As input data is used a toy-MC sample consisting of four Gaussian-distributed and linearly correlated input variables.
The methods to be used can be switched on and off by means of booleans, or via the prompt command, for example: 
 (note that the backslashes are mandatory) If no method given, a default set is used.
The output file "TMVAReg.root" can be analysed with the use of dedicated macros (simply say: root -l <macro.C>), which can be conveniently invoked through a GUI that will appear at the end of the run of this macro.
 
 
==> Start TMVARegression
--- TMVARegression           : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo              : [datasetreg] : Added class "Regression"
                         : Add Tree TreeR of type Regression with 10000 events
                         : Dataset[datasetreg] : Class index : 0  name : Regression
Factory                  : Booking method: ␛[1mPDEFoam␛[0m
                         : 
                         : Rebuilding Dataset datasetreg
                         : Building event vectors for type 2 Regression
                         : Dataset[datasetreg] :  create input formulas for tree TreeR
DataSetFactory           : [datasetreg] : Number of events in input trees
                         : 
                         : Number of training and testing events
                         : ---------------------------------------------------------------------------
                         : Regression -- training events            : 1000
                         : Regression -- testing events             : 9000
                         : Regression -- training and testing events: 10000
                         : 
DataSetInfo              : Correlation matrix (Regression):
                         : ------------------------
                         :             var1    var2
                         :    var1:  +1.000  -0.032
                         :    var2:  -0.032  +1.000
                         : ------------------------
DataSetFactory           : [datasetreg] :  
                         : 
Factory                  : Booking method: ␛[1mKNN␛[0m
                         : 
Factory                  : Booking method: ␛[1mLD␛[0m
                         : 
Factory                  : Booking method: ␛[1mDNN_CPU␛[0m
                         : 
                         : Parsing option string: 
                         : ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
                         : The following options are set:
                         : - By User:
                         :     <none>
                         : - Default:
                         :     Boost_num: "0" [Number of times the classifier will be boosted]
                         : Parsing option string: 
                         : ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
                         : The following options are set:
                         : - By User:
                         :     V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
                         :     VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
                         :     H: "False" [Print method-specific help message]
                         :     Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
                         :     ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
                         :     WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
                         :     Architecture: "CPU" [Which architecture to perform the training on.]
                         :     TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
                         : - Default:
                         :     VerbosityLevel: "Default" [Verbosity level]
                         :     CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
                         :     IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
                         :     InputLayout: "0|0|0" [The Layout of the input]
                         :     BatchLayout: "0|0|0" [The Layout of the batch]
                         :     RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
                         :     ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU                  : [datasetreg] : Create Transformation "G" with events from all classes.
                         : 
                         : Transformation, Variable selection : 
                         : Input : variable 'var1' <---> Output : variable 'var1'
                         : Input : variable 'var2' <---> Output : variable 'var2'
                         : Will now use the CPU architecture with BLAS and IMT support !
Factory                  : Booking method: ␛[1mBDTG␛[0m
                         : 
<WARNING>                : Value for option maxdepth was previously set to 3
                         : the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
                         : --> change to new default NegWeightTreatment=Pray
Factory                  : ␛[1mTrain all methods␛[0m
Factory                  : [datasetreg] : Create Transformation "I" with events from all classes.
                         : 
                         : Transformation, Variable selection : 
                         : Input : variable 'var1' <---> Output : variable 'var1'
                         : Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:     3.3615     1.1815   [  0.0010317     4.9864 ]
                         :     var2:     2.4456     1.4269   [  0.0039980     4.9846 ]
                         :   fvalue:     163.04     79.540   [     1.8147     358.73 ]
                         : -----------------------------------------------------------
                         : Ranking input variables (method unspecific)...
IdTransformation         : Ranking result (top variable is best ranked)
                         : --------------------------------------------
                         : Rank : Variable  : |Correlation with target|
                         : --------------------------------------------
                         :    1 : var2      : 7.559e-01
                         :    2 : var1      : 6.143e-01
                         : --------------------------------------------
IdTransformation         : Ranking result (top variable is best ranked)
                         : -------------------------------------
                         : Rank : Variable  : Mutual information
                         : -------------------------------------
                         :    1 : var2      : 2.014e+00
                         :    2 : var1      : 1.978e+00
                         : -------------------------------------
IdTransformation         : Ranking result (top variable is best ranked)
                         : ------------------------------------
                         : Rank : Variable  : Correlation Ratio
                         : ------------------------------------
                         :    1 : var1      : 6.270e+00
                         :    2 : var2      : 2.543e+00
                         : ------------------------------------
IdTransformation         : Ranking result (top variable is best ranked)
                         : ----------------------------------------
                         : Rank : Variable  : Correlation Ratio (T)
                         : ----------------------------------------
                         :    1 : var2      : 1.051e+00
                         :    2 : var1      : 5.263e-01
                         : ----------------------------------------
Factory                  : Train method: PDEFoam for Regression
                         : 
                         : Build mono target regression foam
                         : Elapsed time: 0.31 sec                                 
                         : Elapsed time for training with 1000 events: 0.314 sec         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of PDEFoam on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00293 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
                         : writing foam MonoTargetRegressionFoam to file
                         : Foams written to file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
Factory                  : Training finished
                         : 
Factory                  : Train method: KNN for Regression
                         : 
KNN                      : <Train> start...
                         : Reading 1000 events
                         : Number of signal events 1000
                         : Number of background events 0
                         : Creating kd-tree with 1000 events
                         : Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN                : Optimizing tree for 2 variables with 1000 values
                         : <Fill> Class 1 has     1000 events
                         : Elapsed time for training with 1000 events: 0.00114 sec         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of KNN on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00504 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory                  : Training finished
                         : 
Factory                  : Train method: LD for Regression
                         : 
LD                       : Results for LD coefficients:
                         : -----------------------
                         : Variable:  Coefficient:
                         : -----------------------
                         :     var1:      +41.434
                         :     var2:      +42.995
                         : (offset):      -81.387
                         : -----------------------
                         : Elapsed time for training with 1000 events: 0.000302 sec         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of LD on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000426 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory                  : Training finished
                         : 
Factory                  : Train method: DNN_CPU for Regression
                         : 
                         : Preparing the Gaussian transformation...
TFHandler_DNN_CPU        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:   0.012172     1.0268   [    -3.3736     5.7307 ]
                         :     var2:   0.010022     1.0334   [    -4.3449     5.7307 ]
                         :   fvalue:     163.04     79.540   [     1.8147     358.73 ]
                         : -----------------------------------------------------------
                         : Start of deep neural network training on CPU using MT,  nthreads = 1
                         : 
TFHandler_DNN_CPU        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:   0.012172     1.0268   [    -3.3736     5.7307 ]
                         :     var2:   0.010022     1.0334   [    -4.3449     5.7307 ]
                         :   fvalue:     163.04     79.540   [     1.8147     358.73 ]
                         : -----------------------------------------------------------
                         : *****   Deep Learning Network *****
DEEP NEURAL NETWORK:   Depth = 4  Input = ( 1, 1, 2 )  Batch size = 50  Loss function = R
   Layer 0   DENSE Layer:   ( Input =     2 , Width =    50 )  Output = (  1 ,    50 ,    50 )   Activation Function = Tanh
   Layer 1   DENSE Layer:   ( Input =    50 , Width =    50 )  Output = (  1 ,    50 ,    50 )   Activation Function = Tanh
   Layer 2   DENSE Layer:   ( Input =    50 , Width =    50 )  Output = (  1 ,    50 ,    50 )   Activation Function = Tanh
   Layer 3   DENSE Layer:   ( Input =    50 , Width =     1 )  Output = (  1 ,    50 ,     1 )   Activation Function = Identity
                         : Using 800 events for training and 200 for testing
                         : Compute initial loss  on the validation data 
                         : Training phase 1 of 1:  Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31546.5
                         : --------------------------------------------------------------
                         :      Epoch |   Train Err.   Val. Err.  t(s)/epoch   t(s)/Loss   nEvents/s Conv. Steps
                         : --------------------------------------------------------------
                         :    Start epoch iteration ...
                         :          1 Minimum Test error found - save the configuration 
                         :          1 |        33121     31184.6   0.0143723  0.00158409     62557.4           0
                         :          2 Minimum Test error found - save the configuration 
                         :          2 |      32658.3     30688.2   0.0147514  0.00157068     60694.9           0
                         :          3 Minimum Test error found - save the configuration 
                         :          3 |      32048.2       30103   0.0146755  0.00153581       60884           0
                         :          4 Minimum Test error found - save the configuration 
                         :          4 |      31374.1     29518.4   0.0130466  0.00119736     67514.7           0
                         :          5 Minimum Test error found - save the configuration 
                         :          5 |      30671.7     28801.9    0.011635  0.00110749     75991.5           0
                         :          6 Minimum Test error found - save the configuration 
                         :          6 |      29869.7     27923.8   0.0112269  0.00110103     79005.8           0
                         :          7 Minimum Test error found - save the configuration 
                         :          7 |      29206.3     27394.2   0.0107486  0.00111435     83037.3           0
                         :          8 Minimum Test error found - save the configuration 
                         :          8 |      28783.3     27027.2   0.0109407  0.00113987       81626           0
                         :          9 Minimum Test error found - save the configuration 
                         :          9 |      28427.9     26707.9   0.0106406  0.00107075     83595.6           0
                         :         10 Minimum Test error found - save the configuration 
                         :         10 |      28105.1     26411.5   0.0114038   0.0012779     79005.7           0
                         :         11 Minimum Test error found - save the configuration 
                         :         11 |      27804.3     26125.9   0.0105198  0.00124938     86296.1           0
                         :         12 Minimum Test error found - save the configuration 
                         :         12 |      27513.4     25853.1   0.0108202  0.00108884     82208.8           0
                         :         13 Minimum Test error found - save the configuration 
                         :         13 |      27232.6     25590.2   0.0105032  0.00104098     84546.5           0
                         :         14 Minimum Test error found - save the configuration 
                         :         14 |      26961.8     25333.5   0.0110861    0.001041       79641           0
                         :         15 Minimum Test error found - save the configuration 
                         :         15 |      26696.6     25084.5   0.0103036  0.00101243     86103.3           0
                         :         16 Minimum Test error found - save the configuration 
                         :         16 |      26441.4     24837.1   0.0103946  0.00101514     85292.9           0
                         :         17 Minimum Test error found - save the configuration 
                         :         17 |      26187.1     24597.4    0.011206  0.00174746     84579.8           0
                         :         18 Minimum Test error found - save the configuration 
                         :         18 |      25937.3     24365.2   0.0128567  0.00119683     68611.6           0
                         :         19 Minimum Test error found - save the configuration 
                         :         19 |      25696.7     24132.9    0.010248  0.00102973     86783.7           0
                         :         20 Minimum Test error found - save the configuration 
                         :         20 |      25458.1       23904   0.0101796   0.0010331     87465.4           0
                         :         21 Minimum Test error found - save the configuration 
                         :         21 |      25219.1       23684   0.0103547  0.00104362       85919           0
                         :         22 Minimum Test error found - save the configuration 
                         :         22 |      24987.7       23466   0.0102056  0.00110471     87903.5           0
                         :         23 Minimum Test error found - save the configuration 
                         :         23 |      24765.6     23242.8   0.0101423  0.00109756     88449.5           0
                         :         24 Minimum Test error found - save the configuration 
                         :         24 |      24534.8     23030.4   0.0102165  0.00104078     87186.9           0
                         :         25 Minimum Test error found - save the configuration 
                         :         25 |      24311.6       22822   0.0119301  0.00109802     73854.9           0
                         :         26 Minimum Test error found - save the configuration 
                         :         26 |      24094.1     22613.6   0.0107396  0.00104497     82519.6           0
                         :         27 Minimum Test error found - save the configuration 
                         :         27 |      23879.1     22405.7   0.0104854   0.0010273     84583.7           0
                         :         28 Minimum Test error found - save the configuration 
                         :         28 |      23660.3     22207.2   0.0100658 0.000997129       88216           0
                         :         29 Minimum Test error found - save the configuration 
                         :         29 |      23451.2     22007.4   0.0100474  0.00102039     88623.4           0
                         :         30 Minimum Test error found - save the configuration 
                         :         30 |      23243.7     21807.7   0.0110444  0.00174033     85983.7           0
                         :         31 Minimum Test error found - save the configuration 
                         :         31 |      23034.9     21613.7   0.0113288  0.00104295     77776.4           0
                         :         32 Minimum Test error found - save the configuration 
                         :         32 |      22832.6     21419.2    0.010315  0.00102003     86067.7           0
                         :         33 Minimum Test error found - save the configuration 
                         :         33 |      22629.6     21228.2   0.0101974  0.00101133     87088.2           0
                         :         34 Minimum Test error found - save the configuration 
                         :         34 |      22428.9     21040.9   0.0101427  0.00101603     87655.5           0
                         :         35 Minimum Test error found - save the configuration 
                         :         35 |      22231.6       20855    0.010269  0.00101288       86429           0
                         :         36 Minimum Test error found - save the configuration 
                         :         36 |      22038.9     20667.3   0.0110006  0.00104426     80350.7           0
                         :         37 Minimum Test error found - save the configuration 
                         :         37 |      21843.2     20485.1   0.0105224  0.00141271     87818.5           0
                         :         38 Minimum Test error found - save the configuration 
                         :         38 |        21652     20304.9   0.0115148  0.00101961     76225.4           0
                         :         39 Minimum Test error found - save the configuration 
                         :         39 |      21465.2     20123.4   0.0110516  0.00105359     80015.7           0
                         :         40 Minimum Test error found - save the configuration 
                         :         40 |      21274.3       19949   0.0102952  0.00108439       86854           0
                         :         41 Minimum Test error found - save the configuration 
                         :         41 |      21091.1     19773.2   0.0104839  0.00101539     84490.5           0
                         :         42 Minimum Test error found - save the configuration 
                         :         42 |      20906.6     19600.8    0.012146  0.00175311     76975.8           0
                         :         43 Minimum Test error found - save the configuration 
                         :         43 |      20726.4     19428.3   0.0104255  0.00102391     85091.7           0
                         :         44 Minimum Test error found - save the configuration 
                         :         44 |      20543.5     19262.3   0.0103006  0.00110582     87005.7           0
                         :         45 Minimum Test error found - save the configuration 
                         :         45 |      20369.3     19092.3   0.0102285  0.00104127     87077.7           0
                         :         46 Minimum Test error found - save the configuration 
                         :         46 |      20192.7     18924.8   0.0102556   0.0010362       86774           0
                         :         47 Minimum Test error found - save the configuration 
                         :         47 |      20016.4     18761.8   0.0114388  0.00142682       79904           0
                         :         48 Minimum Test error found - save the configuration 
                         :         48 |        19845       18598   0.0104722  0.00102918     84718.3           0
                         :         49 Minimum Test error found - save the configuration 
                         :         49 |      19670.6     18438.9   0.0102051  0.00101627     87062.4           0
                         :         50 Minimum Test error found - save the configuration 
                         :         50 |      19503.1     18270.8   0.0105594  0.00105532     84174.6           0
                         :         51 Minimum Test error found - save the configuration 
                         :         51 |      19326.2     18112.7   0.0109297  0.00104855     80961.9           0
                         :         52 Minimum Test error found - save the configuration 
                         :         52 |      19160.3     17954.1   0.0105522  0.00100852     83824.7           0
                         :         53 Minimum Test error found - save the configuration 
                         :         53 |      18990.8     17793.6   0.0106994  0.00109086     83259.5           0
