T M V A Regression

This macro provides examples for the training and testing of the TMVA classifiers.

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:

root -l TMVARegression.C\(\"LD,MLP\"\)

(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.

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression

Author: Andreas Hoecker
This notebook tutorial was automatically generated with ROOTBOOK-izer from the macro found in the ROOT repository on Saturday, September 18, 2021 at 09:50 AM.

In [1]:
%%cpp -d
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>

#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"

#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"


using namespace TMVA;

Arguments are defined.

In [2]:
TString myMethodList = "";

The explicit loading of the shared libtmva is done in tmvalogon.c, defined in .rootrc if you use your private .rootrc, or run from a different directory, please copy the corresponding lines from .rootrc

Methods to be processed can be given as an argument; use format:

 mylinux~> root -l TMVARegression.C\(\"myMethod1,myMethod2,myMethod3\"\)

This loads the library

In [3]:
TMVA::Tools::Instance();

Default mva methods to be trained + tested

In [4]:
std::map<std::string,int> Use;

Mutidimensional likelihood and nearest-neighbour methods

In [5]:
Use["PDERS"]           = 0;
Use["PDEFoam"]         = 1;
Use["KNN"]             = 1;

Linear Discriminant Analysis

In [6]:
Use["LD"]              = 1;

Function Discriminant analysis

In [7]:
Use["FDA_GA"]          = 0;
Use["FDA_MC"]          = 0;
Use["FDA_MT"]          = 0;
Use["FDA_GAMT"]        = 0;

Neural Network

In [8]:
Use["MLP"]             = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif

Support Vector Machine

In [9]:
Use["SVM"]             = 0;

Boosted Decision Trees

In [10]:
Use["BDT"]             = 0;
Use["BDTG"]            = 1;

In [11]:
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
==> Start TMVARegression

Select methods (don't look at this code - not of interest)

In [12]:
if (myMethodList != "") {
   for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;

   std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
   for (UInt_t i=0; i<mlist.size(); i++) {
      std::string regMethod(mlist[i].Data());

      if (Use.find(regMethod) == Use.end()) {
         std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
         for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
         std::cout << std::endl;
         return;
      }
      Use[regMethod] = 1;
   }
}

Here the preparation phase begins

Create a new root output file

In [13]:
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );

Create the factory object. later you can choose the methods whose performance you'd like to investigate. The factory will then run the performance analysis for you.

The first argument is the base of the name of all the weightfiles in the directory weight/

The second argument is the output file for the training results All TMVA output can be suppressed by removing the "!" (not) in front of the "Silent" argument in the option string

In [14]:
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
                                            "!V:!Silent:Color:!DrawProgressBar:AnalysisType=Regression" );


TMVA::DataLoader *dataloader=new TMVA::DataLoader("dataset");

If you wish to modify default settings (please check "src/Config.h" to see all available global options)

 (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
 (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";

Define the input variables that shall be used for the mva training note that you may also use variable expressions, such as: "3var1/var2abs(var3)" [all types of expressions that can also be parsed by TTree::Draw( "expression" )]

In [15]:
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );

You can add so-called "spectator variables", which are not used in the mva training, but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the input variables, the response values of all trained MVAs, and the spectator variables

In [16]:
dataloader->AddSpectator( "spec1:=var1*2",  "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3",  "Spectator 2", "units", 'F' );

Add the variable carrying the regression target

In [17]:
dataloader->AddTarget( "fvalue" );

It is also possible to declare additional targets for multi-dimensional regression, ie: factory->AddTarget( "fvalue2" ); BUT: this is currently ONLY implemented for MLP

Read training and test data (see tmvaclassification for reading ascii files) load the signal and background event samples from ROOT trees

In [18]:
TFile *input(0);
TString fname = "./tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
   input = TFile::Open( fname ); // check if file in local directory exists
}
else {
   TFile::SetCacheFileDir(".");
   input = TFile::Open("http://root.cern.ch/files/tmva_reg_example.root", "CACHEREAD"); // if not: download from ROOT server
}
if (!input) {
   std::cout << "ERROR: could not open data file" << std::endl;
   exit(1);
}
std::cout << "--- TMVARegression           : Using input file: " << input->GetName() << std::endl;
--- TMVARegression           : Using input file: ./files/tmva_reg_example.root
Info in <TFile::OpenFromCache>: using local cache copy of http://root.cern.ch/files/tmva_reg_example.root [./files/tmva_reg_example.root]

Register the regression tree

In [19]:
TTree *regTree = (TTree*)input->Get("TreeR");

Global event weights per tree (see below for setting event-wise weights)

In [20]:
Double_t regWeight  = 1.0;

You can add an arbitrary number of regression trees

In [21]:
dataloader->AddRegressionTree( regTree, regWeight );
DataSetInfo              : [dataset] : Added class "Regression"
                         : Add Tree TreeR of type Regression with 10000 events

This would set individual event weights (the variables defined in the expression need to exist in the original TTree)

In [22]:
dataloader->SetWeightExpression( "var1", "Regression" );

Apply additional cuts on the signal and background samples (can be different)

In [23]:
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";

Tell the dataloader to use all remaining events in the trees after training for testing:

In [24]:
dataloader->PrepareTrainingAndTestTree( mycut,
                                      "nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
                         : Dataset[dataset] : Class index : 0  name : Regression
 dataloader->PrepareTrainingAndTestTree( mycut,
        "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );

If no numbers of events are given, half of the events in the tree are used for training, and the other half for testing:

 dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );

Book mva methods

Please lookup the various method configuration options in the corresponding cxx files, eg: src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/optionRef.html it is possible to preset ranges in the option string in which the cut optimisation should be done: "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable

Pde - rs method

In [25]:
if (Use["PDERS"])
   factory->BookMethod( dataloader,  TMVA::Types::kPDERS, "PDERS",
                        "!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );

And the options strings for the minmax and rms methods, respectively:

  "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
  "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
In [26]:
if (Use["PDEFoam"])
    factory->BookMethod( dataloader,  TMVA::Types::kPDEFoam, "PDEFoam",
          "!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
Factory                  : Booking method: PDEFoam
                         : 
                         : Rebuilding Dataset dataset
                         : Building event vectors for type 2 Regression
                         : Dataset[dataset] :  create input formulas for tree TreeR
DataSetFactory           : [dataset] : 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  +0.006
                         :    var2:  +0.006  +1.000
                         : ------------------------
DataSetFactory           : [dataset] :  
                         : 

K-nearest neighbour classifier (knn)

In [27]:
if (Use["KNN"])
   factory->BookMethod( dataloader,  TMVA::Types::kKNN, "KNN",
                        "nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
Factory                  : Booking method: KNN
                         : 

Linear discriminant

In [28]:
if (Use["LD"])
   factory->BookMethod( dataloader,  TMVA::Types::kLD, "LD",
                        "!H:!V:VarTransform=None" );
Factory                  : Booking method: LD
                         : 

Function discrimination analysis (fda) -- test of various fitters - the recommended one is minuit (or ga or sa)

In [29]:
if (Use["FDA_MC"])
   factory->BookMethod( dataloader,  TMVA::Types::kFDA, "FDA_MC",
                       "!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );

if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
   factory->BookMethod( dataloader,  TMVA::Types::kFDA, "FDA_GA",
                        "!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );

if (Use["FDA_MT"])
   factory->BookMethod( dataloader,  TMVA::Types::kFDA, "FDA_MT",
                        "!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );

if (Use["FDA_GAMT"])
   factory->BookMethod( dataloader,  TMVA::Types::kFDA, "FDA_GAMT",
                        "!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );

Neural network (mlp)

In [30]:
if (Use["MLP"])
   factory->BookMethod( dataloader,  TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );

if (Use["DNN_CPU"]) {

   TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");


   TString trainingStrategyString("TrainingStrategy=");

   trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";

   TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU");
   nnOptions.Append(":");
   nnOptions.Append(layoutString);
   nnOptions.Append(":");
   nnOptions.Append(trainingStrategyString);

   factory->BookMethod(dataloader, TMVA::Types::kDL, "DNN_CPU", nnOptions); // NN
}
Factory                  : Booking method: DNN_CPU
                         : 
                         : 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                  : [dataset] : 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 !

Support vector machine

In [31]:
if (Use["SVM"])
   factory->BookMethod( dataloader,  TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );

Boosted decision trees

In [32]:
if (Use["BDT"])
  factory->BookMethod( dataloader,  TMVA::Types::kBDT, "BDT",
                        "!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );

if (Use["BDTG"])
  factory->BookMethod( dataloader,  TMVA::Types::kBDT, "BDTG",
                        "!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
Factory                  : Booking method: BDTG
                         : 
<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

