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: 0.441 sec                                 
                         : Elapsed time for training with 1000 events: 0.447 sec         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of PDEFoam on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0048 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: 0.00126 sec         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of KNN on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00626 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: 0.000404 sec         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of LD on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000572 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 = 31445.7
                         : --------------------------------------------------------------
                         :      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 |      32974.2     31029.2   0.0164215  0.00188623     55038.5           0
                         :          2 Minimum Test error found - save the configuration 
                         :          2 |      32412.8     30439.2   0.0163417  0.00183233     55136.9           0
                         :          3 Minimum Test error found - save the configuration 
                         :          3 |      31715.5     29826.3     0.01656  0.00177007     54090.9           0
                         :          4 Minimum Test error found - save the configuration 
                         :          4 |      31066.2     29259.7   0.0169711  0.00179958     52730.4           0
                         :          5 Minimum Test error found - save the configuration 
                         :          5 |      30390.6     28589.8   0.0171386  0.00178784     52114.6           0
                         :          6 Minimum Test error found - save the configuration 
                         :          6 |        29604     27707.1   0.0162436  0.00179511     55369.2           0
                         :          7 Minimum Test error found - save the configuration 
                         :          7 |        28915     27091.7   0.0164057  0.00179294     54746.8           0
                         :          8 Minimum Test error found - save the configuration 
                         :          8 |      28467.4     26726.4   0.0164886  0.00167016     53986.9           0
                         :          9 Minimum Test error found - save the configuration 
                         :          9 |      28118.3     26411.1   0.0173396   0.0019633     52028.3           0
                         :         10 Minimum Test error found - save the configuration 
                         :         10 |      27797.3     26122.4   0.0174814   0.0020583     51870.3           0
                         :         11 Minimum Test error found - save the configuration 
                         :         11 |      27506.5       25838   0.0172041  0.00189197     52246.1           0
                         :         12 Minimum Test error found - save the configuration 
                         :         12 |      27217.8     25569.6    0.017429  0.00191872     51578.6           0
                         :         13 Minimum Test error found - save the configuration 
                         :         13 |      26941.8       25311   0.0170342  0.00185381     52699.6           0
                         :         14 Minimum Test error found - save the configuration 
                         :         14 |      26673.6     25060.5   0.0171945  0.00193089     52412.2           0
                         :         15 Minimum Test error found - save the configuration 
                         :         15 |      26415.7     24812.3   0.0174024  0.00190902     51634.8           0
                         :         16 Minimum Test error found - save the configuration 
                         :         16 |      26157.7     24574.3   0.0165653  0.00190189     54557.7           0
                         :         17 Minimum Test error found - save the configuration 
                         :         17 |      25908.5     24339.8   0.0172574  0.00192697     52183.7           0
                         :         18 Minimum Test error found - save the configuration 
                         :         18 |      25667.3     24104.5   0.0172441  0.00191676     52194.2           0
                         :         19 Minimum Test error found - save the configuration 
                         :         19 |      25424.3     23877.1    0.016881  0.00176662     52929.7           0
                         :         20 Minimum Test error found - save the configuration 
                         :         20 |      25190.2     23650.2   0.0172439  0.00194665     52296.9           0
                         :         21 Minimum Test error found - save the configuration 
                         :         21 |      24955.1     23430.2   0.0172558  0.00200085     52442.1           0
                         :         22 Minimum Test error found - save the configuration 
                         :         22 |      24724.4     23215.6   0.0170837  0.00188326     52630.2           0
                         :         23 Minimum Test error found - save the configuration 
                         :         23 |      24500.9       23000   0.0172105  0.00188832     52211.8           0
                         :         24 Minimum Test error found - save the configuration 
                         :         24 |      24276.7     22789.1    0.017489  0.00189063     51287.4           0
                         :         25 Minimum Test error found - save the configuration 
                         :         25 |        24057     22580.5   0.0173443  0.00189321     51776.3           0
                         :         26 Minimum Test error found - save the configuration 
                         :         26 |      23840.1     22374.3   0.0173232  0.00189708     51860.1           0
                         :         27 Minimum Test error found - save the configuration 
                         :         27 |      23626.3     22169.9   0.0174278  0.00193744       51645           0
                         :         28 Minimum Test error found - save the configuration 
                         :         28 |      23414.9     21967.4   0.0174915  0.00193301     51418.8           0
                         :         29 Minimum Test error found - save the configuration 
                         :         29 |      23203.5     21770.4   0.0165429  0.00177105     54157.1           0
                         :         30 Minimum Test error found - save the configuration 
                         :         30 |      22997.6     21574.4   0.0167608  0.00185361     53665.3           0
                         :         31 Minimum Test error found - save the configuration 
                         :         31 |      22791.8     21382.6   0.0164809  0.00180083     54495.7           0
                         :         32 Minimum Test error found - save the configuration 
                         :         32 |      22590.4     21191.6   0.0162654  0.00179403     55281.6           0
                         :         33 Minimum Test error found - save the configuration 
                         :         33 |      22390.7     21002.2   0.0164339  0.00181271     54715.3           0
                         :         34 Minimum Test error found - save the configuration 
                         :         34 |        22192     20816.2   0.0169341  0.00189916     53209.6           0
                         :         35 Minimum Test error found - save the configuration 
                         :         35 |      21997.7       20630   0.0162994  0.00173698       54936           0
                         :         36 Minimum Test error found - save the configuration 
                         :         36 |      21801.5     20449.7   0.0165352  0.00181576       54350           0
                         :         37 Minimum Test error found - save the configuration 
                         :         37 |      21612.4     20267.6    0.016901  0.00188726     53284.7           0
                         :         38 Minimum Test error found - save the configuration 
                         :         38 |      21425.8     20083.5    0.016379  0.00183165     54992.7           0
                         :         39 Minimum Test error found - save the configuration 
                         :         39 |      21232.5     19909.7   0.0168031  0.00183937     53462.5           0
                         :         40 Minimum Test error found - save the configuration 
                         :         40 |      21048.7       19735   0.0165247  0.00179536     54313.4           0
                         :         41 Minimum Test error found - save the configuration 
                         :         41 |      20865.1     19561.9   0.0162103  0.00180193     55523.1           0
                         :         42 Minimum Test error found - save the configuration 
                         :         42 |      20684.5     19388.8   0.0163645  0.00180859     54960.6           0
                         :         43 Minimum Test error found - save the configuration 
                         :         43 |      20502.8       19220    0.016553  0.00182488     54317.8           0
                         :         44 Minimum Test error found - save the configuration 
                         :         44 |      20324.6     19053.1   0.0166297  0.00183563     54075.9           0
                         :         45 Minimum Test error found - save the configuration 
                         :         45 |      20148.1       18888    0.016628  0.00168901       53551           0
                         :         46 Minimum Test error found - save the configuration 
                         :         46 |      19973.3     18725.1   0.0170375  0.00184417     52654.8           0
                         :         47 Minimum Test error found - save the configuration 
                         :         47 |      19803.5     18559.4   0.0167101  0.00184088     53802.3           0
                         :         48 Minimum Test error found - save the configuration 
                         :         48 |      19628.7       18401   0.0167204  0.00179235     53590.3           0
                         :         49 Minimum Test error found - save the configuration 
                         :         49 |      19462.4     18239.6   0.0164308  0.00180672     54704.4           0
                         :         50 Minimum Test error found - save the configuration 
                         :         50 |      19294.6     18080.4    0.016645  0.00184504     54054.3           0
                         :         51 Minimum Test error found - save the configuration 
                         :         51 |        19127     17925.2   0.0167583  0.00181264     53527.1           0
                         :         52 Minimum Test error found - save the configuration 
                         :         52 |      18963.4     17770.7   0.0168361  0.00184546     53366.5           0
                         :         53 Minimum Test error found - save the configuration 
                         :         53 |      18800.6     17617.8   0.0169312  0.00191018     53258.8           0
                         :         54 Minimum Test error found - save the configuration 
                         :         54 |      18639.2     17466.8    0.016899  0.00184901     53156.2           0
                         :         55 Minimum Test error found - save the configuration 
                         :         55 |      18478.7     17317.9   0.0165091  0.00168475     53965.3           0
                         :         56 Minimum Test error found - save the configuration 
                         :         56 |        18321     17165.2   0.0169178  0.00184903     53089.9           0
                         :         57 Minimum Test error found - save the configuration 
                         :         57 |      18155.7     17010.8   0.0172297  0.00188775     52144.7           0
                         :         58 Minimum Test error found - save the configuration 
                         :         58 |      18002.9     16867.9   0.0170054   0.0017502       52441           0
                         :         59 Minimum Test error found - save the configuration 
                         :         59 |      17846.7     16719.4   0.0160987  0.00181359     56002.4           0
                         :         60 Minimum Test error found - save the configuration 
                         :         60 |      17684.8     16563.7    0.016897  0.00185698     53191.3           0
                         :         61 Minimum Test error found - save the configuration 
                         :         61 |      17531.4       16422   0.0168681  0.00182399     53177.1           0
                         :         62 Minimum Test error found - save the configuration 
                         :         62 |        17382     16274.1   0.0168515  0.00184346     53304.8           0
                         :         63 Minimum Test error found - save the configuration 
                         :         63 |      17224.5     16125.2   0.0170163  0.00186287     52793.4           0
                         :         64 Minimum Test error found - save the configuration 
                         :         64 |      17074.4     15984.8   0.0172488  0.00186804     52012.9           0
                         :         65 Minimum Test error found - save the configuration 
                         :         65 |      16920.2     15835.8   0.0175798  0.00202816     51441.4           0
                         :         66 Minimum Test error found - save the configuration 
                         :         66 |      16768.2     15687.5   0.0168787  0.00174198     52851.6           0
                         :         67 Minimum Test error found - save the configuration 
                         :         67 |      16619.2     15545.7   0.0161683  0.00182684     55782.4           0
                         :         68 Minimum Test error found - save the configuration 
                         :         68 |      16470.5     15400.6   0.0161905  0.00179365     55567.6           0
                         :         69 Minimum Test error found - save the configuration 
                         :         69 |      16321.5     15263.3    0.016313  0.00178153     55052.8           0
                         :         70 Minimum Test error found - save the configuration 
                         :         70 |      16177.8     15119.1   0.0161534  0.00173704     55492.5           0
                         :         71 Minimum Test error found - save the configuration 
                         :         71 |      16029.4     14984.5   0.0161951  0.00175072     55384.7           0
                         :         72 Minimum Test error found - save the configuration 
                         :         72 |      15888.2     14844.8   0.0166463  0.00183238     54003.3           0
                         :         73 Minimum Test error found - save the configuration 
                         :         73 |      15742.7     14713.4   0.0160819  0.00169341     55600.1           0
                         :         74 Minimum Test error found - save the configuration 
                         :         74 |      15605.8     14576.2   0.0159272  0.00175129     56433.7           0
                         :         75 Minimum Test error found - save the configuration 
                         :         75 |      15461.6     14443.3   0.0160645  0.00178896     56039.9           0
                         :         76 Minimum Test error found - save the configuration 
                         :         76 |      15322.6     14313.5   0.0157261  0.00168647     56981.6           0
                         :         77 Minimum Test error found - save the configuration 
                         :         77 |      15185.3     14181.2   0.0158399  0.00170751     56607.5           0
                         :         78 Minimum Test error found - save the configuration 
                         :         78 |      15047.3       14051   0.0161862  0.00167396       55126           0
                         :         79 Minimum Test error found - save the configuration 
                         :         79 |      14910.4       13922   0.0160041  0.00172234     56015.7           0
                         :         80 Minimum Test error found - save the configuration 
                         :         80 |        14774     13797.4   0.0164927   0.0017896     54410.3           0
                         :         81 Minimum Test error found - save the configuration 
                         :         81 |        14643     13670.5   0.0168721  0.00194392       53590           0
                         :         82 Minimum Test error found - save the configuration 
                         :         82 |      14510.6     13545.8   0.0166817   0.0017404     53542.9           0
                         :         83 Minimum Test error found - save the configuration 
                         :         83 |        14380     13421.7    0.016431  0.00180378     54692.4           0
                         :         84 Minimum Test error found - save the configuration 
                         :         84 |      14250.8     13298.7   0.0178103  0.00198243     50543.9           0
                         :         85 Minimum Test error found - save the configuration 
                         :         85 |      14122.4     13177.2   0.0181721  0.00204366     49601.8           0
                         :         86 Minimum Test error found - save the configuration 
                         :         86 |      13993.4     13059.7   0.0183144  0.00206157     49222.2           0
                         :         87 Minimum Test error found - save the configuration 
                         :         87 |        13869     12940.9   0.0185165  0.00205801     48607.2           0
                         :         88 Minimum Test error found - save the configuration 
                         :         88 |      13743.3     12825.4   0.0184574  0.00204566     48745.5           0
                         :         89 Minimum Test error found - save the configuration 
                         :         89 |      13622.4     12707.1   0.0184844  0.00205692     48698.8           0
                         :         90 Minimum Test error found - save the configuration 
                         :         90 |      13497.9     12591.9   0.0185365    0.002052     48530.4           0
                         :         91 Minimum Test error found - save the configuration 
                         :         91 |      13378.7     12475.4   0.0184696  0.00207032     48782.7           0
                         :         92 Minimum Test error found - save the configuration 
                         :         92 |      13256.4     12362.9   0.0183409  0.00204534       49093           0
                         :         93 Minimum Test error found - save the configuration 
                         :         93 |      13137.4     12251.1   0.0183306  0.00195363     48849.1           0
                         :         94 Minimum Test error found - save the configuration 
                         :         94 |        13019     12140.9    0.018281  0.00203991     49257.9           0
                         :         95 Minimum Test error found - save the configuration 
                         :         95 |      12903.4     12029.5    0.018224  0.00198766     49272.1           0
                         :         96 Minimum Test error found - save the configuration 
                         :         96 |      12786.6     11920.1   0.0180692  0.00201495     49831.2           0
                         :         97 Minimum Test error found - save the configuration 
                         :         97 |      12669.7     11814.7   0.0177538  0.00197618     50704.7           0
                         :         98 Minimum Test error found - save the configuration 