                         :         54 Minimum Test error found - save the configuration 
                         :         54 |      18833.5     17647.2   0.0105255  0.00101854     84148.8           0
                         :         55 Minimum Test error found - save the configuration 
                         :         55 |      18667.2     17493.8   0.0101691  0.00101568     87398.9           0
                         :         56 Minimum Test error found - save the configuration 
                         :         56 |      18506.4     17328.1   0.0101047  0.00101122     87975.1           0
                         :         57 Minimum Test error found - save the configuration 
                         :         57 |      18338.7     17180.6    0.010093  0.00100982     88075.3           0
                         :         58 Minimum Test error found - save the configuration 
                         :         58 |      18178.2     17024.2   0.0105765  0.00104332       83917           0
                         :         59 Minimum Test error found - save the configuration 
                         :         59 |      18019.7     16881.6   0.0104781  0.00106584     84995.7           0
                         :         60 Minimum Test error found - save the configuration 
                         :         60 |      17860.6     16722.1   0.0105069  0.00105399       84630           0
                         :         61 Minimum Test error found - save the configuration 
                         :         61 |      17708.1     16570.3   0.0105791  0.00108934     84301.3           0
                         :         62 Minimum Test error found - save the configuration 
                         :         62 |      17550.1       16420   0.0141173  0.00179681     64932.4           0
                         :         63 Minimum Test error found - save the configuration 
                         :         63 |      17392.5     16277.8   0.0119733  0.00126983     74742.1           0
                         :         64 Minimum Test error found - save the configuration 
                         :         64 |      17238.4       16122   0.0112571   0.0010985     78751.2           0
                         :         65 Minimum Test error found - save the configuration 
                         :         65 |      17079.6     15978.3   0.0107656  0.00106951     82507.2           0
                         :         66 Minimum Test error found - save the configuration 
                         :         66 |      16930.9     15835.4    0.011713  0.00112832     75581.2           0
                         :         67 Minimum Test error found - save the configuration 
                         :         67 |      16779.1     15687.7   0.0111129  0.00120072     80708.7           0
                         :         68 Minimum Test error found - save the configuration 
                         :         68 |      16628.9     15544.6    0.011532  0.00115378     77084.2           0
                         :         69 Minimum Test error found - save the configuration 
                         :         69 |      16477.8     15404.7   0.0108398  0.00110212     82154.9           0
                         :         70 Minimum Test error found - save the configuration 
                         :         70 |      16330.4     15266.3   0.0105708    0.001058     84097.6           0
                         :         71 Minimum Test error found - save the configuration 
                         :         71 |      16186.1     15126.4   0.0106466  0.00107336     83566.6           0
                         :         72 Minimum Test error found - save the configuration 
                         :         72 |      16039.2     14990.7   0.0106227  0.00104697     83544.1           0
                         :         73 Minimum Test error found - save the configuration 
                         :         73 |      15896.4     14854.5   0.0104262  0.00110195     85797.9           0
                         :         74 Minimum Test error found - save the configuration 
                         :         74 |        15754     14719.9   0.0103416  0.00105574     86152.6           0
                         :         75 Minimum Test error found - save the configuration 
                         :         75 |      15615.3     14583.9   0.0124788  0.00118209     70817.1           0
                         :         76 Minimum Test error found - save the configuration 
                         :         76 |      15473.4     14452.1   0.0112433  0.00108614     78762.2           0
                         :         77 Minimum Test error found - save the configuration 
                         :         77 |        15335     14322.2   0.0111744  0.00111881     79557.4           0
                         :         78 Minimum Test error found - save the configuration 
                         :         78 |      15196.7     14195.7   0.0107643  0.00105586     82402.1           0
                         :         79 Minimum Test error found - save the configuration 
                         :         79 |      15064.3     14065.3   0.0106877  0.00107805     83249.7           0
                         :         80 Minimum Test error found - save the configuration 
                         :         80 |      14928.8     13937.6   0.0111497  0.00110071     79610.1           0
                         :         81 Minimum Test error found - save the configuration 
                         :         81 |      14796.2     13810.7   0.0111155  0.00109698     79851.8           0
                         :         82 Minimum Test error found - save the configuration 
                         :         82 |      14662.5     13687.7   0.0107133  0.00107361     82990.6           0
                         :         83 Minimum Test error found - save the configuration 
                         :         83 |      14531.8       13565   0.0108099  0.00106758     82115.7           0
                         :         84 Minimum Test error found - save the configuration 
                         :         84 |      14403.7       13442   0.0104542   0.0010475     85045.7           0
                         :         85 Minimum Test error found - save the configuration 
                         :         85 |      14273.4     13321.9   0.0106937  0.00122378     84477.8           0
                         :         86 Minimum Test error found - save the configuration 
                         :         86 |      14146.1     13203.6   0.0104483  0.00105091     85130.1           0
                         :         87 Minimum Test error found - save the configuration 
                         :         87 |      14022.6     13081.8   0.0104569  0.00105943     85129.7           0
                         :         88 Minimum Test error found - save the configuration 
                         :         88 |      13895.9     12963.6   0.0108572  0.00110806     82058.7           0
                         :         89 Minimum Test error found - save the configuration 
                         :         89 |      13771.1     12847.6   0.0114035  0.00111362     77746.3           0
                         :         90 Minimum Test error found - save the configuration 
                         :         90 |      13648.1     12732.8   0.0107178  0.00113816     83510.2           0
                         :         91 Minimum Test error found - save the configuration 
                         :         91 |      13527.3     12617.4   0.0110544  0.00120363       81212           0
                         :         92 Minimum Test error found - save the configuration 
                         :         92 |      13406.3     12503.5   0.0114641  0.00132757     78922.5           0
                         :         93 Minimum Test error found - save the configuration 
                         :         93 |      13286.3     12390.9   0.0114491  0.00126411     78546.7           0
                         :         94 Minimum Test error found - save the configuration 
                         :         94 |      13167.5     12279.5   0.0126193  0.00143004     71497.3           0
                         :         95 Minimum Test error found - save the configuration 
                         :         95 |        13050       12169   0.0117764  0.00114589     75255.1           0
                         :         96 Minimum Test error found - save the configuration 
                         :         96 |      12935.2     12056.8   0.0118346  0.00117385     75041.7           0
                         :         97 Minimum Test error found - save the configuration 
                         :         97 |      12817.8     11948.6   0.0121565   0.0013465     74005.2           0
                         :         98 Minimum Test error found - save the configuration 
                         :         98 |      12701.7     11843.4   0.0112465  0.00111451     78958.1           0
                         :         99 Minimum Test error found - save the configuration 
                         :         99 |      12589.8     11736.5   0.0109663  0.00128074     82597.1           0
                         :        100 Minimum Test error found - save the configuration 
                         :        100 |      12479.2     11627.8   0.0117741  0.00109792     74933.1           0
                         :        101 Minimum Test error found - save the configuration 
                         :        101 |      12364.1     11525.2   0.0109975  0.00113514     81116.4           0
                         :        102 Minimum Test error found - save the configuration 
                         :        102 |      12256.5       11419   0.0116214  0.00115466     76432.6           0
                         :        103 Minimum Test error found - save the configuration 
                         :        103 |        12144     11317.9   0.0115462  0.00123954     77619.6           0
                         :        104 Minimum Test error found - save the configuration 
                         :        104 |      12036.2     11216.4   0.0121659  0.00137189     74115.5           0
                         :        105 Minimum Test error found - save the configuration 
                         :        105 |      11929.6     11113.8   0.0118073  0.00130306     76159.5           0
                         :        106 Minimum Test error found - save the configuration 
                         :        106 |      11822.1       11013   0.0110782  0.00112758     80396.8           0
                         :        107 Minimum Test error found - save the configuration 
                         :        107 |      11714.9     10915.1   0.0115829  0.00120927     77118.7           0
                         :        108 Minimum Test error found - save the configuration 
                         :        108 |      11611.8     10815.1   0.0115395  0.00131679     78257.1           0
                         :        109 Minimum Test error found - save the configuration 
                         :        109 |      11506.5     10717.7   0.0115127  0.00133043     78567.8           0
                         :        110 Minimum Test error found - save the configuration 
                         :        110 |      11403.4     10620.8   0.0134871  0.00121763     65202.3           0
                         :        111 Minimum Test error found - save the configuration 
                         :        111 |      11300.9     10525.1   0.0109827  0.00112406     81147.3           0
                         :        112 Minimum Test error found - save the configuration 
                         :        112 |        11199     10430.8   0.0113906  0.00114232       78062           0
                         :        113 Minimum Test error found - save the configuration 
                         :        113 |      11098.7     10336.7   0.0112383  0.00114624     79270.2           0
                         :        114 Minimum Test error found - save the configuration 
                         :        114 |      10999.5     10242.7   0.0118193  0.00122765     75531.1           0
                         :        115 Minimum Test error found - save the configuration 
                         :        115 |      10902.6     10146.9   0.0118614  0.00127616     75576.8           0
                         :        116 Minimum Test error found - save the configuration 
                         :        116 |      10801.9     10055.9   0.0120546  0.00125855     74101.1           0
                         :        117 Minimum Test error found - save the configuration 
                         :        117 |      10705.2     9964.95   0.0117504  0.00115307     75490.8           0
                         :        118 Minimum Test error found - save the configuration 
                         :        118 |      10608.3     9875.68   0.0119559  0.00121713     74496.1           0
                         :        119 Minimum Test error found - save the configuration 
                         :        119 |      10513.1     9786.61   0.0115034  0.00132892     78627.8           0
                         :        120 Minimum Test error found - save the configuration 
                         :        120 |      10419.9     9696.42   0.0114358   0.0011655     77894.4           0
                         :        121 Minimum Test error found - save the configuration 
                         :        121 |      10325.2     9608.12    0.011342  0.00118903     78794.5           0
                         :        122 Minimum Test error found - save the configuration 
                         :        122 |      10232.1      9520.6   0.0116695  0.00124033     76708.2           0
                         :        123 Minimum Test error found - save the configuration 
                         :        123 |      10139.1     9435.07   0.0122578   0.0012058     72385.3           0
                         :        124 Minimum Test error found - save the configuration 
                         :        124 |      10049.3     9348.25   0.0124412  0.00156056     73524.8           0
                         :        125 Minimum Test error found - save the configuration 
                         :        125 |      9957.42     9263.68     0.01325  0.00140071     67514.3           0
                         :        126 Minimum Test error found - save the configuration 
                         :        126 |      9867.34     9180.32   0.0129914  0.00119008     67788.8           0
                         :        127 Minimum Test error found - save the configuration 
                         :        127 |      9778.39      9097.6   0.0119464  0.00115522     74134.5           0
                         :        128 Minimum Test error found - save the configuration 
                         :        128 |      9690.43     9014.98   0.0114792  0.00124192     78145.5           0
                         :        129 Minimum Test error found - save the configuration 
                         :        129 |       9602.6     8933.71   0.0112903  0.00114903     78885.2           0
                         :        130 Minimum Test error found - save the configuration 
                         :        130 |      9517.39     8850.65   0.0114886  0.00117669     77579.9           0
                         :        131 Minimum Test error found - save the configuration 
                         :        131 |      9430.23     8770.04   0.0115714  0.00126181       77598           0
                         :        132 Minimum Test error found - save the configuration 
                         :        132 |      9345.36     8689.77   0.0114354  0.00116305     77878.8           0
                         :        133 Minimum Test error found - save the configuration 
                         :        133 |      9260.07     8611.17   0.0113915  0.00118389     78372.9           0
                         :        134 Minimum Test error found - save the configuration 
                         :        134 |      9176.29     8533.22   0.0114682   0.0011625     77627.3           0
                         :        135 Minimum Test error found - save the configuration 
                         :        135 |      9094.25     8454.61   0.0113263  0.00118345     78873.4           0
                         :        136 Minimum Test error found - save the configuration 
                         :        136 |      9011.49     8377.18   0.0121382  0.00117452     72967.9           0
                         :        137 Minimum Test error found - save the configuration 
                         :        137 |      8929.85     8300.59   0.0117762  0.00126491     76108.7           0
                         :        138 Minimum Test error found - save the configuration 
                         :        138 |      8848.97     8224.71   0.0142336  0.00146263     62642.2           0
                         :        139 Minimum Test error found - save the configuration 
                         :        139 |      8769.29     8148.76   0.0165818  0.00188521     54434.6           0
                         :        140 Minimum Test error found - save the configuration 
                         :        140 |      8688.92     8074.95   0.0171099  0.00187482     52510.5           0
                         :        141 Minimum Test error found - save the configuration 
                         :        141 |      8609.35      8002.8   0.0155637  0.00163906     57452.1           0
                         :        142 Minimum Test error found - save the configuration 
                         :        142 |      8531.79     7930.75   0.0133387  0.00171718     68837.6           0
                         :        143 Minimum Test error found - save the configuration 
                         :        143 |      8455.55     7857.31   0.0122609  0.00162966     75249.8           0
                         :        144 Minimum Test error found - save the configuration 
                         :        144 |      8379.36     7783.83   0.0106695  0.00107738     83402.1           0
                         :        145 Minimum Test error found - save the configuration 
                         :        145 |       8301.3     7713.86   0.0106104  0.00106442     83805.2           0
                         :        146 Minimum Test error found - save the configuration 
                         :        146 |      8227.75     7641.88   0.0109633   0.0011118     81206.2           0
                         :        147 Minimum Test error found - save the configuration 
                         :        147 |      8151.39     7572.89    0.011178  0.00114448     79732.9           0
                         :        148 Minimum Test error found - save the configuration 
                         :        148 |      8077.89     7503.58   0.0115687  0.00118136     77016.6           0
                         :        149 Minimum Test error found - save the configuration 
                         :        149 |       8005.6     7433.28   0.0116569  0.00153996       79075           0
                         :        150 Minimum Test error found - save the configuration 
                         :        150 |      7930.76     7366.55    0.012139  0.00120672     73177.7           0
                         :        151 Minimum Test error found - save the configuration 
                         :        151 |      7859.37     7299.26   0.0114662  0.00123989     78229.6           0
                         :        152 Minimum Test error found - save the configuration 
                         :        152 |      7787.43     7233.32   0.0112205  0.00110514     79087.9           0
                         :        153 Minimum Test error found - save the configuration 
                         :        153 |      7717.41     7166.32   0.0112182  0.00112871     79290.2           0
                         :        154 Minimum Test error found - save the configuration 
                         :        154 |       7647.3     7100.06   0.0118911   0.0016895     78418.7           0
                         :        155 Minimum Test error found - save the configuration 
                         :        155 |      7577.25     7034.59   0.0144278  0.00115001     60250.9           0
                         :        156 Minimum Test error found - save the configuration 
                         :        156 |      7509.13     6968.54    0.011784  0.00163498     78825.7           0
                         :        157 Minimum Test error found - save the configuration 
                         :        157 |      7439.47     6904.94   0.0148784  0.00163444     60404.7           0
                         :        158 Minimum Test error found - save the configuration 
                         :        158 |      7371.81     6841.55   0.0154555  0.00168108     58078.8           0
                         :        159 Minimum Test error found - save the configuration 
                         :        159 |      7305.66     6777.34   0.0154363  0.00166311     58083.8           0
                         :        160 Minimum Test error found - save the configuration 
                         :        160 |      7237.15     6716.62   0.0154674  0.00180909     58572.4           0
                         :        161 Minimum Test error found - save the configuration 
                         :        161 |      7172.09      6654.6   0.0165716   0.0016851     53739.8           0
                         :        162 Minimum Test error found - save the configuration 
                         :        162 |      7106.51     6593.41   0.0153268  0.00163822     58442.7           0
                         :        163 Minimum Test error found - save the configuration 
                         :        163 |      7041.78     6532.55   0.0148357  0.00159464       60418           0
                         :        164 Minimum Test error found - save the configuration 
                         :        164 |      6977.95     6471.58   0.0149029  0.00164542     60343.1           0
                         :        165 Minimum Test error found - save the configuration 
                         :        165 |      6913.77     6411.64   0.0152466  0.00162736     58740.5           0
                         :        166 Minimum Test error found - save the configuration 
                         :        166 |      6850.52     6352.51   0.0149249  0.00159475     60014.3           0
                         :        167 Minimum Test error found - save the configuration 
                         :        167 |      6787.77     6294.23   0.0147603   0.0015851     60720.1           0
                         :        168 Minimum Test error found - save the configuration 