Now you can tell the factory to train, test, and evaluate the mvas

Train mvas using the set of training events

In [33]:
factory->TrainAllMethods();
Factory                  : Train all methods
Factory                  : [dataset] : 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:     3.3759     1.1674   [  0.0058046     4.9975 ]
                         :     var2:     2.4823     1.4587   [  0.0032142     4.9971 ]
                         :   fvalue:     165.93     84.643   [     2.0973     391.01 ]
                         : -----------------------------------------------------------
                         : Ranking input variables (method unspecific)...
IdTransformation         : Ranking result (top variable is best ranked)
                         : --------------------------------------------
                         : Rank : Variable  : |Correlation with target|
                         : --------------------------------------------
                         :    1 : var2      : 7.636e-01
                         :    2 : var1      : 5.936e-01
                         : --------------------------------------------
IdTransformation         : Ranking result (top variable is best ranked)
                         : -------------------------------------
                         : Rank : Variable  : Mutual information
                         : -------------------------------------
                         :    1 : var2      : 2.315e+00
                         :    2 : var1      : 1.882e+00
                         : -------------------------------------
IdTransformation         : Ranking result (top variable is best ranked)
                         : ------------------------------------
                         : Rank : Variable  : Correlation Ratio
                         : ------------------------------------
                         :    1 : var1      : 6.545e+00
                         :    2 : var2      : 2.414e+00
                         : ------------------------------------
IdTransformation         : Ranking result (top variable is best ranked)
                         : ----------------------------------------
                         : Rank : Variable  : Correlation Ratio (T)
                         : ----------------------------------------
                         :    1 : var2      : 8.189e-01
                         :    2 : var1      : 3.128e-01
                         : ----------------------------------------
Factory                  : Train method: PDEFoam for Regression
                         : 
                         : Build mono target regression foam
                         : Elapsed time: 0.606 sec                                 
                         : Elapsed time for training with 1000 events: 0.613 sec         
                         : Dataset[dataset] : Create results for training
                         : Dataset[dataset] : Evaluation of PDEFoam on training sample
                         : Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00467 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: dataset/weights/TMVARegression_PDEFoam.weights.xml
                         : writing foam MonoTargetRegressionFoam to file
                         : Foams written to file: dataset/weights/TMVARegression_PDEFoam.weights_foams.root
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: 0.00164 sec         
                         : Dataset[dataset] : Create results for training
                         : Dataset[dataset] : Evaluation of KNN on training sample
                         : Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00733 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: dataset/weights/TMVARegression_KNN.weights.xml
Factory                  : Training finished
                         : 
Factory                  : Train method: LD for Regression
                         : 
LD                       : Results for LD coefficients:
                         : -----------------------
                         : Variable:  Coefficient:
                         : -----------------------
                         :     var1:      +42.509
                         :     var2:      +44.738
                         : (offset):      -88.627
                         : -----------------------
                         : Elapsed time for training with 1000 events: 0.000683 sec         
                         : Dataset[dataset] : Create results for training
                         : Dataset[dataset] : Evaluation of LD on training sample
                         : Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.000351 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: dataset/weights/TMVARegression_LD.weights.xml
Factory                  : Training finished
                         : 
Factory                  : Train method: DNN_CPU for Regression
                         : 
                         : Preparing the Gaussian transformation...
TFHandler_DNN_CPU        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:   0.012586     1.0260   [    -3.3377     5.7307 ]
                         :     var2:  0.0043504     1.0383   [    -4.5564     5.7307 ]
                         :   fvalue:     165.93     84.643   [     2.0973     391.01 ]
                         : -----------------------------------------------------------
                         : Start of deep neural network training on CPU using MT,  nthreads = 1
                         : 
TFHandler_DNN_CPU        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:   0.012586     1.0260   [    -3.3377     5.7307 ]
                         :     var2:  0.0043504     1.0383   [    -4.5564     5.7307 ]
                         :   fvalue:     165.93     84.643   [     2.0973     391.01 ]
                         : -----------------------------------------------------------
                         : *****   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 = 33572.1
                         : --------------------------------------------------------------
                         :      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 |      34878.4     33273.3   0.0193683  0.00177921     45482.6           0
                         :          2 Minimum Test error found - save the configuration 
                         :          2 |      34482.8     32776.1   0.0193949  0.00177328     45398.8           0
                         :          3 Minimum Test error found - save the configuration 
                         :          3 |        33875     32111.1   0.0197754  0.00179886     44502.5           0
                         :          4 Minimum Test error found - save the configuration 
                         :          4 |      33210.8     31397.4   0.0199147  0.00180594     44177.5           0
                         :          5 Minimum Test error found - save the configuration 
                         :          5 |      32479.2       30634   0.0199069  0.00179903     44179.6           0
                         :          6 Minimum Test error found - save the configuration 
                         :          6 |        31651       29878    0.019894  0.00178319     44172.5           0
                         :          7 Minimum Test error found - save the configuration 
                         :          7 |      31001.8     29400.4   0.0197261  0.00177368     44562.3           0
                         :          8 Minimum Test error found - save the configuration 
                         :          8 |      30576.2     29030.2   0.0197292  0.00177569     44559.5           0
                         :          9 Minimum Test error found - save the configuration 
                         :          9 |      30221.1     28694.2   0.0197338  0.00177265     44540.7           0
                         :         10 Minimum Test error found - save the configuration 
                         :         10 |      29891.2     28383.7   0.0197567   0.0017748     44489.3           0
                         :         11 Minimum Test error found - save the configuration 
                         :         11 |      29581.4     28089.6   0.0197584  0.00179156     44526.3           0
                         :         12 Minimum Test error found - save the configuration 
                         :         12 |      29283.8     27808.8   0.0197606  0.00179249     44523.2           0
                         :         13 Minimum Test error found - save the configuration 
                         :         13 |      28998.8     27535.5   0.0196195  0.00179089     44871.6           0
                         :         14 Minimum Test error found - save the configuration 
                         :         14 |      28725.5     27264.9   0.0196209  0.00178211     44846.2           0
                         :         15 Minimum Test error found - save the configuration 
                         :         15 |      28450.4     27008.6   0.0196994  0.00179315       44677           0
                         :         16 Minimum Test error found - save the configuration 
                         :         16 |      28190.3     26752.8   0.0197226  0.00180364     44645.4           0
                         :         17 Minimum Test error found - save the configuration 
                         :         17 |      27932.3     26501.9   0.0198026   0.0017919     44417.9           0
                         :         18 Minimum Test error found - save the configuration 
                         :         18 |      27677.2     26258.9   0.0197816  0.00178173     44444.6           0
                         :         19 Minimum Test error found - save the configuration 
                         :         19 |      27429.6     26018.4   0.0199082   0.0018102     44203.8           0
                         :         20 Minimum Test error found - save the configuration 
                         :         20 |      27185.2     25781.7   0.0197973   0.0017892     44424.5           0
                         :         21 Minimum Test error found - save the configuration 
                         :         21 |        26945     25548.2    0.019773  0.00178349     44470.4           0
                         :         22 Minimum Test error found - save the configuration 
                         :         22 |      26708.3     25317.6   0.0197326    0.001776       44552           0
                         :         23 Minimum Test error found - save the configuration 
                         :         23 |      26475.3     25089.8   0.0197574  0.00177511     44488.1           0
                         :         24 Minimum Test error found - save the configuration 
                         :         24 |      26242.9     24868.3   0.0197745  0.00177752       44452           0
                         :         25 Minimum Test error found - save the configuration 
                         :         25 |        26018     24646.3   0.0197801  0.00177976     44443.6           0
                         :         26 Minimum Test error found - save the configuration 
                         :         26 |        25791     24431.1   0.0197681  0.00177434     44459.9           0
                         :         27 Minimum Test error found - save the configuration 
                         :         27 |      25573.6     24212.6    0.019758  0.00177989     44498.5           0
                         :         28 Minimum Test error found - save the configuration 
                         :         28 |      25351.7     24001.5   0.0197438   0.0017898     44558.2           0
                         :         29 Minimum Test error found - save the configuration 
                         :         29 |      25136.1     23792.1   0.0197543  0.00179078     44534.7           0
                         :         30 Minimum Test error found - save the configuration 
                         :         30 |      24922.9     23584.4   0.0198015   0.0017953     44429.1           0
                         :         31 Minimum Test error found - save the configuration 
                         :         31 |      24711.3     23379.8   0.0198118  0.00179792     44410.3           0
                         :         32 Minimum Test error found - save the configuration 
                         :         32 |        24502     23178.3   0.0198029  0.00178829     44408.5           0
                         :         33 Minimum Test error found - save the configuration 
                         :         33 |      24296.8     22977.1   0.0198109  0.00178966     44392.1           0
                         :         34 Minimum Test error found - save the configuration 
                         :         34 |      24090.5       22781   0.0198151  0.00179391     44392.3           0
                         :         35 Minimum Test error found - save the configuration 
                         :         35 |      23889.3     22585.5    0.019829  0.00179523     44361.1           0
                         :         36 Minimum Test error found - save the configuration 
                         :         36 |      23695.7     22383.7   0.0198229  0.00180389     44397.5           0
                         :         37 Minimum Test error found - save the configuration 
                         :         37 |      23488.9     22197.4   0.0198382  0.00180329     44358.4           0
                         :         38 Minimum Test error found - save the configuration 
                         :         38 |      23295.3     22009.9   0.0198125  0.00177982     44363.9           0
                         :         39 Minimum Test error found - save the configuration 