                         :         98 |        12560     11703.9   0.0177792  0.00197708     50625.9           0
                         :         99 Minimum Test error found - save the configuration 
                         :         99 |      12442.8     11600.5   0.0178954  0.00196862       50230           0
                         :        100 Minimum Test error found - save the configuration 
                         :        100 |      12331.7     11496.4   0.0178487  0.00192107     50227.2           0
                         :        101 Minimum Test error found - save the configuration 
                         :        101 |      12223.2     11389.4   0.0180007  0.00198023     49936.1           0
                         :        102 Minimum Test error found - save the configuration 
                         :        102 |      12111.8     11285.4   0.0175141   0.0019661     51453.6           0
                         :        103 Minimum Test error found - save the configuration 
                         :        103 |        12001     11184.6   0.0178689  0.00200417     50426.2           0
                         :        104 Minimum Test error found - save the configuration 
                         :        104 |      11894.4     11082.3   0.0178959  0.00194362     50149.6           0
                         :        105 Minimum Test error found - save the configuration 
                         :        105 |        11787     10981.3   0.0179221  0.00196792     50143.5           0
                         :        106 Minimum Test error found - save the configuration 
                         :        106 |      11680.2     10882.1   0.0178839  0.00198509     50318.1           0
                         :        107 Minimum Test error found - save the configuration 
                         :        107 |      11575.9     10782.3   0.0181982  0.00205271     49549.4           0
                         :        108 Minimum Test error found - save the configuration 
                         :        108 |      11471.3     10683.7   0.0178746  0.00198779     50356.3           0
                         :        109 Minimum Test error found - save the configuration 
                         :        109 |      11366.1     10588.6   0.0179959  0.00202132     50079.5           0
                         :        110 Minimum Test error found - save the configuration 
                         :        110 |      11265.7       10491   0.0182606  0.00201446     49242.3           0
                         :        111 Minimum Test error found - save the configuration 
                         :        111 |      11163.2     10395.8   0.0176763  0.00197266     50943.6           0
                         :        112 Minimum Test error found - save the configuration 
                         :        112 |      11061.6     10302.4   0.0177669  0.00192279       50492           0
                         :        113 Minimum Test error found - save the configuration 
                         :        113 |      10963.5     10207.1   0.0167765  0.00169693     53051.8           0
                         :        114 Minimum Test error found - save the configuration 
                         :        114 |      10864.7     10112.5   0.0158998  0.00171596     56402.3           0
                         :        115 Minimum Test error found - save the configuration 
                         :        115 |      10764.9     10021.1   0.0161307  0.00184009     55980.9           0
                         :        116 Minimum Test error found - save the configuration 
                         :        116 |      10667.6     9930.63   0.0160448  0.00175004     55964.7           0
                         :        117 Minimum Test error found - save the configuration 
                         :        117 |      10571.1        9841   0.0161025  0.00172589       55646           0
                         :        118 Minimum Test error found - save the configuration 
                         :        118 |      10477.3     9749.68   0.0160482  0.00180858     56181.2           0
                         :        119 Minimum Test error found - save the configuration 
                         :        119 |      10381.7     9660.42   0.0162644   0.0017367     55067.3           0
                         :        120 Minimum Test error found - save the configuration 
                         :        120 |      10286.3     9574.14   0.0160158  0.00171467     55939.7           0
                         :        121 Minimum Test error found - save the configuration 
                         :        121 |      10193.2     9488.67    0.015868  0.00169586     56448.9           0
                         :        122 Minimum Test error found - save the configuration 
                         :        122 |      10102.6     9401.34   0.0157933  0.00168969     56723.1           0
                         :        123 Minimum Test error found - save the configuration 
                         :        123 |      10011.1      9314.9   0.0157686  0.00169045     56825.6           0
                         :        124 Minimum Test error found - save the configuration 
                         :        124 |      9920.24     9229.33   0.0157155  0.00167942       56996           0
                         :        125 Minimum Test error found - save the configuration 
                         :        125 |      9829.73     9145.65   0.0159353  0.00173979       56356           0
                         :        126 Minimum Test error found - save the configuration 
                         :        126 |      9740.96     9062.24   0.0155652  0.00167906     57611.3           0
                         :        127 Minimum Test error found - save the configuration 
                         :        127 |      9652.76     8979.18   0.0157266  0.00169573     57017.2           0
                         :        128 Minimum Test error found - save the configuration 
                         :        128 |      9565.25     8897.05   0.0158671  0.00171624     56533.5           0
                         :        129 Minimum Test error found - save the configuration 
                         :        129 |      9478.12     8816.07   0.0158632  0.00170803     56516.6           0
                         :        130 Minimum Test error found - save the configuration 
                         :        130 |      9392.68     8735.03   0.0157943  0.00170386     56775.9           0
                         :        131 Minimum Test error found - save the configuration 
                         :        131 |      9306.98     8655.38    0.015975  0.00177457     56336.4           0
                         :        132 Minimum Test error found - save the configuration 
                         :        132 |      9222.73     8575.98   0.0159443  0.00173755     56311.1           0
                         :        133 Minimum Test error found - save the configuration 
                         :        133 |      9138.93     8497.35   0.0159396  0.00168875     56136.8           0
                         :        134 Minimum Test error found - save the configuration 
                         :        134 |       9055.3     8420.44   0.0156908  0.00169323     57152.7           0
                         :        135 Minimum Test error found - save the configuration 
                         :        135 |      8973.19     8343.95   0.0156123  0.00168517     57442.1           0
                         :        136 Minimum Test error found - save the configuration 
                         :        136 |      8892.73     8266.41   0.0155754   0.0016629     57502.3           0
                         :        137 Minimum Test error found - save the configuration 
                         :        137 |      8811.22     8190.51   0.0155232  0.00167738     57779.1           0
                         :        138 Minimum Test error found - save the configuration 
                         :        138 |      8731.17     8115.26   0.0154197  0.00166535     58163.3           0
                         :        139 Minimum Test error found - save the configuration 
                         :        139 |      8651.97     8040.16   0.0156025  0.00182063     58047.1           0
                         :        140 Minimum Test error found - save the configuration 
                         :        140 |      8572.63     7966.76   0.0156394  0.00166304     57239.6           0
                         :        141 Minimum Test error found - save the configuration 
                         :        141 |      8495.47      7892.8   0.0156228  0.00165488     57274.3           0
                         :        142 Minimum Test error found - save the configuration 
                         :        142 |      8417.05     7821.07   0.0167965  0.00193918     53845.7           0
                         :        143 Minimum Test error found - save the configuration 
                         :        143 |       8342.4      7747.3   0.0178256  0.00199187     50525.1           0
                         :        144 Minimum Test error found - save the configuration 
                         :        144 |      8263.27     7678.65    0.018062  0.00201022     49838.6           0
                         :        145 Minimum Test error found - save the configuration 
                         :        145 |      8189.79     7607.87   0.0181736  0.00202033     49525.6           0
                         :        146 Minimum Test error found - save the configuration 
                         :        146 |      8114.73     7538.15   0.0176065  0.00192078     51001.8           0
                         :        147 Minimum Test error found - save the configuration 
                         :        147 |      8040.59     7469.38   0.0172025  0.00189331     52256.3           0
                         :        148 Minimum Test error found - save the configuration 
                         :        148 |      7968.74     7398.79    0.017606   0.0019042     50949.7           0
                         :        149 Minimum Test error found - save the configuration 
                         :        149 |       7894.9     7330.67    0.017441  0.00186931     51375.2           0
                         :        150 Minimum Test error found - save the configuration 
                         :        150 |      7822.37     7263.73   0.0175293  0.00188911     51150.2           0
                         :        151 Minimum Test error found - save the configuration 
                         :        151 |      7751.47     7196.81   0.0173949  0.00192343       51708           0
                         :        152 Minimum Test error found - save the configuration 
                         :        152 |      7681.08      7129.9   0.0181255  0.00204112     49737.7           0
                         :        153 Minimum Test error found - save the configuration 
                         :        153 |      7609.46     7065.62    0.018182  0.00197092     49348.9           0
                         :        154 Minimum Test error found - save the configuration 
                         :        154 |       7541.9     6999.02   0.0183586  0.00201529     48949.7           0
                         :        155 Minimum Test error found - save the configuration 
                         :        155 |       7471.3     6935.57   0.0183324  0.00201737     49034.6           0
                         :        156 Minimum Test error found - save the configuration 
                         :        156 |      7403.56      6871.7   0.0183083  0.00204981       49205           0
                         :        157 Minimum Test error found - save the configuration 
                         :        157 |      7336.84     6807.37   0.0182838  0.00199211     49104.7           0
                         :        158 Minimum Test error found - save the configuration 
                         :        158 |       7268.4     6745.47   0.0181366  0.00198103     49518.7           0
                         :        159 Minimum Test error found - save the configuration 
                         :        159 |      7202.28     6683.51   0.0180969  0.00193446     49497.6           0
                         :        160 Minimum Test error found - save the configuration 
                         :        160 |       7136.8     6621.41   0.0180827  0.00201176     49779.4           0
                         :        161 Minimum Test error found - save the configuration 
                         :        161 |      7071.83     6559.34   0.0184066  0.00205179     48915.3           0
                         :        162 Minimum Test error found - save the configuration 
                         :        162 |      7005.86        6500   0.0181783   0.0020249     49525.2           0
                         :        163 Minimum Test error found - save the configuration 
                         :        163 |      6942.85     6439.27   0.0179592  0.00198084     50067.8           0
                         :        164 Minimum Test error found - save the configuration 
                         :        164 |      6879.12     6378.97   0.0176071  0.00196425     51141.7           0
                         :        165 Minimum Test error found - save the configuration 
                         :        165 |      6815.88     6319.97   0.0177218  0.00196132     50759.8           0
                         :        166 Minimum Test error found - save the configuration 
                         :        166 |      6753.23      6261.5   0.0135882  0.00117359     64440.2           0
                         :        167 Minimum Test error found - save the configuration 
                         :        167 |      6691.61     6203.19    0.011313  0.00113686     78615.6           0
                         :        168 Minimum Test error found - save the configuration 
                         :        168 |      6629.35     6146.77   0.0125564  0.00184748       74704           0
                         :        169 Minimum Test error found - save the configuration 
                         :        169 |      6570.16     6088.75   0.0146887     0.00118       59221           0
                         :        170 Minimum Test error found - save the configuration 
                         :        170 |      6508.87     6032.35    0.014138  0.00190643     65404.3           0
                         :        171 Minimum Test error found - save the configuration 
                         :        171 |      6449.34     5976.13   0.0166593  0.00120607     51769.2           0
                         :        172 Minimum Test error found - save the configuration 
                         :        172 |      6388.92     5922.07   0.0135445  0.00121413     64880.6           0
                         :        173 Minimum Test error found - save the configuration 
                         :        173 |      6331.91     5866.24   0.0169732  0.00192897     53176.6           0
                         :        174 Minimum Test error found - save the configuration 
                         :        174 |      6273.52     5811.12   0.0153014  0.00143014     57673.4           0
                         :        175 Minimum Test error found - save the configuration 
                         :        175 |      6215.31     5757.25   0.0145981  0.00140953     60658.6           0
                         :        176 Minimum Test error found - save the configuration 
                         :        176 |      6157.75     5704.41   0.0141113  0.00193119       65681           0
                         :        177 Minimum Test error found - save the configuration 
                         :        177 |      6102.78     5649.73   0.0147366  0.00170718     61399.7           0
                         :        178 Minimum Test error found - save the configuration 
                         :        178 |      6044.48     5598.73   0.0127388  0.00138146     70439.1           0
                         :        179 Minimum Test error found - save the configuration 
                         :        179 |      5989.57     5547.05   0.0118036  0.00116105     75169.9           0
                         :        180 Minimum Test error found - save the configuration 
                         :        180 |      5936.15     5493.66   0.0131807  0.00176218     70061.5           0
                         :        181 Minimum Test error found - save the configuration 
                         :        181 |      5879.84     5442.64     0.01198  0.00117317     74027.4           0
                         :        182 Minimum Test error found - save the configuration 
                         :        182 |      5826.06     5391.72   0.0113403  0.00118619       78786           0
                         :        183 Minimum Test error found - save the configuration 
                         :        183 |      5772.71     5341.21   0.0127296  0.00135066     70305.5           0
                         :        184 Minimum Test error found - save the configuration 
                         :        184 |      5717.89     5293.48   0.0114109  0.00115681     78017.5           0
                         :        185 Minimum Test error found - save the configuration 
                         :        185 |       5666.2     5244.42   0.0136741  0.00178627     67295.8           0
                         :        186 Minimum Test error found - save the configuration 
                         :        186 |      5614.34     5195.49   0.0120389  0.00117428     73633.3           0
                         :        187 Minimum Test error found - save the configuration 
                         :        187 |       5563.1     5146.05    0.011403   0.0011624     78120.8           0
                         :        188 Minimum Test error found - save the configuration 
                         :        188 |      5511.12     5098.48   0.0123076  0.00154084     74302.9           0
                         :        189 Minimum Test error found - save the configuration 
                         :        189 |      5460.17     5051.21   0.0117628  0.00116867     75513.8           0
                         :        190 Minimum Test error found - save the configuration 
                         :        190 |       5409.9     5004.37   0.0115757  0.00116299       76829           0
                         :        191 Minimum Test error found - save the configuration 
                         :        191 |      5359.98     4958.04   0.0112137  0.00113229     79354.3           0
                         :        192 Minimum Test error found - save the configuration 
                         :        192 |      5310.66     4911.98   0.0111421  0.00112068     79828.8           0
                         :        193 Minimum Test error found - save the configuration 
                         :        193 |      5262.39     4865.06   0.0115695  0.00130066     77905.3           0
                         :        194 Minimum Test error found - save the configuration 
                         :        194 |      5213.52     4819.03   0.0112464   0.0011351     79119.6           0
                         :        195 Minimum Test error found - save the configuration 
                         :        195 |      5165.85      4773.2   0.0111833  0.00114919     79728.2           0
                         :        196 Minimum Test error found - save the configuration 
                         :        196 |      5116.66     4729.96   0.0127488  0.00126788     69680.6           0
                         :        197 Minimum Test error found - save the configuration 
                         :        197 |      5070.11     4686.35   0.0113572  0.00113565     78266.1           0
                         :        198 Minimum Test error found - save the configuration 
                         :        198 |      5024.02     4642.11   0.0115347  0.00123085     77641.2           0
                         :        199 Minimum Test error found - save the configuration 
                         :        199 |      4976.94     4599.12   0.0112132  0.00112682     79315.2           0
                         :        200 Minimum Test error found - save the configuration 