                         :        168 |      6724.57     6237.95   0.0146259  0.00156264     61240.5           0
                         :        169 Minimum Test error found - save the configuration 
                         :        169 |      6665.83     6178.19   0.0153895  0.00181331     58926.7           0
                         :        170 Minimum Test error found - save the configuration 
                         :        170 |      6602.75     6121.81   0.0159799  0.00181591     56481.3           0
                         :        171 Minimum Test error found - save the configuration 
                         :        171 |      6543.87     6064.27   0.0149699   0.0016206     59928.3           0
                         :        172 Minimum Test error found - save the configuration 
                         :        172 |       6481.7      6009.7   0.0149902  0.00161019     59790.5           0
                         :        173 Minimum Test error found - save the configuration 
                         :        173 |      6423.51     5953.98   0.0149316  0.00159031     59964.3           0
                         :        174 Minimum Test error found - save the configuration 
                         :        174 |         6365     5898.26   0.0145972  0.00156181     61371.5           0
                         :        175 Minimum Test error found - save the configuration 
                         :        175 |      6306.52     5843.11   0.0145465  0.00157071     61653.1           0
                         :        176 Minimum Test error found - save the configuration 
                         :        176 |      6248.76     5788.38   0.0145611  0.00155493     61509.4           0
                         :        177 Minimum Test error found - save the configuration 
                         :        177 |       6191.4     5734.34   0.0146401  0.00160008     61349.5           0
                         :        178 Minimum Test error found - save the configuration 
                         :        178 |      6133.73     5681.66   0.0150905  0.00162738     59421.5           0
                         :        179 Minimum Test error found - save the configuration 
                         :        179 |      6077.75     5629.58   0.0153144  0.00164239     58513.6           0
                         :        180 Minimum Test error found - save the configuration 
                         :        180 |       6022.4     5576.69   0.0152136  0.00161973       58850           0
                         :        181 Minimum Test error found - save the configuration 
                         :        181 |      5966.07     5526.48   0.0151535  0.00181477     59975.5           0
                         :        182 Minimum Test error found - save the configuration 
                         :        182 |      5912.13     5474.38   0.0168117  0.00185735     53496.3           0
                         :        183 Minimum Test error found - save the configuration 
                         :        183 |      5857.84      5423.1   0.0169207  0.00185063     53085.2           0
                         :        184 Minimum Test error found - save the configuration 
                         :        184 |      5804.69     5371.54   0.0169778  0.00185552     52901.9           0
                         :        185 Minimum Test error found - save the configuration 
                         :        185 |      5750.31     5321.77    0.016976  0.00185239     52897.4           0
                         :        186 Minimum Test error found - save the configuration 
                         :        186 |      5697.07     5272.99   0.0170018  0.00186516       52852           0
                         :        187 Minimum Test error found - save the configuration 
                         :        187 |      5644.82     5224.51   0.0167634  0.00173947     53248.3           0
                         :        188 Minimum Test error found - save the configuration 
                         :        188 |      5594.01     5175.19   0.0161785   0.0017468     55433.5           0
                         :        189 Minimum Test error found - save the configuration 
                         :        189 |      5541.83     5126.85   0.0161906  0.00174254     55370.6           0
                         :        190 Minimum Test error found - save the configuration 
                         :        190 |      5490.27     5079.99    0.015993  0.00171021     56011.5           0
                         :        191 Minimum Test error found - save the configuration 
                         :        191 |      5441.09     5031.89   0.0156986  0.00167821     57059.8           0
                         :        192 Minimum Test error found - save the configuration 
                         :        192 |      5390.08     4984.86   0.0117243  0.00111772     75425.2           0
                         :        193 Minimum Test error found - save the configuration 
                         :        193 |      5340.58     4938.56   0.0107045  0.00107302     83061.3           0
                         :        194 Minimum Test error found - save the configuration 
                         :        194 |      5291.02     4893.62   0.0114797  0.00166058     81473.8           0
                         :        195 Minimum Test error found - save the configuration 
                         :        195 |      5243.42     4846.92   0.0161533  0.00167062     55238.4           0
                         :        196 Minimum Test error found - save the configuration 
                         :        196 |      5194.02      4802.3   0.0160706   0.0018372     56205.7           0
                         :        197 Minimum Test error found - save the configuration 
                         :        197 |      5146.59     4757.76   0.0149001  0.00119576     58375.8           0
                         :        198 Minimum Test error found - save the configuration 
                         :        198 |      5100.21     4712.04   0.0156785  0.00183768     57800.2           0
                         :        199 Minimum Test error found - save the configuration 
                         :        199 |      5051.45     4669.41   0.0159287  0.00184691     56810.8           0
                         :        200 Minimum Test error found - save the configuration 
                         :        200 |      5006.32     4625.79   0.0119961  0.00131057     74867.6           0
                         :        201 Minimum Test error found - save the configuration 
                         :        201 |      4959.21     4583.38   0.0114517  0.00109802       77267           0
                         :        202 Minimum Test error found - save the configuration 
                         :        202 |      4914.78     4539.59   0.0112745  0.00115722     79072.3           0
                         :        203 Minimum Test error found - save the configuration 
                         :        203 |      4868.34     4498.42   0.0122368  0.00159297     75161.2           0
                         :        204 Minimum Test error found - save the configuration 
                         :        204 |      4824.06     4456.58    0.011864  0.00116047     74741.8           0
                         :        205 Minimum Test error found - save the configuration 
                         :        205 |       4780.2     4414.53   0.0110469  0.00110986     80506.9           0
                         :        206 Minimum Test error found - save the configuration 
                         :        206 |      4735.68     4373.36   0.0129283  0.00115377     67943.3           0
                         :        207 Minimum Test error found - save the configuration 
                         :        207 |      4691.55     4334.26    0.012612  0.00121925     70220.3           0
                         :        208 Minimum Test error found - save the configuration 
                         :        208 |      4649.47     4293.13   0.0113525  0.00116163     78501.7           0
                         :        209 Minimum Test error found - save the configuration 
                         :        209 |      4606.54      4252.9   0.0111517  0.00111293     79690.7           0
                         :        210 Minimum Test error found - save the configuration 
                         :        210 |      4564.12     4213.09    0.010747   0.0011206     83104.7           0
                         :        211 Minimum Test error found - save the configuration 
                         :        211 |       4522.1     4173.75   0.0107096   0.0011029     83275.6           0
                         :        212 Minimum Test error found - save the configuration 
                         :        212 |      4480.53     4134.96   0.0106847   0.0011096       83550           0
                         :        213 Minimum Test error found - save the configuration 
                         :        213 |      4438.87     4097.69    0.011736  0.00111543     75325.7           0
                         :        214 Minimum Test error found - save the configuration 
                         :        214 |      4398.88     4059.03   0.0120956  0.00132789       74296           0
                         :        215 Minimum Test error found - save the configuration 
                         :        215 |      4357.85     4022.36   0.0110363  0.00109398     80463.8           0
                         :        216 Minimum Test error found - save the configuration 
                         :        216 |      4318.88     3983.96   0.0106541  0.00107045     83475.5           0
                         :        217 Minimum Test error found - save the configuration 
                         :        217 |      4279.31     3946.13   0.0110684  0.00109163     80186.5           0
                         :        218 Minimum Test error found - save the configuration 
                         :        218 |       4239.5     3909.27   0.0105352   0.0010674     84496.8           0
                         :        219 Minimum Test error found - save the configuration 
                         :        219 |      4200.08     3874.06   0.0105655  0.00106833     84235.8           0
                         :        220 Minimum Test error found - save the configuration 
                         :        220 |      4162.23     3837.62   0.0109065  0.00111647     81715.6           0
                         :        221 Minimum Test error found - save the configuration 
                         :        221 |      4124.22      3801.8   0.0116543  0.00114536     76125.3           0
                         :        222 Minimum Test error found - save the configuration 
                         :        222 |      4085.76     3767.71   0.0117485  0.00181413     80528.9           0
                         :        223 Minimum Test error found - save the configuration 
                         :        223 |      4049.23     3732.46   0.0114851  0.00112585     77225.5           0
                         :        224 Minimum Test error found - save the configuration 
                         :        224 |      4012.75      3696.2   0.0127728  0.00112709       68695           0
                         :        225 Minimum Test error found - save the configuration 
                         :        225 |      3975.21     3662.28   0.0108089  0.00109753       82378           0
                         :        226 Minimum Test error found - save the configuration 
                         :        226 |      3938.66     3629.11   0.0110686  0.00120633     81117.6           0
                         :        227 Minimum Test error found - save the configuration 
                         :        227 |      3903.27      3594.7   0.0157517  0.00171719     57002.2           0
                         :        228 Minimum Test error found - save the configuration 
                         :        228 |      3867.36     3561.58   0.0158681   0.0016818     56392.6           0
                         :        229 Minimum Test error found - save the configuration 
                         :        229 |      3832.26     3528.27   0.0155334  0.00165361     57637.8           0
                         :        230 Minimum Test error found - save the configuration 
                         :        230 |       3797.7     3494.98   0.0142153  0.00114327     61199.4           0
                         :        231 Minimum Test error found - save the configuration 
                         :        231 |      3762.69     3462.52   0.0120725  0.00120978     73646.2           0
                         :        232 Minimum Test error found - save the configuration 
                         :        232 |      3728.06     3431.05   0.0110477  0.00109586     80386.9           0
                         :        233 Minimum Test error found - save the configuration 
                         :        233 |      3694.68     3398.95   0.0106284  0.00109425     83909.2           0
                         :        234 Minimum Test error found - save the configuration 
                         :        234 |      3660.91     3367.65   0.0113886  0.00110617       77803           0
                         :        235 Minimum Test error found - save the configuration 
                         :        235 |      3628.15     3335.75    0.010751  0.00119732     83737.2           0
                         :        236 Minimum Test error found - save the configuration 
                         :        236 |      3594.21      3306.1   0.0122344  0.00112375     72003.2           0
                         :        237 Minimum Test error found - save the configuration 
                         :        237 |      3562.47     3274.53   0.0105893  0.00109437     84255.8           0
                         :        238 Minimum Test error found - save the configuration 
                         :        238 |       3529.5     3244.93   0.0114332  0.00121869     78320.3           0
                         :        239 Minimum Test error found - save the configuration 
                         :        239 |      3498.52     3213.63   0.0115907  0.00111482     76365.7           0
                         :        240 Minimum Test error found - save the configuration 
                         :        240 |      3465.71     3184.14   0.0125667  0.00162081     73087.1           0
                         :        241 Minimum Test error found - save the configuration 
                         :        241 |      3434.76     3154.44     0.01085  0.00131701     83919.2           0
                         :        242 Minimum Test error found - save the configuration 
                         :        242 |      3403.29     3125.68   0.0106269  0.00111531     84107.8           0
                         :        243 Minimum Test error found - save the configuration 
                         :        243 |      3372.76     3096.62    0.010685  0.00107356     83234.4           0
                         :        244 Minimum Test error found - save the configuration 
                         :        244 |       3341.6      3068.6   0.0107843  0.00108544     82484.2           0
                         :        245 Minimum Test error found - save the configuration 
                         :        245 |      3311.41     3040.63   0.0105076  0.00105081     84595.1           0
                         :        246 Minimum Test error found - save the configuration 
                         :        246 |      3282.02     3011.77   0.0103559  0.00104677     85937.3           0
                         :        247 Minimum Test error found - save the configuration 
                         :        247 |      3251.91     2983.54   0.0104825  0.00105244     84834.9           0
                         :        248 Minimum Test error found - save the configuration 
                         :        248 |      3222.17     2956.43   0.0106653  0.00111117     83733.1           0
                         :        249 Minimum Test error found - save the configuration 
                         :        249 |      3193.79      2928.4   0.0109341  0.00129991     83037.9           0
                         :        250 Minimum Test error found - save the configuration 
                         :        250 |      3164.25     2900.82   0.0112768  0.00117996     79232.5           0
                         :        251 Minimum Test error found - save the configuration 
                         :        251 |      3135.23     2874.07    0.010512  0.00107317     84756.6           0
                         :        252 Minimum Test error found - save the configuration 
                         :        252 |      3107.56     2846.99   0.0114835  0.00107964     76894.4           0
                         :        253 Minimum Test error found - save the configuration 
                         :        253 |      3078.27     2821.44   0.0116445  0.00116074     76308.3           0
                         :        254 Minimum Test error found - save the configuration 
                         :        254 |      3051.49     2794.74   0.0111083  0.00109602     79901.8           0
                         :        255 Minimum Test error found - save the configuration 
                         :        255 |      3022.78     2769.63   0.0112127  0.00111434     79220.9           0
                         :        256 Minimum Test error found - save the configuration 
                         :        256 |      2996.57     2743.95   0.0111696  0.00122922     80479.7           0
                         :        257 Minimum Test error found - save the configuration 
                         :        257 |      2968.97     2717.95   0.0107533  0.00107155     82629.3           0
                         :        258 Minimum Test error found - save the configuration 
                         :        258 |      2941.47     2693.84   0.0110223  0.00144211       83506           0
                         :        259 Minimum Test error found - save the configuration 
                         :        259 |      2915.75     2668.35   0.0107917  0.00107412       82325           0
                         :        260 Minimum Test error found - save the configuration 
                         :        260 |      2889.06     2643.81   0.0108975   0.0013224     83550.3           0
                         :        261 Minimum Test error found - save the configuration 
                         :        261 |      2862.72     2619.78   0.0106672  0.00109613     83585.3           0
                         :        262 Minimum Test error found - save the configuration 
                         :        262 |      2837.51      2594.4   0.0106374  0.00105613       83496           0
                         :        263 Minimum Test error found - save the configuration 
                         :        263 |      2811.21     2571.41   0.0106755  0.00106405     83234.4           0
                         :        264 Minimum Test error found - save the configuration 
                         :        264 |      2786.02     2547.15   0.0107247  0.00110381     83152.6           0
                         :        265 Minimum Test error found - save the configuration 
                         :        265 |      2760.76     2523.55   0.0110426  0.00106682     80194.5           0
                         :        266 Minimum Test error found - save the configuration 
                         :        266 |      2735.52     2500.55   0.0103478   0.0010395     85945.2           0
                         :        267 Minimum Test error found - save the configuration 
                         :        267 |       2711.3     2477.17   0.0107591  0.00111132     82920.3           0
                         :        268 Minimum Test error found - save the configuration 
                         :        268 |         2686     2455.03   0.0111169   0.0010674     79606.2           0
                         :        269 Minimum Test error found - save the configuration 
                         :        269 |      2662.33     2432.35   0.0107921  0.00108835     82442.1           0
                         :        270 Minimum Test error found - save the configuration 
                         :        270 |      2638.28      2409.6   0.0107768  0.00109659     82642.4           0
                         :        271 Minimum Test error found - save the configuration 
                         :        271 |      2614.43     2387.34   0.0106308  0.00110098     83947.1           0
                         :        272 Minimum Test error found - save the configuration 
                         :        272 |      2590.73     2366.25   0.0116583  0.00108598     75669.4           0
                         :        273 Minimum Test error found - save the configuration 
                         :        273 |      2567.31     2343.75    0.010541  0.00105682     84350.6           0
                         :        274 Minimum Test error found - save the configuration 
                         :        274 |      2544.01     2321.96    0.010519    0.001111       85034           0
                         :        275 Minimum Test error found - save the configuration 
                         :        275 |      2520.95     2300.81   0.0109444  0.00115706     81738.2           0
                         :        276 Minimum Test error found - save the configuration 
                         :        276 |      2498.35     2279.27   0.0115052  0.00117726     77460.1           0
                         :        277 Minimum Test error found - save the configuration 
                         :        277 |      2475.51      2258.2   0.0119174  0.00116327     74389.9           0
                         :        278 Minimum Test error found - save the configuration 
                         :        278 |      2452.17      2238.7   0.0116402   0.0011213     76053.6           0
                         :        279 Minimum Test error found - save the configuration 
                         :        279 |      2431.19     2217.61   0.0107619  0.00110083     82806.4           0
                         :        280 Minimum Test error found - save the configuration 
                         :        280 |      2408.41     2197.68   0.0114199  0.00124513     78625.6           0
                         :        281 Minimum Test error found - save the configuration 
                         :        281 |      2386.91     2177.07    0.012437  0.00159999     73820.8           0
                         :        282 Minimum Test error found - save the configuration 
                         :        282 |      2365.05     2157.23   0.0146981  0.00159104     61035.7           0
