESX126_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.170    -0.063     0.037     0.222     1.653     1.652   
 1          24     0.222    -1.212    -0.192     0.346     1.653     1.652   
 2          48     0.066    -1.614    -0.318     0.457     1.653     1.652   
 3          72     0.017    -1.781    -0.487     0.362     1.653     1.652   
 4          96    -0.085    -1.901    -0.654     0.298     1.653     1.652   
 5         120     0.008    -2.015    -0.859     0.201     1.653     1.652   
 6         144    -0.099    -2.082    -0.995     0.080     1.653     1.652   
 7         168    -0.227    -2.201    -1.138    -0.042     1.653     1.652   
 8         192    -0.164    -2.330    -1.300    -0.056     1.653     1.651   
 9         216     0.236    -2.473    -1.546    -0.063     1.652     1.651   
 10        240     0.301    -2.535    -1.793    -0.033     1.652     1.651   
 11        264    -0.014    -2.700    -1.978     0.022     1.653     1.651   
 12        288     0.040    -2.835    -2.155    -0.196     1.652     1.651   
 13        312     0.134    -2.902    -2.271    -0.507     1.653     1.651   
 14        336     0.361    -2.960    -2.312    -0.652     1.652     1.651   
 15        360     0.812    -3.056    -2.413    -0.519     1.652     1.651   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649    -0.039    -0.010     1.485     3.078    -0.013    -0.008   
 1      1.649    -0.113    -1.961    -8.795    -8.845    -0.045    -0.075   
 2      1.649    -0.287    -4.528   -16.259   -16.460    -0.112    -0.109   
 3      1.649    -0.381    -5.458   -20.184   -22.468    -0.199    -0.125   
 4      1.650    -0.464    -6.777   -23.938   -29.260    -0.590    -0.248   
 5      1.649    -0.511    -6.683   -27.527   -35.754    -0.668    -0.242   
 6      1.649    -0.521    -7.523   -31.087   -42.526    -0.612    -0.027   
 7      1.650    -0.600    -8.811   -34.572   -48.743    -0.508     0.187   
 8      1.650    -0.758    -8.958   -36.819   -53.862    -0.305     0.333   
 9      1.649    -0.890    -6.707   -36.956   -58.417    -0.544     0.315   
 10     1.650    -0.987    -6.262   -38.819   -62.419    -0.469     0.527   
 11     1.649    -1.118    -9.022   -44.855   -70.119    -0.421     0.602   
 12     1.650    -1.095    -8.826   -47.529   -76.696    -0.302     0.542   
 13     1.649    -1.107    -8.273   -48.185   -81.214    -0.415     0.618   
 14     1.650    -1.168    -6.938   -47.852   -83.222    -0.376     0.636   
 15     1.650    -1.197    -4.575   -47.393   -82.420    -0.525     0.623   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.073     0.001     0.000    -0.002  
 1     -0.528     0.039    -0.016     0.199  
 2     -0.432     0.123     0.117     0.226  
 3     -0.668     0.106     0.064     0.109  
 4     -0.721     0.082     0.049     0.060  
 5     -0.653     0.118    -0.034     0.191  
 6     -0.472     0.180     0.047     0.097  
 7     -0.179    -0.123     0.024     0.229  
 8     -0.133     0.014     0.057     0.250  
 9     -0.169     0.013     0.085     0.383  
 10    -0.041     0.052     0.113     0.223  
 11     0.028    -0.066     0.176    -0.011  
 12    -0.139    -0.187     0.190     0.094  
 13    -0.263    -0.061     0.172     0.161  
 14    -0.069     0.032     0.172     0.080  
 15    -0.031    -0.048     0.206     0.012  ,
 'VIESXENM_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.150     0.081     0.066     0.225     1.653     1.651   
 1          24     0.118    -1.031    -0.034     1.397     1.653     1.652   
 2          48     0.080    -1.552    -0.120     1.560     1.653     1.652   
 3          72     0.010    -1.754    -0.228     1.435     1.653     1.652   
 4          96    -0.149    -1.856    -0.375     1.303     1.653     1.652   
 5         120    -0.065    -1.975    -0.550     1.160     1.653     1.652   
 6         144    -0.102    -2.021    -0.666     0.977     1.653     1.652   
 7         168    -0.195    -2.158    -0.794     0.835     1.653     1.652   
 8         192    -0.149    -2.275    -0.923     0.818     1.653     1.651   
 9         216     0.146    -2.378    -1.149     0.778     1.652     1.651   
 10        240     0.230    -2.416    -1.423     0.739     1.652     1.651   
 11        264     0.045    -2.563    -1.612     0.726     1.652     1.651   
 12        288     0.209    -2.699    -1.737     0.501     1.652     1.651   
 13        312     0.444    -2.801    -1.880     0.239     1.652     1.651   
 14        336     0.671    -2.838    -1.912     0.057     1.652     1.651   
 15        360     0.949    -2.903    -1.935     0.111     1.652     1.651   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.067     0.868     3.719     6.212    -0.014    -0.008   
 1      1.649     0.605    -1.888    -7.282     6.745    -0.164     0.079   
 2      1.649     0.455    -4.214   -14.461     0.434    -0.123    -0.058   
 3      1.649     0.358    -5.431   -18.441    -5.356    -0.221    -0.105   
 4      1.650     0.251    -7.032   -22.153   -12.368    -0.495    -0.252   
 5      1.650     0.150    -6.917   -25.145   -18.651    -0.674    -0.202   
 6      1.649     0.096    -7.203   -27.764   -25.028    -0.591    -0.081   
 7      1.650    -0.019    -8.413   -30.746   -30.645    -0.534     0.111   
 8      1.650    -0.214    -8.840   -33.108   -35.508    -0.441     0.283   
 9      1.649    -0.390    -7.228   -33.668   -40.490    -0.520     0.302   
 10     1.650    -0.524    -6.416   -35.315   -45.240    -0.451     0.482   
 11     1.649    -0.694    -8.236   -40.297   -52.563    -0.344     0.536   
 12     1.650    -0.753    -7.191   -41.227   -56.696    -0.370     0.386   
 13     1.649    -0.816    -5.871   -41.986   -60.771    -0.482     0.335   
 14     1.650    -0.900    -4.580   -41.517   -63.045    -0.536     0.337   
 15     1.650    -0.968    -3.280   -41.030   -62.473    -0.632     0.415   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.072     0.002     0.000    -0.002  
 1     -0.482     0.042     0.015     0.176  
 2     -0.507     0.089     0.133     0.148  
 3     -0.847     0.125     0.059     0.023  
 4     -0.885     0.119     0.081     0.070  
 5     -0.908     0.133     0.025     0.133  
 6     -0.826     0.141     0.052    -0.002  
 7     -0.490    -0.062     0.019     0.198  
 8     -0.470     0.082     0.050     0.190  
 9     -0.488     0.052     0.058     0.328  
 10    -0.357     0.093     0.047     0.193  
 11    -0.231    -0.002     0.156     0.057  
 12    -0.380    -0.085     0.168     0.095  
 13    -0.505    -0.102     0.122     0.210  
 14    -0.330     0.008     0.113     0.130  
 15    -0.121    -0.151     0.172     0.087  ,
 'VIEST126_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.195    -0.044     0.037     0.222     1.653     1.652   
 1          24     0.166    -0.902    -0.122     0.432     1.653     1.652   
 2          48     0.014    -1.124    -0.224     0.633     1.653     1.652   
 3          72    -0.029    -1.156    -0.395     0.602     1.653     1.652   
 4          96    -0.130    -1.179    -0.558     0.563     1.653     1.652   
 5         120    -0.027    -1.234    -0.726     0.494     1.653     1.652   
 6         144    -0.092    -1.253    -0.825     0.391     1.653     1.652   
 7         168    -0.157    -1.380    -0.900     0.255     1.653     1.652   
 8         192    -0.078    -1.420    -0.964     0.300     1.653     1.652   
 9         216     0.259    -1.529    -1.143     0.312     1.653     1.652   
 10        240     0.290    -1.576    -1.363     0.349     1.653     1.652   
 11        264    -0.160    -1.735    -1.482     0.415     1.653     1.652   
 12        288    -0.232    -1.890    -1.483     0.224     1.653     1.651   
 13        312    -0.115    -1.985    -1.538    -0.053     1.653     1.651   
 14        336    -0.036    -1.905    -1.509    -0.113     1.653     1.652   
 15        360     0.264    -1.874    -1.549    -0.080     1.653     1.651   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649    -0.036    -0.070     1.516     3.110    -0.032    -0.008   
 1      1.649    -0.076     0.350    -5.136    -3.743     0.005    -0.021   
 2      1.649    -0.112    -0.985   -10.294    -8.076    -0.017    -0.008   
 3      1.649    -0.012    -1.118   -12.812   -11.948    -0.050     0.029   
 4      1.650     0.072    -1.884   -15.393   -16.908    -0.212    -0.106   
 5      1.649     0.164    -1.305   -17.754   -21.566    -0.350    -0.104   
 6      1.649     0.257    -1.594   -19.795   -26.097    -0.145     0.121   
 7      1.650     0.287    -2.281   -21.663   -29.701    -0.055     0.326   
 8      1.650     0.190    -2.144   -22.646   -31.633     0.053     0.472   
 9      1.649     0.113    -0.124   -22.478   -34.613    -0.162     0.381   
 10     1.650     0.038     0.414   -24.299   -37.745    -0.138     0.591   
 11     1.649    -0.017    -3.294   -30.582   -44.648    -0.024     0.522   
 12     1.650    -0.033    -4.323   -32.335   -47.849    -0.069     0.430   
 13     1.650    -0.047    -3.828   -32.641   -50.751    -0.158     0.487   
 14     1.650    -0.092    -3.348   -32.218   -50.391    -0.224     0.490   
 15     1.650    -0.104    -1.474   -31.866   -50.321    -0.270     0.588   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.072     0.009     0.000    -0.002  
 1     -0.403     0.077    -0.023     0.145  
 2     -0.242     0.097     0.053     0.219  
 3     -0.486     0.128     0.089     0.162  
 4     -0.520     0.094     0.074     0.055  
 5     -0.517     0.136     0.066     0.108  
 6     -0.311     0.048     0.093    -0.007  
 7     -0.073    -0.120     0.032     0.096  
 8     -0.075    -0.026     0.044     0.097  
 9     -0.054     0.018     0.069     0.218  
 10     0.108    -0.036    -0.009     0.211  
 11     0.211    -0.020     0.096     0.025  
 12     0.033    -0.204     0.073     0.115  
 13    -0.066    -0.244     0.060     0.276  
 14     0.020    -0.039     0.049     0.261  
 15     0.165    -0.085     0.190     0.092  ,
 'VIESTENM_20200602002020060200T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.175     0.101     0.065     0.225     1.653     1.651   
 1          24     0.058    -0.759     0.032     1.469     1.653     1.652   
 2          48     0.024    -1.073    -0.011     1.699     1.653     1.652   