                         :        200 |      4931.91     4555.68   0.0115724  0.00150526     79466.8           0
                         :        201 Minimum Test error found - save the configuration 
                         :        201 |      4885.32     4514.21   0.0126317   0.0011769     69839.9           0
                         :        202 Minimum Test error found - save the configuration 
                         :        202 |      4841.06     4472.18   0.0113498  0.00115063     78437.5           0
                         :        203 Minimum Test error found - save the configuration 
                         :        203 |      4796.74     4430.35   0.0120058   0.0014856       76044           0
                         :        204 Minimum Test error found - save the configuration 
                         :        204 |      4753.57     4387.44   0.0111884  0.00113249     79554.9           0
                         :        205 Minimum Test error found - save the configuration 
                         :        205 |      4706.99     4348.56   0.0111493  0.00116714     80143.2           0
                         :        206 Minimum Test error found - save the configuration 
                         :        206 |      4665.05     4308.77   0.0112669  0.00128897     80177.3           0
                         :        207 Minimum Test error found - save the configuration 
                         :        207 |      4622.09      4268.2   0.0110933  0.00113631     80345.2           0
                         :        208 Minimum Test error found - save the configuration 
                         :        208 |      4579.53     4228.92   0.0109949  0.00111372     80962.3           0
                         :        209 Minimum Test error found - save the configuration 
                         :        209 |      4537.22     4189.78   0.0109929  0.00112505     81071.1           0
                         :        210 Minimum Test error found - save the configuration 
                         :        210 |       4496.3     4150.45   0.0109781  0.00110982     81067.7           0
                         :        211 Minimum Test error found - save the configuration 
                         :        211 |      4454.07     4112.12   0.0110515  0.00111925     80545.5           0
                         :        212 Minimum Test error found - save the configuration 
                         :        212 |      4414.07     4072.77   0.0110573  0.00111786     80487.8           0
                         :        213 Minimum Test error found - save the configuration 
                         :        213 |         4373     4034.77   0.0118586  0.00116117     74784.2           0
                         :        214 Minimum Test error found - save the configuration 
                         :        214 |      4332.91     3996.83   0.0118041  0.00118751     75353.5           0
                         :        215 Minimum Test error found - save the configuration 
                         :        215 |       4292.8     3959.68   0.0115322  0.00121434     77535.6           0
                         :        216 Minimum Test error found - save the configuration 
                         :        216 |      4253.81     3922.36   0.0112036  0.00114348     79521.7           0
                         :        217 Minimum Test error found - save the configuration 
                         :        217 |      4214.38     3886.13    0.011039  0.00110871     80561.4           0
                         :        218 Minimum Test error found - save the configuration 
                         :        218 |      4175.08     3851.12   0.0109128  0.00108827     81428.5           0
                         :        219 Minimum Test error found - save the configuration 
                         :        219 |      4137.82     3814.85    0.010907  0.00110565     81621.3           0
                         :        220 Minimum Test error found - save the configuration 
                         :        220 |      4099.93      3779.3   0.0109414  0.00111185     81387.4           0
                         :        221 Minimum Test error found - save the configuration 
                         :        221 |      4062.49     3743.63   0.0109181  0.00110819     81549.8           0
                         :        222 Minimum Test error found - save the configuration 
                         :        222 |      4024.74     3709.02   0.0109099  0.00111226     81652.4           0
                         :        223 Minimum Test error found - save the configuration 
                         :        223 |      3988.89     3673.61   0.0115085  0.00133831     78661.6           0
                         :        224 Minimum Test error found - save the configuration 
                         :        224 |      3952.34      3638.8   0.0109318  0.00111482     81491.4           0
                         :        225 Minimum Test error found - save the configuration 
                         :        225 |      3914.43     3606.71   0.0112007  0.00112087     79366.2           0
                         :        226 Minimum Test error found - save the configuration 
                         :        226 |      3880.19     3572.58    0.011043  0.00115962       80944           0
                         :        227 Minimum Test error found - save the configuration 
                         :        227 |      3844.27     3539.42   0.0110996  0.00112831     80230.2           0
                         :        228 Minimum Test error found - save the configuration 
                         :        228 |      3809.27     3506.84   0.0108528   0.0011046     82066.8           0
                         :        229 Minimum Test error found - save the configuration 
                         :        229 |       3774.8     3474.35   0.0113043  0.00119319       79121           0
                         :        230 Minimum Test error found - save the configuration 
                         :        230 |      3740.57     3440.93   0.0108927   0.0011069     81750.8           0
                         :        231 Minimum Test error found - save the configuration 
                         :        231 |       3705.4     3410.37   0.0110525  0.00113876     80696.1           0
                         :        232 Minimum Test error found - save the configuration 
                         :        232 |      3672.87     3377.47   0.0129852   0.0013869     68975.8           0
                         :        233 Minimum Test error found - save the configuration 
                         :        233 |      3639.43     3345.49   0.0124032  0.00131432     72144.5           0
                         :        234 Minimum Test error found - save the configuration 
                         :        234 |         3606     3314.62   0.0124119  0.00125646     71714.1           0
                         :        235 Minimum Test error found - save the configuration 
                         :        235 |      3572.51     3284.81   0.0112541  0.00113694     79073.8           0
                         :        236 Minimum Test error found - save the configuration 
                         :        236 |      3540.81     3253.59   0.0109202  0.00110546       81510           0
                         :        237 Minimum Test error found - save the configuration 
                         :        237 |      3508.91     3223.44   0.0108859  0.00111105     81842.9           0
                         :        238 Minimum Test error found - save the configuration 
                         :        238 |      3476.14     3194.28   0.0109069     0.00111     81658.3           0
                         :        239 Minimum Test error found - save the configuration 
                         :        239 |      3444.84     3164.58   0.0109212  0.00111094     81547.4           0
                         :        240 Minimum Test error found - save the configuration 
                         :        240 |      3413.92     3134.65   0.0121955  0.00115364     72451.5           0
                         :        241 Minimum Test error found - save the configuration 
                         :        241 |      3382.78     3105.27   0.0110402  0.00111969     80640.7           0
                         :        242 Minimum Test error found - save the configuration 
                         :        242 |      3352.41      3076.1   0.0146638  0.00142769     60440.7           0
                         :        243 Minimum Test error found - save the configuration 
                         :        243 |      3320.78     3048.49   0.0146742   0.0012638     59655.4           0
                         :        244 Minimum Test error found - save the configuration 
                         :        244 |      3291.08     3020.73   0.0109264  0.00110526     81456.7           0
                         :        245 Minimum Test error found - save the configuration 
                         :        245 |      3261.77     2992.21   0.0135832  0.00121621     64688.4           0
                         :        246 Minimum Test error found - save the configuration 
                         :        246 |      3232.12     2963.84   0.0119204  0.00132699     75518.3           0
                         :        247 Minimum Test error found - save the configuration 
                         :        247 |      3202.83      2936.3   0.0130299  0.00182329     71386.7           0
                         :        248 Minimum Test error found - save the configuration 
                         :        248 |       3173.6     2909.28   0.0116492  0.00113105     76058.8           0
                         :        249 Minimum Test error found - save the configuration 
                         :        249 |      3144.55     2882.07   0.0111903   0.0011538     79708.8           0
                         :        250 Minimum Test error found - save the configuration 
                         :        250 |      3115.61     2856.06   0.0111505  0.00115491     80035.4           0
                         :        251 Minimum Test error found - save the configuration 
                         :        251 |      3087.95     2829.47   0.0133113  0.00187422     69947.7           0
                         :        252 Minimum Test error found - save the configuration 
                         :        252 |      3059.93     2802.94   0.0132003  0.00125781     66987.4           0
                         :        253 Minimum Test error found - save the configuration 
                         :        253 |      3032.35     2776.85   0.0116782  0.00119938     76344.2           0
                         :        254 Minimum Test error found - save the configuration 
                         :        254 |      3004.51     2751.65   0.0119921  0.00120962     74194.4           0
                         :        255 Minimum Test error found - save the configuration 
                         :        255 |      2977.71     2725.64   0.0145577  0.00174663     62445.8           0
                         :        256 Minimum Test error found - save the configuration 
                         :        256 |      2950.57     2700.16   0.0135257  0.00120732     64943.6           0
                         :        257 Minimum Test error found - save the configuration 
                         :        257 |      2923.67     2675.39   0.0141461  0.00190984     65379.3           0
                         :        258 Minimum Test error found - save the configuration 
                         :        258 |      2896.89     2651.01   0.0150348  0.00189731     60894.5           0
                         :        259 Minimum Test error found - save the configuration 
                         :        259 |      2871.06     2626.43   0.0118904  0.00125059     75189.6           0
                         :        260 Minimum Test error found - save the configuration 
                         :        260 |      2845.27     2601.52   0.0126299  0.00153417     72099.8           0
                         :        261 Minimum Test error found - save the configuration 
                         :        261 |      2819.09     2577.85   0.0138383  0.00149484     64811.6           0
                         :        262 Minimum Test error found - save the configuration 
                         :        262 |      2793.89     2553.68   0.0118982  0.00124178       75072           0
                         :        263 Minimum Test error found - save the configuration 
                         :        263 |       2767.9     2531.17   0.0130095  0.00122795     67902.6           0
                         :        264 Minimum Test error found - save the configuration 
                         :        264 |      2743.93     2507.27   0.0131148  0.00132734     67868.6           0
                         :        265 Minimum Test error found - save the configuration 
                         :        265 |      2718.55     2484.42   0.0123522  0.00117938     71602.4           0
                         :        266 Minimum Test error found - save the configuration 
                         :        266 |      2694.25     2461.22   0.0114756   0.0012124     77948.2           0
                         :        267 Minimum Test error found - save the configuration 
                         :        267 |       2669.6      2438.7   0.0112573  0.00113985     79071.1           0
                         :        268 Minimum Test error found - save the configuration 
                         :        268 |      2645.77     2415.83   0.0115133  0.00123279     77816.8           0
                         :        269 Minimum Test error found - save the configuration 
                         :        269 |       2621.9     2393.44   0.0119224   0.0012547     74993.1           0
                         :        270 Minimum Test error found - save the configuration 
                         :        270 |      2597.81     2371.39   0.0118899  0.00121812     74964.4           0
                         :        271 Minimum Test error found - save the configuration 
                         :        271 |      2574.31     2349.67   0.0128077  0.00117161     68751.5           0
                         :        272 Minimum Test error found - save the configuration 
                         :        272 |      2550.88     2328.15   0.0116691  0.00115632     76097.6           0
                         :        273 Minimum Test error found - save the configuration 
                         :        273 |         2528     2307.08   0.0120591  0.00144393     75363.9           0
                         :        274 Minimum Test error found - save the configuration 
                         :        274 |      2505.33     2285.25   0.0122153  0.00121928     72753.3           0
                         :        275 Minimum Test error found - save the configuration 
                         :        275 |      2482.02     2265.26   0.0113512  0.00113975     78343.4           0
                         :        276 Minimum Test error found - save the configuration 
                         :        276 |      2459.44     2244.63   0.0118509  0.00118195     74984.3           0
                         :        277 Minimum Test error found - save the configuration 
                         :        277 |       2437.1     2223.94   0.0118926  0.00121031     74890.2           0
                         :        278 Minimum Test error found - save the configuration 
                         :        278 |      2415.83     2202.82   0.0124665  0.00120372     71030.2           0
                         :        279 Minimum Test error found - save the configuration 
                         :        279 |      2393.19     2182.45   0.0114101  0.00120767     78412.8           0
                         :        280 Minimum Test error found - save the configuration 
                         :        280 |      2370.83     2163.41   0.0114929  0.00118133     77582.9           0
                         :        281 Minimum Test error found - save the configuration 
                         :        281 |      2350.05     2143.08   0.0116334  0.00117605     76501.3           0
                         :        282 Minimum Test error found - save the configuration 
                         :        282 |      2328.52     2123.22   0.0113093  0.00120282     79157.3           0
                         :        283 Minimum Test error found - save the configuration 
                         :        283 |      2307.05      2104.2   0.0115865  0.00129598     77741.7           0
                         :        284 Minimum Test error found - save the configuration 
                         :        284 |      2285.84      2085.3   0.0138504  0.00132295     63859.8           0
                         :        285 Minimum Test error found - save the configuration 
                         :        285 |       2265.2     2065.82   0.0121649  0.00121744     73076.3           0
                         :        286 Minimum Test error found - save the configuration 
                         :        286 |      2244.95     2046.14   0.0116047  0.00119919     76882.3           0
                         :        287 Minimum Test error found - save the configuration 
                         :        287 |      2223.54     2027.72   0.0118663   0.0012938       75668           0
                         :        288 Minimum Test error found - save the configuration 
                         :        288 |      2203.83     2008.48    0.012546  0.00160568     73124.3           0
                         :        289 Minimum Test error found - save the configuration 
                         :        289 |      2183.04     1990.73   0.0128471  0.00164098     71389.9           0
                         :        290 Minimum Test error found - save the configuration 
                         :        290 |      2163.22     1972.38   0.0135183  0.00126535     65290.3           0
                         :        291 Minimum Test error found - save the configuration 
                         :        291 |      2143.39     1953.73   0.0123251  0.00117154     71725.7           0
                         :        292 Minimum Test error found - save the configuration 
                         :        292 |      2123.08     1936.49   0.0124951  0.00134102     71722.6           0
                         :        293 Minimum Test error found - save the configuration 
                         :        293 |      2104.36     1918.33   0.0116707  0.00119783     76387.8           0
                         :        294 Minimum Test error found - save the configuration 
                         :        294 |      2084.04     1901.73   0.0118164  0.00116192     75085.6           0
                         :        295 Minimum Test error found - save the configuration 
                         :        295 |      2066.39     1882.85   0.0113529  0.00115925     78480.1           0
                         :        296 Minimum Test error found - save the configuration 
                         :        296 |      2045.64     1867.12   0.0114212  0.00112803     77721.8           0
                         :        297 Minimum Test error found - save the configuration 
                         :        297 |      2027.51     1849.52   0.0118525   0.0011764     74933.8           0
                         :        298 Minimum Test error found - save the configuration 
                         :        298 |      2008.87     1832.14   0.0109174  0.00111384     81602.9           0
                         :        299 Minimum Test error found - save the configuration 
                         :        299 |      1989.47     1815.89   0.0112171  0.00111484       79190           0
                         :        300 Minimum Test error found - save the configuration 
                         :        300 |      1971.83     1799.11    0.010967  0.00112794     81308.6           0
                         :        301 Minimum Test error found - save the configuration 
                         :        301 |      1953.19     1782.64    0.010862  0.00114743     82350.4           0