                         :         39 |      23104.2     21820.1   0.0198214  0.00178254     44348.8           0
                         :         40 Minimum Test error found - save the configuration 
                         :         40 |      22912.9       21632   0.0198297   0.0017898     44346.1           0
                         :         41 Minimum Test error found - save the configuration 
                         :         41 |      22722.5     21447.1   0.0198492  0.00179057     44300.1           0
                         :         42 Minimum Test error found - save the configuration 
                         :         42 |      22532.2       21268    0.019825  0.00179119     44361.1           0
                         :         43 Minimum Test error found - save the configuration 
                         :         43 |      22348.2     21087.7   0.0198369   0.0017923     44334.6           0
                         :         44 Minimum Test error found - save the configuration 
                         :         44 |      22165.6     20907.2   0.0198487  0.00179449     44310.9           0
                         :         45 Minimum Test error found - save the configuration 
                         :         45 |      21982.3     20730.4   0.0198441  0.00178284     44293.7           0
                         :         46 Minimum Test error found - save the configuration 
                         :         46 |      21802.1       20555   0.0198535  0.00178621       44279           0
                         :         47 Minimum Test error found - save the configuration 
                         :         47 |      21623.2     20381.9   0.0198408  0.00179171     44323.6           0
                         :         48 Minimum Test error found - save the configuration 
                         :         48 |      21445.6     20211.7   0.0198513  0.00179103     44296.2           0
                         :         49 Minimum Test error found - save the configuration 
                         :         49 |      21273.6     20038.5   0.0198246  0.00178211     44339.9           0
                         :         50 Minimum Test error found - save the configuration 
                         :         50 |      21097.1     19871.9   0.0198239  0.00178035     44337.2           0
                         :         51 Minimum Test error found - save the configuration 
                         :         51 |        20927     19704.4   0.0198287  0.00178104     44327.2           0
                         :         52 Minimum Test error found - save the configuration 
                         :         52 |      20755.6     19540.5   0.0198174  0.00178333     44360.4           0
                         :         53 Minimum Test error found - save the configuration 
                         :         53 |      20588.5     19375.9   0.0198202  0.00178654     44361.5           0
                         :         54 Minimum Test error found - save the configuration 
                         :         54 |      20420.5     19212.8   0.0198404  0.00180043     44346.1           0
                         :         55 Minimum Test error found - save the configuration 
                         :         55 |      20252.5     19044.5   0.0198542   0.0017996       44310           0
                         :         56 Minimum Test error found - save the configuration 
                         :         56 |      20077.4       18865   0.0198958  0.00181097     44235.9           0
                         :         57 Minimum Test error found - save the configuration 
                         :         57 |      19919.8       18714   0.0199071  0.00181135     44209.3           0
                         :         58 Minimum Test error found - save the configuration 
                         :         58 |      19753.4     18560.5   0.0198828  0.00180326     44248.9           0
                         :         59 Minimum Test error found - save the configuration 
                         :         59 |      19594.5     18384.7   0.0198658  0.00179748     44276.3           0
                         :         60 Minimum Test error found - save the configuration 
                         :         60 |      19429.2     18231.9    0.019895  0.00180259     44217.3           0
                         :         61 Minimum Test error found - save the configuration 
                         :         61 |      19267.3     18078.4   0.0199102  0.00179791       44169           0
                         :         62 Minimum Test error found - save the configuration 
                         :         62 |      19108.2     17920.3   0.0199166   0.0018097     44182.1           0
                         :         63 Minimum Test error found - save the configuration 
                         :         63 |      18952.3     17764.7   0.0199292   0.0018055       44141           0
                         :         64 Minimum Test error found - save the configuration 
                         :         64 |      18792.4     17614.1   0.0199307  0.00180658       44140           0
                         :         65 Minimum Test error found - save the configuration 
                         :         65 |      18638.5     17459.2   0.0199574  0.00181898     44105.3           0
                         :         66 Minimum Test error found - save the configuration 
                         :         66 |      18481.4     17309.4   0.0199885  0.00182364       44041           0
                         :         67 Minimum Test error found - save the configuration 
                         :         67 |      18327.7     17159.5   0.0200107  0.00182242     43984.3           0
                         :         68 Minimum Test error found - save the configuration 
                         :         68 |      18174.4     17013.7   0.0199997  0.00182376     44014.3           0
                         :         69 Minimum Test error found - save the configuration 
                         :         69 |      18026.3     16867.3   0.0200097  0.00182546     43994.1           0
                         :         70 Minimum Test error found - save the configuration 
                         :         70 |      17874.4     16718.7   0.0200057  0.00182083     43992.6           0
                         :         71 Minimum Test error found - save the configuration 
                         :         71 |      17724.7     16571.8   0.0200103  0.00183831     44023.8           0
                         :         72 Minimum Test error found - save the configuration 
                         :         72 |      17576.2     16431.3   0.0200155  0.00181964     43966.1           0
                         :         73 Minimum Test error found - save the configuration 
                         :         73 |        17431     16284.8    0.020024  0.00182302     43953.6           0
                         :         74 Minimum Test error found - save the configuration 
                         :         74 |      17283.5     16142.8   0.0200368  0.00182597     43929.9           0
                         :         75 Minimum Test error found - save the configuration 
                         :         75 |      17137.4     16004.2   0.0200404  0.00181901     43904.4           0
                         :         76 Minimum Test error found - save the configuration 
                         :         76 |      16994.6     15865.6   0.0200629  0.00182386       43862           0
                         :         77 Minimum Test error found - save the configuration 
                         :         77 |      16852.3     15729.9   0.0200764   0.0018283     43840.1           0
                         :         78 Minimum Test error found - save the configuration 
                         :         78 |      16714.4     15590.3   0.0200691  0.00182861     43858.4           0
                         :         79 Minimum Test error found - save the configuration 
                         :         79 |        16574     15454.7   0.0200927  0.00183305     43812.4           0
                         :         80 Minimum Test error found - save the configuration 
                         :         80 |      16435.5     15319.6   0.0200885  0.00182848     43811.5           0
                         :         81 Minimum Test error found - save the configuration 
                         :         81 |        16298     15187.1   0.0200769  0.00182898     43840.5           0
                         :         82 Minimum Test error found - save the configuration 
                         :         82 |      16166.5     15049.4   0.0200804  0.00182847     43830.9           0
                         :         83 Minimum Test error found - save the configuration 
                         :         83 |      16026.9     14920.9   0.0201109  0.00184259     43791.6           0
                         :         84 Minimum Test error found - save the configuration 
                         :         84 |      15893.8     14792.5   0.0201052  0.00183496     43787.1           0
                         :         85 Minimum Test error found - save the configuration 
                         :         85 |      15764.1     14661.7   0.0201166  0.00182277     43730.7           0
                         :         86 Minimum Test error found - save the configuration 
                         :         86 |      15633.7     14531.5   0.0201284  0.00182731     43713.3           0
                         :         87 Minimum Test error found - save the configuration 
                         :         87 |      15501.3       14407   0.0201331  0.00182474     43695.9           0
                         :         88 Minimum Test error found - save the configuration 
                         :         88 |      15372.1     14283.2   0.0201422  0.00182668     43678.8           0
                         :         89 Minimum Test error found - save the configuration 
                         :         89 |      15245.3     14160.2   0.0202876    0.001877     43453.2           0
                         :         90 Minimum Test error found - save the configuration 
                         :         90 |      15120.3     14035.5   0.0201953  0.00183669     43576.3           0
                         :         91 Minimum Test error found - save the configuration 
                         :         91 |        14995     13912.5   0.0201967  0.00184563     43594.2           0
                         :         92 Minimum Test error found - save the configuration 
                         :         92 |      14870.2     13791.4   0.0202023  0.00184596     43581.7           0
                         :         93 Minimum Test error found - save the configuration 
                         :         93 |      14747.2     13670.8   0.0201934  0.00184177       43593           0
                         :         94 Minimum Test error found - save the configuration 
                         :         94 |        14626     13550.1   0.0202013  0.00184544     43582.7           0
                         :         95 Minimum Test error found - save the configuration 
                         :         95 |      14503.1     13433.6   0.0202012  0.00183491     43558.2           0
                         :         96 Minimum Test error found - save the configuration 
                         :         96 |      14384.9     13315.3   0.0202238  0.00186043     43565.1           0
                         :         97 Minimum Test error found - save the configuration 
                         :         97 |      14265.6     13198.8   0.0201963  0.00185543     43618.5           0
                         :         98 Minimum Test error found - save the configuration 
                         :         98 |      14146.6     13084.8   0.0201905  0.00185067       43621           0
                         :         99 Minimum Test error found - save the configuration 
                         :         99 |      14029.4     12972.6   0.0202003  0.00185503     43607.9           0
                         :        100 Minimum Test error found - save the configuration 
                         :        100 |      13916.5     12856.3   0.0201916  0.00185168     43620.8           0
                         :        101 Minimum Test error found - save the configuration 
                         :        101 |      13798.1     12746.7    0.020198  0.00185473     43612.7           0
                         :        102 Minimum Test error found - save the configuration 
                         :        102 |        13687     12633.6   0.0202047  0.00185647       43601           0
                         :        103 Minimum Test error found - save the configuration 
                         :        103 |      13572.1       12524   0.0202091  0.00185749     43592.9           0
                         :        104 Minimum Test error found - save the configuration 
                         :        104 |      13462.2     12412.3   0.0202077   0.0018479     43573.5           0
                         :        105 Minimum Test error found - save the configuration 
                         :        105 |      13349.6       12304   0.0202396  0.00184966     43501.9           0
                         :        106 Minimum Test error found - save the configuration 
                         :        106 |        13239     12197.4   0.0202256  0.00184821     43531.7           0
                         :        107 Minimum Test error found - save the configuration 
                         :        107 |      13131.8     12088.8   0.0202333  0.00184866     43514.7           0