 3          72    -0.041    -1.124    -0.111     1.626     1.653     1.652   
 4          96    -0.184    -1.115    -0.245     1.517     1.653     1.652   
 5         120    -0.107    -1.153    -0.404     1.398     1.653     1.652   
 6         144    -0.128    -1.160    -0.500     1.224     1.653     1.652   
 7         168    -0.204    -1.273    -0.575     1.092     1.653     1.652   
 8         192    -0.153    -1.350    -0.650     1.104     1.653     1.652   
 9         216     0.118    -1.432    -0.876     1.079     1.653     1.651   
 10        240     0.174    -1.456    -1.167     1.043     1.653     1.651   
 11        264    -0.069    -1.587    -1.352     1.021     1.653     1.651   
 12        288     0.075    -1.726    -1.466     0.792     1.653     1.651   
 13        312     0.322    -1.814    -1.587     0.539     1.653     1.651   
 14        336     0.521    -1.803    -1.598     0.361     1.653     1.651   
 15        360     0.794    -1.834    -1.620     0.387     1.653     1.651   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.649     1.074     0.801     3.753     6.248    -0.034    -0.008   
 1      1.649     0.677     0.279    -3.838    11.450    -0.104     0.133   
 2      1.649     0.641    -0.742    -8.473     8.622    -0.034     0.050   
 3      1.649     0.706    -1.095   -10.791     5.117    -0.077     0.061   
 4      1.650     0.759    -1.995   -13.010    -0.059    -0.240    -0.031   
 5      1.650     0.799    -1.474   -14.972    -5.014    -0.334    -0.044   
 6      1.649     0.855    -1.402   -16.552    -9.916    -0.147     0.064   
 7      1.650     0.834    -2.277   -18.483   -13.711    -0.112     0.206   
 8      1.650     0.692    -2.475   -19.965   -16.765    -0.131     0.354   
 9      1.649     0.592    -0.933   -20.532   -21.676    -0.235     0.308   
 10     1.650     0.490    -0.144   -22.270   -26.679    -0.219     0.486   
 11     1.650     0.362    -2.277   -27.142   -34.120    -0.093     0.507   
 12     1.650     0.324    -1.405   -27.772   -37.891    -0.168     0.323   
 13     1.650     0.266    -0.057   -28.025   -41.122    -0.331     0.257   
 14     1.650     0.171     1.049   -27.253   -42.481    -0.434     0.216   
 15     1.650     0.095     2.386   -26.736   -41.933    -0.546     0.271   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.072     0.009     0.000    -0.002  
 1     -0.380     0.067     0.005     0.123  
 2     -0.321     0.054     0.086     0.147  
 3     -0.663     0.122     0.107     0.062  
 4     -0.705     0.076     0.092     0.057  
 5     -0.765     0.125     0.079     0.091  
 6     -0.651     0.112     0.095    -0.049  
 7     -0.390    -0.020     0.048     0.076  
 8     -0.421     0.058     0.036     0.139  
 9     -0.431     0.103     0.073     0.230  
 10    -0.186     0.087     0.042     0.117  
 11     0.036    -0.015     0.163     0.035  
 12    -0.129    -0.173     0.157     0.105  
 13    -0.295    -0.153     0.095     0.237  
 14    -0.209     0.010     0.090     0.125  
 15    -0.043    -0.103     0.166     0.089  , ... ,
 'ACORX126_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.998     0.997     1.000     0.999     0.283     0.056   
 1          24     0.976     0.987     0.997     0.993     0.259     0.100   
 2          48     0.945     0.978     0.994     0.986     0.254     0.056   
 3          72     0.906     0.969     0.988     0.979     0.021     0.027   
 4          96     0.846     0.959     0.980     0.967     0.230     0.036   
 5         120     0.818     0.952     0.973     0.958     0.220     0.138   
 6         144     0.812     0.948     0.968     0.952     0.199     0.144   
 7         168     0.791     0.944     0.961     0.949     0.192     0.116   
 8         192     0.723     0.942     0.957     0.940     0.195     0.082   
 9         216     0.689     0.939     0.965     0.932     0.207     0.116   
 10        240     0.672     0.936     0.965     0.924     0.134     0.088   
 11        264     0.670     0.932     0.963     0.914     0.202     0.051   
 12        288     0.683     0.922     0.952     0.907     0.190     0.040   
 13        312     0.656     0.916     0.941     0.905     0.201     0.019   
 14        336     0.619     0.909     0.939     0.918     0.206     0.122   
 15        360     0.626     0.908     0.939     0.926     0.219     0.102   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.062     0.997     1.000     1.000     1.000     0.989     0.997   
 1      0.050     0.983     0.993     0.999     1.000     0.915     0.968   
 2      0.085     0.963     0.982     0.996     0.998     0.870     0.934   
 3      0.071     0.941     0.963     0.991     0.995     0.805     0.887   
 4      0.053     0.914     0.937     0.983     0.990     0.756     0.842   
 5      0.031     0.888     0.925     0.978     0.986     0.696     0.812   
 6      0.033     0.883     0.924     0.976     0.984     0.670     0.782   
 7      0.036     0.874     0.916     0.976     0.982     0.664     0.771   
 8      0.044     0.864     0.887     0.968     0.978     0.634     0.732   
 9      0.026     0.845     0.875     0.965     0.979     0.579     0.689   
 10     0.032     0.828     0.867     0.964     0.978     0.531     0.653   
 11     0.027     0.816     0.859     0.958     0.973     0.516     0.637   
 12     0.012     0.809     0.856     0.950     0.966     0.530     0.634   
 13     0.026     0.804     0.840     0.942     0.960     0.491     0.585   
 14     0.013     0.790     0.813     0.932     0.956     0.479     0.551   
 15     0.026     0.797     0.812     0.931     0.955     0.530     0.553   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.999     0.984     0.995     0.997  
 1      0.980     0.876     0.951     0.957  
 2      0.953     0.814     0.903     0.914  
 3      0.912     0.710     0.829     0.848  
 4      0.874     0.570     0.695     0.728  
 5      0.845     0.456     0.567     0.576  
 6      0.812     0.454     0.504     0.483  
 7      0.782     0.368     0.445     0.458  
 8      0.761     0.301     0.288     0.368  
 9      0.738     0.252     0.239     0.233  
 10     0.727     0.286     0.242     0.192  
 11     0.725     0.228     0.199     0.203  
 12     0.693     0.292     0.264     0.267  
 13     0.651     0.200     0.212     0.208  
 14     0.598     0.132     0.105     0.109  
 15     0.614     0.159     0.119     0.086  ,
 'ACORXENM_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.998     0.996     1.000     0.999     0.279     0.054   
 1          24     0.978     0.989     0.997     0.991     0.256     0.097   
 2          48     0.947     0.980     0.994     0.984     0.253     0.056   
 3          72     0.913     0.971     0.989     0.976     0.021     0.026   
 4          96     0.848     0.961     0.981     0.966     0.230     0.035   
 5         120     0.822     0.956     0.975     0.957     0.218     0.136   
 6         144     0.828     0.952     0.973     0.952     0.199     0.145   
 7         168     0.811     0.950     0.969     0.947     0.194     0.117   
 8         192     0.761     0.948     0.966     0.939     0.197     0.081   
 9         216     0.740     0.945     0.970     0.929     0.211     0.118   
 10        240     0.764     0.944     0.971     0.920     0.136     0.087   
 11        264     0.767     0.946     0.973     0.911     0.204     0.052   
 12        288     0.750     0.941     0.965     0.910     0.192     0.043   
 13        312     0.724     0.934     0.959     0.911     0.205     0.020   
 14        336     0.685     0.931     0.959     0.924     0.216     0.124   
 15        360     0.685     0.933     0.961     0.934     0.228     0.101   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.049     0.995     1.000     1.000     1.000     0.989     0.997   
 1      0.041     0.982     0.993     0.999     1.000     0.922     0.967   
 2      0.070     0.964     0.982     0.996     0.998     0.883     0.936   
 3      0.058     0.944     0.967     0.991     0.995     0.823     0.890   
 4      0.046     0.918     0.940     0.984     0.990     0.779     0.848   
 5      0.026     0.896     0.931     0.979     0.986     0.728     0.822   
 6      0.029     0.893     0.935     0.979     0.985     0.715     0.803   
 7      0.031     0.887     0.928     0.980     0.985     0.700     0.791   
 8      0.043     0.879     0.906     0.974     0.982     0.684     0.775   
 9      0.028     0.869     0.902     0.972     0.982     0.651     0.745   
 10     0.031     0.856     0.914     0.976     0.983     0.627     0.732   
 11     0.028     0.847     0.909     0.974     0.981     0.621     0.736   
 12     0.016     0.840     0.896     0.966     0.975     0.625     0.727   
 13     0.032     0.836     0.886     0.960     0.971     0.611     0.703   
 14     0.020     0.835     0.865     0.955     0.970     0.581     0.685   
 15     0.028     0.836     0.859     0.952     0.970     0.588     0.661   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.999     0.984     0.995     0.997  
 1      0.979     0.882     0.950     0.955  
 2      0.952     0.830     0.905     0.916  
 3      0.914     0.738     0.833     0.859  
 4      0.878     0.593     0.705     0.741  
 5      0.851     0.495     0.589     0.568  
 6      0.824     0.513     0.553     0.496  
 7      0.805     0.468     0.535     0.527  
 8      0.796     0.402     0.425     0.475  
 9      0.781     0.326     0.318     0.338  
 10     0.788     0.356     0.317     0.276  
 11     0.787     0.317     0.290     0.278  
 12     0.761     0.312     0.261     0.258  
 13     0.742     0.295     0.221     0.241  
 14     0.729     0.259     0.212     0.255  
 15     0.721     0.222     0.224     0.206  ,
 'ACORT126_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.998     0.997     1.000     0.999     0.282     0.056   
 1          24     0.981     0.990     0.997     0.994     0.266     0.101   
 2          48     0.958     0.985     0.994     0.987     0.263     0.058   
 3          72     0.929     0.981     0.989     0.981     0.022     0.027   
 4          96     0.879     0.972     0.981     0.970     0.241     0.042   
 5         120     0.863     0.966     0.975     0.964     0.232     0.161   