                         :        302 Minimum Test error found - save the configuration 
                         :        302 |      1935.54      1765.9   0.0114422  0.00144862     80051.7           0
                         :        303 Minimum Test error found - save the configuration 
                         :        303 |      1916.84     1749.76   0.0168107  0.00186926     53542.5           0
                         :        304 Minimum Test error found - save the configuration 
                         :        304 |      1898.82     1734.68   0.0170021  0.00186171     52838.9           0
                         :        305 Minimum Test error found - save the configuration 
                         :        305 |      1881.73     1718.61   0.0171359  0.00187116     52408.3           0
                         :        306 Minimum Test error found - save the configuration 
                         :        306 |      1864.05     1702.34   0.0170391  0.00184437     52649.8           0
                         :        307 Minimum Test error found - save the configuration 
                         :        307 |      1846.22     1687.25   0.0170703   0.0018743     52645.6           0
                         :        308 Minimum Test error found - save the configuration 
                         :        308 |      1829.45      1671.4   0.0171958  0.00188167     52239.3           0
                         :        309 Minimum Test error found - save the configuration 
                         :        309 |      1811.83     1656.66   0.0171987  0.00187696     52213.4           0
                         :        310 Minimum Test error found - save the configuration 
                         :        310 |      1794.98     1641.68   0.0169649   0.0018204     52824.3           0
                         :        311 Minimum Test error found - save the configuration 
                         :        311 |      1778.08     1626.67   0.0169526  0.00181217     52838.6           0
                         :        312 Minimum Test error found - save the configuration 
                         :        312 |      1761.36     1612.07   0.0129541  0.00153015     70028.5           0
                         :        313 Minimum Test error found - save the configuration 
                         :        313 |      1745.43     1596.53   0.0114781  0.00112917     77302.5           0
                         :        314 Minimum Test error found - save the configuration 
                         :        314 |      1728.39     1581.92   0.0108614  0.00109758       81935           0
                         :        315 Minimum Test error found - save the configuration 
                         :        315 |      1712.28     1567.43   0.0109756  0.00113148     81266.7           0
                         :        316 Minimum Test error found - save the configuration 
                         :        316 |      1695.66     1553.14   0.0164267  0.00182211     54777.4           0
                         :        317 Minimum Test error found - save the configuration 
                         :        317 |      1679.83     1539.54   0.0167662  0.00183644     53584.1           0
                         :        318 Minimum Test error found - save the configuration 
                         :        318 |      1664.13     1524.85   0.0169401  0.00184519     52998.1           0
                         :        319 Minimum Test error found - save the configuration 
                         :        319 |      1648.01     1511.17   0.0169375  0.00184381     53002.4           0
                         :        320 Minimum Test error found - save the configuration 
                         :        320 |      1632.57     1497.04   0.0168341  0.00183949     53352.5           0
                         :        321 Minimum Test error found - save the configuration 
                         :        321 |      1616.74     1483.51    0.016953  0.00185304     52980.2           0
                         :        322 Minimum Test error found - save the configuration 
                         :        322 |      1601.31     1470.55   0.0170245  0.00184949     52718.2           0
                         :        323 Minimum Test error found - save the configuration 
                         :        323 |      1586.33     1456.68   0.0168961  0.00185828     53199.1           0
                         :        324 Minimum Test error found - save the configuration 
                         :        324 |      1571.31     1443.12   0.0168656  0.00183757     53233.8           0
                         :        325 Minimum Test error found - save the configuration 
                         :        325 |      1556.05      1429.9   0.0170894  0.00197387     52925.7           0
                         :        326 Minimum Test error found - save the configuration 
                         :        326 |      1541.16     1416.81   0.0174895  0.00194001     51448.7           0
                         :        327 Minimum Test error found - save the configuration 
                         :        327 |      1526.63     1403.83   0.0175104  0.00193062     51348.5           0
                         :        328 Minimum Test error found - save the configuration 
                         :        328 |      1511.66     1391.42   0.0177502  0.00195892     50660.7           0
                         :        329 Minimum Test error found - save the configuration 
                         :        329 |      1497.74     1378.06     0.01754  0.00194509     51298.9           0
                         :        330 Minimum Test error found - save the configuration 
                         :        330 |      1483.33     1365.05   0.0174746  0.00194042     51499.3           0
                         :        331 Minimum Test error found - save the configuration 
                         :        331 |      1468.32     1353.53   0.0173775  0.00187626     51608.9           0
                         :        332 Minimum Test error found - save the configuration 
                         :        332 |      1455.42     1340.17   0.0173014  0.00192503     52027.9           0
                         :        333 Minimum Test error found - save the configuration 
                         :        333 |      1440.87     1327.44   0.0172445  0.00192926     52235.4           0
                         :        334 Minimum Test error found - save the configuration 
                         :        334 |       1426.4     1315.99   0.0175262  0.00191281     51238.1           0
                         :        335 Minimum Test error found - save the configuration 
                         :        335 |      1413.38     1303.48   0.0174769   0.0019502       51524           0
                         :        336 Minimum Test error found - save the configuration 
                         :        336 |      1399.94      1291.3   0.0174229  0.00199555     51856.1           0
                         :        337 Minimum Test error found - save the configuration 
                         :        337 |      1385.88     1279.88   0.0177851  0.00193884     50485.1           0
                         :        338 Minimum Test error found - save the configuration 
                         :        338 |      1373.17     1267.42   0.0174982  0.00196775     51511.7           0
                         :        339 Minimum Test error found - save the configuration 
                         :        339 |      1359.73     1255.47   0.0174607  0.00192053     51479.4           0
                         :        340 Minimum Test error found - save the configuration 
                         :        340 |      1346.26     1244.16   0.0176378  0.00194308     50972.4           0
                         :        341 Minimum Test error found - save the configuration 
                         :        341 |      1333.48     1232.57   0.0176678  0.00192388     50813.2           0
                         :        342 Minimum Test error found - save the configuration 
                         :        342 |         1321     1220.85    0.017377  0.00194545     51841.9           0
                         :        343 Minimum Test error found - save the configuration 
                         :        343 |      1308.15     1209.32   0.0173024  0.00194793     52102.1           0
                         :        344 Minimum Test error found - save the configuration 
                         :        344 |      1295.43     1198.36   0.0170498  0.00186677     52690.5           0
                         :        345 Minimum Test error found - save the configuration 
                         :        345 |      1282.83      1187.1   0.0165735  0.00172424     53874.7           0
                         :        346 Minimum Test error found - save the configuration 
                         :        346 |      1270.66     1175.77   0.0176589  0.00200222     51096.4           0
                         :        347 Minimum Test error found - save the configuration 
                         :        347 |      1257.86      1165.5   0.0175796  0.00180699     50720.8           0
                         :        348 Minimum Test error found - save the configuration 
                         :        348 |      1246.38     1154.19   0.0178046  0.00194571       50445           0
                         :        349 Minimum Test error found - save the configuration 
                         :        349 |      1234.14     1143.24   0.0172202  0.00191246     52261.3           0
                         :        350 Minimum Test error found - save the configuration 
                         :        350 |      1222.47     1132.49    0.017717  0.00189211     50553.1           0
                         :        351 Minimum Test error found - save the configuration 
                         :        351 |      1209.93     1122.79   0.0179539  0.00200805     50169.8           0
                         :        352 Minimum Test error found - save the configuration 
                         :        352 |      1199.23     1111.49    0.017939  0.00198092     50131.4           0
                         :        353 Minimum Test error found - save the configuration 
                         :        353 |      1186.82     1101.44   0.0181063  0.00198366     49619.6           0
                         :        354 Minimum Test error found - save the configuration 
                         :        354 |      1175.96      1090.4    0.017942   0.0020217     50250.3           0
                         :        355 Minimum Test error found - save the configuration 
                         :        355 |      1164.34     1080.46   0.0180665  0.00199783     49786.3           0
                         :        356 Minimum Test error found - save the configuration 
                         :        356 |      1153.03     1070.16   0.0180047  0.00199664     49974.9           0
                         :        357 Minimum Test error found - save the configuration 
                         :        357 |      1141.82     1060.55   0.0179208  0.00187239     49849.1           0
                         :        358 Minimum Test error found - save the configuration 
                         :        358 |      1130.73      1050.6   0.0164549  0.00186476     54831.7           0
                         :        359 Minimum Test error found - save the configuration 
                         :        359 |      1120.13     1040.45   0.0168216  0.00178591     53206.8           0
                         :        360 Minimum Test error found - save the configuration 
                         :        360 |      1108.88     1030.56   0.0167804  0.00183243     53518.9           0
                         :        361 Minimum Test error found - save the configuration 
                         :        361 |      1098.35     1020.57   0.0169523  0.00182781     52894.5           0
                         :        362 Minimum Test error found - save the configuration 
                         :        362 |      1087.57     1010.93   0.0170601  0.00186892     52662.3           0
                         :        363 Minimum Test error found - save the configuration 
                         :        363 |      1076.84     1001.79   0.0168833  0.00177826     52962.6           0
                         :        364 Minimum Test error found - save the configuration 
                         :        364 |       1066.2     992.595    0.017101  0.00184637     52443.3           0
                         :        365 Minimum Test error found - save the configuration 
                         :        365 |      1056.46     982.227   0.0171296  0.00184784     52349.9           0
                         :        366 Minimum Test error found - save the configuration 
                         :        366 |      1045.62       973.3   0.0170178  0.00186302     52788.5           0
                         :        367 Minimum Test error found - save the configuration 
                         :        367 |      1035.27     964.133   0.0173049  0.00189347     51909.4           0
                         :        368 Minimum Test error found - save the configuration 
                         :        368 |      1025.51     954.712   0.0173651  0.00186983     51628.8           0
                         :        369 Minimum Test error found - save the configuration 
                         :        369 |      1015.63     945.455   0.0178066  0.00198826     50574.3           0
                         :        370 Minimum Test error found - save the configuration 
                         :        370 |      1005.36     936.769   0.0178527   0.0019691     50366.3           0
                         :        371 Minimum Test error found - save the configuration 
                         :        371 |      995.528      927.37   0.0177423  0.00200695     50840.9           0
                         :        372 Minimum Test error found - save the configuration 
                         :        372 |      985.698     918.592   0.0178028  0.00200696     50646.4           0
                         :        373 Minimum Test error found - save the configuration 
                         :        373 |      976.184     910.464   0.0174208   0.0018159     51265.8           0
                         :        374 Minimum Test error found - save the configuration 
                         :        374 |       966.65     901.289   0.0178053  0.00202494     50695.9           0
                         :        375 Minimum Test error found - save the configuration 
                         :        375 |      956.993     892.733   0.0174789  0.00188569     51304.4           0
                         :        376 Minimum Test error found - save the configuration 
                         :        376 |      948.069     883.632   0.0175697  0.00196373     51262.3           0
                         :        377 Minimum Test error found - save the configuration 
                         :        377 |      938.237     875.553   0.0173318  0.00190117     51844.8           0
                         :        378 Minimum Test error found - save the configuration 
                         :        378 |      929.157     866.773   0.0173927    0.001916     51690.8           0
                         :        379 Minimum Test error found - save the configuration 
                         :        379 |      920.032     858.659   0.0176137  0.00195074       51076           0
                         :        380 Minimum Test error found - save the configuration 
                         :        380 |      911.223     849.863   0.0174236   0.0019217     51606.7           0
                         :        381 Minimum Test error found - save the configuration 
                         :        381 |      901.974     841.781   0.0172841  0.00189774     51994.2           0
                         :        382 Minimum Test error found - save the configuration 
                         :        382 |      893.041     833.771   0.0174268  0.00192633     51611.2           0
                         :        383 Minimum Test error found - save the configuration 
                         :        383 |      884.432     825.869   0.0174654  0.00193514     51512.4           0
                         :        384 Minimum Test error found - save the configuration 
                         :        384 |      875.333     817.869   0.0170586  0.00177705     52350.9           0
                         :        385 Minimum Test error found - save the configuration 
                         :        385 |      867.291     809.409   0.0169883  0.00189775     53013.5           0
                         :        386 Minimum Test error found - save the configuration 
                         :        386 |      858.294     801.603    0.017381  0.00193846     51805.1           0
                         :        387 Minimum Test error found - save the configuration 
                         :        387 |      849.817     793.521   0.0172049  0.00188544     52221.1           0
                         :        388 Minimum Test error found - save the configuration 
                         :        388 |      841.234     785.665   0.0172764   0.0018887     51989.4           0
                         :        389 Minimum Test error found - save the configuration 
                         :        389 |      832.656     778.225   0.0171852   0.0019231     52417.5           0
                         :        390 Minimum Test error found - save the configuration 
                         :        390 |       824.76     770.141   0.0170616  0.00188297     52705.8           0
                         :        391 Minimum Test error found - save the configuration 
                         :        391 |      816.192     763.038   0.0172668  0.00196648     52286.5           0
                         :        392 Minimum Test error found - save the configuration 
                         :        392 |      808.137     755.618   0.0175712  0.00193863     51175.1           0
                         :        393 Minimum Test error found - save the configuration 
                         :        393 |      800.191     747.927   0.0175428  0.00198613       51425           0
                         :        394 Minimum Test error found - save the configuration 
                         :        394 |      792.181      740.42     0.01758  0.00193495     51134.3           0
                         :        395 Minimum Test error found - save the configuration 
                         :        395 |      784.223     733.221   0.0170241  0.00184888     52717.4           0
                         :        396 Minimum Test error found - save the configuration 
                         :        396 |      776.453     725.733     0.01703  0.00182394     52610.8           0
                         :        397 Minimum Test error found - save the configuration 
                         :        397 |      768.622     718.668   0.0127826  0.00112922     68649.9           0
                         :        398 Minimum Test error found - save the configuration 
                         :        398 |      760.973     711.541   0.0122558  0.00115521     72068.3           0
                         :        399 Minimum Test error found - save the configuration 
                         :        399 |      753.425      704.06   0.0113852  0.00118386       78421           0
                         :        400 Minimum Test error found - save the configuration 
                         :        400 |      745.654     697.093   0.0118465  0.00119777     75126.6           0
                         :        401 Minimum Test error found - save the configuration 
                         :        401 |      738.299     689.889   0.0123686  0.00116163     71384.3           0
                         :        402 Minimum Test error found - save the configuration 
                         :        402 |      730.792      682.81   0.0119247  0.00122287     74753.3           0
                         :        403 Minimum Test error found - save the configuration 
                         :        403 |      723.236     676.136   0.0120172   0.0012299     74161.5           0