                         :        283 Minimum Test error found - save the configuration 
                         :        283 |      2343.61     2137.02   0.0150594  0.00171161     59935.2           0
                         :        284 Minimum Test error found - save the configuration 
                         :        284 |      2322.18     2117.53   0.0153296  0.00165106     58485.9           0
                         :        285 Minimum Test error found - save the configuration 
                         :        285 |      2301.06     2097.98   0.0142512  0.00117911     61198.9           0
                         :        286 Minimum Test error found - save the configuration 
                         :        286 |      2279.89     2078.86   0.0115562  0.00112279     76676.4           0
                         :        287 Minimum Test error found - save the configuration 
                         :        287 |      2258.96     2060.58   0.0137722  0.00183107     66995.4           0
                         :        288 Minimum Test error found - save the configuration 
                         :        288 |      2238.69     2041.41   0.0138319  0.00130394     63856.9           0
                         :        289 Minimum Test error found - save the configuration 
                         :        289 |       2218.5     2022.58   0.0125819  0.00118414     70189.2           0
                         :        290 Minimum Test error found - save the configuration 
                         :        290 |      2197.74     2003.97   0.0109817  0.00114323     81313.5           0
                         :        291 Minimum Test error found - save the configuration 
                         :        291 |      2177.38     1985.46    0.011525  0.00115683     77159.2           0
                         :        292 Minimum Test error found - save the configuration 
                         :        292 |      2157.49      1967.6   0.0111719  0.00113854     79733.7           0
                         :        293 Minimum Test error found - save the configuration 
                         :        293 |      2137.68     1950.77   0.0110043  0.00118885     81503.8           0
                         :        294 Minimum Test error found - save the configuration 
                         :        294 |      2118.88     1931.98   0.0109183  0.00115631     81950.1           0
                         :        295 Minimum Test error found - save the configuration 
                         :        295 |      2098.48     1914.03   0.0107675   0.0010932     82693.1           0
                         :        296 Minimum Test error found - save the configuration 
                         :        296 |      2079.16      1896.2    0.010983  0.00120113     81784.2           0
                         :        297 Minimum Test error found - save the configuration 
                         :        297 |      2059.55     1879.48   0.0116041  0.00160662     80020.4           0
                         :        298 Minimum Test error found - save the configuration 
                         :        298 |      2041.29      1861.6   0.0121744  0.00116327     72653.9           0
                         :        299 Minimum Test error found - save the configuration 
                         :        299 |      2021.87     1844.82   0.0115588  0.00124722     77582.5           0
                         :        300 Minimum Test error found - save the configuration 
                         :        300 |      2003.33      1827.9   0.0132777  0.00124064     66461.6           0
                         :        301 Minimum Test error found - save the configuration 
                         :        301 |      1984.92     1811.13   0.0112724  0.00114426     78987.8           0
                         :        302 Minimum Test error found - save the configuration 
                         :        302 |      1966.13     1794.92   0.0119748  0.00114379     73862.2           0
                         :        303 Minimum Test error found - save the configuration 
                         :        303 |      1948.28      1778.4   0.0116295  0.00114295     76288.1           0
                         :        304 Minimum Test error found - save the configuration 
                         :        304 |       1929.9        1762   0.0112299  0.00117805     79587.6           0
                         :        305 Minimum Test error found - save the configuration 
                         :        305 |      1912.08     1745.68    0.011215  0.00116291     79585.5           0
                         :        306 Minimum Test error found - save the configuration 
                         :        306 |      1894.14     1729.96   0.0113058   0.0011923     79102.4           0
                         :        307 Minimum Test error found - save the configuration 
                         :        307 |      1876.03     1714.98   0.0130624  0.00189351     71627.5           0
                         :        308 Minimum Test error found - save the configuration 
                         :        308 |      1859.41     1699.26   0.0121837  0.00156335     75326.9           0
                         :        309 Minimum Test error found - save the configuration 
                         :        309 |      1841.24     1684.19   0.0171027  0.00187928     52550.7           0
                         :        310 Minimum Test error found - save the configuration 
                         :        310 |       1825.1     1667.37   0.0174334  0.00191438     51549.7           0
                         :        311 Minimum Test error found - save the configuration 
                         :        311 |         1807     1652.19   0.0174875  0.00192122     51393.1           0
                         :        312 Minimum Test error found - save the configuration 
                         :        312 |      1790.55     1637.02   0.0176524  0.00192538     50867.8           0
                         :        313 Minimum Test error found - save the configuration 
                         :        313 |       1773.2        1622   0.0176105  0.00192168     50991.6           0
                         :        314 Minimum Test error found - save the configuration 
                         :        314 |      1756.47     1607.82   0.0176692  0.00192041     50797.5           0
                         :        315 Minimum Test error found - save the configuration 
                         :        315 |         1740     1593.47   0.0175309  0.00191182     51219.5           0
                         :        316 Minimum Test error found - save the configuration 
                         :        316 |      1723.82     1578.65   0.0175453  0.00191765     51191.2           0
                         :        317 Minimum Test error found - save the configuration 
                         :        317 |      1707.71        1564   0.0164148  0.00175572     54573.7           0
                         :        318 Minimum Test error found - save the configuration 
                         :        318 |      1691.41      1549.7   0.0156999  0.00162965     56857.7           0
                         :        319 Minimum Test error found - save the configuration 
                         :        319 |      1675.42     1535.15   0.0154996  0.00166024     57806.1           0
                         :        320 Minimum Test error found - save the configuration 
                         :        320 |      1658.99     1521.95   0.0140365   0.0011178     61925.8           0
                         :        321 Minimum Test error found - save the configuration 
                         :        321 |      1643.94     1507.38    0.011064  0.00110768     80351.2           0
                         :        322 Minimum Test error found - save the configuration 
                         :        322 |      1627.82     1493.91   0.0105539  0.00106054     84269.8           0
                         :        323 Minimum Test error found - save the configuration 
                         :        323 |      1612.76     1479.78   0.0105546  0.00106301     84284.7           0
                         :        324 Minimum Test error found - save the configuration 
                         :        324 |      1597.12     1466.46   0.0105009  0.00105524     84695.1           0
                         :        325 Minimum Test error found - save the configuration 
                         :        325 |      1582.23     1452.84   0.0106827  0.00108145     83322.9           0
                         :        326 Minimum Test error found - save the configuration 
                         :        326 |      1567.05     1439.15   0.0107196  0.00113642     83479.5           0
                         :        327 Minimum Test error found - save the configuration 
                         :        327 |      1551.87     1426.21   0.0108492   0.0010902     81975.3           0
                         :        328 Minimum Test error found - save the configuration 
                         :        328 |      1537.37     1413.45   0.0107608  0.00112599     83032.3           0
                         :        329 Minimum Test error found - save the configuration 
                         :        329 |      1522.81     1400.46   0.0112123  0.00114796     79488.8           0
                         :        330 Minimum Test error found - save the configuration 
                         :        330 |      1507.57     1387.98   0.0113813  0.00121239     78670.9           0
                         :        331 Minimum Test error found - save the configuration 
                         :        331 |      1493.81     1374.95    0.011428  0.00112465     77644.5           0
                         :        332 Minimum Test error found - save the configuration 
                         :        332 |      1478.95     1362.39   0.0109139  0.00113457     81805.1           0
                         :        333 Minimum Test error found - save the configuration 
                         :        333 |      1465.01     1350.02   0.0113819  0.00116962     78336.7           0
                         :        334 Minimum Test error found - save the configuration 
                         :        334 |      1451.01     1337.21   0.0111633  0.00131885     81264.4           0
                         :        335 Minimum Test error found - save the configuration 
                         :        335 |      1436.87     1325.19   0.0111888   0.0013107     80986.9           0
                         :        336 Minimum Test error found - save the configuration 
                         :        336 |      1423.37     1312.41   0.0166456   0.0018265     53984.4           0
                         :        337 Minimum Test error found - save the configuration 
                         :        337 |      1409.39     1300.58   0.0113215  0.00111902       78412           0
                         :        338 Minimum Test error found - save the configuration 
                         :        338 |       1396.3     1288.08   0.0122068  0.00114481     72319.9           0
                         :        339 Minimum Test error found - save the configuration 
                         :        339 |      1382.36     1276.21   0.0117802  0.00134257     76646.1           0
                         :        340 Minimum Test error found - save the configuration 
                         :        340 |      1369.09     1265.05   0.0135673  0.00112437     64293.7           0
                         :        341 Minimum Test error found - save the configuration 
                         :        341 |       1356.2     1252.73   0.0111133   0.0011762       80506           0
                         :        342 Minimum Test error found - save the configuration 
                         :        342 |      1343.45     1240.86   0.0111124  0.00117407     80496.5           0
                         :        343 Minimum Test error found - save the configuration 
                         :        343 |      1329.83     1229.59   0.0112253  0.00126253     80299.1           0
                         :        344 Minimum Test error found - save the configuration 
                         :        344 |      1317.14     1218.45   0.0114843  0.00120312     77811.9           0
                         :        345 Minimum Test error found - save the configuration 
                         :        345 |      1304.62     1207.19   0.0112388  0.00116965     79450.3           0
                         :        346 Minimum Test error found - save the configuration 
                         :        346 |         1292     1195.99     0.01186  0.00124153     75340.4           0
                         :        347 Minimum Test error found - save the configuration 
                         :        347 |      1279.37     1184.94   0.0114824  0.00121867     77944.4           0
                         :        348 Minimum Test error found - save the configuration 
                         :        348 |      1267.52     1173.71   0.0121156  0.00132491     74137.8           0
                         :        349 Minimum Test error found - save the configuration 
                         :        349 |      1254.85     1163.06   0.0111278  0.00113983     80096.5           0
                         :        350 Minimum Test error found - save the configuration 
                         :        350 |      1242.89     1152.24   0.0112543  0.00113097     79025.6           0
                         :        351 Minimum Test error found - save the configuration 
                         :        351 |      1231.38     1140.81   0.0114969  0.00123958     77992.9           0
                         :        352 Minimum Test error found - save the configuration 
                         :        352 |      1218.89     1130.12   0.0129604  0.00135553     68936.7           0
                         :        353 Minimum Test error found - save the configuration 
                         :        353 |       1207.3     1119.37   0.0118648  0.00113792     74579.3           0
                         :        354 Minimum Test error found - save the configuration 
                         :        354 |      1195.13     1109.59   0.0110972  0.00118995     80748.9           0
                         :        355 Minimum Test error found - save the configuration 
                         :        355 |      1184.18     1099.41   0.0131037  0.00161202     69615.5           0
                         :        356 Minimum Test error found - save the configuration 
                         :        356 |      1172.97     1088.18   0.0135475  0.00118998     64737.7           0
                         :        357 Minimum Test error found - save the configuration 
                         :        357 |      1161.05     1077.88    0.012458   0.0012709     71511.1           0
                         :        358 Minimum Test error found - save the configuration 
                         :        358 |      1149.52     1068.33   0.0117491  0.00157816     78655.4           0
                         :        359 Minimum Test error found - save the configuration 
                         :        359 |      1138.84     1058.02   0.0130244  0.00127367     68081.1           0
                         :        360 Minimum Test error found - save the configuration 
                         :        360 |      1127.71     1048.02   0.0112242   0.0011255     79218.4           0
                         :        361 Minimum Test error found - save the configuration 
                         :        361 |      1116.85     1037.86   0.0113813  0.00113261     78058.4           0
                         :        362 Minimum Test error found - save the configuration 
                         :        362 |      1105.73     1028.92   0.0137535  0.00157512     65690.1           0
                         :        363 Minimum Test error found - save the configuration 
                         :        363 |      1095.17     1018.51   0.0130208  0.00126625       68059           0
                         :        364 Minimum Test error found - save the configuration 
                         :        364 |      1084.37     1009.01   0.0150906  0.00175394     59985.1           0
                         :        365 Minimum Test error found - save the configuration 
                         :        365 |       1073.9     999.569    0.012988  0.00111283     67367.5           0
                         :        366 Minimum Test error found - save the configuration 
                         :        366 |       1063.5     989.735   0.0107525  0.00108659     82765.5           0
                         :        367 Minimum Test error found - save the configuration 
                         :        367 |      1053.34     980.008   0.0109288  0.00112635     81612.3           0
                         :        368 Minimum Test error found - save the configuration 
                         :        368 |      1042.47     970.831   0.0108833  0.00114466     82146.9           0
                         :        369 Minimum Test error found - save the configuration 
                         :        369 |      1032.41     962.091   0.0111228  0.00117177     80393.6           0
                         :        370 Minimum Test error found - save the configuration 
                         :        370 |      1022.41     952.588   0.0118182  0.00108931     74565.1           0
                         :        371 Minimum Test error found - save the configuration 
                         :        371 |      1012.54     943.462   0.0110795  0.00112915     80399.5           0
                         :        372 Minimum Test error found - save the configuration 
                         :        372 |      1002.65     934.181   0.0109468  0.00109703     81220.2           0
                         :        373 Minimum Test error found - save the configuration 
                         :        373 |      992.494     925.469   0.0109351  0.00125809     82670.1           0
                         :        374 Minimum Test error found - save the configuration 
                         :        374 |      983.224     916.441   0.0113116  0.00108294     78211.3           0
                         :        375 Minimum Test error found - save the configuration 
                         :        375 |      973.518     907.099    0.011207   0.0011169     79285.8           0
                         :        376 Minimum Test error found - save the configuration 
                         :        376 |      963.593     898.692   0.0108712  0.00114201       82227           0
                         :        377 Minimum Test error found - save the configuration 
                         :        377 |      954.357     890.097   0.0109964  0.00121846     81817.1           0
                         :        378 Minimum Test error found - save the configuration 
                         :        378 |      945.007     882.257   0.0124885  0.00112878     70424.2           0
                         :        379 Minimum Test error found - save the configuration 
                         :        379 |      935.706     873.468   0.0112245   0.0011684     79554.1           0
                         :        380 Minimum Test error found - save the configuration 
                         :        380 |      926.677     864.315   0.0115808  0.00127837     77651.9           0
                         :        381 Minimum Test error found - save the configuration 
                         :        381 |      917.223     856.221   0.0114856  0.00109704     77007.6           0
                         :        382 Minimum Test error found - save the configuration 
                         :        382 |      907.969     848.242    0.013209  0.00180568     70155.2           0
                         :        383 Minimum Test error found - save the configuration 
                         :        383 |      899.593     840.368   0.0140516  0.00120787     62287.1           0
                         :        384 Minimum Test error found - save the configuration 
                         :        384 |       890.44     831.546   0.0122968  0.00146338     73845.9           0
                         :        385 Minimum Test error found - save the configuration 
                         :        385 |      881.719     823.245   0.0114943  0.00115179       77351           0
                         :        386 Minimum Test error found - save the configuration 
                         :        386 |      872.723     815.342   0.0111281  0.00112864     80004.1           0
                         :        387 Minimum Test error found - save the configuration 
                         :        387 |      864.074     807.571   0.0110522  0.00111783     80528.4           0
                         :        388 Minimum Test error found - save the configuration 
                         :        388 |      855.514     799.761   0.0108412  0.00117232     82740.1           0
                         :        389 Minimum Test error found - save the configuration 
                         :        389 |      847.575     791.366   0.0106883  0.00110653     83491.7           0
                         :        390 Minimum Test error found - save the configuration 
                         :        390 |      838.349     783.921   0.0111552  0.00109032     79484.4           0
                         :        391 Minimum Test error found - save the configuration 
                         :        391 |      830.467     776.365   0.0107607   0.0010955     82770.9           0
                         :        392 Minimum Test error found - save the configuration 
                         :        392 |      822.034     769.024   0.0115613  0.00132402     78145.4           0
                         :        393 Minimum Test error found - save the configuration 
                         :        393 |      814.092     761.204   0.0126032  0.00123879       70395           0
                         :        394 Minimum Test error found - save the configuration 
                         :        394 |      805.972     753.274   0.0110067  0.00109912     80746.1           0
                         :        395 Minimum Test error found - save the configuration 
                         :        395 |        797.9     746.456   0.0109716  0.00115937     81530.5           0
                         :        396 Minimum Test error found - save the configuration 
                         :        396 |      789.537     738.654   0.0159281  0.00175166     56431.8           0