 6         144     0.854     0.963     0.970     0.961     0.216     0.166   
 7         168     0.804     0.959     0.963     0.957     0.221     0.148   
 8         192     0.739     0.957     0.961     0.952     0.227     0.087   
 9         216     0.702     0.954     0.967     0.948     0.234     0.135   
 10        240     0.697     0.947     0.965     0.944     0.146     0.108   
 11        264     0.708     0.943     0.960     0.934     0.215     0.057   
 12        288     0.694     0.935     0.953     0.928     0.203     0.055   
 13        312     0.676     0.932     0.947     0.927     0.217     0.025   
 14        336     0.627     0.931     0.945     0.936     0.224     0.132   
 15        360     0.570     0.929     0.944     0.935     0.235     0.108   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.062     0.996     1.000     1.000     1.000     0.990     0.997   
 1      0.050     0.984     0.994     0.999     1.000     0.919     0.968   
 2      0.087     0.969     0.984     0.997     0.998     0.875     0.937   
 3      0.067     0.950     0.967     0.992     0.995     0.819     0.892   
 4      0.061     0.930     0.945     0.985     0.991     0.786     0.851   
 5      0.037     0.917     0.939     0.981     0.988     0.737     0.819   
 6      0.043     0.915     0.938     0.979     0.985     0.727     0.794   
 7      0.044     0.916     0.919     0.978     0.984     0.695     0.771   
 8      0.055     0.911     0.892     0.971     0.981     0.672     0.744   
 9      0.036     0.903     0.878     0.966     0.980     0.616     0.691   
 10     0.044     0.894     0.873     0.962     0.976     0.611     0.666   
 11     0.036     0.892     0.869     0.952     0.969     0.625     0.627   
 12     0.034     0.885     0.860     0.946     0.965     0.612     0.583   
 13     0.036     0.873     0.854     0.943     0.962     0.615     0.588   
 14     0.033     0.872     0.823     0.933     0.956     0.602     0.610   
 15     0.037     0.865     0.790     0.922     0.952     0.541     0.581   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.999     0.986     0.995     0.997  
 1      0.980     0.887     0.951     0.958  
 2      0.955     0.825     0.908     0.920  
 3      0.918     0.741     0.838     0.860  
 4      0.884     0.607     0.701     0.748  
 5      0.858     0.515     0.581     0.593  
 6      0.828     0.486     0.520     0.508  
 7      0.806     0.416     0.458     0.500  
 8      0.794     0.399     0.378     0.402  
 9      0.767     0.352     0.331     0.316  
 10     0.747     0.325     0.260     0.246  
 11     0.730     0.258     0.136     0.137  
 12     0.692     0.224     0.094     0.111  
 13     0.677     0.196     0.084     0.101  
 14     0.669     0.083    -0.033     0.012  
 15     0.672    -0.014    -0.097    -0.012  ,
 'ACORTENM_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.998     0.996     1.000     0.999     0.278     0.054   
 1          24     0.983     0.991     0.997     0.992     0.263     0.098   
 2          48     0.960     0.986     0.994     0.985     0.262     0.056   
 3          72     0.935     0.983     0.989     0.978     0.022     0.026   
 4          96     0.882     0.975     0.982     0.969     0.238     0.040   
 5         120     0.866     0.969     0.976     0.963     0.231     0.154   
 6         144     0.871     0.968     0.975     0.960     0.214     0.165   
 7         168     0.836     0.966     0.969     0.956     0.216     0.145   
 8         192     0.786     0.964     0.966     0.953     0.224     0.093   
 9         216     0.754     0.962     0.973     0.946     0.235     0.139   
 10        240     0.780     0.959     0.972     0.939     0.146     0.108   
 11        264     0.791     0.960     0.970     0.927     0.215     0.058   
 12        288     0.767     0.955     0.963     0.923     0.205     0.049   
 13        312     0.724     0.949     0.958     0.925     0.223     0.026   
 14        336     0.693     0.948     0.958     0.937     0.232     0.138   
 15        360     0.695     0.952     0.962     0.945     0.241     0.111   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      0.049     0.995     0.999     1.000     1.000     0.990     0.997   
 1      0.042     0.983     0.994     0.999     1.000     0.927     0.967   
 2      0.072     0.970     0.984     0.997     0.998     0.889     0.938   
 3      0.058     0.954     0.970     0.992     0.995     0.838     0.895   
 4      0.053     0.936     0.948     0.985     0.991     0.806     0.854   
 5      0.035     0.926     0.943     0.981     0.988     0.765     0.831   
 6      0.038     0.926     0.948     0.982     0.987     0.769     0.817   
 7      0.041     0.927     0.935     0.982     0.986     0.737     0.798   
 8      0.056     0.924     0.914     0.976     0.983     0.727     0.791   
 9      0.035     0.920     0.904     0.973     0.984     0.696     0.758   
 10     0.047     0.915     0.915     0.974     0.982     0.707     0.739   
 11     0.042     0.914     0.913     0.970     0.978     0.715     0.739   
 12     0.031     0.911     0.898     0.963     0.973     0.706     0.715   
 13     0.043     0.905     0.881     0.957     0.968     0.686     0.706   
 14     0.037     0.906     0.865     0.953     0.968     0.674     0.711   
 15     0.042     0.909     0.857     0.950     0.968     0.666     0.704   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      0.999     0.986     0.995     0.997  
 1      0.979     0.893     0.951     0.956  
 2      0.954     0.840     0.909     0.921  
 3      0.919     0.768     0.840     0.870  
 4      0.886     0.628     0.710     0.755  
 5      0.865     0.549     0.596     0.590  
 6      0.842     0.546     0.567     0.524  
 7      0.825     0.489     0.531     0.542  
 8      0.825     0.466     0.468     0.482  
 9      0.811     0.408     0.400     0.401  
 10     0.799     0.433     0.379     0.334  
 11     0.788     0.376     0.300     0.283  
 12     0.773     0.322     0.211     0.213  
 13     0.769     0.306     0.165     0.183  
 14     0.763     0.259     0.191     0.188  
 15     0.754     0.189     0.144     0.158  ,
 'RMSEX126_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.708     1.168     0.252     0.471     1.654     1.652   
 1          24     2.625     2.582     0.899     1.175     1.653     1.652   
 2          48     4.007     3.377     1.391     1.648     1.653     1.652   
 3          72     5.242     3.970     1.969     1.988     1.653     1.652   
 4          96     7.073     4.633     2.566     2.461     1.653     1.652   
 5         120     7.610     5.001     3.009     2.792     1.653     1.652   
 6         144     7.684     5.267     3.264     2.934     1.653     1.652   
 7         168     8.313     5.509     3.623     2.996     1.653     1.652   
 8         192     9.724     5.580     3.889     3.220     1.653     1.652   
 9         216    10.151     5.745     3.665     3.415     1.653     1.652   
 10        240    10.134     5.919     3.728     3.660     1.653     1.652   
 11        264    10.027     6.130     3.861     3.906     1.653     1.652   
 12        288     9.963     6.471     4.372     4.097     1.653     1.652   
 13        312    10.481     6.735     4.741     4.158     1.653     1.652   
 14        336    11.543     6.977     4.759     3.859     1.653     1.652   
 15        360    11.919     6.912     4.740     3.699     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.650     1.398     2.852     2.443     4.144     1.154     0.930   
 1      1.650     3.059    14.063    16.356    18.966     3.350     2.849   
 2      1.650     4.500    23.736    30.509    39.586     4.183     4.147   
 3      1.650     5.635    35.025    46.305    62.607     5.324     5.569   
 4      1.650     6.736    48.052    62.296    84.863     6.054     6.685   
 5      1.650     7.627    53.370    71.853    99.940     6.731     7.338   
 6      1.650     7.760    54.773    76.591   108.532     6.945     7.963   
 7      1.650     8.065    59.148    79.176   116.212     7.068     8.087   
 8      1.650     8.393    69.565    91.266   129.463     7.375     8.785   
 9      1.650     9.002    72.751    95.140   128.798     7.898     9.551   
 10     1.650     9.452    74.044    96.551   131.751     8.456    10.126   
 11     1.650     9.811    74.879   103.908   142.931     8.523    10.040   
 12     1.650    10.021    75.390   113.160   160.527     8.429     9.793   
 13     1.649    10.165    79.418   121.921   174.217     8.874    10.508   
 14     1.649    10.579    87.795   130.300   180.368     9.232    11.103   
 15     1.650    10.448    91.932   132.680   181.693     9.034    11.085   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      1.099     1.117     0.891     1.043  
 1      3.914     3.261     2.893     3.908  
 2      6.039     3.947     4.079     5.902  
 3      8.162     4.756     5.232     7.787  
 4      9.782     5.884     6.762     9.738  
 5     10.675     6.638     7.964    11.530  
 6     11.818     6.437     8.195    12.532  
 7     12.594     6.562     8.298    12.602  
 8     13.219     6.601     9.166    13.189  
 9     14.094     6.649     8.939    13.664  
 10    14.262     6.609     8.545    13.242  
 11    13.953     7.332     9.046    13.218  
 12    14.515     7.336     9.414    13.615  
 13    15.439     7.856    10.079    14.301  
 14    16.870     8.832    11.246    15.839  
 15    16.261     9.006    11.808    17.052  ,
 'RMSEXENM_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.695     1.246     0.272     0.472     1.653     1.652   
 1          24     2.467     2.386     0.937     1.734     1.653     1.652   
 2          48     3.900     3.241     1.338     2.086     1.653     1.652   
 3          72     4.980     3.831     1.861     2.363     1.653     1.652   
 4          96     6.916     4.474     2.417     2.673     1.653     1.652   
 5         120     7.469     4.805     2.819     2.930     1.653     1.652   
 6         144     7.378     5.042     2.926     3.013     1.653     1.652   
 7         168     7.916     5.245     3.152     3.133     1.653     1.652   
 8         192     8.947     5.300     3.364     3.314     1.653     1.652   
 9         216     9.151     5.474     3.223     3.553     1.653     1.652   