                         :        404 Minimum Test error found - save the configuration 
                         :        404 |       716.18     669.442   0.0126546  0.00112126       69364           0
                         :        405 Minimum Test error found - save the configuration 
                         :        405 |       708.98       662.3   0.0136424  0.00169226       66945           0
                         :        406 Minimum Test error found - save the configuration 
                         :        406 |      701.914     655.997   0.0140277  0.00134658     63085.9           0
                         :        407 Minimum Test error found - save the configuration 
                         :        407 |      694.979     649.295     0.01233  0.00150919     73931.5           0
                         :        408 Minimum Test error found - save the configuration 
                         :        408 |      687.618     642.333   0.0121592  0.00131437     73767.7           0
                         :        409 Minimum Test error found - save the configuration 
                         :        409 |      680.742     636.083   0.0119621  0.00121089     74410.5           0
                         :        410 Minimum Test error found - save the configuration 
                         :        410 |      673.864     629.325   0.0122406  0.00142878     73993.3           0
                         :        411 Minimum Test error found - save the configuration 
                         :        411 |      666.724     623.087   0.0119964  0.00114597     73729.8           0
                         :        412 Minimum Test error found - save the configuration 
                         :        412 |       660.14     616.911   0.0112435  0.00116118     79346.7           0
                         :        413 Minimum Test error found - save the configuration 
                         :        413 |      653.688      610.67   0.0115076  0.00114598     77207.9           0
                         :        414 Minimum Test error found - save the configuration 
                         :        414 |      646.887     603.901   0.0117164  0.00126926       76576           0
                         :        415 Minimum Test error found - save the configuration 
                         :        415 |      639.977     597.832   0.0118124  0.00129578     76070.1           0
                         :        416 Minimum Test error found - save the configuration 
                         :        416 |      633.828     591.344    0.012253  0.00120529     72413.4           0
                         :        417 Minimum Test error found - save the configuration 
                         :        417 |      627.068     585.331   0.0116406  0.00116517     76369.5           0
                         :        418 Minimum Test error found - save the configuration 
                         :        418 |      620.881     579.962   0.0122795  0.00115347     71903.6           0
                         :        419 Minimum Test error found - save the configuration 
                         :        419 |      614.962     573.671   0.0114225  0.00117206     78045.6           0
                         :        420 Minimum Test error found - save the configuration 
                         :        420 |      608.299     567.679   0.0123858  0.00149219     73437.8           0
                         :        421 Minimum Test error found - save the configuration 
                         :        421 |      602.238      561.83   0.0114486  0.00116892     77823.3           0
                         :        422 Minimum Test error found - save the configuration 
                         :        422 |       596.22     555.694   0.0118951  0.00121725     74921.5           0
                         :        423 Minimum Test error found - save the configuration 
                         :        423 |      589.604     550.254   0.0118358   0.0011903     75148.8           0
                         :        424 Minimum Test error found - save the configuration 
                         :        424 |      583.587     544.239   0.0121234  0.00118471     73134.7           0
                         :        425 Minimum Test error found - save the configuration 
                         :        425 |      577.659     538.472   0.0115725  0.00114054     76687.2           0
                         :        426 Minimum Test error found - save the configuration 
                         :        426 |      571.425     532.801   0.0111267  0.00118684     80484.3           0
                         :        427 Minimum Test error found - save the configuration 
                         :        427 |      565.821     526.707   0.0125545  0.00142975     71911.8           0
                         :        428 Minimum Test error found - save the configuration 
                         :        428 |      559.506     521.771   0.0122807  0.00128705     72769.6           0
                         :        429 Minimum Test error found - save the configuration 
                         :        429 |      554.199     516.417   0.0126927  0.00145774     71206.3           0
                         :        430 Minimum Test error found - save the configuration 
                         :        430 |      548.518      510.76   0.0122435  0.00114079     72054.7           0
                         :        431 Minimum Test error found - save the configuration 
                         :        431 |      542.611     504.894   0.0119489  0.00122165     74576.1           0
                         :        432 Minimum Test error found - save the configuration 
                         :        432 |      536.797     500.679   0.0116258  0.00122153     76891.5           0
                         :        433 Minimum Test error found - save the configuration 
                         :        433 |      531.555     494.577   0.0114839  0.00113269     77285.3           0
                         :        434 Minimum Test error found - save the configuration 
                         :        434 |       525.73      489.32   0.0140777  0.00136102     62909.5           0
                         :        435 Minimum Test error found - save the configuration 
                         :        435 |      520.623     484.531   0.0124367  0.00123473     71415.7           0
                         :        436 Minimum Test error found - save the configuration 
                         :        436 |      514.856     479.183   0.0121405  0.00166634     76378.2           0
                         :        437 Minimum Test error found - save the configuration 
                         :        437 |      509.858     473.824   0.0123382  0.00120723     71871.3           0
                         :        438 Minimum Test error found - save the configuration 
                         :        438 |      504.252      468.49   0.0128527  0.00138384     69753.9           0
                         :        439 Minimum Test error found - save the configuration 
                         :        439 |      499.257     463.701   0.0119963   0.0011892     74025.2           0
                         :        440 Minimum Test error found - save the configuration 
                         :        440 |      494.089     459.429    0.015331  0.00188221     59484.8           0
                         :        441 Minimum Test error found - save the configuration 
                         :        441 |      489.143     453.727   0.0171176  0.00185821     52426.9           0
                         :        442 Minimum Test error found - save the configuration 
                         :        442 |      483.696     448.782   0.0170989  0.00184997     52462.8           0
                         :        443 Minimum Test error found - save the configuration 
                         :        443 |      478.649     443.968   0.0171526  0.00187931     52379.2           0
                         :        444 Minimum Test error found - save the configuration 
                         :        444 |      473.605     439.522   0.0169386  0.00181887       52911           0
                         :        445 Minimum Test error found - save the configuration 
                         :        445 |      468.798     434.661   0.0169841  0.00183381     52804.4           0
                         :        446 Minimum Test error found - save the configuration 
                         :        446 |      463.908     430.077   0.0171052  0.00183606     52393.4           0
                         :        447 Minimum Test error found - save the configuration 
                         :        447 |      459.427     424.594   0.0169931  0.00179403       52635           0
                         :        448 Minimum Test error found - save the configuration 
                         :        448 |      453.927     420.363   0.0168951  0.00182995     53102.7           0
                         :        449 Minimum Test error found - save the configuration 
                         :        449 |      449.338     415.938   0.0170199  0.00186235     52778.9           0
                         :        450 Minimum Test error found - save the configuration 
                         :        450 |       444.86     411.125   0.0170801  0.00186313     52572.9           0
                         :        451 Minimum Test error found - save the configuration 
                         :        451 |       439.93     406.644   0.0171555  0.00185753     52294.5           0
                         :        452 Minimum Test error found - save the configuration 
                         :        452 |      435.367     402.498   0.0170769   0.0018735     52619.7           0
                         :        453 Minimum Test error found - save the configuration 
                         :        453 |      430.729     397.888   0.0166718  0.00174947     53610.9           0
                         :        454 Minimum Test error found - save the configuration 
                         :        454 |      426.147     393.788   0.0164866  0.00177783     54389.4           0
                         :        455 Minimum Test error found - save the configuration 
                         :        455 |      422.294      390.38   0.0166818  0.00182277     53839.5           0
                         :        456 Minimum Test error found - save the configuration 
                         :        456 |      417.629     385.499    0.016255  0.00176845     55223.5           0
                         :        457 Minimum Test error found - save the configuration 
                         :        457 |      413.198      380.52   0.0165385  0.00183403     54405.3           0
                         :        458 Minimum Test error found - save the configuration 
                         :        458 |      408.615       376.3   0.0166935  0.00183713     53848.8           0
                         :        459 Minimum Test error found - save the configuration 
                         :        459 |      404.257     372.388   0.0167034  0.00177258     53580.5           0
                         :        460 Minimum Test error found - save the configuration 
                         :        460 |      400.038     368.194   0.0166814  0.00177896     53682.4           0
                         :        461 Minimum Test error found - save the configuration 
                         :        461 |      395.897     364.037   0.0165256  0.00173968     54105.7           0
                         :        462 Minimum Test error found - save the configuration 
                         :        462 |      391.665     360.121   0.0163926  0.00179507     54803.6           0
                         :        463 Minimum Test error found - save the configuration 
                         :        463 |      387.435     356.163   0.0164282  0.00179218     54659.6           0
                         :        464 Minimum Test error found - save the configuration 
                         :        464 |      383.268     352.643   0.0175215  0.00196548     51426.9           0
                         :        465 Minimum Test error found - save the configuration 
                         :        465 |      379.298     348.106    0.017581  0.00195113     51183.9           0
                         :        466 Minimum Test error found - save the configuration 
                         :        466 |      375.258     344.414   0.0175543  0.00195036     51269.1           0
                         :        467 Minimum Test error found - save the configuration 
                         :        467 |      371.336     340.715   0.0176397  0.00193887     50952.7           0
                         :        468 Minimum Test error found - save the configuration 
                         :        468 |      367.698       337.3   0.0169977  0.00176178     52507.5           0
                         :        469 Minimum Test error found - save the configuration 
                         :        469 |      363.358     333.226   0.0160714  0.00174118       55826           0
                         :        470 Minimum Test error found - save the configuration 
                         :        470 |      359.485     329.308   0.0171397  0.00192541       52582           0
                         :        471 Minimum Test error found - save the configuration 
                         :        471 |      355.857     325.491   0.0174988  0.00193891     51414.4           0
                         :        472 Minimum Test error found - save the configuration 
                         :        472 |      352.269     321.887   0.0175717  0.00192319     51123.2           0
                         :        473 Minimum Test error found - save the configuration 
                         :        473 |       348.07     318.167   0.0174386   0.0018781     51412.3           0
                         :        474 Minimum Test error found - save the configuration 
                         :        474 |      344.655     314.545   0.0173748  0.00192609     51784.4           0
                         :        475 Minimum Test error found - save the configuration 
                         :        475 |      340.592     311.302   0.0172906   0.0018718     51884.8           0
                         :        476 Minimum Test error found - save the configuration 
                         :        476 |      337.325     307.323    0.017289  0.00187844     51912.4           0
                         :        477 Minimum Test error found - save the configuration 
                         :        477 |      333.663     303.994   0.0170178  0.00187082     52815.8           0
                         :        478 Minimum Test error found - save the configuration 
                         :        478 |      329.857      300.74    0.017101  0.00188802     52586.7           0
                         :        479 Minimum Test error found - save the configuration 
                         :        479 |      326.508     297.616    0.017233  0.00191805     52236.5           0
                         :        480 Minimum Test error found - save the configuration 
                         :        480 |      322.893     294.565    0.017004   0.0019051     52983.9           0
                         :        481 Minimum Test error found - save the configuration 
                         :        481 |      319.518     290.308    0.016905  0.00191053       53353           0
                         :        482 Minimum Test error found - save the configuration 
                         :        482 |      315.912     287.227    0.016873  0.00189146       53399           0
                         :        483 Minimum Test error found - save the configuration 
                         :        483 |      312.554     284.185   0.0168881   0.0019035       53388           0
                         :        484 Minimum Test error found - save the configuration 
                         :        484 |      309.087       280.7   0.0170538  0.00187214     52695.2           0
                         :        485 Minimum Test error found - save the configuration 
                         :        485 |      305.996     277.043   0.0170153  0.00188597     52877.5           0
                         :        486 Minimum Test error found - save the configuration 
                         :        486 |      302.503     274.805   0.0168904  0.00188831     53325.8           0
                         :        487 Minimum Test error found - save the configuration 
                         :        487 |       299.37     271.367   0.0170999  0.00187933     52560.6           0
                         :        488 Minimum Test error found - save the configuration 
                         :        488 |      296.218     268.059   0.0171421  0.00192826     52583.7           0
                         :        489 Minimum Test error found - save the configuration 
                         :        489 |      293.183     265.063   0.0168985  0.00183826     53119.9           0
                         :        490 Minimum Test error found - save the configuration 
                         :        490 |      289.462     261.672   0.0166656  0.00187794     54099.3           0
                         :        491 Minimum Test error found - save the configuration 
                         :        491 |      286.581      258.85   0.0171941  0.00189763     52299.6           0
                         :        492 Minimum Test error found - save the configuration 
                         :        492 |       283.39     255.902   0.0169772  0.00187433       52970           0
                         :        493 Minimum Test error found - save the configuration 
                         :        493 |       280.39     253.688   0.0170325  0.00183803     52650.7           0
                         :        494 Minimum Test error found - save the configuration 
                         :        494 |      277.295       250.2    0.016807  0.00191767     53729.6           0
                         :        495 Minimum Test error found - save the configuration 
                         :        495 |      274.343     247.059   0.0171166  0.00191808     52636.8           0
                         :        496 Minimum Test error found - save the configuration 
                         :        496 |      271.307     244.595   0.0170842  0.00185127     52517.9           0
                         :        497 Minimum Test error found - save the configuration 
                         :        497 |      268.389     241.335   0.0173645  0.00191725       51789           0
                         :        498 Minimum Test error found - save the configuration 
                         :        498 |      265.363     238.747   0.0171079   0.0019147       52655           0
                         :        499 Minimum Test error found - save the configuration 
                         :        499 |      262.531     236.131   0.0172989  0.00178787     51576.1           0
                         :        500 Minimum Test error found - save the configuration 
                         :        500 |      259.818     233.304   0.0169506  0.00190673     53177.8           0
                         :        501 Minimum Test error found - save the configuration 
                         :        501 |      256.751     230.839   0.0166432  0.00185692     54104.4           0
                         :        502 Minimum Test error found - save the configuration 
                         :        502 |      253.981         228   0.0169341  0.00183436     52981.2           0
                         :        503 Minimum Test error found - save the configuration 
                         :        503 |      251.251     225.058   0.0167347  0.00187122     53823.2           0
                         :        504 Minimum Test error found - save the configuration 
                         :        504 |        248.5     222.585   0.0167853  0.00188629     53694.8           0
                         :        505 Minimum Test error found - save the configuration 