                         :        108 Minimum Test error found - save the configuration 
                         :        108 |      13022.5       11983   0.0202476  0.00184428     43470.5           0
                         :        109 Minimum Test error found - save the configuration 
                         :        109 |      12914.8     11878.1   0.0202489  0.00185137     43484.1           0
                         :        110 Minimum Test error found - save the configuration 
                         :        110 |        12809     11773.2   0.0202311  0.00184836     43519.1           0
                         :        111 Minimum Test error found - save the configuration 
                         :        111 |        12703     11670.2   0.0202248  0.00184914     43535.8           0
                         :        112 Minimum Test error found - save the configuration 
                         :        112 |      12599.1     11566.9   0.0202579  0.00186916     43504.9           0
                         :        113 Minimum Test error found - save the configuration 
                         :        113 |      12494.2     11466.3    0.020211  0.00183989     43546.7           0
                         :        114 Minimum Test error found - save the configuration 
                         :        114 |        12392     11365.6   0.0202109  0.00185432     43581.1           0
                         :        115 Minimum Test error found - save the configuration 
                         :        115 |      12290.5     11265.1   0.0202054  0.00185012     43584.1           0
                         :        116 Minimum Test error found - save the configuration 
                         :        116 |      12187.7     11167.8   0.0202161  0.00184879     43555.7           0
                         :        117 Minimum Test error found - save the configuration 
                         :        117 |      12088.7     11069.5   0.0202586  0.00186007     43481.7           0
                         :        118 Minimum Test error found - save the configuration 
                         :        118 |        11990     10970.7   0.0202271    0.001857     43548.9           0
                         :        119 Minimum Test error found - save the configuration 
                         :        119 |      11891.6     10872.7   0.0202298  0.00185866     43546.5           0
                         :        120 Minimum Test error found - save the configuration 
                         :        120 |      11792.7     10777.3    0.020239  0.00186073     43529.6           0
                         :        121 Minimum Test error found - save the configuration 
                         :        121 |      11696.3     10682.1   0.0202301  0.00184886     43522.6           0
                         :        122 Minimum Test error found - save the configuration 
                         :        122 |      11601.6     10585.6   0.0202321  0.00183784     43491.8           0
                         :        123 Minimum Test error found - save the configuration 
                         :        123 |      11504.2     10493.3   0.0201702  0.00181763     43590.7           0
                         :        124 Minimum Test error found - save the configuration 
                         :        124 |      11410.6     10400.6   0.0201718  0.00181871     43589.3           0
                         :        125 Minimum Test error found - save the configuration 
                         :        125 |      11317.1       10309   0.0201791  0.00181299     43558.6           0
                         :        126 Minimum Test error found - save the configuration 
                         :        126 |        11225       10216   0.0201986  0.00183165     43556.4           0
                         :        127 Minimum Test error found - save the configuration 
                         :        127 |        11131     10127.3    0.020227  0.00183516     43497.4           0
                         :        128 Minimum Test error found - save the configuration 
                         :        128 |      11040.6     10038.3   0.0201995   0.0018351     43562.5           0
                         :        129 Minimum Test error found - save the configuration 
                         :        129 |      10950.4     9948.87   0.0202123  0.00184197     43548.5           0
                         :        130 Minimum Test error found - save the configuration 
                         :        130 |        10860     9861.18   0.0202209  0.00184138     43526.6           0
                         :        131 Minimum Test error found - save the configuration 
                         :        131 |      10773.9     9769.89   0.0202237  0.00185453     43551.2           0
                         :        132 Minimum Test error found - save the configuration 
                         :        132 |      10682.6     9683.83   0.0202129  0.00184765     43560.5           0
                         :        133 Minimum Test error found - save the configuration 
                         :        133 |      10595.6     9597.69   0.0202284  0.00185499     43541.1           0
                         :        134 Minimum Test error found - save the configuration 
                         :        134 |      10507.7     9514.16   0.0202993  0.00186252     43391.4           0
                         :        135 Minimum Test error found - save the configuration 
                         :        135 |      10425.5     9425.36   0.0202448  0.00185927     43512.5           0
                         :        136 Minimum Test error found - save the configuration 
                         :        136 |      10337.2     9341.85   0.0202378  0.00185709     43523.8           0
                         :        137 Minimum Test error found - save the configuration 
                         :        137 |      10252.7     9258.77   0.0202567   0.0018542     43472.3           0
                         :        138 Minimum Test error found - save the configuration 
                         :        138 |      10168.7     9176.33   0.0202221   0.0018459     43534.6           0
                         :        139 Minimum Test error found - save the configuration 
                         :        139 |      10084.7     9096.11    0.020225  0.00184262     43519.9           0
                         :        140 Minimum Test error found - save the configuration 
                         :        140 |      10005.3     9011.52   0.0202214  0.00184571     43535.8           0
                         :        141 Minimum Test error found - save the configuration 
                         :        141 |      9921.44     8930.79   0.0202258  0.00184862     43532.3           0
                         :        142 Minimum Test error found - save the configuration 
                         :        142 |      9839.13     8852.52    0.020252  0.00184926     43471.9           0
                         :        143 Minimum Test error found - save the configuration 
                         :        143 |      9761.02     8771.22   0.0202242   0.0018407     43517.2           0
                         :        144 Minimum Test error found - save the configuration 
                         :        144 |      9679.61     8693.17   0.0202274  0.00184912     43529.6           0
                         :        145 Minimum Test error found - save the configuration 
                         :        145 |      9601.28     8614.75   0.0201912  0.00184063     43595.3           0
                         :        146 Minimum Test error found - save the configuration 
                         :        146 |      9522.13     8537.65   0.0202413  0.00184118     43477.9           0
                         :        147 Minimum Test error found - save the configuration 
                         :        147 |      9444.48     8461.02    0.020252  0.00185716     43490.4           0
                         :        148 Minimum Test error found - save the configuration 
                         :        148 |      9367.18      8385.1   0.0202329  0.00185775     43537.1           0
                         :        149 Minimum Test error found - save the configuration 
                         :        149 |      9291.14     8308.94   0.0202597   0.0018592       43477           0
                         :        150 Minimum Test error found - save the configuration 
                         :        150 |       9215.2     8233.55   0.0202477  0.00185353     43492.1           0
                         :        151 Minimum Test error found - save the configuration 
                         :        151 |       9139.5     8159.61   0.0202563   0.0018565     43478.8           0
                         :        152 Minimum Test error found - save the configuration 
                         :        152 |      9066.66     8083.41   0.0202284  0.00185338     43537.3           0
                         :        153 Minimum Test error found - save the configuration 
                         :        153 |      8990.09     8011.43   0.0202389  0.00183895     43478.4           0
                         :        154 Minimum Test error found - save the configuration 
                         :        154 |       8917.8     7938.79   0.0202549  0.00183712     43436.3           0
                         :        155 Minimum Test error found - save the configuration 
                         :        155 |      8844.99     7866.16    0.020213  0.00183658       43534           0
                         :        156 Minimum Test error found - save the configuration 
                         :        156 |      8772.23     7795.01   0.0202194  0.00183555     43516.4           0
                         :        157 Minimum Test error found - save the configuration 
                         :        157 |      8701.04     7724.12   0.0202856  0.00184533     43383.3           0
                         :        158 Minimum Test error found - save the configuration 
                         :        158 |      8629.54     7654.19   0.0202518  0.00184252     43456.4           0
                         :        159 Minimum Test error found - save the configuration 
                         :        159 |      8559.25     7584.43   0.0202398  0.00183351     43463.4           0
                         :        160 Minimum Test error found - save the configuration 
                         :        160 |      8489.55     7515.05   0.0202211  0.00183228     43504.7           0
                         :        161 Minimum Test error found - save the configuration 
                         :        161 |      8420.19     7446.45   0.0202439  0.00183862     43465.8           0
                         :        162 Minimum Test error found - save the configuration 
                         :        162 |      8350.99     7378.82   0.0203048  0.00186254     43378.5           0
                         :        163 Minimum Test error found - save the configuration 
                         :        163 |      8284.45      7309.5   0.0202341  0.00184718     43509.3           0
                         :        164 Minimum Test error found - save the configuration 
                         :        164 |      8215.71     7242.51   0.0202191  0.00184758     43545.6           0
                         :        165 Minimum Test error found - save the configuration 
                         :        165 |      8148.23     7176.62   0.0202538  0.00184978     43468.8           0
                         :        166 Minimum Test error found - save the configuration 
                         :        166 |      8082.41     7110.43   0.0202655  0.00186224     43470.6           0
                         :        167 Minimum Test error found - save the configuration 
                         :        167 |         8016     7045.26   0.0202662  0.00186629     43478.6           0
                         :        168 Minimum Test error found - save the configuration 
                         :        168 |      7950.01     6981.83   0.0202469  0.00186292     43516.1           0
                         :        169 Minimum Test error found - save the configuration 
                         :        169 |      7886.43     6916.71   0.0202759  0.00185503     43429.1           0
                         :        170 Minimum Test error found - save the configuration 
                         :        170 |      7821.86     6852.78   0.0202497  0.00183847     43451.8           0
                         :        171 Minimum Test error found - save the configuration 
                         :        171 |      7757.66     6789.96   0.0202877  0.00185389     43398.5           0
                         :        172 Minimum Test error found - save the configuration 
                         :        172 |      7694.68     6727.14   0.0202423  0.00182291     43432.4           0
                         :        173 Minimum Test error found - save the configuration 
                         :        173 |      7631.58     6665.61   0.0202561  0.00184262     43446.5           0
                         :        174 Minimum Test error found - save the configuration 
                         :        174 |      7570.74     6602.39   0.0202402  0.00184013     43478.2           0
                         :        175 Minimum Test error found - save the configuration 
                         :        175 |      7508.23     6541.09   0.0202142  0.00183121     43518.6           0