                         :        397 Minimum Test error found - save the configuration 
                         :        397 |      782.017     731.077   0.0116848  0.00113105     75802.2           0
                         :        398 Minimum Test error found - save the configuration 
                         :        398 |      774.163     723.573   0.0111134  0.00111624     80022.7           0
                         :        399 Minimum Test error found - save the configuration 
                         :        399 |      766.288     716.492   0.0107885  0.00108382     82434.6           0
                         :        400 Minimum Test error found - save the configuration 
                         :        400 |      758.467     709.691    0.011992  0.00146386     75986.7           0
                         :        401 Minimum Test error found - save the configuration 
                         :        401 |      750.979     702.356   0.0113779  0.00125906     79060.6           0
                         :        402 Minimum Test error found - save the configuration 
                         :        402 |      743.625     694.938   0.0114809  0.00109682     77041.3           0
                         :        403 Minimum Test error found - save the configuration 
                         :        403 |      736.127     688.008   0.0110882  0.00117755     80721.4           0
                         :        404 Minimum Test error found - save the configuration 
                         :        404 |      728.462     681.321   0.0117326  0.00110495     75275.3           0
                         :        405 Minimum Test error found - save the configuration 
                         :        405 |      721.408     674.395   0.0114362  0.00114748     77754.7           0
                         :        406 Minimum Test error found - save the configuration 
                         :        406 |       714.05     667.181    0.011739  0.00112914     75401.4           0
                         :        407 Minimum Test error found - save the configuration 
                         :        407 |      706.506     661.005   0.0108958  0.00108015     81502.5           0
                         :        408 Minimum Test error found - save the configuration 
                         :        408 |      699.746     654.175   0.0120468  0.00176728       77825           0
                         :        409 Minimum Test error found - save the configuration 
                         :        409 |      692.428     647.914   0.0125156  0.00113021     70265.7           0
                         :        410 Minimum Test error found - save the configuration 
                         :        410 |      685.612     640.954   0.0108796  0.00114564     82186.9           0
                         :        411 Minimum Test error found - save the configuration 
                         :        411 |      678.468     634.694   0.0113776  0.00114547     78185.4           0
                         :        412 Minimum Test error found - save the configuration 
                         :        412 |      671.826     628.505   0.0153612  0.00176518     58840.5           0
                         :        413 Minimum Test error found - save the configuration 
                         :        413 |       665.04     621.768   0.0146692  0.00116446     59238.3           0
                         :        414 Minimum Test error found - save the configuration 
                         :        414 |      658.147     615.346   0.0115142  0.00122452       77748           0
                         :        415 Minimum Test error found - save the configuration 
                         :        415 |      651.585      608.53   0.0119988  0.00110638     73445.4           0
                         :        416 Minimum Test error found - save the configuration 
                         :        416 |      644.657     602.374   0.0107157  0.00111146     83296.8           0
                         :        417 Minimum Test error found - save the configuration 
                         :        417 |      638.284     596.161   0.0108586  0.00109461     81933.3           0
                         :        418 Minimum Test error found - save the configuration 
                         :        418 |      631.593      590.39   0.0111986  0.00123187     80266.7           0
                         :        419 Minimum Test error found - save the configuration 
                         :        419 |      625.323     583.863    0.010802  0.00114224       82818           0
                         :        420 Minimum Test error found - save the configuration 
                         :        420 |      618.972     577.871   0.0114041  0.00141456     80083.6           0
                         :        421 Minimum Test error found - save the configuration 
                         :        421 |      612.384     572.164   0.0124413  0.00128461     71706.2           0
                         :        422 Minimum Test error found - save the configuration 
                         :        422 |      606.175     566.268   0.0130735  0.00148398     69027.9           0
                         :        423 Minimum Test error found - save the configuration 
                         :        423 |       600.43     560.006   0.0130566  0.00139908     68625.4           0
                         :        424 Minimum Test error found - save the configuration 
                         :        424 |      593.929     554.335   0.0143502  0.00129089     61259.1           0
                         :        425 Minimum Test error found - save the configuration 
                         :        425 |      587.799     548.288   0.0126775  0.00159598     72192.3           0
                         :        426 Minimum Test error found - save the configuration 
                         :        426 |      581.594      542.82   0.0119442  0.00114627     74088.5           0
                         :        427 Minimum Test error found - save the configuration 
                         :        427 |      575.762     537.121    0.014477  0.00176519     62933.5           0
                         :        428 Minimum Test error found - save the configuration 
                         :        428 |      569.626     531.724    0.015577  0.00174603     57841.3           0
                         :        429 Minimum Test error found - save the configuration 
                         :        429 |      564.244     525.609   0.0160421  0.00173017     55897.5           0
                         :        430 Minimum Test error found - save the configuration 
                         :        430 |      558.044     520.252   0.0134372  0.00110748     64883.9           0
                         :        431 Minimum Test error found - save the configuration 
                         :        431 |      552.343     514.613   0.0119531  0.00119751       74380           0
                         :        432 Minimum Test error found - save the configuration 
                         :        432 |      546.798     508.986    0.010606  0.00108766       84048           0
                         :        433 Minimum Test error found - save the configuration 
                         :        433 |      541.029     504.008   0.0137466  0.00137452     64661.7           0
                         :        434 Minimum Test error found - save the configuration 
                         :        434 |      535.294     498.721   0.0117838  0.00113714     75141.2           0
                         :        435 Minimum Test error found - save the configuration 
                         :        435 |      529.933     493.199   0.0116596  0.00120898     76550.7           0
                         :        436 Minimum Test error found - save the configuration 
                         :        436 |      524.294     487.974   0.0115243  0.00125634     77912.6           0
                         :        437 Minimum Test error found - save the configuration 
                         :        437 |      518.828     482.748   0.0128265  0.00132145     69534.9           0
                         :        438 Minimum Test error found - save the configuration 
                         :        438 |       513.52     477.628    0.011603  0.00118446     76785.9           0
                         :        439 Minimum Test error found - save the configuration 
                         :        439 |      508.565     472.338   0.0123429  0.00135147     72784.3           0
                         :        440 Minimum Test error found - save the configuration 
                         :        440 |      502.856     467.494   0.0118735  0.00126011     75376.7           0
                         :        441 Minimum Test error found - save the configuration 
                         :        441 |      497.706     463.189   0.0120909  0.00133279     74362.5           0
                         :        442 Minimum Test error found - save the configuration 
                         :        442 |      492.446     457.847   0.0120984  0.00124711     73723.9           0
                         :        443 Minimum Test error found - save the configuration 
                         :        443 |      487.525     452.826   0.0133043  0.00126012     66422.3           0
                         :        444 Minimum Test error found - save the configuration 
                         :        444 |      482.324     448.465   0.0119157   0.0013334       75598           0
                         :        445 Minimum Test error found - save the configuration 
                         :        445 |      477.393      442.88   0.0138531  0.00171906     65930.4           0
                         :        446 Minimum Test error found - save the configuration 
                         :        446 |      472.164      438.19   0.0157755  0.00170232     56845.6           0
                         :        447 Minimum Test error found - save the configuration 
                         :        447 |      467.623     433.397   0.0161373  0.00165746     55249.3           0
                         :        448 Minimum Test error found - save the configuration 
                         :        448 |      462.392     429.053   0.0157269   0.0016898     56991.8           0
                         :        449 Minimum Test error found - save the configuration 
                         :        449 |      457.827     424.467   0.0157613  0.00171355     56948.5           0
                         :        450 Minimum Test error found - save the configuration 
                         :        450 |      453.211      419.71   0.0164739  0.00183791     54659.6           0
                         :        451 Minimum Test error found - save the configuration 
                         :        451 |      448.212     415.265   0.0154016  0.00166272     58228.8           0
                         :        452 Minimum Test error found - save the configuration 
                         :        452 |      444.078     410.223    0.015423  0.00165069     58087.7           0
                         :        453 Minimum Test error found - save the configuration 
                         :        453 |      438.998     406.879   0.0152855   0.0016375     58616.6           0
                         :        454 Minimum Test error found - save the configuration 
                         :        454 |      434.433     401.842   0.0151304  0.00163469       59278           0
                         :        455 Minimum Test error found - save the configuration 
                         :        455 |      429.669     397.274   0.0152977  0.00163051     58534.5           0
                         :        456 Minimum Test error found - save the configuration 
                         :        456 |      425.229     392.569   0.0149056   0.0010852     57885.4           0
                         :        457 Minimum Test error found - save the configuration 
                         :        457 |      420.767     388.337    0.013743  0.00178544     66903.3           0
                         :        458 Minimum Test error found - save the configuration 
                         :        458 |      416.554     384.243   0.0127814  0.00123703       69298           0
                         :        459 Minimum Test error found - save the configuration 
                         :        459 |      411.946     380.235   0.0152766   0.0011038     56446.3           0
                         :        460 Minimum Test error found - save the configuration 
                         :        460 |      407.628     375.818   0.0109595  0.00112098     81312.8           0
                         :        461 Minimum Test error found - save the configuration 
                         :        461 |      403.487     371.555    0.013052  0.00121779     67600.5           0
                         :        462 Minimum Test error found - save the configuration 
                         :        462 |      398.965     367.375   0.0110967  0.00114467     80385.3           0
                         :        463 Minimum Test error found - save the configuration 
                         :        463 |      394.866     363.665     0.01107  0.00116614     80776.4           0
                         :        464 Minimum Test error found - save the configuration 
                         :        464 |       390.69     359.804   0.0109631  0.00112935     81352.6           0
                         :        465 Minimum Test error found - save the configuration 
                         :        465 |      386.857     355.355   0.0118053  0.00122622     75621.2           0
                         :        466 Minimum Test error found - save the configuration 
                         :        466 |      382.644     351.371   0.0121772  0.00153007     75137.3           0
                         :        467 Minimum Test error found - save the configuration 
                         :        467 |      378.434     347.674   0.0115191  0.00119328     77475.5           0
                         :        468 Minimum Test error found - save the configuration 
                         :        468 |      374.314     343.889   0.0112172  0.00117679     79678.1           0
                         :        469 Minimum Test error found - save the configuration 
                         :        469 |      370.493     340.824   0.0119095  0.00115974       74420           0
                         :        470 Minimum Test error found - save the configuration 
                         :        470 |      366.989     336.079   0.0120252  0.00149252     75954.2           0
                         :        471 Minimum Test error found - save the configuration 
                         :        471 |      362.747     332.283   0.0124425  0.00114527     70814.1           0
                         :        472 Minimum Test error found - save the configuration 
                         :        472 |      358.883     328.674   0.0113814  0.00110123     77819.4           0
                         :        473 Minimum Test error found - save the configuration 
                         :        473 |      355.013     324.853   0.0130847  0.00128489     67797.6           0
                         :        474 Minimum Test error found - save the configuration 
                         :        474 |      351.376     321.165   0.0117818  0.00114304     75196.5           0
                         :        475 Minimum Test error found - save the configuration 
                         :        475 |      347.426     317.431   0.0107382   0.0010688     82735.2           0
                         :        476 Minimum Test error found - save the configuration 
                         :        476 |      343.766     313.932   0.0113115  0.00115155     78740.4           0
                         :        477 Minimum Test error found - save the configuration 
                         :        477 |      340.293     310.066   0.0111149  0.00106958     79638.9           0
                         :        478 Minimum Test error found - save the configuration 
                         :        478 |      336.264     306.711   0.0107314  0.00110302     83087.8           0
                         :        479 Minimum Test error found - save the configuration 
                         :        479 |      332.882     303.487   0.0131543  0.00184727     70752.5           0
                         :        480 Minimum Test error found - save the configuration 
                         :        480 |      329.308     299.682   0.0164668  0.00178987     54507.2           0
                         :        481 Minimum Test error found - save the configuration 
                         :        481 |      325.489     296.436    0.015942  0.00143328     55139.3           0
                         :        482 Minimum Test error found - save the configuration 
                         :        482 |      322.083     293.515   0.0109125  0.00106965     81277.2           0
                         :        483 Minimum Test error found - save the configuration 
                         :        483 |      318.802     289.839    0.011572  0.00130498     77919.1           0
                         :        484 Minimum Test error found - save the configuration 
                         :        484 |       315.25     286.625    0.011456  0.00111864     77389.5           0
                         :        485 Minimum Test error found - save the configuration 
                         :        485 |      311.976     283.414   0.0116099  0.00124515     77184.4           0
                         :        486 Minimum Test error found - save the configuration 
                         :        486 |      308.711     279.817   0.0122165  0.00143753     74218.6           0
                         :        487 Minimum Test error found - save the configuration 
                         :        487 |      305.233     276.872   0.0126413   0.0013547     70880.4           0
                         :        488 Minimum Test error found - save the configuration 
                         :        488 |      302.042     273.408   0.0124911  0.00132595     71651.8           0
                         :        489 Minimum Test error found - save the configuration 
                         :        489 |        298.6     270.304   0.0122083  0.00137008     73813.2           0
                         :        490 Minimum Test error found - save the configuration 
                         :        490 |      295.305     268.202   0.0117887  0.00113138       75066           0
                         :        491 Minimum Test error found - save the configuration 
                         :        491 |      292.229      264.81   0.0115801  0.00113747     76608.8           0
                         :        492 Minimum Test error found - save the configuration 
                         :        492 |      289.005     261.459   0.0109223  0.00108098     81289.8           0
                         :        493 Minimum Test error found - save the configuration 
                         :        493 |      285.729     258.116   0.0120487   0.0013149     74530.6           0
                         :        494 Minimum Test error found - save the configuration 
                         :        494 |      282.748     255.112   0.0116918  0.00116649       76007           0
                         :        495 Minimum Test error found - save the configuration 
                         :        495 |      279.611     252.503   0.0112073  0.00120778       80004           0
                         :        496 Minimum Test error found - save the configuration 
                         :        496 |       277.03     249.683   0.0128415   0.0014874       70459           0
                         :        497 Minimum Test error found - save the configuration 
                         :        497 |      273.938     246.442   0.0130398  0.00128743     68071.6           0
                         :        498 Minimum Test error found - save the configuration 
                         :        498 |       270.57     243.703   0.0135716  0.00127343     65050.4           0
                         :        499 Minimum Test error found - save the configuration 
                         :        499 |      267.595     241.158   0.0148844  0.00176954     60999.6           0
                         :        500 Minimum Test error found - save the configuration 
                         :        500 |      264.788     238.322   0.0150314  0.00143989     58860.2           0
                         :        501 Minimum Test error found - save the configuration 
                         :        501 |      261.898     235.301    0.014981  0.00184945       60922           0
                         :        502 Minimum Test error found - save the configuration 
                         :        502 |      259.153     233.098   0.0135819  0.00119825     64601.5           0
                         :        503 Minimum Test error found - save the configuration 
                         :        503 |      256.249     229.797   0.0145885  0.00131684     60278.9           0
                         :        504 Minimum Test error found - save the configuration 
                         :        504 |      253.359     227.455    0.013963  0.00137631     63559.4           0
                         :        505 Minimum Test error found - save the configuration 
                         :        505 |      250.513     224.423   0.0144229  0.00143643     61602.4           0
                         :        506 Minimum Test error found - save the configuration 
                         :        506 |      247.881     221.851   0.0151252  0.00165969       59411           0
                         :        507 Minimum Test error found - save the configuration 
                         :        507 |      245.178      220.36   0.0149686  0.00148053     59311.8           0
                         :        508 Minimum Test error found - save the configuration 
                         :        508 |      242.635     217.611   0.0161421  0.00180901     55814.9           0
                         :        509 Minimum Test error found - save the configuration 
                         :        509 |      239.864     214.575   0.0154694  0.00182941       58651           0
                         :        510 Minimum Test error found - save the configuration 
                         :        510 |      236.957     212.076   0.0144965  0.00175384     62781.2           0
                         :        511 Minimum Test error found - save the configuration 