                         :        505 |      245.814      219.97   0.0169524  0.00187251     53050.9           0
                         :        506 Minimum Test error found - save the configuration 
                         :        506 |      242.871     218.439   0.0167285  0.00182857     53691.5           0
                         :        507 Minimum Test error found - save the configuration 
                         :        507 |      240.628     215.823   0.0166943  0.00177402     53618.5           0
                         :        508 Minimum Test error found - save the configuration 
                         :        508 |      238.315     214.312   0.0168167   0.0018309       53384           0
                         :        509 Minimum Test error found - save the configuration 
                         :        509 |      235.416     210.612   0.0168092   0.0018633     53526.5           0
                         :        510 Minimum Test error found - save the configuration 
                         :        510 |      232.842     209.307   0.0164126  0.00184106     54901.6           0
                         :        511 Minimum Test error found - save the configuration 
                         :        511 |      230.497     207.733   0.0167485  0.00184262       53670           0
                         :        512 Minimum Test error found - save the configuration 
                         :        512 |      227.564     204.106   0.0167676   0.0017998       53448           0
                         :        513 Minimum Test error found - save the configuration 
                         :        513 |      225.036     201.904   0.0171118  0.00191084     52628.3           0
                         :        514 Minimum Test error found - save the configuration 
                         :        514 |      222.719     199.218   0.0170238  0.00190458       52913           0
                         :        515 Minimum Test error found - save the configuration 
                         :        515 |      220.058     196.762   0.0171087  0.00191375     52649.1           0
                         :        516 Minimum Test error found - save the configuration 
                         :        516 |      217.809     195.957   0.0170024  0.00183772     52754.2           0
                         :        517 Minimum Test error found - save the configuration 
                         :        517 |      215.433     192.618   0.0170705  0.00189647     52721.8           0
                         :        518 Minimum Test error found - save the configuration 
                         :        518 |      212.881     191.069   0.0173794   0.0019638     51895.4           0
                         :        519 Minimum Test error found - save the configuration 
                         :        519 |      210.553     187.997   0.0172263  0.00189996     52197.7           0
                         :        520 Minimum Test error found - save the configuration 
                         :        520 |      208.302     186.773   0.0173748  0.00193222     51804.9           0
                         :        521 Minimum Test error found - save the configuration 
                         :        521 |      206.072     184.421   0.0174819  0.00194713     51497.2           0
                         :        522 Minimum Test error found - save the configuration 
                         :        522 |      203.606     182.139   0.0173601  0.00187048     51647.5           0
                         :        523 Minimum Test error found - save the configuration 
                         :        523 |      201.486     180.597   0.0167645  0.00188896     53779.6           0
                         :        524 Minimum Test error found - save the configuration 
                         :        524 |      199.498     178.671   0.0170618  0.00186225     52633.3           0
                         :        525 Minimum Test error found - save the configuration 
                         :        525 |      197.127     176.313   0.0172832   0.0019413     52144.6           0
                         :        526 Minimum Test error found - save the configuration 
                         :        526 |      194.648     174.044   0.0175253  0.00190795     51225.1           0
                         :        527 Minimum Test error found - save the configuration 
                         :        527 |      192.676     171.343   0.0173706  0.00192407     51791.5           0
                         :        528 Minimum Test error found - save the configuration 
                         :        528 |      190.371     170.465   0.0169687  0.00186358     52962.3           0
                         :        529 Minimum Test error found - save the configuration 
                         :        529 |      188.599     168.012   0.0169752  0.00183133     52826.6           0
                         :        530 Minimum Test error found - save the configuration 
                         :        530 |      186.179     166.173   0.0170592  0.00188122       52708           0
                         :        531 Minimum Test error found - save the configuration 
                         :        531 |      184.071     165.837   0.0169968  0.00186163     52857.2           0
                         :        532 Minimum Test error found - save the configuration 
                         :        532 |      182.222     164.625   0.0171216  0.00190548     52575.8           0
                         :        533 Minimum Test error found - save the configuration 
                         :        533 |      180.174     160.111   0.0165001   0.0018928     54767.1           0
                         :        534 Minimum Test error found - save the configuration 
                         :        534 |      178.077     158.129   0.0171206  0.00184292       52364           0
                         :        535 Minimum Test error found - save the configuration 
                         :        535 |      176.159     156.171   0.0168369  0.00183117     53312.8           0
                         :        536 Minimum Test error found - save the configuration 
                         :        536 |      174.173     155.823    0.016727  0.00186936     53844.2           0
                         :        537 Minimum Test error found - save the configuration 
                         :        537 |      172.391     151.991    0.016639   0.0018094     53946.2           0
                         :        538 Minimum Test error found - save the configuration 
                         :        538 |      170.039     150.106   0.0169055  0.00185806     53165.2           0
                         :        539 Minimum Test error found - save the configuration 
                         :        539 |      168.132     148.954   0.0160359  0.00169422     55781.5           0
                         :        540 Minimum Test error found - save the configuration 
                         :        540 |      166.345     148.747   0.0159738  0.00177073     56325.8           0
                         :        541 Minimum Test error found - save the configuration 
                         :        541 |      164.614     145.525   0.0165741  0.00181415     54200.7           0
                         :        542 Minimum Test error found - save the configuration 
                         :        542 |      162.225     144.358   0.0168888  0.00185252     53204.6           0
                         :        543 Minimum Test error found - save the configuration 
                         :        543 |      160.492     142.883   0.0169087  0.00185688     53149.7           0
                         :        544 Minimum Test error found - save the configuration 
                         :        544 |      158.521     140.907   0.0168014  0.00181301     53374.7           0
                         :        545 Minimum Test error found - save the configuration 
                         :        545 |      156.668     139.174   0.0166603  0.00181527       53890           0
                         :        546 Minimum Test error found - save the configuration 
                         :        546 |      154.944     137.374   0.0166796  0.00181269     53810.8           0
                         :        547 Minimum Test error found - save the configuration 
                         :        547 |      153.215     137.131   0.0168989  0.00188979       53301           0
                         :        548 Minimum Test error found - save the configuration 
                         :        548 |      151.268     135.011   0.0165805  0.00184182     54278.9           0
                         :        549 Minimum Test error found - save the configuration 
                         :        549 |      149.716     133.646   0.0166379  0.00185261     54107.9           0
                         :        550 Minimum Test error found - save the configuration 
                         :        550 |      147.779     130.999   0.0165072   0.0018397     54542.5           0
                         :        551 Minimum Test error found - save the configuration 
                         :        551 |      146.016     129.786   0.0156096  0.00169068     57475.9           0
                         :        552 Minimum Test error found - save the configuration 
                         :        552 |      144.603     129.326   0.0154482  0.00162578     57876.9           0
                         :        553 Minimum Test error found - save the configuration 
                         :        553 |      142.797     128.664   0.0153491  0.00166649     58468.3           0
                         :        554 Minimum Test error found - save the configuration 
                         :        554 |      141.218     125.641   0.0153725  0.00165637     58325.5           0
                         :        555 Minimum Test error found - save the configuration 
                         :        555 |      139.473     123.794   0.0154044   0.0016479     58154.5           0
                         :        556 Minimum Test error found - save the configuration 
                         :        556 |      137.895      121.67   0.0153562   0.0016531     58380.8           0
                         :        557 Minimum Test error found - save the configuration 
                         :        557 |       136.21     120.489   0.0154402  0.00164045     57972.2           0
                         :        558 Minimum Test error found - save the configuration 
                         :        558 |       134.51     119.217   0.0154958   0.0016752     57884.8           0
                         :        559 Minimum Test error found - save the configuration 
                         :        559 |      132.953     118.674   0.0155054  0.00163386       57672           0
                         :        560 Minimum Test error found - save the configuration 
                         :        560 |      131.326     117.409   0.0152629  0.00164488     58745.6           0
                         :        561 Minimum Test error found - save the configuration 
                         :        561 |      130.008     115.964   0.0153243  0.00165566     58528.2           0
                         :        562 Minimum Test error found - save the configuration 
                         :        562 |      128.337     113.663   0.0151931  0.00161456     58916.4           0
                         :        563 Minimum Test error found - save the configuration 
                         :        563 |      126.863     112.929   0.0157235   0.0017748     57353.1           0
                         :        564 Minimum Test error found - save the configuration 
                         :        564 |       125.36      110.46   0.0151104  0.00162769     59335.5           0
                         :        565 Minimum Test error found - save the configuration 
                         :        565 |      123.847     109.579   0.0152675  0.00160988     58575.4           0
                         :        566 Minimum Test error found - save the configuration 
                         :        566 |        122.3     108.033   0.0155222  0.00186565       58580           0
                         :        567 Minimum Test error found - save the configuration 
                         :        567 |      121.174     107.658   0.0164652  0.00179218     54521.7           0
                         :        568 Minimum Test error found - save the configuration 
                         :        568 |      119.617     105.231   0.0161666   0.0017044     55316.7           0
                         :        569 Minimum Test error found - save the configuration 
                         :        569 |      118.344     104.552   0.0164402  0.00188433     54960.7           0
                         :        570 Minimum Test error found - save the configuration 
                         :        570 |      116.776     102.468   0.0166261  0.00177209     53857.4           0
                         :        571 Minimum Test error found - save the configuration 
                         :        571 |      115.608     101.345    0.016723  0.00186578     53845.7           0
                         :        572 Minimum Test error found - save the configuration 
                         :        572 |      114.012     99.9649   0.0167992  0.00186258     53559.8           0
                         :        573 Minimum Test error found - save the configuration 
                         :        573 |      112.752     99.2154   0.0170982  0.00188728     52593.6           0
                         :        574 Minimum Test error found - save the configuration 
                         :        574 |       111.47     97.8549   0.0169348  0.00180837     52887.7           0
                         :        575 Minimum Test error found - save the configuration 
                         :        575 |      110.109     96.7562   0.0165805    0.001839     54268.6           0
                         :        576 Minimum Test error found - save the configuration 
                         :        576 |      108.805     95.8503   0.0166398  0.00178829     53866.8           0
                         :        577 Minimum Test error found - save the configuration 
                         :        577 |      107.269     94.2002   0.0166874  0.00179932     53734.2           0
                         :        578 Minimum Test error found - save the configuration 
                         :        578 |      106.117     93.6573   0.0167662  0.00185639     53656.1           0
                         :        579 Minimum Test error found - save the configuration 
                         :        579 |      104.992     93.1801   0.0168967  0.00183677     53120.9           0
                         :        580 Minimum Test error found - save the configuration 
                         :        580 |      103.754     90.4849   0.0169036  0.00181032     53003.8           0
                         :        581 Minimum Test error found - save the configuration 
                         :        581 |      102.716     89.4174   0.0169478  0.00187593     53078.9           0
                         :        582 Minimum Test error found - save the configuration 
                         :        582 |      101.242     88.2664   0.0171252  0.00189029     52511.1           0
                         :        583 |      100.049     88.5767   0.0170504  0.00180556     52476.8           1
                         :        584 Minimum Test error found - save the configuration 
                         :        584 |      98.8358     86.6592   0.0169715  0.00189573     53065.3           0
                         :        585 Minimum Test error found - save the configuration 
                         :        585 |      97.6241     85.1335   0.0169775  0.00181693     52768.4           0
                         :        586 Minimum Test error found - save the configuration 
                         :        586 |      96.3202     84.8172   0.0169184  0.00184567     53075.8           0
                         :        587 Minimum Test error found - save the configuration 
                         :        587 |      95.3199      83.303   0.0170219  0.00184334     52705.8           0
                         :        588 |      94.5476      83.503   0.0168059  0.00179246     53285.7           1
                         :        589 Minimum Test error found - save the configuration 
                         :        589 |      93.2387     81.0983   0.0166379  0.00182474     54006.1           0
                         :        590 Minimum Test error found - save the configuration 
                         :        590 |      92.0424     80.2772    0.016887  0.00186698     53262.3           0
                         :        591 Minimum Test error found - save the configuration 
                         :        591 |      90.8393     79.4052   0.0167403  0.00190965     53942.2           0
                         :        592 Minimum Test error found - save the configuration 
                         :        592 |      89.8585     78.6548   0.0169057  0.00188871     53273.1           0
                         :        593 Minimum Test error found - save the configuration 
                         :        593 |      88.7837     76.8889   0.0168565  0.00186011     53346.2           0
                         :        594 Minimum Test error found - save the configuration 
                         :        594 |      87.9553     76.6961   0.0167781  0.00190642     53793.5           0
                         :        595 Minimum Test error found - save the configuration 
                         :        595 |      87.0725     75.9005   0.0168047  0.00189914     53671.4           0
                         :        596 Minimum Test error found - save the configuration 
                         :        596 |      85.8253     74.4341   0.0171007  0.00188796     52587.7           0
                         :        597 Minimum Test error found - save the configuration 
                         :        597 |      84.5728     72.7878   0.0171607  0.00184335     52228.3           0
                         :        598 Minimum Test error found - save the configuration 
                         :        598 |      83.8509     72.6357   0.0172223  0.00189135     52181.9           0
                         :        599 Minimum Test error found - save the configuration 
                         :        599 |      83.1986     71.3096    0.017548    0.001931     51226.1           0
                         :        600 Minimum Test error found - save the configuration 
                         :        600 |      81.7291     70.3892   0.0171834  0.00185447       52189           0
                         :        601 Minimum Test error found - save the configuration 
                         :        601 |      81.0183     69.7262   0.0171042  0.00199577     52950.5           0
                         :        602 Minimum Test error found - save the configuration 
                         :        602 |      79.7882     68.9645   0.0175519  0.00191698     51167.3           0
                         :        603 Minimum Test error found - save the configuration 
                         :        603 |      79.0125     67.5625   0.0170684  0.00189497     52723.7           0
                         :        604 Minimum Test error found - save the configuration 
                         :        604 |      78.1224     66.4808    0.017453  0.00192019     51503.7           0
                         :        605 Minimum Test error found - save the configuration 
                         :        605 |      77.2859     65.7245    0.017372  0.00192151     51778.2           0
                         :        606 Minimum Test error found - save the configuration 
                         :        606 |        76.37     65.0793   0.0177341  0.00197817     50774.5           0
                         :        607 Minimum Test error found - save the configuration 
                         :        607 |      75.4526     64.5859   0.0175831  0.00195703     51196.6           0
                         :        608 Minimum Test error found - save the configuration 