                         :        176 Minimum Test error found - save the configuration 
                         :        176 |      7446.73      6480.8   0.0202363  0.00183243     43469.2           0
                         :        177 Minimum Test error found - save the configuration 
                         :        177 |      7386.64     6420.16   0.0202751  0.00185179     43423.2           0
                         :        178 Minimum Test error found - save the configuration 
                         :        178 |      7326.28     6360.35   0.0202332  0.00185438     43528.5           0
                         :        179 Minimum Test error found - save the configuration 
                         :        179 |      7266.91     6300.47   0.0202369  0.00185274     43515.6           0
                         :        180 Minimum Test error found - save the configuration 
                         :        180 |      7207.72     6241.38   0.0202323  0.00183441     43483.3           0
                         :        181 Minimum Test error found - save the configuration 
                         :        181 |      7148.98     6183.29   0.0202367  0.00183894     43483.5           0
                         :        182 Minimum Test error found - save the configuration 
                         :        182 |      7089.74     6127.05   0.0202161  0.00183947     43533.6           0
                         :        183 Minimum Test error found - save the configuration 
                         :        183 |      7034.09      6068.2   0.0202476  0.00185133     43487.1           0
                         :        184 Minimum Test error found - save the configuration 
                         :        184 |      6975.14      6012.2   0.0202411  0.00182617     43443.1           0
                         :        185 Minimum Test error found - save the configuration 
                         :        185 |      6918.59     5956.46   0.0202286  0.00183855     43501.7           0
                         :        186 Minimum Test error found - save the configuration 
                         :        186 |      6863.03     5900.25   0.0202525  0.00183924     43446.9           0
                         :        187 Minimum Test error found - save the configuration 
                         :        187 |      6806.99     5844.33   0.0202436  0.00183335     43454.1           0
                         :        188 Minimum Test error found - save the configuration 
                         :        188 |      6751.57     5789.47   0.0202311  0.00182359     43460.6           0
                         :        189 Minimum Test error found - save the configuration 
                         :        189 |      6696.16     5735.48   0.0202368  0.00182661     43454.3           0
                         :        190 Minimum Test error found - save the configuration 
                         :        190 |      6642.16     5681.73   0.0202069  0.00182641     43524.5           0
                         :        191 Minimum Test error found - save the configuration 
                         :        191 |      6589.49     5626.16   0.0202278  0.00182806     43478.8           0
                         :        192 Minimum Test error found - save the configuration 
                         :        192 |       6533.5     5574.82   0.0202364    0.001822     43444.3           0
                         :        193 Minimum Test error found - save the configuration 
                         :        193 |       6482.8     5520.43   0.0202297  0.00183803       43498           0
                         :        194 Minimum Test error found - save the configuration 
                         :        194 |       6428.9     5468.06   0.0202285  0.00183629     43496.6           0
                         :        195 Minimum Test error found - save the configuration 
                         :        195 |      6376.35     5416.62   0.0202649  0.00187294     43497.3           0
                         :        196 Minimum Test error found - save the configuration 
                         :        196 |      6323.67     5366.99   0.0202243  0.00183068     43493.4           0
                         :        197 Minimum Test error found - save the configuration 
                         :        197 |       6273.4     5315.99   0.0202325  0.00183966     43495.2           0
                         :        198 Minimum Test error found - save the configuration 
                         :        198 |      6222.53     5264.99   0.0202255  0.00183797     43507.7           0
                         :        199 Minimum Test error found - save the configuration 
                         :        199 |       6171.7     5214.77   0.0202451  0.00184219     43471.5           0
                         :        200 Minimum Test error found - save the configuration 
                         :        200 |      6120.94     5165.87   0.0202397  0.00183206     43460.3           0
                         :        201 Minimum Test error found - save the configuration 
                         :        201 |      6072.69      5115.3   0.0202701  0.00182877     43380.8           0
                         :        202 Minimum Test error found - save the configuration 
                         :        202 |      6022.52     5066.36   0.0202483   0.0018279     43430.2           0
                         :        203 Minimum Test error found - save the configuration 
                         :        203 |      5971.98     5020.79   0.0202084  0.00182745     43523.2           0
                         :        204 Minimum Test error found - save the configuration 
                         :        204 |      5925.69     4972.11   0.0202328  0.00182327     43455.7           0
                         :        205 Minimum Test error found - save the configuration 
                         :        205 |      5877.68     4923.23    0.020292  0.00183513     43344.2           0
                         :        206 Minimum Test error found - save the configuration 
                         :        206 |      5829.29     4875.95   0.0202485  0.00184116     43460.8           0
                         :        207 Minimum Test error found - save the configuration 
                         :        207 |      5782.56     4828.15    0.020276  0.00184607     43407.7           0
                         :        208 Minimum Test error found - save the configuration 
                         :        208 |      5734.64     4782.28   0.0202646  0.00184306     43427.5           0
                         :        209 Minimum Test error found - save the configuration 
                         :        209 |      5687.48     4737.56   0.0202857  0.00185493     43405.7           0
                         :        210 Minimum Test error found - save the configuration 
                         :        210 |      5641.08     4694.07   0.0202724   0.0018587       43446           0
                         :        211 Minimum Test error found - save the configuration 
                         :        211 |      5596.99     4647.69   0.0202745  0.00184561     43410.1           0
                         :        212 Minimum Test error found - save the configuration 
                         :        212 |      5551.31     4602.07   0.0202855  0.00185522     43406.9           0
                         :        213 Minimum Test error found - save the configuration 
                         :        213 |      5505.35     4558.25    0.020253  0.00185797       43490           0
                         :        214 Minimum Test error found - save the configuration 
                         :        214 |       5461.2     4513.85   0.0202737  0.00185913     43443.9           0
                         :        215 Minimum Test error found - save the configuration 
                         :        215 |      5416.12     4471.49   0.0203007  0.00185124     43361.6           0
                         :        216 Minimum Test error found - save the configuration 
                         :        216 |      5373.35     4426.62   0.0203058  0.00185909     43368.2           0
                         :        217 Minimum Test error found - save the configuration 
                         :        217 |      5328.61      4384.1   0.0203054  0.00185748     43365.4           0
                         :        218 Minimum Test error found - save the configuration 
                         :        218 |      5285.85     4340.85   0.0202884  0.00185811     43406.8           0
                         :        219 Minimum Test error found - save the configuration 
                         :        219 |      5242.06     4299.36   0.0203143  0.00185541     43339.4           0
                         :        220 Minimum Test error found - save the configuration 
                         :        220 |      5199.64     4258.13   0.0203014  0.00185384     43366.1           0
                         :        221 Minimum Test error found - save the configuration 
                         :        221 |      5157.16     4216.88   0.0203124  0.00184424     43317.9           0
                         :        222 Minimum Test error found - save the configuration 
                         :        222 |      5115.23     4175.99   0.0202861  0.00185581     43406.9           0
                         :        223 Minimum Test error found - save the configuration 
                         :        223 |      5073.61     4135.47   0.0202733  0.00186224     43452.2           0
                         :        224 Minimum Test error found - save the configuration 
                         :        224 |      5032.94      4094.7   0.0202814  0.00184466     43391.6           0
                         :        225 Minimum Test error found - save the configuration 
                         :        225 |      4991.87        4054   0.0203347   0.0018896     43371.9           0
                         :        226 Minimum Test error found - save the configuration 
                         :        226 |      4950.68     4014.41   0.0202735   0.0018492       43421           0
                         :        227 Minimum Test error found - save the configuration 
                         :        227 |      4910.29     3975.53   0.0202598  0.00184886     43452.3           0
                         :        228 Minimum Test error found - save the configuration 
                         :        228 |      4869.71     3937.55   0.0202568  0.00184182     43442.8           0
                         :        229 Minimum Test error found - save the configuration 
                         :        229 |      4831.54     3897.82   0.0202507  0.00184175     43457.1           0
                         :        230 Minimum Test error found - save the configuration 
                         :        230 |      4790.39     3860.83   0.0202649  0.00183795     43414.7           0
                         :        231 Minimum Test error found - save the configuration 
                         :        231 |      4752.62     3822.21   0.0202587  0.00183746     43428.2           0
                         :        232 Minimum Test error found - save the configuration 
                         :        232 |      4713.14     3785.13   0.0202999    0.001853     43367.7           0
                         :        233 Minimum Test error found - save the configuration 
                         :        233 |      4675.34     3747.55   0.0202577  0.00183527     43425.4           0
                         :        234 Minimum Test error found - save the configuration 
                         :        234 |      4636.57     3710.91   0.0202639  0.00184787     43440.4           0
                         :        235 Minimum Test error found - save the configuration 
                         :        235 |       4599.3     3673.68   0.0203017  0.00185044     43357.5           0
                         :        236 Minimum Test error found - save the configuration 
                         :        236 |      4561.57     3637.56   0.0202828  0.00183894     43374.9           0
                         :        237 Minimum Test error found - save the configuration 
                         :        237 |      4524.14     3601.78   0.0202425  0.00184699     43488.8           0
                         :        238 Minimum Test error found - save the configuration 
                         :        238 |      4486.99     3566.03   0.0202456  0.00183872     43462.1           0
                         :        239 Minimum Test error found - save the configuration 
                         :        239 |      4450.61     3530.69    0.020285  0.00185442     43406.2           0
                         :        240 Minimum Test error found - save the configuration 
                         :        240 |      4413.78     3496.04   0.0202921  0.00186083     43404.6           0
                         :        241 Minimum Test error found - save the configuration 
                         :        241 |      4377.32     3461.91   0.0202797  0.00185388     43417.3           0
                         :        242 Minimum Test error found - save the configuration 
                         :        242 |      4342.03     3427.37   0.0203103  0.00185595     43350.2           0
                         :        243 Minimum Test error found - save the configuration 
                         :        243 |       4306.3     3393.57   0.0202967  0.00185586       43382           0
                         :        244 Minimum Test error found - save the configuration 