 10        240     8.372     5.587     3.239     3.827     1.653     1.652   
 11        264     8.125     5.563     3.196     4.035     1.653     1.652   
 12        288     8.476     5.762     3.597     4.080     1.653     1.652   
 13        312     9.046     6.053     3.871     4.043     1.653     1.652   
 14        336     9.952     6.167     3.904     3.750     1.653     1.652   
 15        360    10.245     6.084     3.897     3.508     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0       1.65     2.028     3.954     7.107     9.700     1.177     0.930   
 1       1.65     3.254    14.070    15.764    17.219     3.194     2.910   
 2       1.65     4.461    23.174    28.998    34.261     3.860     4.069   
 3       1.65     5.504    33.190    44.084    56.241     4.963     5.458   
 4       1.65     6.577    46.888    60.062    78.404     5.608     6.513   
 5       1.65     7.339    52.025    69.396    94.389     6.185     7.058   
 6       1.65     7.427    51.789    71.811   100.708     6.232     7.475   
 7       1.65     7.605    55.744    72.519   103.715     6.444     7.603   
 8       1.65     7.872    63.476    82.528   113.596     6.584     7.924   
 9       1.65     8.205    64.428    85.481   113.771     6.835     8.523   
 10      1.65     8.589    59.633    80.557   111.292     7.096     8.857   
 11      1.65     8.860    60.154    84.108   117.657     7.050     8.503   
 12      1.65     9.050    63.720    94.709   134.164     6.885     8.280   
 13      1.65     9.193    67.271   103.482   146.315     7.191     8.685   
 14      1.65     9.248    73.920   110.090   149.391     7.664     9.045   
 15      1.65     9.259    77.053   113.365   152.433     7.616     9.222   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      1.099     1.124     0.891     1.043  
 1      4.067     3.139     2.921     4.003  
 2      6.111     3.722     4.050     5.924  
 3      8.025     4.413     5.138     7.553  
 4      9.568     5.497     6.518     9.359  
 5     10.407     6.011     7.532    11.296  
 6     11.314     5.734     7.529    11.911  
 7     11.769     5.653     7.350    11.367  
 8     12.042     5.743     7.921    11.627  
 9     12.820     5.853     8.036    12.078  
 10    12.546     5.594     7.440    11.515  
 11    12.214     6.021     7.633    11.229  
 12    12.661     6.408     8.537    12.413  
 13    13.102     6.390     8.889    12.746  
 14    13.750     6.761     8.885    12.904  
 15    13.567     7.189     9.341    13.909  ,
 'RMSET126_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.721     1.137     0.252     0.471     1.654     1.652   
 1          24     2.320     2.234     0.892     1.181     1.653     1.652   
 2          48     3.461     2.679     1.341     1.631     1.653     1.652   
 3          72     4.514     2.984     1.882     1.917     1.653     1.652   
 4          96     6.199     3.620     2.417     2.365     1.653     1.652   
 5         120     6.477     4.022     2.791     2.576     1.653     1.652   
 6         144     6.649     4.232     3.074     2.681     1.653     1.652   
 7         168     7.921     4.477     3.470     2.796     1.653     1.652   
 8         192     9.256     4.559     3.635     2.918     1.653     1.652   
 9         216     9.785     4.766     3.385     3.032     1.653     1.652   
 10        240     9.633     5.170     3.553     3.191     1.653     1.652   
 11        264     9.359     5.366     3.782     3.479     1.653     1.652   
 12        288     9.669     5.689     4.100     3.622     1.653     1.652   
 13        312    10.173     5.821     4.288     3.650     1.653     1.652   
 14        336    11.347     5.867     4.385     3.437     1.653     1.652   
 15        360    12.519     5.972     4.512     3.469     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.650     1.423     2.926     2.424     4.151     1.089     0.930   
 1      1.650     2.945    13.236    13.830    15.749     3.271     2.829   
 2      1.650     4.142    21.962    25.782    32.458     4.109     4.049   
 3      1.650     5.172    32.536    41.066    54.583     5.126     5.425   
 4      1.650     6.095    44.071    56.001    74.528     5.688     6.475   
 5      1.650     6.603    47.260    64.447    87.187     6.200     7.156   
 6      1.650     6.669    48.598    69.032    97.094     6.223     7.750   
 7      1.650     6.617    57.067    71.821   102.324     6.633     8.082   
 8      1.650     6.820    66.644    81.775   114.234     6.861     8.529   
 9      1.650     7.152    70.976    88.315   115.549     7.357     9.405   
 10     1.650     7.454    72.164    94.848   127.478     7.552     9.904   
 11     1.650     7.575    73.021   106.134   144.792     7.422    10.209   
 12     1.650     7.807    75.752   114.561   156.095     7.436    10.539   
 13     1.649     8.223    79.384   119.744   164.869     7.664    10.639   
 14     1.649     8.305    89.159   131.160   177.617     8.042    10.490   
 15     1.650     8.567    98.570   141.087   187.072     8.546    10.685   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      1.099     1.064     0.891     1.043  
 1      3.903     3.099     2.876     3.869  
 2      5.835     3.817     3.977     5.725  
 3      7.886     4.510     5.087     7.491  
 4      9.385     5.665     6.697     9.375  
 5     10.224     6.322     7.814    11.304  
 6     11.374     6.191     7.967    12.139  
 7     11.982     6.271     8.087    11.929  
 8     12.304     6.225     8.650    12.763  
 9     13.334     6.344     8.595    13.106  
 10    13.747     6.283     8.516    12.854  
 11    13.833     6.864     9.241    13.427  
 12    14.601     7.457    10.260    14.684  
 13    14.993     7.604    10.662    15.323  
 14    15.476     8.371    11.310    16.311  
 15    15.091     9.241    12.242    17.346  ,
 'RMSETENM_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0     0.705     1.218     0.272     0.472     1.654     1.652   
 1          24     2.151     2.057     0.936     1.777     1.653     1.652   
 2          48     3.371     2.549     1.318     2.128     1.653     1.652   
 3          72     4.242     2.843     1.795     2.371     1.653     1.652   
 4          96     6.026     3.440     2.322     2.670     1.653     1.652   
 5         120     6.346     3.801     2.691     2.855     1.653     1.652   
 6         144     6.218     3.919     2.779     2.883     1.653     1.652   
 7         168     7.196     4.119     3.058     3.003     1.653     1.652   
 8         192     8.359     4.200     3.245     3.077     1.653     1.652   
 9         216     8.825     4.371     2.957     3.243     1.653     1.652   
 10        240     8.074     4.563     3.058     3.488     1.653     1.652   
 11        264     7.644     4.537     3.168     3.784     1.653     1.652   
 12        288     8.087     4.773     3.528     3.847     1.653     1.652   
 13        312     9.015     5.069     3.723     3.781     1.653     1.652   
 14        336     9.835     5.081     3.724     3.474     1.653     1.652   
 15        360     9.999     4.956     3.586     3.264     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0       1.65     2.046     4.023     7.117     9.713     1.110     0.930   
 1       1.65     3.125    13.413    13.980    18.480     3.101     2.895   
 2       1.65     4.124    21.476    24.953    31.413     3.782     4.008   
 3       1.65     5.047    30.826    39.627    51.339     4.747     5.322   
 4       1.65     5.887    43.117    55.114    71.827     5.254     6.359   
 5       1.65     6.315    46.266    63.101    85.382     5.679     6.881   
 6       1.65     6.298    45.276    63.949    90.208     5.493     7.216   
 7       1.65     6.215    51.911    65.427    92.681     5.898     7.460   
 8       1.65     6.293    60.182    75.079   103.366     5.996     7.651   
 9       1.65     6.471    63.797    80.391   103.648     6.270     8.331   
 10      1.65     6.641    59.620    79.571   108.625     6.199     8.774   
 11      1.65     6.731    59.414    85.507   121.110     6.021     8.480   
 12      1.65     6.847    63.950    95.741   134.483     5.980     8.479   
 13      1.65     7.060    70.095   103.825   145.661     6.334     8.700   
 14      1.65     7.038    75.840   109.169   148.762     6.641     8.753   
 15      1.65     6.955    78.761   112.346   149.075     6.663     8.689   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0      1.099     1.068     0.891     1.043  
 1      4.056     2.979     2.908     3.963  
 2      5.966     3.606     3.971     5.788  
 3      7.790     4.169     5.033     7.293  
 4      9.256     5.280     6.464     9.111  
 5      9.892     5.732     7.476    11.042  
 6     10.748     5.546     7.434    11.613  
 7     11.175     5.566     7.379    11.185  
 8     11.211     5.490     7.703    11.579  
 9     12.021     5.558     7.677    11.647  
 10    12.249     5.292     7.217    11.103  
 11    12.188     5.750     7.660    11.181  
 12    12.376     6.310     8.780    12.666  
 13    12.495     6.284     9.103    13.116  
 14    12.979     6.667     8.892    13.254  
 15    12.848     7.211     9.541    14.089  ,
 'VIESX126_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.241    -0.099     0.049     0.219     1.654     1.652   
 1          24     0.024    -1.120    -0.217     0.240     1.653     1.652   
 2          48     0.010    -1.579    -0.477     0.197     1.653     1.652   
 3          72     0.021    -1.815    -0.663     0.121     1.653     1.652   
 4          96     0.037    -2.118    -0.816     0.055     1.653     1.652   
 5         120    -0.019    -2.214    -1.001    -0.025     1.653     1.652   
 6         144     0.031    -2.367    -1.122    -0.106     1.653     1.652   
 7         168     0.150    -2.531    -1.299    -0.051     1.653     1.652   
 8         192     0.376    -2.694    -1.519    -0.101     1.653     1.652   
 9         216     0.463    -2.803    -1.549    -0.143     1.653     1.652   
 10        240     0.647    -2.967    -1.655     0.041     1.653     1.652   
 11        264     0.477    -2.953    -1.671     0.168     1.653     1.652   
 12        288    -0.031    -2.941    -1.736     0.156     1.653     1.652   