                         :        511 |      234.653     210.085   0.0156864  0.00184991       57818           0
                         :        512 Minimum Test error found - save the configuration 
                         :        512 |      232.075     207.088   0.0136195  0.00114379     64124.4           0
                         :        513 Minimum Test error found - save the configuration 
                         :        513 |      229.565     205.301   0.0110716  0.00117356     80824.3           0
                         :        514 Minimum Test error found - save the configuration 
                         :        514 |      226.805     201.884   0.0114114   0.0011952     78307.3           0
                         :        515 Minimum Test error found - save the configuration 
                         :        515 |      224.246     200.025   0.0106794  0.00105708     83140.2           0
                         :        516 Minimum Test error found - save the configuration 
                         :        516 |      221.929     197.494   0.0132637  0.00164388     68847.7           0
                         :        517 Minimum Test error found - save the configuration 
                         :        517 |      219.412     195.068   0.0127238  0.00118703     69343.7           0
                         :        518 Minimum Test error found - save the configuration 
                         :        518 |      217.065     192.741    0.011837  0.00116681     74975.4           0
                         :        519 Minimum Test error found - save the configuration 
                         :        519 |      214.314     190.415   0.0119733   0.0011931     74210.4           0
                         :        520 Minimum Test error found - save the configuration 
                         :        520 |      212.028     188.278   0.0114373  0.00114145     77701.5           0
                         :        521 Minimum Test error found - save the configuration 
                         :        521 |      209.732     186.212   0.0121537  0.00108811     72296.4           0
                         :        522 Minimum Test error found - save the configuration 
                         :        522 |      207.435      183.74   0.0120712    0.001111     72991.2           0
                         :        523 Minimum Test error found - save the configuration 
                         :        523 |      205.234     181.455   0.0123388  0.00110213     71195.4           0
                         :        524 Minimum Test error found - save the configuration 
                         :        524 |      202.896     179.367   0.0115273  0.00143431       79263           0
                         :        525 Minimum Test error found - save the configuration 
                         :        525 |      200.629     177.121   0.0113317  0.00109687     78164.6           0
                         :        526 Minimum Test error found - save the configuration 
                         :        526 |      198.264     175.159   0.0112072  0.00113263     79407.7           0
                         :        527 Minimum Test error found - save the configuration 
                         :        527 |       196.08     172.916   0.0110818  0.00112737     80366.3           0
                         :        528 Minimum Test error found - save the configuration 
                         :        528 |      193.894     170.971   0.0117926   0.0011062     74861.6           0
                         :        529 Minimum Test error found - save the configuration 
                         :        529 |      191.756     169.657   0.0121304   0.0017103     76774.6           0
                         :        530 Minimum Test error found - save the configuration 
                         :        530 |      189.772     167.779   0.0157731  0.00169032     56807.1           0
                         :        531 Minimum Test error found - save the configuration 
                         :        531 |      187.488      165.14   0.0131153  0.00110446     66606.5           0
                         :        532 Minimum Test error found - save the configuration 
                         :        532 |      185.393      163.46   0.0109542  0.00115238     81617.8           0
                         :        533 Minimum Test error found - save the configuration 
                         :        533 |      183.265     161.569   0.0119644  0.00161306     77284.4           0
                         :        534 Minimum Test error found - save the configuration 
                         :        534 |      181.177     159.558   0.0122299  0.00119261     72481.3           0
                         :        535 Minimum Test error found - save the configuration 
                         :        535 |      179.002     158.029   0.0109318  0.00108779     81267.6           0
                         :        536 Minimum Test error found - save the configuration 
                         :        536 |      177.073     155.381   0.0119543  0.00115958     74110.5           0
                         :        537 Minimum Test error found - save the configuration 
                         :        537 |      175.046     153.398   0.0116253  0.00144848     78609.8           0
                         :        538 Minimum Test error found - save the configuration 
                         :        538 |      172.974      152.16   0.0126178  0.00116477     69850.6           0
                         :        539 Minimum Test error found - save the configuration 
                         :        539 |      171.152     150.147   0.0117196  0.00129155     76716.2           0
                         :        540 Minimum Test error found - save the configuration 
                         :        540 |      169.279     148.439   0.0113202  0.00112226     78446.9           0
                         :        541 Minimum Test error found - save the configuration 
                         :        541 |      167.089     146.333     0.01174  0.00157076     78668.6           0
                         :        542 Minimum Test error found - save the configuration 
                         :        542 |      165.129     144.615   0.0110614  0.00115961     80793.1           0
                         :        543 Minimum Test error found - save the configuration 
                         :        543 |      163.243     142.745   0.0113063  0.00112784     78597.5           0
                         :        544 Minimum Test error found - save the configuration 
                         :        544 |      161.323     141.507   0.0117576  0.00112643     75250.2           0
                         :        545 Minimum Test error found - save the configuration 
                         :        545 |      159.685     140.152   0.0118372  0.00113669     74762.8           0
                         :        546 Minimum Test error found - save the configuration 
                         :        546 |      157.605      138.24    0.011079  0.00114929     80566.2           0
                         :        547 Minimum Test error found - save the configuration 
                         :        547 |       155.86     136.447   0.0109583  0.00109136     81079.2           0
                         :        548 Minimum Test error found - save the configuration 
                         :        548 |      154.169     135.067   0.0113111  0.00110875     78413.2           0
                         :        549 Minimum Test error found - save the configuration 
                         :        549 |      152.481     133.408   0.0113731  0.00109602     77843.2           0
                         :        550 Minimum Test error found - save the configuration 
                         :        550 |      150.647     131.505   0.0110145  0.00108889     80599.6           0
                         :        551 Minimum Test error found - save the configuration 
                         :        551 |      148.556     129.921    0.011636   0.0010914     75868.1           0
                         :        552 Minimum Test error found - save the configuration 
                         :        552 |      147.019     128.315   0.0117789  0.00124813     75968.1           0
                         :        553 Minimum Test error found - save the configuration 
                         :        553 |      145.174     126.385   0.0106243  0.00107763     83798.8           0
                         :        554 Minimum Test error found - save the configuration 
                         :        554 |      143.278     125.157   0.0108951  0.00108359     81536.8           0
                         :        555 Minimum Test error found - save the configuration 
                         :        555 |      141.717     123.593   0.0136072  0.00173156     67364.5           0
                         :        556 Minimum Test error found - save the configuration 
                         :        556 |       140.06     122.406   0.0115521  0.00111037     76615.9           0
                         :        557 Minimum Test error found - save the configuration 
                         :        557 |      138.346     120.473   0.0111987  0.00106918     78977.3           0
                         :        558 Minimum Test error found - save the configuration 
                         :        558 |      136.582     119.826   0.0114056  0.00120623     78436.3           0
                         :        559 Minimum Test error found - save the configuration 
                         :        559 |      135.208     118.211   0.0116349  0.00124686     77011.7           0
                         :        560 Minimum Test error found - save the configuration 
                         :        560 |      133.567     116.448   0.0111213   0.0010933     79776.8           0
                         :        561 Minimum Test error found - save the configuration 
                         :        561 |      131.783     114.769   0.0114284  0.00123282     78465.3           0
                         :        562 Minimum Test error found - save the configuration 
                         :        562 |      130.354     113.844   0.0112548  0.00121987     79721.3           0
                         :        563 Minimum Test error found - save the configuration 
                         :        563 |      128.981     112.283   0.0111177  0.00110864     79927.3           0
                         :        564 Minimum Test error found - save the configuration 
                         :        564 |      127.557     111.735    0.012796  0.00184368     73043.9           0
                         :        565 Minimum Test error found - save the configuration 
                         :        565 |      125.888     109.371   0.0149663  0.00138095     58886.8           0
                         :        566 Minimum Test error found - save the configuration 
                         :        566 |        124.4     108.369   0.0109196  0.00109982     81467.8           0
                         :        567 Minimum Test error found - save the configuration 
                         :        567 |      122.848     106.804    0.010578  0.00107471     84181.1           0
                         :        568 Minimum Test error found - save the configuration 
                         :        568 |      121.307      105.21   0.0107072  0.00109289     83209.4           0
                         :        569 Minimum Test error found - save the configuration 
                         :        569 |      119.871     104.975   0.0125182  0.00152141     72748.3           0
                         :        570 Minimum Test error found - save the configuration 
                         :        570 |      118.486     102.927   0.0119282  0.00137567     75811.4           0
                         :        571 Minimum Test error found - save the configuration 
                         :        571 |      117.004     101.412   0.0116339  0.00111777     76073.8           0
                         :        572 Minimum Test error found - save the configuration 
                         :        572 |      115.687     100.476   0.0122861  0.00124682     72468.5           0
                         :        573 Minimum Test error found - save the configuration 
                         :        573 |      114.398     99.6119   0.0116341  0.00111783     76072.9           0
                         :        574 Minimum Test error found - save the configuration 
                         :        574 |      113.114     98.3865   0.0107701  0.00108767     82623.8           0
                         :        575 Minimum Test error found - save the configuration 
                         :        575 |      111.599     96.8365   0.0108449  0.00113465     82387.2           0
                         :        576 Minimum Test error found - save the configuration 
                         :        576 |      110.252     95.6027    0.010865  0.00109813     81909.6           0
                         :        577 Minimum Test error found - save the configuration 
                         :        577 |      108.927     94.3457   0.0109096  0.00109412     81504.3           0
                         :        578 Minimum Test error found - save the configuration 
                         :        578 |      107.643     92.8511   0.0115103   0.0011479     77202.5           0
                         :        579 Minimum Test error found - save the configuration 
                         :        579 |      106.337     91.8638   0.0123865  0.00120818     71567.3           0
                         :        580 Minimum Test error found - save the configuration 
                         :        580 |      105.031     90.9614   0.0129128  0.00121978       68417           0
                         :        581 Minimum Test error found - save the configuration 
                         :        581 |      103.767     89.9767   0.0136982  0.00133467     64706.5           0
                         :        582 Minimum Test error found - save the configuration 
                         :        582 |      102.619     88.6326   0.0110679  0.00112374     80448.9           0
                         :        583 Minimum Test error found - save the configuration 
                         :        583 |      101.475     87.3002   0.0114874  0.00112843     77227.8           0
                         :        584 Minimum Test error found - save the configuration 
                         :        584 |      100.183     86.2649   0.0110228  0.00112685     80841.2           0
                         :        585 Minimum Test error found - save the configuration 
                         :        585 |      99.0515     85.3823    0.011072  0.00111172     80318.7           0
                         :        586 Minimum Test error found - save the configuration 
                         :        586 |      97.9344     84.2563   0.0113366  0.00135992     80186.8           0
                         :        587 Minimum Test error found - save the configuration 
                         :        587 |      96.7661     83.4981   0.0156152  0.00155851     56912.3           0
                         :        588 Minimum Test error found - save the configuration 
                         :        588 |      95.5931     82.2994   0.0155645  0.00168475     57637.8           0
                         :        589 Minimum Test error found - save the configuration 
                         :        589 |       94.331      81.644   0.0134921  0.00110563     64586.4           0
                         :        590 Minimum Test error found - save the configuration 
                         :        590 |      93.2232     79.9202   0.0109218  0.00111122     81544.3           0
                         :        591 Minimum Test error found - save the configuration 
                         :        591 |      92.1011     78.7638   0.0109365  0.00112509     81537.3           0
                         :        592 Minimum Test error found - save the configuration 
                         :        592 |      90.9757     77.5534   0.0112758  0.00110329     78643.4           0
                         :        593 Minimum Test error found - save the configuration 
                         :        593 |      89.7868     76.3916   0.0108782  0.00110518     81857.6           0
                         :        594 Minimum Test error found - save the configuration 
                         :        594 |      88.7117     76.0614   0.0107855  0.00109879     82587.1           0
                         :        595 Minimum Test error found - save the configuration 
                         :        595 |      87.6456     74.9644   0.0109698  0.00108823     80958.4           0
                         :        596 Minimum Test error found - save the configuration 
                         :        596 |      86.6466     73.5523   0.0108713   0.0011354     82170.2           0
                         :        597 Minimum Test error found - save the configuration 
                         :        597 |      85.6403     73.4203    0.011379  0.00110548     77869.8           0
                         :        598 Minimum Test error found - save the configuration 
                         :        598 |      84.7647     71.7194   0.0116717  0.00152799       78867           0
                         :        599 Minimum Test error found - save the configuration 
                         :        599 |      83.5991     71.0439   0.0151319  0.00147423     58575.2           0
                         :        600 Minimum Test error found - save the configuration 
                         :        600 |      82.8865     70.0544   0.0118198  0.00124518     75652.9           0
                         :        601 Minimum Test error found - save the configuration 
                         :        601 |      81.5957     69.5414    0.010907  0.00108598       81458           0
                         :        602 Minimum Test error found - save the configuration 
                         :        602 |      80.7344     68.0982    0.011351   0.0010821     77904.9           0
                         :        603 Minimum Test error found - save the configuration 
                         :        603 |      79.6546     67.3395   0.0131359  0.00141246     68239.2           0
                         :        604 Minimum Test error found - save the configuration 
                         :        604 |      79.0027     66.9123   0.0123454  0.00146003     73493.3           0
                         :        605 Minimum Test error found - save the configuration 
                         :        605 |      77.9079     65.5451   0.0123169  0.00115226     71654.7           0
                         :        606 Minimum Test error found - save the configuration 
                         :        606 |      76.9246     65.0415   0.0113597  0.00118207     78603.6           0
                         :        607 Minimum Test error found - save the configuration 
                         :        607 |      76.1525     63.6896   0.0121871  0.00140044     74165.5           0
                         :        608 Minimum Test error found - save the configuration 
                         :        608 |       75.123     62.7631   0.0108702  0.00111086     81973.1           0
                         :        609 Minimum Test error found - save the configuration 
                         :        609 |      74.2009     61.9033    0.010792  0.00109048     82461.1           0
                         :        610 Minimum Test error found - save the configuration 
                         :        610 |      73.4724     61.5133   0.0109392  0.00109552     81270.6           0
                         :        611 Minimum Test error found - save the configuration 
                         :        611 |      72.6569     60.7729   0.0108624   0.0011224     82135.1           0
                         :        612 Minimum Test error found - save the configuration 
                         :        612 |      71.5451      59.752   0.0111382  0.00134825     81716.4           0
                         :        613 Minimum Test error found - save the configuration 
                         :        613 |      70.7205     58.7342   0.0128717  0.00131441     69220.3           0
                         :        614 Minimum Test error found - save the configuration 
                         :        614 |      69.8372     58.2323   0.0114731  0.00128663     78535.9           0
                         :        615 Minimum Test error found - save the configuration 
                         :        615 |      69.1672     57.3841   0.0132698  0.00113823     65943.4           0
                         :        616 Minimum Test error found - save the configuration 
                         :        616 |      68.4083     56.3323   0.0109672  0.00114463       81445           0
                         :        617 Minimum Test error found - save the configuration 
                         :        617 |      67.9622     55.7088   0.0120883  0.00111772     72922.5           0
                         :        618 |       67.339     56.3283   0.0109321  0.00105052     80958.8           1
                         :        619 Minimum Test error found - save the configuration 
                         :        619 |      66.2067     54.2382    0.010875  0.00109287     81781.9           0
                         :        620 Minimum Test error found - save the configuration 
                         :        620 |      65.0101     53.6782   0.0112028  0.00109849     79174.4           0
                         :        621 Minimum Test error found - save the configuration 
                         :        621 |      64.2717     52.6472   0.0108501  0.00109296     81990.9           0
                         :        622 Minimum Test error found - save the configuration 
                         :        622 |      63.4249     51.8203   0.0110953  0.00110702     80093.8           0
                         :        623 Minimum Test error found - save the configuration 
                         :        623 |      62.7022     51.5495   0.0113763  0.00117895       78452           0
                         :        624 Minimum Test error found - save the configuration 
                         :        624 |      61.8784     51.0142   0.0110554  0.00110862     80428.2           0
                         :        625 Minimum Test error found - save the configuration 
                         :        625 |      61.2172     49.7647   0.0123262  0.00139429     73180.6           0
                         :        626 Minimum Test error found - save the configuration 