                         :        244 |      4271.47     3359.57   0.0203158  0.00185382     43332.3           0
                         :        245 Minimum Test error found - save the configuration 
                         :        245 |      4236.49     3325.46   0.0202566  0.00184319     43446.6           0
                         :        246 Minimum Test error found - save the configuration 
                         :        246 |      4201.09     3293.14    0.020302   0.0018447     43343.2           0
                         :        247 Minimum Test error found - save the configuration 
                         :        247 |      4167.04     3260.53   0.0202951  0.00185232     43377.4           0
                         :        248 Minimum Test error found - save the configuration 
                         :        248 |      4132.95     3227.82   0.0202951  0.00184271     43354.7           0
                         :        249 Minimum Test error found - save the configuration 
                         :        249 |       4098.8     3195.42   0.0202815  0.00186019     43427.9           0
                         :        250 Minimum Test error found - save the configuration 
                         :        250 |      4065.21     3163.61   0.0202625  0.00185547     43461.6           0
                         :        251 Minimum Test error found - save the configuration 
                         :        251 |      4032.16     3131.78   0.0202959  0.00185748     43387.8           0
                         :        252 Minimum Test error found - save the configuration 
                         :        252 |      3999.48     3099.78   0.0202886  0.00185022     43387.8           0
                         :        253 Minimum Test error found - save the configuration 
                         :        253 |      3965.97     3068.49   0.0202615  0.00184934     43449.5           0
                         :        254 Minimum Test error found - save the configuration 
                         :        254 |      3932.75     3038.24   0.0203057  0.00186616     43385.1           0
                         :        255 Minimum Test error found - save the configuration 
                         :        255 |      3901.44     3006.63   0.0202535  0.00182246       43405           0
                         :        256 Minimum Test error found - save the configuration 
                         :        256 |      3868.26     2977.29   0.0202711  0.00183075       43383           0
                         :        257 Minimum Test error found - save the configuration 
                         :        257 |      3837.37     2946.66   0.0202511  0.00183559     43441.6           0
                         :        258 Minimum Test error found - save the configuration 
                         :        258 |      3804.63     2918.32    0.020247  0.00182872       43435           0
                         :        259 Minimum Test error found - save the configuration 
                         :        259 |      3774.28     2888.54   0.0202555  0.00182854     43414.6           0
                         :        260 Minimum Test error found - save the configuration 
                         :        260 |      3743.76     2858.24   0.0202559  0.00183765     43435.3           0
                         :        261 Minimum Test error found - save the configuration 
                         :        261 |      3711.83     2829.58   0.0202496  0.00182915       43430           0
                         :        262 Minimum Test error found - save the configuration 
                         :        262 |      3681.92     2800.38   0.0202576  0.00183029     43413.9           0
                         :        263 Minimum Test error found - save the configuration 
                         :        263 |       3650.7     2772.95   0.0202871  0.00187107     43440.5           0
                         :        264 Minimum Test error found - save the configuration 
                         :        264 |      3621.72     2743.98   0.0203179  0.00187093     43367.5           0
                         :        265 Minimum Test error found - save the configuration 
                         :        265 |      3591.59     2715.52   0.0203181  0.00186834     43361.1           0
                         :        266 Minimum Test error found - save the configuration 
                         :        266 |      3560.85     2689.14    0.020309   0.0018708     43388.3           0
                         :        267 Minimum Test error found - save the configuration 
                         :        267 |      3531.93     2661.88   0.0203033  0.00186857     43396.4           0
                         :        268 Minimum Test error found - save the configuration 
                         :        268 |      3502.98     2634.35   0.0202724   0.0018467     43417.6           0
                         :        269 Minimum Test error found - save the configuration 
                         :        269 |      3474.14     2606.82   0.0202749  0.00184267     43402.3           0
                         :        270 Minimum Test error found - save the configuration 
                         :        270 |       3444.8     2580.42    0.020277  0.00184812     43410.1           0
                         :        271 Minimum Test error found - save the configuration 
                         :        271 |       3416.3     2554.57   0.0202895  0.00185337       43393           0
                         :        272 Minimum Test error found - save the configuration 
                         :        272 |       3388.5     2527.86   0.0202812  0.00184378     43390.1           0
                         :        273 Minimum Test error found - save the configuration 
                         :        273 |      3359.98     2502.17    0.020309  0.00185887     43360.2           0
                         :        274 Minimum Test error found - save the configuration 
                         :        274 |      3332.16     2476.42   0.0202731    0.001848     43418.9           0
                         :        275 Minimum Test error found - save the configuration 
                         :        275 |      3304.49     2450.57   0.0203094  0.00185067       43340           0
                         :        276 Minimum Test error found - save the configuration 
                         :        276 |      3276.29     2426.39   0.0203396  0.00186537     43303.6           0
                         :        277 Minimum Test error found - save the configuration 
                         :        277 |      3249.84     2400.61   0.0203002  0.00185141     43363.3           0
                         :        278 Minimum Test error found - save the configuration 
                         :        278 |      3222.43     2376.03   0.0202796  0.00186431     43442.3           0
                         :        279 Minimum Test error found - save the configuration 
                         :        279 |      3195.58     2351.53   0.0202876  0.00185291     43396.5           0
                         :        280 Minimum Test error found - save the configuration 
                         :        280 |      3169.17     2326.57   0.0202629  0.00184793       43443           0
                         :        281 Minimum Test error found - save the configuration 
                         :        281 |      3142.87     2301.86   0.0202608  0.00184621     43443.9           0
                         :        282 Minimum Test error found - save the configuration 
                         :        282 |      3116.01     2278.07   0.0202598   0.0018284     43404.1           0
                         :        283 Minimum Test error found - save the configuration 
                         :        283 |      3089.88     2254.71    0.020267   0.0018542       43448           0
                         :        284 Minimum Test error found - save the configuration 
                         :        284 |      3063.61     2231.89   0.0202879  0.00185115     43391.6           0
                         :        285 Minimum Test error found - save the configuration 
                         :        285 |      3038.18     2209.01   0.0202953  0.00183041     43325.5           0
                         :        286 Minimum Test error found - save the configuration 
                         :        286 |      3013.77     2184.68   0.0202591  0.00183738     43426.9           0
                         :        287 Minimum Test error found - save the configuration 
                         :        287 |      2987.19     2162.73   0.0202517  0.00183384     43436.2           0
                         :        288 Minimum Test error found - save the configuration 
                         :        288 |      2962.02     2140.36     0.02026    0.001834     43416.9           0
                         :        289 Minimum Test error found - save the configuration 
                         :        289 |      2938.26     2116.75    0.020283  0.00184525     43389.2           0
                         :        290 Minimum Test error found - save the configuration 
                         :        290 |      2912.96     2094.26   0.0203175  0.00184862     43316.1           0
                         :        291 Minimum Test error found - save the configuration 
                         :        291 |      2887.55     2072.82   0.0202607  0.00185144     43456.4           0
                         :        292 Minimum Test error found - save the configuration 
                         :        292 |      2864.32     2050.32   0.0202757  0.00184827     43413.5           0
                         :        293 Minimum Test error found - save the configuration 
                         :        293 |      2839.56     2028.72   0.0202986   0.0018628     43393.8           0
                         :        294 Minimum Test error found - save the configuration 
                         :        294 |      2815.18      2007.7   0.0202851  0.00186068     43420.5           0
                         :        295 Minimum Test error found - save the configuration 
                         :        295 |      2791.95     1986.23    0.020311  0.00185798     43353.3           0
                         :        296 Minimum Test error found - save the configuration 
                         :        296 |      2768.17     1965.12    0.020307  0.00185157     43347.7           0
                         :        297 Minimum Test error found - save the configuration 
                         :        297 |      2744.32     1944.74   0.0202976  0.00184324     43350.1           0
                         :        298 Minimum Test error found - save the configuration 
                         :        298 |      2721.14      1924.3   0.0203005  0.00185678     43375.3           0
                         :        299 Minimum Test error found - save the configuration 
                         :        299 |       2698.1     1903.93   0.0203134  0.00184899     43326.5           0
                         :        300 Minimum Test error found - save the configuration 
                         :        300 |      2675.74     1882.86   0.0202814  0.00184634     43395.5           0
                         :        301 Minimum Test error found - save the configuration 
                         :        301 |      2652.46     1862.79   0.0202903  0.00184571       43373           0
                         :        302 Minimum Test error found - save the configuration 
                         :        302 |      2629.65      1843.4    0.020299  0.00184354     43347.5           0
                         :        303 Minimum Test error found - save the configuration 
                         :        303 |      2607.88     1822.98    0.020303  0.00185364     43361.9           0
                         :        304 Minimum Test error found - save the configuration 
                         :        304 |       2585.5     1803.02   0.0202835  0.00185476     43410.5           0
                         :        305 Minimum Test error found - save the configuration 
                         :        305 |      2563.47     1782.95   0.0202776  0.00184499     43401.5           0
                         :        306 Minimum Test error found - save the configuration 
                         :        306 |      2540.37     1765.32   0.0202482  0.00185206     43487.4           0
                         :        307 Minimum Test error found - save the configuration 
                         :        307 |      2519.64      1745.6   0.0202872  0.00185839     43410.4           0
                         :        308 Minimum Test error found - save the configuration 
                         :        308 |      2498.24     1726.33    0.020284  0.00185551     43411.1           0
                         :        309 Minimum Test error found - save the configuration 
                         :        309 |      2476.27     1707.78   0.0202734  0.00184254     43405.6           0
                         :        310 Minimum Test error found - save the configuration 
                         :        310 |      2455.54     1688.91   0.0202782  0.00185985     43434.9           0
                         :        311 Minimum Test error found - save the configuration 
                         :        311 |      2433.81     1671.13   0.0203068   0.0018613     43371.1           0
                         :        312 Minimum Test error found - save the configuration 
                         :        312 |      2413.79     1652.89   0.0203118  0.00185173     43336.9           0