                         :        608 |      74.5516      63.893     0.01768  0.00190342     50708.1           0
                         :        609 Minimum Test error found - save the configuration 
                         :        609 |      73.8296     62.4771   0.0176783  0.00195206     50870.4           0
                         :        610 Minimum Test error found - save the configuration 
                         :        610 |      72.7979     61.9189   0.0177938  0.00197803     50582.6           0
                         :        611 Minimum Test error found - save the configuration 
                         :        611 |       71.832     61.4695   0.0177521  0.00196085     50661.1           0
                         :        612 Minimum Test error found - save the configuration 
                         :        612 |      71.0392     60.3536   0.0175955  0.00191233     51010.1           0
                         :        613 Minimum Test error found - save the configuration 
                         :        613 |      70.1783     59.1519   0.0174486  0.00194612     51604.7           0
                         :        614 Minimum Test error found - save the configuration 
                         :        614 |      69.4912     59.0072   0.0176292  0.00197979     51120.3           0
                         :        615 Minimum Test error found - save the configuration 
                         :        615 |       68.596     57.5912   0.0177271  0.00181666     50281.6           0
                         :        616 Minimum Test error found - save the configuration 
                         :        616 |      67.7508     57.2784    0.017529  0.00192841     51280.3           0
                         :        617 Minimum Test error found - save the configuration 
                         :        617 |      67.1583     57.1022   0.0175733  0.00194524     51189.9           0
                         :        618 Minimum Test error found - save the configuration 
                         :        618 |      66.2269      56.076    0.017402  0.00190735     51630.8           0
                         :        619 Minimum Test error found - save the configuration 
                         :        619 |      65.6025     54.5528   0.0173405  0.00189985     51811.4           0
                         :        620 Minimum Test error found - save the configuration 
                         :        620 |      64.6409     54.2805   0.0171419  0.00178657     52099.3           0
                         :        621 Minimum Test error found - save the configuration 
                         :        621 |      63.9551     54.1381   0.0160532  0.00169338       55711           0
                         :        622 Minimum Test error found - save the configuration 
                         :        622 |       63.028     52.5892   0.0170613  0.00187092     52664.9           0
                         :        623 Minimum Test error found - save the configuration 
                         :        623 |      62.3631     51.5626   0.0172616  0.00191081     52114.7           0
                         :        624 Minimum Test error found - save the configuration 
                         :        624 |      61.4257      51.195   0.0172579  0.00192509     52175.7           0
                         :        625 Minimum Test error found - save the configuration 
                         :        625 |      60.8369     50.9717   0.0172519  0.00193472     52228.8           0
                         :        626 Minimum Test error found - save the configuration 
                         :        626 |      60.5282     50.1186   0.0160539  0.00115805     53706.1           0
                         :        627 Minimum Test error found - save the configuration 
                         :        627 |      59.6681     49.0677   0.0140506  0.00187785     65720.3           0
                         :        628 Minimum Test error found - save the configuration 
                         :        628 |      58.9701     49.0539   0.0176034  0.00197008     51172.7           0
                         :        629 Minimum Test error found - save the configuration 
                         :        629 |      58.3134     47.9285   0.0177879   0.0019745     50589.9           0
                         :        630 Minimum Test error found - save the configuration 
                         :        630 |      57.5926     46.9843   0.0176681  0.00195376     50909.1           0
                         :        631 Minimum Test error found - save the configuration 
                         :        631 |      56.8355      46.392   0.0175436   0.0018663     51029.1           0
                         :        632 Minimum Test error found - save the configuration 
                         :        632 |      56.0505     46.3413   0.0175067  0.00197586     51510.5           0
                         :        633 Minimum Test error found - save the configuration 
                         :        633 |      55.5365     45.5421   0.0174757  0.00191045     51396.5           0
                         :        634 Minimum Test error found - save the configuration 
                         :        634 |      54.6356     44.9842   0.0173573  0.00177783     51349.6           0
                         :        635 Minimum Test error found - save the configuration 
                         :        635 |      53.9058      44.061   0.0174853  0.00195062     51497.5           0
                         :        636 Minimum Test error found - save the configuration 
                         :        636 |      53.4126     43.5939   0.0176924  0.00195133     50822.4           0
                         :        637 Minimum Test error found - save the configuration 
                         :        637 |      52.6406     42.6013   0.0175417  0.00187693     51070.2           0
                         :        638 Minimum Test error found - save the configuration 
                         :        638 |      52.0744     41.8911   0.0176267  0.00193925     50996.2           0
                         :        639 Minimum Test error found - save the configuration 
                         :        639 |      51.2959     41.3354   0.0175813  0.00184966     50852.9           0
                         :        640 Minimum Test error found - save the configuration 
                         :        640 |      50.8473     40.6334   0.0174932  0.00188901     51268.1           0
                         :        641 |       50.189     40.6735    0.017499  0.00182473     51039.1           1
                         :        642 Minimum Test error found - save the configuration 
                         :        642 |      49.7413     40.5279   0.0173765  0.00193849       51820           0
                         :        643 Minimum Test error found - save the configuration 
                         :        643 |      49.0209     39.8351   0.0174535  0.00189838     51430.1           0
                         :        644 Minimum Test error found - save the configuration 
                         :        644 |       48.701     39.1912   0.0172605  0.00190755     52107.3           0
                         :        645 Minimum Test error found - save the configuration 
                         :        645 |      48.1821     38.9402   0.0172704  0.00188896     52010.7           0
                         :        646 Minimum Test error found - save the configuration 
                         :        646 |       47.442     38.2921   0.0173191  0.00194101       52022           0
                         :        647 Minimum Test error found - save the configuration 
                         :        647 |      47.3772     37.7475   0.0172175  0.00193047     52332.1           0
                         :        648 Minimum Test error found - save the configuration 
                         :        648 |      46.6301     37.0472   0.0173684  0.00185795     51578.1           0
                         :        649 Minimum Test error found - save the configuration 
                         :        649 |      45.8869     36.3006   0.0167777  0.00186292       53638           0
                         :        650 Minimum Test error found - save the configuration 
                         :        650 |      45.2956     35.7232    0.017351   0.0019208     51846.3           0
                         :        651 Minimum Test error found - save the configuration 
                         :        651 |      44.4777     34.9058   0.0173277  0.00168094     51128.8           0
                         :        652 Minimum Test error found - save the configuration 
                         :        652 |      43.9758     34.6858   0.0158835  0.00181053     56846.5           0
                         :        653 Minimum Test error found - save the configuration 
                         :        653 |      43.5007     34.2588   0.0166349  0.00181094     53966.8           0
                         :        654 Minimum Test error found - save the configuration 
                         :        654 |      42.9093     33.3762   0.0163502  0.00177807     54899.4           0
                         :        655 Minimum Test error found - save the configuration 
                         :        655 |      42.3289     32.6894    0.016504  0.00179128     54374.6           0
                         :        656 Minimum Test error found - save the configuration 
                         :        656 |      42.0465     32.6428   0.0168652  0.00186946     53348.3           0
                         :        657 |       41.843     32.8947   0.0170133  0.00193074     53041.2           1
                         :        658 Minimum Test error found - save the configuration 
                         :        658 |      41.3371     31.8441   0.0170211  0.00186755     52792.9           0
                         :        659 Minimum Test error found - save the configuration 
                         :        659 |      40.9041     31.7154   0.0170189  0.00187962     52842.7           0
                         :        660 Minimum Test error found - save the configuration 
                         :        660 |      40.5365       30.68   0.0171283   0.0018714     52435.3           0
                         :        661 Minimum Test error found - save the configuration 
                         :        661 |      39.5606     30.1854    0.017095  0.00186693     52534.7           0
                         :        662 |      39.3375     30.1961   0.0167337  0.00162035     52933.5           1
                         :        663 Minimum Test error found - save the configuration 
                         :        663 |      38.6061     29.8731   0.0160817  0.00176508     55879.2           0
                         :        664 Minimum Test error found - save the configuration 
                         :        664 |      38.2738     29.1045   0.0166621  0.00187849     54113.9           0
                         :        665 Minimum Test error found - save the configuration 
                         :        665 |      37.6259     28.4538   0.0168727  0.00185162     53258.4           0
                         :        666 Minimum Test error found - save the configuration 
                         :        666 |       37.193     27.9757   0.0170193  0.00189821     52906.3           0
                         :        667 Minimum Test error found - save the configuration 
                         :        667 |      36.7595     27.4196    0.017046  0.00188716     52774.5           0
                         :        668 Minimum Test error found - save the configuration 
                         :        668 |      36.3242      26.972   0.0169391  0.00196983     53442.9           0
                         :        669 Minimum Test error found - save the configuration 
                         :        669 |      35.9343     26.8699   0.0179108  0.00199886     50276.7           0
                         :        670 Minimum Test error found - save the configuration 
                         :        670 |      35.6706     26.6502   0.0176232  0.00194918     51039.7           0
                         :        671 Minimum Test error found - save the configuration 
                         :        671 |      35.2232     26.1725   0.0179022  0.00201313     50349.1           0
                         :        672 Minimum Test error found - save the configuration 
                         :        672 |      34.9592     25.7224   0.0176761  0.00195789     50896.5           0
                         :        673 Minimum Test error found - save the configuration 
                         :        673 |      34.2384     25.2183   0.0176981  0.00195627     50819.9           0
                         :        674 |      34.1069     25.2211   0.0174683  0.00183351     51167.8           1
                         :        675 Minimum Test error found - save the configuration 
                         :        675 |       33.564     24.7451   0.0175955  0.00196182     51171.6           0
                         :        676 Minimum Test error found - save the configuration 
                         :        676 |      33.0266     24.2796   0.0175429  0.00194841     51300.3           0
                         :        677 Minimum Test error found - save the configuration 
                         :        677 |      32.5108     23.8822   0.0176922  0.00194621     50806.5           0
                         :        678 Minimum Test error found - save the configuration 
                         :        678 |      32.0902     23.2897   0.0176931  0.00194779     50808.7           0
                         :        679 Minimum Test error found - save the configuration 
                         :        679 |      31.6656     23.1953   0.0176704  0.00197145     50958.9           0
                         :        680 Minimum Test error found - save the configuration 
                         :        680 |      31.4909     22.8113   0.0179362  0.00201605     50250.9           0
                         :        681 Minimum Test error found - save the configuration 
                         :        681 |      31.3374     22.7176   0.0178559  0.00200909     50483.4           0
                         :        682 Minimum Test error found - save the configuration 
                         :        682 |      31.0495     21.7713   0.0178155  0.00196821     50481.7           0
                         :        683 Minimum Test error found - save the configuration 
                         :        683 |      30.2679     21.6251    0.017878  0.00197502       50305           0
                         :        684 Minimum Test error found - save the configuration 
                         :        684 |      30.0429     21.2386   0.0178311  0.00198603     50488.8           0
                         :        685 Minimum Test error found - save the configuration 
                         :        685 |      29.5872     21.1973   0.0178619  0.00199074     50405.8           0
                         :        686 Minimum Test error found - save the configuration 
                         :        686 |      29.2169       20.29   0.0143019  0.00119791     61050.1           0
                         :        687 Minimum Test error found - save the configuration 
                         :        687 |      28.5956     20.2269   0.0125067  0.00132907     71571.8           0
                         :        688 Minimum Test error found - save the configuration 
                         :        688 |      28.3524      19.952   0.0126524  0.00127538     70317.2           0
                         :        689 |       28.097     20.2672   0.0124731  0.00127621     71448.2           1
                         :        690 Minimum Test error found - save the configuration 
                         :        690 |      27.8195     19.7881   0.0136837   0.0018569     67643.2           0
                         :        691 Minimum Test error found - save the configuration 
                         :        691 |      27.4965     19.6426   0.0174556  0.00192131       51499           0
                         :        692 Minimum Test error found - save the configuration 
                         :        692 |      27.0891     19.3987   0.0172179  0.00168567     51505.8           0
                         :        693 Minimum Test error found - save the configuration 
                         :        693 |      26.5709     19.1797   0.0128098   0.0012792     69380.9           0
                         :        694 Minimum Test error found - save the configuration 
                         :        694 |      26.4865     18.5794    0.011366  0.00111713     78057.2           0
                         :        695 Minimum Test error found - save the configuration 
                         :        695 |      26.1257      18.154   0.0122543   0.0012315     72576.6           0
                         :        696 |      25.7615     18.2331    0.012229  0.00116576     72311.6           1
                         :        697 Minimum Test error found - save the configuration 
                         :        697 |      25.4526     17.8689   0.0122385  0.00122913     72665.1           0
                         :        698 Minimum Test error found - save the configuration 
                         :        698 |      25.0323     17.1899   0.0121282  0.00139064     74505.1           0
                         :        699 Minimum Test error found - save the configuration 
                         :        699 |      24.5534     16.9005   0.0126758  0.00119547     69684.5           0
                         :        700 Minimum Test error found - save the configuration 
                         :        700 |      24.3266     16.7678    0.011962  0.00115504     74026.1           0
                         :        701 |      24.2857     17.8119   0.0118328  0.00123524       75489           1
                         :        702 |      23.8528     16.8725   0.0116437  0.00113983     76162.5           2
                         :        703 Minimum Test error found - save the configuration 
                         :        703 |      23.5161     15.7433   0.0114526  0.00114387     77604.5           0
                         :        704 Minimum Test error found - save the configuration 
                         :        704 |       23.169     15.7007   0.0120268   0.0013684     75057.9           0
                         :        705 |      22.7236     15.7592   0.0116948  0.00128514     76851.7           1
                         :        706 Minimum Test error found - save the configuration 
                         :        706 |      22.6513     15.2997   0.0114312  0.00113833     77723.8           0
                         :        707 |      22.3914     15.4691   0.0113844   0.0010735     77587.6           1
                         :        708 Minimum Test error found - save the configuration 
                         :        708 |       21.946     15.0323   0.0112066  0.00113331     79418.2           0
                         :        709 Minimum Test error found - save the configuration 
                         :        709 |      21.5388     14.6091   0.0111462  0.00112388     79822.1           0
                         :        710 |      21.2321     14.7759   0.0111231  0.00107412     79610.5           1
                         :        711 |      21.1239     14.6158   0.0111821  0.00106876     79103.4           2
                         :        712 Minimum Test error found - save the configuration 
                         :        712 |      20.9811      14.343   0.0112223  0.00124545     80185.8           0
                         :        713 Minimum Test error found - save the configuration 
                         :        713 |      20.7062     13.7339   0.0113059  0.00112897     78609.3           0
                         :        714 |      20.1925     14.0207   0.0112212  0.00107838     78873.7           1
                         :        715 Minimum Test error found - save the configuration 
                         :        715 |      19.9919     13.7175    0.011437  0.00124077       78460           0