 13        312    -0.065    -3.190    -1.751     0.114     1.652     1.651   
 14        336     0.005    -3.256    -1.710    -0.003     1.652     1.651   
 15        360    -0.006    -3.222    -1.765     0.097     1.652     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.650    -0.042    -0.026     1.445     3.219    -0.001    -0.004   
 1      1.649    -0.129    -2.438    -8.795   -10.138    -0.024    -0.043   
 2      1.650    -0.206    -4.465   -16.757   -21.724    -0.128    -0.120   
 3      1.650    -0.267    -5.402   -22.590   -30.253    -0.084    -0.180   
 4      1.650    -0.263    -6.345   -27.324   -38.261    -0.183    -0.312   
 5      1.650    -0.300    -6.873   -29.490   -44.131    -0.303    -0.241   
 6      1.650    -0.365    -6.988   -32.193   -48.294    -0.509    -0.173   
 7      1.649    -0.532    -6.661   -34.984   -53.546    -0.619    -0.230   
 8      1.650    -0.619    -5.855   -37.108   -59.283    -0.643     0.204   
 9      1.650    -0.708    -5.879   -36.820   -60.601    -0.908     0.461   
 10     1.650    -0.900    -5.288   -38.125   -60.332    -0.920     0.534   
 11     1.650    -0.932    -6.014   -39.262   -60.023    -0.736     0.520   
 12     1.650    -1.024    -9.610   -43.441   -65.077    -0.399     0.790   
 13     1.649    -1.232   -10.926   -47.272   -69.931    -0.050     1.155   
 14     1.649    -1.315   -10.991   -48.450   -71.010     0.021     1.240   
 15     1.650    -1.445   -11.069   -48.954   -71.334    -0.217     1.046   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.070     0.003    -0.006     0.025  
 1     -0.475    -0.056    -0.024     0.256  
 2     -0.639     0.023     0.031     0.163  
 3     -0.708    -0.050    -0.005     0.169  
 4     -0.817     0.101     0.005     0.287  
 5     -0.819     0.093    -0.057     0.152  
 6     -0.698    -0.032    -0.047     0.317  
 7     -0.491    -0.115     0.037     0.286  
 8      0.054     0.065    -0.072     0.292  
 9      0.700     0.160     0.072     0.306  
 10     0.699     0.042     0.104     0.143  
 11     0.561     0.063     0.105     0.166  
 12     0.685     0.013     0.106     0.183  
 13     1.374     0.079     0.136     0.231  
 14     1.589     0.191     0.083     0.374  
 15     1.362     0.223     0.017     0.243  ,
 'VIESXENM_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.218     0.041     0.070     0.223     1.653     1.652   
 1          24    -0.013    -0.933    -0.051     1.131     1.653     1.652   
 2          48     0.047    -1.475    -0.237     1.119     1.653     1.652   
 3          72    -0.011    -1.716    -0.382     1.016     1.653     1.652   
 4          96    -0.063    -2.012    -0.518     0.946     1.653     1.652   
 5         120    -0.188    -2.104    -0.699     0.840     1.653     1.652   
 6         144    -0.208    -2.222    -0.796     0.686     1.653     1.652   
 7         168    -0.053    -2.396    -0.929     0.699     1.653     1.652   
 8         192     0.238    -2.598    -1.135     0.671     1.653     1.652   
 9         216     0.333    -2.728    -1.185     0.650     1.653     1.652   
 10        240     0.523    -2.898    -1.273     0.766     1.653     1.652   
 11        264     0.267    -2.829    -1.305     0.818     1.653     1.652   
 12        288    -0.250    -2.829    -1.416     0.759     1.653     1.652   
 13        312    -0.399    -3.025    -1.461     0.696     1.653     1.651   
 14        336    -0.390    -3.102    -1.536     0.548     1.652     1.651   
 15        360    -0.188    -3.182    -1.683     0.536     1.652     1.651   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.650     1.060     0.815     3.593     6.235     0.005    -0.004   
 1      1.649     0.599    -1.801    -6.259     4.450    -0.148     0.071   
 2      1.650     0.535    -3.744   -13.669    -6.225    -0.100    -0.069   
 3      1.650     0.465    -5.151   -19.543   -14.804    -0.089    -0.112   
 4      1.650     0.424    -6.530   -24.523   -22.910    -0.112    -0.242   
 5      1.650     0.374    -7.490   -27.136   -29.359    -0.262    -0.132   
 6      1.650     0.279    -8.085   -29.812   -34.218    -0.420    -0.085   
 7      1.650     0.031    -7.504   -31.947   -38.441    -0.574    -0.171   
 8      1.650    -0.145    -6.331   -33.880   -43.358    -0.609     0.292   
 9      1.650    -0.266    -6.272   -33.860   -44.844    -0.790     0.519   
 10     1.650    -0.446    -5.737   -35.080   -45.316    -0.749     0.594   
 11     1.650    -0.516    -7.038   -36.497   -46.350    -0.576     0.557   
 12     1.650    -0.629   -10.902   -41.572   -52.670    -0.365     0.774   
 13     1.649    -0.865   -12.919   -45.661   -58.321    -0.041     1.117   
 14     1.649    -0.959   -13.289   -48.329   -62.594     0.016     1.295   
 15     1.650    -1.088   -12.176   -49.486   -65.718    -0.088     1.197   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.070    -0.002    -0.006     0.025  
 1     -0.395    -0.051    -0.008     0.220  
 2     -0.669    -0.048     0.059     0.072  
 3     -0.775    -0.127     0.008     0.059  
 4     -0.876     0.081    -0.018     0.357  
 5     -0.943     0.054    -0.057     0.232  
 6     -0.895    -0.063    -0.011     0.295  
 7     -0.767    -0.150     0.077     0.173  
 8     -0.112    -0.013     0.020     0.212  
 9      0.570     0.059     0.089     0.281  
 10     0.610     0.006     0.085     0.154  
 11     0.483    -0.052     0.096     0.233  
 12     0.560    -0.010     0.121     0.281  
 13     1.180     0.054     0.080     0.293  
 14     1.407     0.146     0.086     0.334  
 15     1.208     0.181     0.044     0.231  ,
 'VIEST126_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.264    -0.080     0.049     0.219     1.654     1.652   
 1          24    -0.023    -0.791    -0.140     0.344     1.653     1.652   
 2          48     0.002    -1.034    -0.339     0.387     1.653     1.652   
 3          72     0.014    -1.111    -0.495     0.370     1.653     1.652   
 4          96    -0.004    -1.297    -0.588     0.383     1.653     1.652   
 5         120    -0.078    -1.345    -0.706     0.348     1.653     1.652   
 6         144    -0.034    -1.466    -0.788     0.300     1.653     1.652   
 7         168     0.126    -1.575    -0.916     0.383     1.653     1.652   
 8         192     0.446    -1.702    -1.114     0.370     1.653     1.652   
 9         216     0.545    -1.767    -1.129     0.326     1.653     1.652   
 10        240     0.697    -1.986    -1.206     0.414     1.653     1.652   
 11        264     0.378    -1.905    -1.181     0.464     1.653     1.652   
 12        288    -0.271    -1.880    -1.256     0.397     1.653     1.652   
 13        312    -0.556    -2.065    -1.209     0.356     1.653     1.652   
 14        336    -0.544    -2.100    -1.288     0.269     1.653     1.652   
 15        360    -0.325    -2.197    -1.433     0.312     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.650    -0.039    -0.084     1.476     3.250    -0.019    -0.004   
 1      1.649    -0.072     0.225    -4.606    -4.219    -0.017     0.014   
 2      1.650    -0.062    -0.250    -9.460   -10.939    -0.125     0.027   
 3      1.650     0.036    -0.387   -13.490   -16.589    -0.031     0.036   
 4      1.650     0.108    -1.057   -16.935   -21.377    -0.087    -0.136   
 5      1.650     0.140    -1.490   -18.025   -24.494    -0.152     0.064   
 6      1.650     0.152    -1.558   -19.483   -26.846    -0.219     0.087   
 7      1.649     0.002    -0.668   -21.166   -29.968    -0.447    -0.072   
 8      1.650    -0.015     1.019   -22.593   -34.076    -0.437     0.419   
 9      1.650     0.026     1.409   -21.769   -33.968    -0.690     0.607   
 10     1.650     0.062     1.790   -23.234   -34.830    -0.746     0.694   
 11     1.650     0.126     0.379   -24.173   -35.432    -0.374     0.710   
 12     1.650     0.186    -4.135   -29.538   -41.999    -0.089     1.068   
 13     1.649     0.028    -7.006   -33.638   -46.363     0.339     1.450   
 14     1.649     0.027    -7.239   -36.679   -50.466     0.493     1.717   
 15     1.650    -0.091    -6.027   -37.587   -53.265     0.410     1.687   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.070     0.004    -0.006     0.025  
 1     -0.355     0.009    -0.008     0.207  
 2     -0.440    -0.084     0.023     0.200  
 3     -0.538    -0.203     0.052     0.199  
 4     -0.574     0.039    -0.047     0.308  
 5     -0.507    -0.072    -0.065     0.147  
 6     -0.554    -0.111     0.019     0.272  
 7     -0.462    -0.120     0.104     0.194  
 8      0.130    -0.043    -0.051     0.229  
 9      0.811     0.007     0.036     0.362  
 10     0.762    -0.040     0.091     0.294  
 11     0.694    -0.055     0.054     0.361  
 12     0.832    -0.034     0.076     0.451  
 13     1.372     0.054     0.062     0.423  
 14     1.683     0.171     0.087     0.328  
 15     1.725     0.135     0.015     0.270  ,
 'VIESTENM_20200815002020081500T.scan':     %Previsao  psnm:000  temp:850  temp:500  temp:250  umes:925  umes:850  \
 0           0    -0.243     0.061     0.070     0.222     1.653     1.652   
 1          24    -0.062    -0.643     0.017     1.213     1.653     1.652   
 2          48     0.029    -0.943    -0.108     1.270     1.653     1.652   
 3          72    -0.027    -1.007    -0.214     1.224     1.653     1.652   
 4          96    -0.099    -1.172    -0.279     1.233     1.653     1.652   
 5         120    -0.233    -1.206    -0.398     1.177     1.653     1.652   
 6         144    -0.269    -1.288    -0.456     1.054     1.653     1.652   
 7         168    -0.127    -1.444    -0.566     1.108     1.653     1.652   
 8         192     0.147    -1.628    -0.757     1.110     1.653     1.652   
 9         216     0.213    -1.732    -0.809     1.075     1.653     1.652   
 10        240     0.396    -1.878    -0.900     1.145     1.653     1.652   
 11        264     0.142    -1.772    -0.900     1.144     1.653     1.652   
 12        288    -0.444    -1.765    -0.962     1.027     1.653     1.652   
 13        312    -0.688    -1.930    -0.928     0.929     1.653     1.652   
 14        336    -0.710    -1.977    -0.941     0.777     1.653     1.652   
 15        360    -0.425    -2.059    -1.055     0.758     1.653     1.652   