                         :        626 |      60.5403     49.0854   0.0110335  0.00112169     80712.1           0
                         :        627 Minimum Test error found - save the configuration 
                         :        627 |      59.6639     48.4483   0.0110965  0.00115198     80446.5           0
                         :        628 Minimum Test error found - save the configuration 
                         :        628 |      58.9515     47.7968   0.0117984  0.00119088     75418.2           0
                         :        629 Minimum Test error found - save the configuration 
                         :        629 |      58.2857     47.2167   0.0118556  0.00131021     75862.4           0
                         :        630 Minimum Test error found - save the configuration 
                         :        630 |      57.6329     46.5721   0.0113574   0.0011261     78191.5           0
                         :        631 Minimum Test error found - save the configuration 
                         :        631 |      56.8683     45.8689   0.0109233  0.00110373     81470.1           0
                         :        632 |      56.2916     45.9848   0.0107577  0.00106456     82532.8           1
                         :        633 Minimum Test error found - save the configuration 
                         :        633 |      55.5776     44.5826   0.0121278  0.00171132     76801.6           0
                         :        634 Minimum Test error found - save the configuration 
                         :        634 |      54.8575     44.1982    0.015608  0.00167062     57399.7           0
                         :        635 Minimum Test error found - save the configuration 
                         :        635 |      54.1476     43.4156   0.0152709  0.00162617     58630.7           0
                         :        636 Minimum Test error found - save the configuration 
                         :        636 |      53.5403     43.0735   0.0149439  0.00158083     59866.6           0
                         :        637 Minimum Test error found - save the configuration 
                         :        637 |      52.9208     42.2498   0.0113524  0.00108429     77910.8           0
                         :        638 Minimum Test error found - save the configuration 
                         :        638 |      52.2759     41.5156   0.0104633  0.00104136     84907.9           0
                         :        639 Minimum Test error found - save the configuration 
                         :        639 |      51.5646     41.2731   0.0104054  0.00104105     85430.2           0
                         :        640 Minimum Test error found - save the configuration 
                         :        640 |      50.9796     40.2954   0.0103592  0.00103798     85826.1           0
                         :        641 Minimum Test error found - save the configuration 
                         :        641 |      50.3896     39.9887   0.0103494   0.0010404       85938           0
                         :        642 Minimum Test error found - save the configuration 
                         :        642 |      49.6933     39.2536   0.0103345  0.00105376       86200           0
                         :        643 Minimum Test error found - save the configuration 
                         :        643 |      49.2036     39.1399   0.0102969  0.00103999     86421.5           0
                         :        644 Minimum Test error found - save the configuration 
                         :        644 |      48.7056     38.5565   0.0103272  0.00104061     86145.4           0
                         :        645 Minimum Test error found - save the configuration 
                         :        645 |       48.116     37.6006   0.0103909  0.00104578       85606           0
                         :        646 Minimum Test error found - save the configuration 
                         :        646 |      47.3959     36.9781   0.0107217  0.00121118     84117.2           0
                         :        647 Minimum Test error found - save the configuration 
                         :        647 |      46.8394     36.7112    0.010544  0.00108145     84543.7           0
                         :        648 Minimum Test error found - save the configuration 
                         :        648 |      46.2525     36.1128   0.0108942  0.00111689     81822.1           0
                         :        649 Minimum Test error found - save the configuration 
                         :        649 |      45.7472      35.428    0.010764  0.00106835     82511.5           0
                         :        650 Minimum Test error found - save the configuration 
                         :        650 |       45.257     35.2462   0.0108134  0.00119622     83184.2           0
                         :        651 Minimum Test error found - save the configuration 
                         :        651 |      44.6305     34.8095   0.0129322  0.00129615     68752.1           0
                         :        652 Minimum Test error found - save the configuration 
                         :        652 |      44.1431     34.4513   0.0114734  0.00110858     77183.8           0
                         :        653 Minimum Test error found - save the configuration 
                         :        653 |      43.7102     33.6652   0.0106355  0.00105792     83528.1           0
                         :        654 Minimum Test error found - save the configuration 
                         :        654 |      43.3369     33.3325   0.0107293  0.00111021     83168.1           0
                         :        655 Minimum Test error found - save the configuration 
                         :        655 |      42.5429     32.4065   0.0112566  0.00115596     79202.9           0
                         :        656 |      41.9404     32.5085   0.0122331  0.00103113     71416.3           1
                         :        657 Minimum Test error found - save the configuration 
                         :        657 |      41.7411     31.8868   0.0134477  0.00176174     68458.2           0
                         :        658 Minimum Test error found - save the configuration 
                         :        658 |      41.0026     31.1925   0.0135242  0.00144387     66223.4           0
                         :        659 |      40.4786     31.3317   0.0149915   0.0016013       59745           1
                         :        660 Minimum Test error found - save the configuration 
                         :        660 |      40.1712     30.6336   0.0138773  0.00158292     65070.2           0
                         :        661 Minimum Test error found - save the configuration 
                         :        661 |       39.693     30.0368   0.0153852  0.00139021     57163.4           0
                         :        662 Minimum Test error found - save the configuration 
                         :        662 |      38.9928      29.329   0.0130843  0.00143673     68683.5           0
                         :        663 Minimum Test error found - save the configuration 
                         :        663 |      38.5639     29.2665   0.0118629  0.00136053       76173           0
                         :        664 Minimum Test error found - save the configuration 
                         :        664 |      38.1254     28.8316   0.0116468  0.00117676     76408.6           0
                         :        665 Minimum Test error found - save the configuration 
                         :        665 |       37.702     28.1669   0.0106611  0.00109126     83595.6           0
                         :        666 Minimum Test error found - save the configuration 
                         :        666 |      37.1172      27.648   0.0106488  0.00107589     83568.8           0
                         :        667 Minimum Test error found - save the configuration 
                         :        667 |      36.7998     27.1631   0.0111557  0.00121717     80494.7           0
                         :        668 Minimum Test error found - save the configuration 
                         :        668 |      36.3274     26.8649   0.0109779  0.00111441       81107           0
                         :        669 Minimum Test error found - save the configuration 
                         :        669 |      35.8904     26.7382   0.0112514  0.00152317     82235.2           0
                         :        670 Minimum Test error found - save the configuration 
                         :        670 |      35.4064     25.9364   0.0104201  0.00113161       86128           0
                         :        671 |      35.1705     26.0334   0.0114419   0.0012196     78260.1           1
                         :        672 Minimum Test error found - save the configuration 
                         :        672 |      34.9241     25.1191   0.0110242  0.00111181     80706.9           0
                         :        673 Minimum Test error found - save the configuration 
                         :        673 |      34.2759     25.0177   0.0112344  0.00117484     79526.2           0
                         :        674 Minimum Test error found - save the configuration 
                         :        674 |      33.8303     24.8064   0.0113172  0.00112938     78525.3           0
                         :        675 Minimum Test error found - save the configuration 
                         :        675 |      33.3155      24.258   0.0105957  0.00107949     84067.3           0
                         :        676 Minimum Test error found - save the configuration 
                         :        676 |       32.997     23.9913   0.0108655  0.00111398     82038.5           0
                         :        677 Minimum Test error found - save the configuration 
                         :        677 |      32.5221     23.2655   0.0112333  0.00106681     78690.2           0
                         :        678 Minimum Test error found - save the configuration 
                         :        678 |       31.994     22.8878   0.0105897  0.00109441     84252.2           0
                         :        679 |      31.5921     23.2753   0.0107165  0.00101701     82478.3           1
                         :        680 Minimum Test error found - save the configuration 
                         :        680 |      31.4883     22.8244   0.0106843  0.00108379     83328.5           0
                         :        681 Minimum Test error found - save the configuration 
                         :        681 |        30.99     21.9724   0.0115712  0.00118615     77033.6           0
                         :        682 Minimum Test error found - save the configuration 
                         :        682 |      30.4289     21.7431   0.0110702  0.00110779     80301.9           0
                         :        683 Minimum Test error found - save the configuration 
                         :        683 |      30.0739     21.4864   0.0108579  0.00107171     81748.1           0
                         :        684 Minimum Test error found - save the configuration 
                         :        684 |      29.9084      20.962   0.0111398  0.00118886     80394.1           0
                         :        685 Minimum Test error found - save the configuration 
                         :        685 |      29.4554     20.9119   0.0106907  0.00109129     83338.8           0
                         :        686 Minimum Test error found - save the configuration 
                         :        686 |      29.0918     20.3079   0.0116308  0.00106022       75682           0
                         :        687 Minimum Test error found - save the configuration 
                         :        687 |      28.6182      19.957   0.0113654  0.00121111     78784.6           0
                         :        688 |      28.2761     20.2658   0.0129711  0.00107478     67247.9           1
                         :        689 Minimum Test error found - save the configuration 
                         :        689 |      27.8845     19.3967   0.0141389  0.00167918       64207           0
                         :        690 |      27.5934     19.4352   0.0157948  0.00171385     56814.4           1
                         :        691 Minimum Test error found - save the configuration 
                         :        691 |        27.17     18.8047   0.0159027  0.00176442       56584           0
                         :        692 Minimum Test error found - save the configuration 
                         :        692 |       26.757      18.454   0.0161897  0.00180774     55625.1           0
                         :        693 Minimum Test error found - save the configuration 
                         :        693 |      26.4721     18.3019   0.0150673  0.00120763     57721.2           0
                         :        694 |      26.0929     18.3127   0.0114925  0.00104353     76562.8           1
                         :        695 Minimum Test error found - save the configuration 
                         :        695 |      25.8199      17.841   0.0108616   0.0011455     82337.4           0
                         :        696 Minimum Test error found - save the configuration 
                         :        696 |       25.521      17.595   0.0111356  0.00127928     81166.2           0
                         :        697 Minimum Test error found - save the configuration 
                         :        697 |      25.2017      17.215   0.0125784  0.00150847       72268           0
                         :        698 Minimum Test error found - save the configuration 
                         :        698 |      24.7249     16.9265   0.0115708  0.00125256     77532.7           0
                         :        699 Minimum Test error found - save the configuration 
                         :        699 |      24.3756     16.8152   0.0124975  0.00181057     74857.5           0
                         :        700 Minimum Test error found - save the configuration 
                         :        700 |      24.0975     16.6077   0.0162796  0.00175752     55088.5           0
                         :        701 Minimum Test error found - save the configuration 
                         :        701 |      23.7587     16.5147   0.0165395  0.00185837     54491.7           0
                         :        702 Minimum Test error found - save the configuration 
                         :        702 |      23.4975     16.4524   0.0137742  0.00121534     63700.1           0
                         :        703 Minimum Test error found - save the configuration 
                         :        703 |      23.3388     15.9716   0.0121998  0.00109133     72017.2           0
                         :        704 Minimum Test error found - save the configuration 
                         :        704 |      23.0834     15.9477   0.0109584  0.00123016       82235           0
                         :        705 Minimum Test error found - save the configuration 
                         :        705 |      22.5771     15.5537   0.0120578  0.00133751     74624.7           0
                         :        706 Minimum Test error found - save the configuration 
                         :        706 |      22.3563     15.1895      0.0113  0.00123624     79492.8           0
                         :        707 Minimum Test error found - save the configuration 
                         :        707 |      22.0843     15.0992   0.0107388    0.001057     82629.2           0
                         :        708 Minimum Test error found - save the configuration 
                         :        708 |      21.7129     15.0048   0.0113334  0.00111521       78292           0
                         :        709 Minimum Test error found - save the configuration 
                         :        709 |      21.3731     14.8995   0.0105571  0.00106843     84311.4           0
                         :        710 Minimum Test error found - save the configuration 
                         :        710 |      21.1196     14.3423   0.0106044  0.00106683     83879.2           0
                         :        711 |      20.7533     14.5032   0.0104315  0.00102773     85072.5           1
                         :        712 |      20.6972     14.5764    0.010533  0.00112493     85033.6           2
                         :        713 Minimum Test error found - save the configuration 
                         :        713 |      20.4186     13.8719   0.0116524  0.00167099     80148.7           0
                         :        714 Minimum Test error found - save the configuration 
                         :        714 |      19.9434     13.4775   0.0136304  0.00167095     66892.5           0
                         :        715 |      19.6714     13.4832     0.01457  0.00101783     59031.2           1
                         :        716 Minimum Test error found - save the configuration 
                         :        716 |      19.4169     13.4613   0.0110497  0.00155943     84296.5           0
                         :        717 Minimum Test error found - save the configuration 
                         :        717 |       19.339     13.0829   0.0110608  0.00107442     80109.5           0
                         :        718 Minimum Test error found - save the configuration 
                         :        718 |      18.9778     13.0116   0.0104791  0.00107983     85112.6           0
                         :        719 Minimum Test error found - save the configuration 
                         :        719 |       18.634     12.6388   0.0114398  0.00123178     78369.6           0
                         :        720 |      18.4943     12.9227   0.0105573  0.00102655       83939           1
                         :        721 Minimum Test error found - save the configuration 
                         :        721 |      18.5102     12.5736   0.0106374  0.00116341     84441.9           0
                         :        722 Minimum Test error found - save the configuration 
                         :        722 |      18.1198     12.2728   0.0123176  0.00124239     72233.2           0
                         :        723 |         17.9     12.6235   0.0130274  0.00156789       69811           1
                         :        724 Minimum Test error found - save the configuration 
                         :        724 |      17.5731     11.8768   0.0117279  0.00114663     75605.5           0
                         :        725 |      17.2346     11.8796   0.0110827  0.00109925     80132.3           1
                         :        726 Minimum Test error found - save the configuration 
                         :        726 |      17.1441     11.6202   0.0112494  0.00111156       78912           0
                         :        727 Minimum Test error found - save the configuration 
                         :        727 |      16.8181      11.141   0.0106241   0.0011048     84039.9           0
                         :        728 |      16.5053     11.5245   0.0105775  0.00101189     83633.1           1
                         :        729 |      16.4313     11.3322    0.011703  0.00173681     80271.4           2
                         :        730 |      16.1845       11.38   0.0150951  0.00123106     57703.3           3
                         :        731 Minimum Test error found - save the configuration 
                         :        731 |      16.1906     11.0141   0.0129987   0.0018741       71913           0
                         :        732 |      16.0497      11.245   0.0141361  0.00169504     64303.3           1
                         :        733 Minimum Test error found - save the configuration 
                         :        733 |      15.7908     10.6341   0.0159988   0.0015992     55557.3           0
                         :        734 Minimum Test error found - save the configuration 
                         :        734 |      15.4763     10.2238   0.0121031  0.00123076     73581.3           0
                         :        735 |      15.2067      10.794   0.0123221   0.0010237     70806.2           1
                         :        736 Minimum Test error found - save the configuration 
                         :        736 |      14.8549     10.0526   0.0149453  0.00173249     60547.1           0
                         :        737 |      14.6782     10.0807    0.012269  0.00161534     75091.9           1
                         :        738 |      14.3764     10.2598   0.0157195  0.00167301     56953.8           2
                         :        739 Minimum Test error found - save the configuration 
                         :        739 |      14.2285     10.0149   0.0120666  0.00158676     76336.9           0
                         :        740 Minimum Test error found - save the configuration 
                         :        740 |      14.1022     9.70983   0.0150437  0.00138406     58566.7           0
                         :        741 Minimum Test error found - save the configuration 
                         :        741 |      13.9313     9.49062   0.0125806  0.00110778     69730.2           0
                         :        742 |      13.7325     9.63302   0.0122602  0.00105076     71368.5           1
                         :        743 |       13.835     10.3316   0.0107084  0.00105172     82843.9           2
                         :        744 |      13.8778     9.78263   0.0106105  0.00103667       83561           3
                         :        745 Minimum Test error found - save the configuration 
                         :        745 |      13.4586     8.92838     0.01069  0.00106866     83148.8           0
                         :        746 |      13.0464     9.41127   0.0110979  0.00130875     81722.8           1
                         :        747 Minimum Test error found - save the configuration 
                         :        747 |      12.9085     8.56283    0.011037  0.00118406     81193.9           0
                         :        748 |      12.8185     8.59931   0.0111062  0.00114129     80281.8           1
                         :        749 |      12.4128      8.6304   0.0118722  0.00114614     74584.6           2
                         :        750 Minimum Test error found - save the configuration 
                         :        750 |      12.3101     8.47109   0.0114381  0.00119102     78070.9           0
                         :        751 Minimum Test error found - save the configuration 
                         :        751 |      12.0816     8.16014   0.0125816   0.0015014     72200.9           0
                         :        752 Minimum Test error found - save the configuration 
                         :        752 |      11.9208     7.98091   0.0114661   0.0012949     78653.3           0