                         :        313 Minimum Test error found - save the configuration 
                         :        313 |      2392.16     1635.23   0.0202952  0.00185321     43379.2           0
                         :        314 Minimum Test error found - save the configuration 
                         :        314 |      2372.27     1616.94   0.0203035  0.00185947     43374.4           0
                         :        315 Minimum Test error found - save the configuration 
                         :        315 |      2351.65     1598.96   0.0203036  0.00184639     43343.4           0
                         :        316 Minimum Test error found - save the configuration 
                         :        316 |      2330.97     1581.79   0.0203003  0.00185137       43363           0
                         :        317 Minimum Test error found - save the configuration 
                         :        317 |      2311.06     1564.54   0.0202909  0.00186059     43406.7           0
                         :        318 Minimum Test error found - save the configuration 
                         :        318 |      2291.58     1547.02   0.0203099  0.00186016     43360.9           0
                         :        319 Minimum Test error found - save the configuration 
                         :        319 |      2271.45     1530.44   0.0203039  0.00186603     43389.1           0
                         :        320 Minimum Test error found - save the configuration 
                         :        320 |      2251.91     1513.64   0.0203064  0.00186737     43386.3           0
                         :        321 Minimum Test error found - save the configuration 
                         :        321 |      2232.49      1496.1   0.0203037  0.00186737     43392.7           0
                         :        322 Minimum Test error found - save the configuration 
                         :        322 |      2212.89     1479.78   0.0203144  0.00185965     43349.3           0
                         :        323 Minimum Test error found - save the configuration 
                         :        323 |      2193.73     1463.88   0.0203219  0.00185872     43329.5           0
                         :        324 Minimum Test error found - save the configuration 
                         :        324 |      2174.61     1447.42   0.0203229  0.00185144       43310           0
                         :        325 Minimum Test error found - save the configuration 
                         :        325 |      2155.44     1431.26   0.0203071  0.00186027     43367.8           0
                         :        326 Minimum Test error found - save the configuration 
                         :        326 |       2136.5     1415.69   0.0202959  0.00185692     43386.3           0
                         :        327 Minimum Test error found - save the configuration 
                         :        327 |      2117.83     1399.82    0.020314  0.00185692     43343.7           0
                         :        328 Minimum Test error found - save the configuration 
                         :        328 |      2099.67     1384.03   0.0203027  0.00186415     43387.3           0
                         :        329 Minimum Test error found - save the configuration 
                         :        329 |      2081.09      1368.5   0.0202784  0.00186323     43442.5           0
                         :        330 Minimum Test error found - save the configuration 
                         :        330 |      2062.78     1353.49   0.0203019  0.00186847     43399.5           0
                         :        331 Minimum Test error found - save the configuration 
                         :        331 |      2045.13     1337.67   0.0203513  0.00186969     43286.4           0
                         :        332 Minimum Test error found - save the configuration 
                         :        332 |      2026.28     1323.57   0.0203313   0.0018718     43338.2           0
                         :        333 Minimum Test error found - save the configuration 
                         :        333 |      2009.05      1308.5    0.020299  0.00186583       43400           0
                         :        334 Minimum Test error found - save the configuration 
                         :        334 |      1990.87     1294.24   0.0203626  0.00184822     43209.7           0
                         :        335 Minimum Test error found - save the configuration 
                         :        335 |      1974.28     1278.99   0.0203228  0.00185253     43312.9           0
                         :        336 Minimum Test error found - save the configuration 
                         :        336 |      1956.07     1265.61   0.0203392  0.00184418     43254.8           0
                         :        337 Minimum Test error found - save the configuration 
                         :        337 |      1939.48     1251.18   0.0203022  0.00185108     43357.8           0
                         :        338 Minimum Test error found - save the configuration 
                         :        338 |      1921.96      1236.7   0.0202814  0.00185137     43407.5           0
                         :        339 Minimum Test error found - save the configuration 
                         :        339 |      1904.96      1222.6   0.0202787  0.00184733     43404.3           0
                         :        340 Minimum Test error found - save the configuration 
                         :        340 |      1888.04     1209.27   0.0202932  0.00184787     43371.5           0
                         :        341 Minimum Test error found - save the configuration 
                         :        341 |       1871.3     1195.55   0.0203361  0.00187477     43333.9           0
                         :        342 Minimum Test error found - save the configuration 
                         :        342 |      1854.28     1182.55   0.0203252  0.00187327       43356           0
                         :        343 Minimum Test error found - save the configuration 
                         :        343 |      1838.35     1169.14    0.020301  0.00186837     43401.2           0
                         :        344 Minimum Test error found - save the configuration 
                         :        344 |      1822.74     1155.14   0.0202862  0.00186627     43431.2           0
                         :        345 Minimum Test error found - save the configuration 
                         :        345 |      1805.25     1142.65   0.0202695  0.00185124     43435.2           0
                         :        346 Minimum Test error found - save the configuration 
                         :        346 |      1789.72     1129.77   0.0202781  0.00184621     43403.1           0
                         :        347 Minimum Test error found - save the configuration 
                         :        347 |       1773.7     1117.29   0.0202934  0.00184877     43373.2           0
                         :        348 Minimum Test error found - save the configuration 
                         :        348 |      1757.59     1104.53   0.0202913  0.00185019     43381.2           0
                         :        349 Minimum Test error found - save the configuration 
                         :        349 |      1742.63     1091.55   0.0202897  0.00184539     43373.9           0
                         :        350 Minimum Test error found - save the configuration 
                         :        350 |      1726.52     1079.09   0.0203087  0.00184679     43332.5           0
                         :        351 Minimum Test error found - save the configuration 
                         :        351 |      1710.43     1067.55   0.0202736  0.00184388     43408.2           0
                         :        352 Minimum Test error found - save the configuration 
                         :        352 |      1695.45     1055.33   0.0203063  0.00184584     43335.9           0
                         :        353 Minimum Test error found - save the configuration 
                         :        353 |      1680.62      1043.1   0.0203088  0.00185997     43363.2           0
                         :        354 Minimum Test error found - save the configuration 
                         :        354 |      1664.91     1032.23   0.0202687  0.00186015       43458           0
                         :        355 Minimum Test error found - save the configuration 
                         :        355 |      1650.19     1020.31   0.0202898  0.00186433     43418.1           0
                         :        356 Minimum Test error found - save the configuration 
                         :        356 |      1635.41     1008.74   0.0203137  0.00186383     43360.8           0
                         :        357 Minimum Test error found - save the configuration 
                         :        357 |      1621.06     996.373   0.0202873  0.00186613     43428.2           0
                         :        358 Minimum Test error found - save the configuration 
                         :        358 |      1605.54     985.427   0.0203357  0.00188249     43352.9           0
                         :        359 Minimum Test error found - save the configuration 
                         :        359 |      1591.65     973.598   0.0203463  0.00185937     43273.9           0
                         :        360 Minimum Test error found - save the configuration 
                         :        360 |      1576.95      962.67   0.0203146  0.00185989     43349.4           0
                         :        361 Minimum Test error found - save the configuration 
                         :        361 |      1562.12     952.093   0.0203278  0.00186167     43322.5           0
                         :        362 Minimum Test error found - save the configuration 
                         :        362 |      1547.98     941.482   0.0203248  0.00185985     43325.2           0
                         :        363 Minimum Test error found - save the configuration 
                         :        363 |      1534.27     930.423    0.020317  0.00185844     43340.5           0
                         :        364 Minimum Test error found - save the configuration 
                         :        364 |      1520.11     920.455   0.0203093  0.00185531     43351.1           0
                         :        365 Minimum Test error found - save the configuration 
                         :        365 |      1506.47     909.236   0.0202792   0.0018389     43383.3           0
                         :        366 Minimum Test error found - save the configuration 
                         :        366 |      1492.27      899.66   0.0203015  0.00185556     43369.9           0
                         :        367 Minimum Test error found - save the configuration 
                         :        367 |      1478.99     888.851   0.0202687  0.00184746     43428.2           0
                         :        368 Minimum Test error found - save the configuration 
                         :        368 |      1465.03     879.649    0.020264  0.00183856     43418.3           0
                         :        369 Minimum Test error found - save the configuration 
                         :        369 |      1452.12     869.129   0.0202642  0.00184715       43438           0
                         :        370 Minimum Test error found - save the configuration 
                         :        370 |      1438.15     859.298   0.0202724  0.00185141     43428.6           0
                         :        371 Minimum Test error found - save the configuration 
                         :        371 |      1425.48      848.91   0.0202536  0.00184924       43468           0
                         :        372 Minimum Test error found - save the configuration 
                         :        372 |       1411.9      839.45   0.0202829  0.00183722     43370.6           0
                         :        373 Minimum Test error found - save the configuration 
                         :        373 |      1398.54     830.148   0.0202813  0.00183868     43377.7           0
                         :        374 Minimum Test error found - save the configuration 
                         :        374 |      1386.17     820.296   0.0202726  0.00184307     43408.5           0
                         :        375 Minimum Test error found - save the configuration 
                         :        375 |       1372.8     811.334   0.0202626  0.00183088     43403.6           0
                         :        376 Minimum Test error found - save the configuration 
                         :        376 |      1360.88     801.942   0.0202679  0.00183657     43404.4           0
                         :        377 Minimum Test error found - save the configuration 
                         :        377 |      1347.77     792.567    0.020272  0.00184178       43407           0
                         :        378 Minimum Test error found - save the configuration 
                         :        378 |      1335.12     783.669   0.0203401  0.00184814     43262.1           0
                         :        379 Minimum Test error found - save the configuration 
                         :        379 |      1322.85     774.649    0.020317   0.0018522     43325.7           0
                         :        380 Minimum Test error found - save the configuration 
                         :        380 |      1310.83     765.821   0.0203064  0.00185234     43350.9           0
                         :        381 Minimum Test error found - save the configuration 