     umes:500  agpl:925  zgeo:850  zgeo:500  zgeo:250  uvel:850  uvel:500  \
 0      1.650     1.066     0.754     3.632     6.267    -0.013    -0.004   
 1      1.649     0.686     0.726    -2.316    10.002    -0.115     0.095   
 2      1.650     0.712     0.400    -6.600     3.984    -0.086     0.053   
 3      1.650     0.781    -0.178   -10.434    -1.385    -0.071     0.088   
 4      1.650     0.802    -1.155   -13.786    -5.999    -0.054    -0.050   
 5      1.650     0.821    -1.919   -15.185    -9.813    -0.075     0.126   
 6      1.650     0.793    -2.456   -16.911   -12.831    -0.137     0.199   
 7      1.650     0.602    -1.765   -18.741   -16.002    -0.277     0.052   
 8      1.650     0.512    -0.509   -20.761   -20.348    -0.342     0.490   
 9      1.650     0.506    -0.500   -20.870   -21.692    -0.545     0.747   
 10     1.650     0.457     0.250   -21.834   -22.286    -0.487     0.820   
 11     1.650     0.519    -0.748   -22.586   -23.025    -0.285     0.789   
 12     1.650     0.541    -5.079   -27.659   -29.408    -0.069     1.043   
 13     1.649     0.383    -7.679   -31.092   -33.915     0.349     1.469   
 14     1.649     0.296    -8.089   -32.799   -36.480     0.491     1.685   
 15     1.650     0.166    -6.213   -32.774   -38.095     0.401     1.514   