                         :        753 |      11.7368     8.12785   0.0117926  0.00112782     75013.4           1
                         :        754 |      11.6558     8.40317   0.0120104  0.00122712     74189.2           2
                         :        755 Minimum Test error found - save the configuration 
                         :        755 |      11.5034     7.70935   0.0127997   0.0012704     69388.2           0
                         :        756 |      11.5887     7.84082   0.0128702  0.00140128     69753.7           1
                         :        757 Minimum Test error found - save the configuration 
                         :        757 |      11.2832     7.52666    0.013079  0.00132187     68044.1           0
                         :        758 Minimum Test error found - save the configuration 
                         :        758 |      11.2719     7.38497   0.0123383  0.00141222     73219.2           0
                         :        759 Minimum Test error found - save the configuration 
                         :        759 |      10.9113     7.27385   0.0114692  0.00113743       77431           0
                         :        760 Minimum Test error found - save the configuration 
                         :        760 |       10.802     7.25641   0.0119133  0.00117868     74525.6           0
                         :        761 Minimum Test error found - save the configuration 
                         :        761 |      10.6797     7.17372   0.0127225  0.00117282     69265.8           0
                         :        762 Minimum Test error found - save the configuration 
                         :        762 |      10.4377     6.65031   0.0125815  0.00142704       71720           0
                         :        763 Minimum Test error found - save the configuration 
                         :        763 |      10.2153     6.47304   0.0121822  0.00134387     73812.2           0
                         :        764 |       10.151     6.73584   0.0112782  0.00115269     79008.6           1
                         :        765 |      10.0078     6.60247   0.0115579  0.00124853       77599           2
                         :        766 |      9.86585     6.50392   0.0116971  0.00109794       75478           3
                         :        767 Minimum Test error found - save the configuration 
                         :        767 |        9.803     5.99671   0.0119684  0.00125405     74666.5           0
                         :        768 Minimum Test error found - save the configuration 
                         :        768 |      9.55783     5.92405   0.0116046  0.00116106     76602.4           0
                         :        769 Minimum Test error found - save the configuration 
                         :        769 |      9.46932     5.45922    0.011212  0.00116916     79658.9           0
                         :        770 |      9.32976     5.95967   0.0110092  0.00114099     81068.7           1
                         :        771 |      9.27132      5.7474   0.0131061  0.00104586     66333.8           2
                         :        772 |      9.23422     6.12253   0.0111107  0.00109034     79837.2           3
                         :        773 |       9.1743     5.50194   0.0113092  0.00115033     78748.9           4
                         :        774 |      9.07999     5.89416   0.0115998  0.00120264     76944.3           5
                         :        775 Minimum Test error found - save the configuration 
                         :        775 |      8.93396     5.17722   0.0112375  0.00121474     79818.7           0
                         :        776 |       8.8245     5.43359   0.0114542  0.00102129     76680.5           1
                         :        777 |      8.68989     5.65317   0.0129768  0.00149635     69683.7           2
                         :        778 Minimum Test error found - save the configuration 
                         :        778 |      8.41775     4.87134   0.0124503  0.00126525     71524.1           0
                         :        779 Minimum Test error found - save the configuration 
                         :        779 |      8.34114     4.71357   0.0113577  0.00113992     78295.2           0
                         :        780 |      8.20727     4.90048   0.0114339  0.00127351     78737.2           1
                         :        781 |      8.17544     5.13909   0.0122262  0.00149092     74520.6           2
                         :        782 |      8.06936     4.87205   0.0143772   0.0014695     61978.5           3
                         :        783 Minimum Test error found - save the configuration 
                         :        783 |      7.94207     4.58382   0.0144856  0.00156868     61934.4           0
                         :        784 Minimum Test error found - save the configuration 
                         :        784 |      7.80724     4.29496   0.0147269  0.00158284     60863.8           0
                         :        785 |      7.63255     4.68146   0.0145427   0.0014855     61268.6           1
                         :        786 |       7.7214     4.90496   0.0143156  0.00147129     62284.6           2
                         :        787 Minimum Test error found - save the configuration 
                         :        787 |      7.93885     3.88325   0.0142847  0.00152497     62697.1           0
                         :        788 Minimum Test error found - save the configuration 
                         :        788 |      7.60413     3.76587   0.0142742  0.00154579     62851.6           0
                         :        789 |      7.29249     4.19338   0.0142114  0.00146255     62750.8           1
                         :        790 |       7.2821     4.80372   0.0141918  0.00145188     62794.6           2
                         :        791 |      7.36681      4.7522   0.0143735  0.00152688       62273           3
                         :        792 |      7.09731     3.85138   0.0126669  0.00100923     68624.1           4
                         :        793 |      6.88386     4.02211   0.0111388  0.00124365     80847.6           5
                         :        794 |      6.96836     3.79645   0.0108758  0.00105672     81474.2           6
                         :        795 |      6.86431     3.78592   0.0119602  0.00112188     73812.2           7
                         :        796 Minimum Test error found - save the configuration 
                         :        796 |       6.6764     3.38077   0.0123915  0.00118079     71360.2           0
                         :        797 |      6.72595     3.67905   0.0137777  0.00164952     65962.1           1
                         :        798 Minimum Test error found - save the configuration 
                         :        798 |      6.59763     3.00255   0.0147566  0.00145827     60157.8           0
                         :        799 |      6.48339     3.16332   0.0112757  0.00108226       78482           1
                         :        800 |      6.41383     3.26725   0.0109295  0.00106394     81090.3           2
                         :        801 |      6.28786     3.78177   0.0121157  0.00104809     72283.2           3
                         :        802 Minimum Test error found - save the configuration 
                         :        802 |      6.22976     2.81238    0.010646  0.00109636     83772.7           0
                         :        803 |      6.20369     2.93407   0.0105949  0.00101492     83507.1           1
                         :        804 |      6.04964     3.16042   0.0105596   0.0010152     83818.8           2
                         :        805 |      6.00709     3.20501   0.0111579  0.00104797     79130.3           3
                         :        806 Minimum Test error found - save the configuration 
                         :        806 |      5.96661     2.80713   0.0107594  0.00111247     82927.5           0
                         :        807 |      6.00594     2.86414   0.0110431  0.00101936     79810.7           1
                         :        808 |      6.20643     3.23838   0.0105696  0.00107679     84274.3           2
                         :        809 |      5.88739     2.87726   0.0104869  0.00100216     84345.8           3
                         :        810 |      5.67581     3.43206   0.0105375  0.00101779       84036           4
                         :        811 |      5.56473     2.89871   0.0106149  0.00105574       83689           5
                         :        812 |      5.50217       3.064   0.0105977   0.0010249     83570.2           6
                         :        813 |      5.45385     3.54319   0.0123954  0.00100785     70252.3           7
                         :        814 Minimum Test error found - save the configuration 
                         :        814 |      5.41845     2.63488    0.010479  0.00105569     84895.9           0
                         :        815 Minimum Test error found - save the configuration 
                         :        815 |      5.33669     2.53951    0.012936  0.00117796     68038.3           0
                         :        816 |      5.24178     3.19784   0.0109836  0.00105129     80544.8           1
                         :        817 |      5.35564     2.82096   0.0104697 0.000996209     84446.2           2
                         :        818 |      5.23539     2.77808   0.0103343 0.000999978     85704.9           3
                         :        819 |      5.04103     2.82125   0.0104435    0.001004     84749.9           4
                         :        820 |       4.9847     2.74111   0.0105678  0.00099763     83593.3           5
                         :        821 |      4.91709     2.95803   0.0107917   0.0010028     81725.4           6
                         :        822 |      4.92563     2.74663   0.0149301  0.00158376     59941.5           7
                         :        823 |      4.86676     2.57193   0.0117469  0.00104359     74743.3           8
                         :        824 |      4.74912     2.75626   0.0108686  0.00105517       81521           9
                         :        825 |      4.83567     2.70793   0.0104381  0.00103415     85070.3          10
                         :        826 |      4.68498     3.59055   0.0113389  0.00107947     77977.2          11
                         :        827 Minimum Test error found - save the configuration 
                         :        827 |       4.7452     2.22674   0.0107049  0.00110918     83370.6           0
                         :        828 |      4.59289     2.79733   0.0105531  0.00101131     83841.4           1
                         :        829 |        4.701     2.90562    0.010526  0.00100865     84056.7           2
                         :        830 |        4.515     2.73991   0.0106977  0.00105577     82970.7           3
                         :        831 |      4.67797     3.14697   0.0104971  0.00100311       84264           4
                         :        832 |      4.51669     2.44378   0.0103925   0.0010128       85291           5
                         :        833 |      4.29963     2.36705   0.0145428  0.00134829     60631.2           6
                         :        834 |      4.40598     2.35999    0.014083  0.00154876     63825.2           7
                         :        835 |       4.3272     3.50995   0.0155568  0.00133305       56244           8
                         :        836 |        4.516     2.79341   0.0130106  0.00136156       68675           9
                         :        837 |      4.58664     3.85907   0.0119224  0.00102592     73418.5          10
                         :        838 |      4.31066     3.55904   0.0105382  0.00103762     84205.2          11
                         :        839 |      4.08806      2.4582   0.0107424  0.00101387       82232          12
                         :        840 |      4.01155     2.70743   0.0104162 0.000995789     84922.3          13
                         :        841 |      4.05754     2.45628   0.0104146  0.00102161     85169.5          14
                         :        842 |      3.84772     2.97132   0.0106359   0.0010118       83125          15
                         :        843 |      3.81959     3.14372   0.0105009 0.000994428     84153.3          16
                         :        844 |      3.86294     2.53006   0.0103686  0.00101609     85538.3          17
                         :        845 |      3.92114     3.88726   0.0109244  0.00103604     80902.8          18
                         :        846 |      3.93595     3.20152   0.0109647  0.00109757     81077.6          19
                         :        847 |      3.81776     2.90454   0.0109078   0.0010954     81529.8          20
                         :        848 |      3.60951     3.72991   0.0106043  0.00106483     83862.1          21
                         : 
                         : Elapsed time for training with 1000 events: 10.3 sec         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0113 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory                  : Training finished
                         : 
Factory                  : Train method: BDTG for Regression
                         : 
                         : Regression Loss Function: Huber
                         : Training 2000 Decision Trees ... patience please
                         : Elapsed time for training with 1000 events: 0.903 sec         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of BDTG on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.226 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
                         : TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory                  : Training finished
                         : 
TH1.Print Name  = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.36005e+06
TH1.Print Name  = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.13148e+06
Factory                  : === Destroy and recreate all methods via weight files for testing ===
                         : 
                         : Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights.xml␛[0m
                         : Read foams from file: ␛[0;36mdatasetreg/weights/TMVARegression_PDEFoam.weights_foams.root␛[0m
                         : Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
                         : Creating kd-tree with 1000 events
                         : Computing scale factor for 1d distributions: (ifrac, bottom, top) = (80%, 10%, 90%)
ModulekNN                : Optimizing tree for 2 variables with 1000 values
                         : <Fill> Class 1 has     1000 events
                         : Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
                         : Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
                         : Reading weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
Factory                  : ␛[1mTest all methods␛[0m
Factory                  : Test method: PDEFoam for Regression performance
                         : 
                         : Dataset[datasetreg] : Create results for testing
                         : Dataset[datasetreg] : Evaluation of PDEFoam on testing sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0441 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
Factory                  : Test method: KNN for Regression performance
                         : 
                         : Dataset[datasetreg] : Create results for testing
                         : Dataset[datasetreg] : Evaluation of KNN on testing sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.04 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
Factory                  : Test method: LD for Regression performance
                         : 
                         : Dataset[datasetreg] : Create results for testing
                         : Dataset[datasetreg] : Evaluation of LD on testing sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00178 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
Factory                  : Test method: DNN_CPU for Regression performance
                         : 
                         : Dataset[datasetreg] : Create results for testing
                         : Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.103 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
Factory                  : Test method: BDTG for Regression performance
                         : 
                         : Dataset[datasetreg] : Create results for testing
                         : Dataset[datasetreg] : Evaluation of BDTG on testing sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.984 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
Factory                  : ␛[1mEvaluate all methods␛[0m
                         : Evaluate regression method: PDEFoam
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 0.025 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.00267 sec       
TFHandler_PDEFoam        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:     3.3370     1.1877   [ 0.00020069     5.0000 ]
                         :     var2:     2.4902     1.4378   [ 0.00071490     5.0000 ]
                         :   fvalue:     164.24     84.217   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
                         : Evaluate regression method: KNN
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 0.0401 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.00472 sec       
TFHandler_KNN            : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:     3.3370     1.1877   [ 0.00020069     5.0000 ]
                         :     var2:     2.4902     1.4378   [ 0.00071490     5.0000 ]
                         :   fvalue:     164.24     84.217   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
                         : Evaluate regression method: LD
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 0.00196 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.000352 sec       
TFHandler_LD             : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:     3.3370     1.1877   [ 0.00020069     5.0000 ]
                         :     var2:     2.4902     1.4378   [ 0.00071490     5.0000 ]
                         :   fvalue:     164.24     84.217   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
                         : Evaluate regression method: DNN_CPU
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 0.103 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.0138 sec       
TFHandler_DNN_CPU        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:   0.024469     1.1433   [    -3.3781     5.7307 ]
                         :     var2:   0.068855     1.0763   [    -5.7307     5.7307 ]
                         :   fvalue:     164.24     84.217   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
TFHandler_DNN_CPU        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:   0.024469     1.1433   [    -3.3781     5.7307 ]
                         :     var2:   0.068855     1.0763   [    -5.7307     5.7307 ]
                         :   fvalue:     164.24     84.217   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
                         : Evaluate regression method: BDTG
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 0.998 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.111 sec       
TFHandler_BDTG           : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:     3.3370     1.1877   [ 0.00020069     5.0000 ]
                         :     var2:     2.4902     1.4378   [ 0.00071490     5.0000 ]
                         :   fvalue:     164.24     84.217   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
                         : 
                         : Evaluation results ranked by smallest RMS on test sample:
                         : ("Bias" quotes the mean deviation of the regression from true target.
                         :  "MutInf" is the "Mutual Information" between regression and target.
                         :  Indicated by "_T" are the corresponding "truncated" quantities ob-
                         :  tained when removing events deviating more than 2sigma from average.)
                         : --------------------------------------------------------------------------------------------------
                         : --------------------------------------------------------------------------------------------------
                         : datasetreg           BDTG           :   0.0726   0.0940     2.42     1.85  |  3.152  3.185
                         : datasetreg           DNN_CPU        :    -1.09   -0.185     6.37     1.55  |  3.218  3.222
                         : datasetreg           KNN            :    -1.25   0.0612     7.84     4.47  |  2.870  2.864
                         : datasetreg           PDEFoam        :    -1.10   -0.585     10.2     8.00  |  2.281  2.331
                         : datasetreg           LD             :   -0.301     1.50     19.9     17.9  |  1.984  1.960
                         : --------------------------------------------------------------------------------------------------
                         : 
                         : Evaluation results ranked by smallest RMS on training sample:
                         : (overtraining check)
                         : --------------------------------------------------------------------------------------------------
                         : DataSet Name:         MVA Method:        <Bias>   <Bias_T>    RMS    RMS_T  |  MutInf MutInf_T
                         : --------------------------------------------------------------------------------------------------
                         : datasetreg           BDTG           :   0.0303  0.00204    0.468    0.243  |  3.467  3.492
                         : datasetreg           DNN_CPU        :   -0.287   -0.127     1.98     1.10  |  3.360  3.345
                         : datasetreg           KNN            :   -0.486    0.354     5.18     3.61  |  2.948  2.988
                         : datasetreg           PDEFoam        :-3.12e-07    0.265     7.58     6.09  |  2.514  2.592
                         : datasetreg           LD             :-9.54e-07     1.31     19.0     17.5  |  2.081  2.113
                         : --------------------------------------------------------------------------------------------------
                         : 
Dataset:datasetreg       : Created tree 'TestTree' with 9000 events
                         : 
Dataset:datasetreg       : Created tree 'TrainTree' with 1000 events
                         : 
Factory                  : ␛[1mThank you for using TMVA!␛[0m
                         : ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!