                         :        716 |      20.2502     14.3049   0.0134366   0.0018011     68755.1           1
                         :        717 Minimum Test error found - save the configuration 
                         :        717 |      19.5543      13.196   0.0171157  0.00169482     51877.6           0
                         :        718 |      19.2096     13.4216   0.0147445  0.00130116     59509.2           1
                         :        719 Minimum Test error found - save the configuration 
                         :        719 |      18.9666     12.9621   0.0121227  0.00136572     74370.2           0
                         :        720 Minimum Test error found - save the configuration 
                         :        720 |      18.6495     12.4685   0.0120762  0.00133599     74486.8           0
                         :        721 Minimum Test error found - save the configuration 
                         :        721 |      18.4156     12.3067   0.0121658  0.00132443     73791.5           0
                         :        722 Minimum Test error found - save the configuration 
                         :        722 |      18.0044     12.0857   0.0126673  0.00126665     70171.6           0
                         :        723 |      18.1025     12.5916   0.0122138  0.00119934       72632           1
                         :        724 |      17.9293     12.6619   0.0145071   0.0014375     61210.7           2
                         :        725 |      17.7049     12.1953   0.0141864  0.00119414     61575.2           3
                         :        726 Minimum Test error found - save the configuration 
                         :        726 |      17.3875     11.4401   0.0133521   0.0015085     67546.9           0
                         :        727 |      16.9577     11.7759   0.0125869  0.00114213     69901.1           1
                         :        728 |      16.8625     11.7051   0.0115941  0.00114415     76555.2           2
                         :        729 |      16.5492     11.6159   0.0129019  0.00110284     67801.8           3
                         :        730 Minimum Test error found - save the configuration 
                         :        730 |      16.4067     11.1482   0.0112548  0.00112992       79013           0
                         :        731 Minimum Test error found - save the configuration 
                         :        731 |      16.3586     11.0389    0.011185  0.00115993     79799.7           0
                         :        732 |      16.3141     11.1666   0.0110811   0.0010681     79896.5           1
                         :        733 Minimum Test error found - save the configuration 
                         :        733 |      15.9218     10.7034   0.0111315  0.00111697     79883.7           0
                         :        734 |       15.447      10.733   0.0110484  0.00107416       80207           1
                         :        735 Minimum Test error found - save the configuration 
                         :        735 |      15.5136      10.539   0.0111543  0.00112883     79796.5           0
                         :        736 |      15.4269     10.6712   0.0111165   0.0010875     79768.8           1
                         :        737 Minimum Test error found - save the configuration 
                         :        737 |      15.0698     10.2601   0.0111674  0.00111944     79618.1           0
                         :        738 |       14.824     10.6622   0.0110592  0.00107141     80097.8           1
                         :        739 |      14.5304     10.3655   0.0110649  0.00106979     80039.3           2
                         :        740 Minimum Test error found - save the configuration 
                         :        740 |      14.3506     10.0829    0.011104  0.00111657     80100.6           0
                         :        741 Minimum Test error found - save the configuration 
                         :        741 |      14.2641     9.47119   0.0110395  0.00111142     80579.6           0
                         :        742 Minimum Test error found - save the configuration 
                         :        742 |      13.9289      9.4055   0.0111487  0.00112067     79776.5           0
                         :        743 Minimum Test error found - save the configuration 
                         :        743 |       13.719     8.95426   0.0113051  0.00138273     80625.7           0
                         :        744 |      13.6841     9.62941   0.0143392   0.0014399     62018.8           1
                         :        745 |      13.6783     9.02998   0.0171384  0.00178574     52108.3           2
                         :        746 |      13.6296     9.24801    0.013277  0.00112266     65820.1           3
                         :        747 |      13.5237      9.1111   0.0140575  0.00182186     65382.5           4
                         :        748 Minimum Test error found - save the configuration 
                         :        748 |       12.979     8.64218   0.0116887  0.00115283     75930.9           0
                         :        749 |       12.917     9.19146   0.0110858  0.00111394     80225.8           1
                         :        750 Minimum Test error found - save the configuration 
                         :        750 |       12.678     8.05761   0.0110866  0.00118432     80789.1           0
                         :        751 |      12.5156     8.54635   0.0117781  0.00108255     74797.4           1
                         :        752 |      12.5097     8.82719   0.0110265  0.00107172     80363.4           2
                         :        753 Minimum Test error found - save the configuration 
                         :        753 |      12.1897     8.05036   0.0111259  0.00112569     79998.4           0
                         :        754 |      12.0616     8.16877    0.011164  0.00107714     79311.2           1
                         :        755 Minimum Test error found - save the configuration 
                         :        755 |      12.0796      7.7962   0.0121488  0.00118693       72980           0
                         :        756 |      11.6984     7.86827   0.0115234  0.00118822     77405.9           1
                         :        757 Minimum Test error found - save the configuration 
                         :        757 |      11.9788     7.65721   0.0116529  0.00120261     76552.9           0
                         :        758 Minimum Test error found - save the configuration 
                         :        758 |      11.7359     7.55042   0.0119408  0.00123944     74756.6           0
                         :        759 Minimum Test error found - save the configuration 
                         :        759 |      11.2045     7.19955   0.0135402   0.0011953     64804.1           0
                         :        760 Minimum Test error found - save the configuration 
                         :        760 |      11.1053      6.7991   0.0136355  0.00164951     66744.6           0
                         :        761 |      10.9767     7.32102   0.0124715  0.00108313     70246.8           1
                         :        762 Minimum Test error found - save the configuration 
                         :        762 |      10.8816     6.66465   0.0117366  0.00127474       76468           0
                         :        763 Minimum Test error found - save the configuration 
                         :        763 |      10.8025     6.18924   0.0134894  0.00159348       67250           0
                         :        764 |      10.7126     6.19753    0.011409  0.00107815     77438.3           1
                         :        765 |       10.335     6.79584   0.0112769  0.00118995     79310.5           2
                         :        766 |      10.3707     7.20172   0.0116242    0.001487     78917.2           3
                         :        767 Minimum Test error found - save the configuration 
                         :        767 |      10.3612     6.10463   0.0136224  0.00143051     65617.3           0
                         :        768 |      10.2467     6.40994   0.0157321  0.00178244     57349.2           1
                         :        769 Minimum Test error found - save the configuration 
                         :        769 |      9.95865     5.37994   0.0173911  0.00192208     51716.2           0
                         :        770 Minimum Test error found - save the configuration 
                         :        770 |      9.82852     4.42039   0.0174734   0.0018991     51366.6           0
                         :        771 |      10.1886     4.53909   0.0174644  0.00183966     51200.8           1
                         :        772 |      9.66037      4.7612   0.0175759  0.00182017     50775.3           2
                         :        773 |      9.70799     5.17527    0.017542  0.00185326       50992           3
                         :        774 |      9.41081     5.06954   0.0176596  0.00184158     50575.2           4
                         :        775 |      9.26657     5.13215    0.017593  0.00181959     50718.1           5
                         :        776 |      9.15976     4.90993   0.0175848    0.001817     50736.4           6
                         :        777 Minimum Test error found - save the configuration 
                         :        777 |      9.00632      3.8688   0.0176685  0.00193437     50844.8           0
                         :        778 |      9.20763     4.82443   0.0175241  0.00183465     50989.8           1
                         :        779 |      8.91612     4.23601   0.0175925  0.00184509     50802.1           2
                         :        780 |      8.66736     4.60467   0.0175642  0.00182905     50841.4           3
                         :        781 |      8.55889     4.53116   0.0175521  0.00183632     50904.1           4
                         :        782 |      8.59117     4.18107   0.0175613  0.00183858     50881.6           5
                         :        783 |      8.65246      4.2701   0.0175442  0.00182476     50892.3           6
                         :        784 Minimum Test error found - save the configuration 
                         :        784 |      8.36075     3.46042    0.017619  0.00194687     51046.2           0
                         :        785 Minimum Test error found - save the configuration 
                         :        785 |      8.15905     3.34384    0.017522  0.00193145     51313.2           0
                         :        786 |      8.05034      3.7754   0.0173761  0.00180453     51375.8           1
                         :        787 |      8.10159      3.6234   0.0174152  0.00180734     51256.3           2
                         :        788 |      7.98251     3.59505    0.017358  0.00181108     51457.1           3
                         :        789 |      7.74343     3.95727   0.0173064  0.00179747     51583.1           4
                         :        790 Minimum Test error found - save the configuration 
                         :        790 |      8.00161     3.07421   0.0175079  0.00192555     51340.3           0
                         :        791 Minimum Test error found - save the configuration 
                         :        791 |       7.6474     2.83599   0.0174635  0.00188962     51368.1           0
                         :        792 |      7.45204     2.84279   0.0173448  0.00181025     51498.1           1
                         :        793 |      7.51823     2.84044   0.0173239  0.00179773       51526           2
                         :        794 |      7.22997     3.34166   0.0172421  0.00180184     51812.6           3
                         :        795 Minimum Test error found - save the configuration 
                         :        795 |      7.36254     2.72906   0.0174784  0.00191852     51414.4           0
                         :        796 |      7.12986     2.99477   0.0172488  0.00179832     51778.2           1
                         :        797 Minimum Test error found - save the configuration 
                         :        797 |      7.03808     2.32597   0.0174218  0.00191168     51579.2           0
                         :        798 |       6.8954     2.56337   0.0172228  0.00180837     51899.3           1
                         :        799 |      6.81429     2.99018   0.0173533  0.00180425     51450.1           2
                         :        800 |      6.78677     2.44358   0.0173299  0.00180941     51544.9           3
                         :        801 |      6.89667     2.45001   0.0173385  0.00180708     51508.5           4
                         :        802 |       6.5529      3.1567   0.0174543  0.00183153     51207.2           5
                         :        803 Minimum Test error found - save the configuration 
                         :        803 |      6.55391     2.22076   0.0177065  0.00194414     50753.7           0
                         :        804 |      6.67235     2.53395    0.017685  0.00187968     50615.8           1
                         :        805 Minimum Test error found - save the configuration 
                         :        805 |      6.37141     2.16588   0.0178194  0.00191966     50315.4           0
                         :        806 |      6.23931     2.75414   0.0178321   0.0018721     50125.2           1
                         :        807 |      6.32154     2.64948   0.0179388  0.00187164       49791           2
                         :        808 Minimum Test error found - save the configuration 
                         :        808 |      6.32366     2.10247   0.0140304  0.00124332     62563.3           0
                         :        809 |      6.46826     2.13489   0.0124202  0.00119587     71273.8           1
                         :        810 |      5.99807     2.33961   0.0140472  0.00110805     61828.1           2
                         :        811 |       5.9816     2.21435    0.013401   0.0016893     68307.6           3
                         :        812 Minimum Test error found - save the configuration 
                         :        812 |      5.82099     2.02936   0.0126858  0.00121863     69764.7           0
                         :        813 |      5.82712     2.10547   0.0112113  0.00108185     78977.9           1
                         :        814 |      5.89908      2.4736   0.0113155  0.00112507     78505.1           2
                         :        815 |       5.8352     2.29763    0.011051  0.00106368     80101.4           3
                         :        816 |      5.65542     2.46391    0.011007  0.00107474     80545.8           4
                         :        817 |      5.64398     2.26576   0.0110525   0.0010696     80136.7           5
                         :        818 Minimum Test error found - save the configuration 
                         :        818 |      5.49615     1.95137   0.0110872  0.00111936     80258.2           0
                         :        819 |      5.33735     1.97747   0.0113626  0.00107889     77792.9           1
                         :        820 Minimum Test error found - save the configuration 
                         :        820 |      5.33021     1.94226   0.0118108  0.00124558     75720.3           0
                         :        821 |      5.19028     1.98337   0.0113263  0.00106742     77981.4           1
                         :        822 |       5.1497     1.97414   0.0119706  0.00107107     73397.6           2
                         :        823 |      5.18648      2.4792   0.0119764  0.00106843     73340.7           3
                         :        824 Minimum Test error found - save the configuration 
                         :        824 |      5.26663     1.89316   0.0124011  0.00120548     71456.4           0
                         :        825 Minimum Test error found - save the configuration 
                         :        825 |      4.98284     1.60611   0.0129714  0.00115323     67692.5           0
                         :        826 |      4.96853     2.12681   0.0114424  0.00126333     78592.6           1
                         :        827 |      4.83651     1.69935   0.0117154  0.00110918     75427.2           2
                         :        828 |      4.80965     1.78558   0.0131265    0.001699     70006.3           3
                         :        829 |      4.83696     2.26922   0.0144209  0.00176035     63188.4           4
                         :        830 |      4.86322     1.65048   0.0123895  0.00107013     70675.4           5
                         :        831 |      4.83284     1.97916   0.0120192  0.00115014     73603.3           6
                         :        832 |      4.66869     2.15723   0.0119614   0.0016466     77558.1           7
                         :        833 |       4.8032     1.74672    0.012522  0.00108284     69934.9           8
                         :        834 |       4.5686     2.70865   0.0113083   0.0011318     78612.5           9
                         :        835 |       4.6918     2.48094   0.0113637  0.00107711     77770.8          10
                         :        836 |      4.69006     2.08533   0.0121467  0.00106852     72213.8          11
                         :        837 |      4.42597     2.71722   0.0112042  0.00109181     79110.9          12
                         :        838 |      4.96336      2.5768   0.0114647  0.00105957     76885.1          13
                         :        839 |      5.04049     2.43884    0.010974  0.00106103     80702.1          14
                         :        840 |      4.11378     1.69692   0.0150098  0.00176461     60399.3          15
                         :        841 |      4.06483      2.2377   0.0149937  0.00125845     58244.4          16
                         :        842 |      4.20783     2.52294   0.0138408  0.00161288     65424.1          17
                         :        843 |      4.22352     1.98502   0.0126751  0.00107709     68977.1          18
                         :        844 |      4.43631     1.83388    0.012295  0.00125281     72449.2          19
                         :        845 |      4.10744     2.25938   0.0113253  0.00107042     78011.6          20
                         :        846 |      3.89783     1.81953   0.0111981  0.00106546     78953.2          21
                         : 
                         : Elapsed time for training with 1000 events: 13 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: 0.0122 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: 1.2 sec         
                         : Dataset[datasetreg] : Create results for training
                         : Dataset[datasetreg] : Evaluation of BDTG on training sample
                         : Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.236 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= 3.32032e+06
TH1.Print Name  = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09448e+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: 0.0657 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: 0.0565 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: 0.00291 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: 0.154 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: 1.13 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: 0.0253 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.00387 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: 0.0473 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.00516 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: 0.0026 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.000449 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: 0.127 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.0134 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: 1.16 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.113 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        :   -0.718   0.0851     5.64     1.65  |  3.207  3.201
                         : 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        :  0.00470    0.180     2.04     1.18  |  3.351  3.337
                         : 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!