     uvel:250  vvel:850  vvel:500  vvel:250  
 0     -0.070     0.006    -0.006     0.025  
 1     -0.288     0.001    -0.005     0.149  
 2     -0.511    -0.108     0.042     0.083  
 3     -0.631    -0.193     0.069     0.057  
 4     -0.617    -0.012    -0.020     0.308  
 5     -0.568    -0.022    -0.041     0.238  
 6     -0.604    -0.117     0.036     0.227  
 7     -0.486    -0.184     0.142     0.095  
 8      0.107    -0.089    -0.003     0.223  
 9      0.748     0.009     0.050     0.293  
 10     0.742    -0.085     0.095     0.235  
 11     0.612    -0.123     0.100     0.357  
 12     0.692    -0.031     0.097     0.392  
 13     1.278    -0.014     0.072     0.356  
 14     1.462     0.067     0.095     0.373  
 15     1.182     0.104     0.055     0.282  }

As tabelas de avaliação do período geradas pelo SCANTEC, já foram previamente carregadas através do comando dTable = get_dataframe(dataInicial,dataFinal,Stats,Exps,outDir,series=False).

Com o auxílio da função concat_tables_and_loc, serão criadas as listas concatenadas com todos os dataframes dos experimentos contendos os valores de correlação de anomalia necessários. Na versão atual do SCANPLOT, apenas uma variável deverá ser avaliada. Para isso, a variável Var precisará ser definida da seguinte forma:

Comando

Var = Vars[0][0].lower()

VarName = Vars[0][1]

Com isso, pode-se aplicar a função concat_tables_and_loc do SCANPLOT sobre os objetos dTable e dTable_series:

Comando

varlev_exps = scanplot.concat_tables_and_loc(dTable, dataInicial, 
                                             dataFinal, Exps, Var, series=False)

varlev_dia_exps = scanplot.concat_tables_and_loc(dTable_series, dataInicial,
                                                 dataFinal, Exps, Var, series=True)

Dependendo dos experimentos avaliados, faz-se necessário normalizar o tamanho dos dataframes. No exemplo, os experimentos GFS e X666, possuem tamanhos diferentes quanto ao horizonte de previsões. No experimento GFS, são considerados 11 dias de previsões enquanto que no experimento X666, são considerados 13 dias. Nos demais experimentos (T126, TENM, X126 e XENM), são considerados 15 dias de previsões.

Para normalizar o tamanho dos dataframes contidos nas listas varlev_exps e varlev_dia_exps, utiliza-se a função df_fill_nan do SCANPLOT, cujos resultados serão armazenados na lista lst_varlev_dia_exps_rsp.

Comando

lst_varlev_dia_exps_rsp = scanplot.df_fill_nan(varlev_exps, varlev_dia_exps)

Com as tabelas concatenadas e em lista, o próximo passo é realizar o cálculo das estatísticas do teste de significância t-Student. Para isso, internamente, o SCANPLOT utiliza os módulos t e ttest_ind do pacote scipy.stats. A função calc_tStudent do SCANTEC se encarrega dos procedimentos necessários para esta tarefa. Esta função, calcula os resultados do teste de significância a partir da Transformada de Fisher. Os resultados da aplicação da função, são os seguintes:

• ldrom_exp: uma lista com o valor médio do teste de significância (calculados a partir da média e da variância da transformada de Fisher) para cada experimento;
• ldrosup_exp: uma lista com os valores críticos superiores para cada experimento;
• ldroinf_exp: uma lista com os valores críticos inferiores para cada experimento;

Comando

ldrom_exp, ldrosup_exp, ldroinf_exp = scanplot.calc_tStudent(lst_varlev_dia_exps_rsp)

Finalmente, com as estatísticas do teste de significância calculados, pode-se aplicar a função plot_lines_tStudent para plotar os gráficos de correlação de anomalia com o teste de significância:

ComandoResultado

scanplot.plot_lines_tStudent(dataInicial, dataFinal, dTable_series,
                             Exps, Var, VarName, ldrom_exp, ldrosup_exp,
                             ldroinf_exp, varlev_exps, outDir, figDir=figDir,
                             saveFig=True, showFig=True)

Na verificação acima, o teste de significância mostra que, em relação à referência X126 (curva tracejada em preto), as diferenças entre as curvas (gráfico de cima, correlação de anomalia - ACOR) são significativas quando as respectivas curvas de baixo estão fora (positivo ou negativo) das barras que representam os valores críticos. Isso significa que as diferenças entre as correlações de anomalia, quando fora das barras, são significativas com 95% de confiança.

Assim como a função plot_lines, a função plot_lines_tStudent também aceita parâmetros para a customização das cores das curvas:

ComandoResultado

lineStyles = ['b', 'g', 'r', 'k']

scanplot.plot_lines_tStudent(dataInicial, dataFinal, dTable_series,
                             Exps, Var, VarName, ldrom_exp, ldrosup_exp,
                             ldroinf_exp, varlev_exps, outDir, figDir=figDir,
                             lineStyles=lineStyles, saveFig=True, showFig=True)

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1. Disponível em https://gmao.gsfc.nasa.gov/research/atmosphericassim/AVHRR/skilldiff_desc.pdf ↩

2. A série de dados foi truncada devido ao seu tamanho extenso. ↩