                         :        381 |      1297.99     757.467   0.0202893  0.00185897     43406.6           0
                         :        382 Minimum Test error found - save the configuration 
                         :        382 |      1285.94     748.562   0.0203005  0.00185737     43376.7           0
                         :        383 Minimum Test error found - save the configuration 
                         :        383 |      1274.22     739.685   0.0202625  0.00184807     43444.2           0
                         :        384 Minimum Test error found - save the configuration 
                         :        384 |      1261.96     731.563   0.0202715   0.0018486     43424.2           0
                         :        385 Minimum Test error found - save the configuration 
                         :        385 |      1250.47     722.989   0.0202729  0.00183972       43400           0
                         :        386 Minimum Test error found - save the configuration 
                         :        386 |      1238.67      715.06   0.0202876   0.0018405     43367.3           0
                         :        387 Minimum Test error found - save the configuration 
                         :        387 |      1227.04     706.823   0.0202655  0.00183577     43408.1           0
                         :        388 Minimum Test error found - save the configuration 
                         :        388 |      1215.35     698.923   0.0202593  0.00183562     43422.4           0
                         :        389 Minimum Test error found - save the configuration 
                         :        389 |      1203.75     691.132   0.0202665  0.00184124     43418.6           0
                         :        390 Minimum Test error found - save the configuration 
                         :        390 |      1192.28     683.557   0.0202672  0.00183643     43405.6           0
                         :        391 Minimum Test error found - save the configuration 
                         :        391 |      1181.23     675.612   0.0202645  0.00183512     43408.9           0
                         :        392 Minimum Test error found - save the configuration 
                         :        392 |      1169.87     667.736   0.0202777  0.00183326     43373.4           0
                         :        393 Minimum Test error found - save the configuration 
                         :        393 |      1158.66     660.147   0.0203122  0.00184214     43313.2           0
                         :        394 Minimum Test error found - save the configuration 
                         :        394 |      1147.68     652.993   0.0202529  0.00184912     43469.3           0
                         :        395 Minimum Test error found - save the configuration 
                         :        395 |      1136.87     646.435   0.0202584  0.00185028     43459.1           0
                         :        396 Minimum Test error found - save the configuration 
                         :        396 |      1127.19     637.942   0.0202978  0.00186099     43391.6           0
                         :        397 Minimum Test error found - save the configuration 
                         :        397 |      1115.09     630.717   0.0203026  0.00185761     43372.1           0
                         :        398 Minimum Test error found - save the configuration 
                         :        398 |       1104.6     623.974   0.0202785  0.00185438     43421.4           0
                         :        399 Minimum Test error found - save the configuration 
                         :        399 |      1094.24       616.9   0.0202933  0.00184246     43358.5           0
                         :        400 Minimum Test error found - save the configuration 
                         :        400 |      1083.66     610.182    0.020273  0.00183901     43398.1           0
                         :        401 Minimum Test error found - save the configuration 
                         :        401 |      1073.36     603.126   0.0202872  0.00184403     43376.6           0
                         :        402 Minimum Test error found - save the configuration 
                         :        402 |      1063.11     596.597   0.0202949   0.0018444     43359.2           0
                         :        403 Minimum Test error found - save the configuration 
                         :        403 |      1052.82      589.89   0.0202986  0.00185825     43383.1           0
                         :        404 Minimum Test error found - save the configuration 
                         :        404 |      1042.38      583.43   0.0203115  0.00185855     43353.5           0
                         :        405 Minimum Test error found - save the configuration 
                         :        405 |      1032.88     576.662   0.0203145   0.0018596       43349           0
                         :        406 Minimum Test error found - save the configuration 
                         :        406 |      1022.91     570.117   0.0203251  0.00187111       43351           0
                         :        407 Minimum Test error found - save the configuration 
                         :        407 |      1012.33     564.439    0.020314  0.00187126     43377.5           0
                         :        408 Minimum Test error found - save the configuration 
                         :        408 |      1002.99     558.281   0.0203213  0.00186826     43353.3           0
                         :        409 Minimum Test error found - save the configuration 
                         :        409 |      993.522     552.122   0.0202766   0.0018529     43422.2           0
                         :        410 Minimum Test error found - save the configuration 
                         :        410 |      984.148     546.187   0.0202997  0.00185634     43376.1           0
                         :        411 Minimum Test error found - save the configuration 
                         :        411 |      974.684       539.5   0.0202912  0.00185542       43394           0
                         :        412 Minimum Test error found - save the configuration 
                         :        412 |      964.553      533.51   0.0202733  0.00183039       43377           0
                         :        413 Minimum Test error found - save the configuration 
                         :        413 |      955.276     527.895   0.0202545  0.00183298     43427.4           0
                         :        414 Minimum Test error found - save the configuration 
                         :        414 |      945.956     522.054   0.0202711  0.00184086       43407           0
                         :        415 Minimum Test error found - save the configuration 
                         :        415 |      936.889     516.212   0.0203014   0.0018432     43341.3           0
                         :        416 Minimum Test error found - save the configuration 
                         :        416 |      927.514     510.718   0.0203247  0.00185603     43316.5           0
                         :        417 Minimum Test error found - save the configuration 
                         :        417 |      918.532     505.315   0.0203044  0.00185398     43359.5           0
                         :        418 Minimum Test error found - save the configuration 
                         :        418 |      909.795     499.605   0.0202823  0.00183799     43373.9           0
                         :        419 Minimum Test error found - save the configuration 
                         :        419 |      900.823     494.305   0.0203316  0.00186743     43327.2           0
                         :        420 Minimum Test error found - save the configuration 
                         :        420 |      892.261     489.763   0.0203087  0.00186433     43373.7           0
                         :        421 Minimum Test error found - save the configuration 
                         :        421 |      883.445      483.88   0.0203128  0.00185034     43331.3           0
                         :        422 Minimum Test error found - save the configuration 
                         :        422 |      874.717     478.113   0.0203428  0.00186199     43288.1           0
                         :        423 Minimum Test error found - save the configuration 
                         :        423 |      866.305     474.113   0.0203015  0.00186518     43392.7           0
                         :        424 Minimum Test error found - save the configuration 
                         :        424 |      857.594     468.845    0.020308  0.00185827     43361.1           0
                         :        425 Minimum Test error found - save the configuration 
                         :        425 |      849.232     463.248   0.0203071   0.0018479     43338.7           0
                         :        426 Minimum Test error found - save the configuration 
                         :        426 |      840.791     458.305   0.0203266  0.00184649     43289.7           0
                         :        427 Minimum Test error found - save the configuration 
                         :        427 |      832.424     453.102   0.0202933   0.0018447     43363.8           0
                         :        428 Minimum Test error found - save the configuration 
                         :        428 |      824.135      448.37   0.0202826  0.00184197     43382.3           0
                         :        429 Minimum Test error found - save the configuration 
                         :        429 |      816.334     443.235   0.0202848  0.00183662     43364.8           0
                         :        430 Minimum Test error found - save the configuration 
                         :        430 |       807.59     439.241   0.0203115  0.00184837     43329.6           0
                         :        431 Minimum Test error found - save the configuration 
                         :        431 |      799.845     434.422   0.0203195   0.0018502       43315           0
                         :        432 Minimum Test error found - save the configuration 
                         :        432 |      792.001     429.194   0.0203225  0.00185922     43329.3           0
                         :        433 Minimum Test error found - save the configuration 
                         :        433 |      784.129     424.637   0.0202865   0.0018536     43400.7           0
                         :        434 Minimum Test error found - save the configuration 
                         :        434 |      775.777      420.29    0.020306  0.00185688     43362.6           0
                         :        435 Minimum Test error found - save the configuration 
                         :        435 |      768.561     416.032   0.0203465  0.00186498     43286.6           0
                         :        436 Minimum Test error found - save the configuration 
                         :        436 |      760.756     411.845   0.0203178  0.00186477     43353.3           0
                         :        437 Minimum Test error found - save the configuration 
                         :        437 |      753.352      407.21    0.020314  0.00185465     43338.4           0
                         :        438 Minimum Test error found - save the configuration 
                         :        438 |      746.285     402.882   0.0203183  0.00186101     43343.3           0
                         :        439 Minimum Test error found - save the configuration 
                         :        439 |      738.077     399.027   0.0203191  0.00185524       43328           0
                         :        440 Minimum Test error found - save the configuration 
                         :        440 |       731.43     394.371   0.0202878  0.00184379     43374.6           0
                         :        441 Minimum Test error found - save the configuration 
                         :        441 |      723.295     390.915   0.0202995  0.00185365     43370.1           0
                         :        442 Minimum Test error found - save the configuration 
                         :        442 |      716.415     386.834   0.0203167  0.00185178     43325.5           0
                         :        443 Minimum Test error found - save the configuration 
                         :        443 |      709.615     382.342   0.0202777  0.00183587     43379.5           0
                         :        444 Minimum Test error found - save the configuration 
                         :        444 |      702.369     378.241   0.0202829  0.00185989       43424           0
                         :        445 Minimum Test error found - save the configuration 
                         :        445 |      694.743     374.335   0.0202824  0.00184708       43395           0
                         :        446 Minimum Test error found - save the configuration 
                         :        446 |      688.085     370.464   0.0202618  0.00182985       43403           0
                         :        447 Minimum Test error found - save the configuration 
                         :        447 |       680.98     366.513   0.0202725  0.00183855     43398.1           0
                         :        448 Minimum Test error found - save the configuration 
                         :        448 |      674.399     362.301    0.020257   0.0018389     43435.5           0
                         :        449 Minimum Test error found - save the configuration 
                         :        449 |      667.499     358.698   0.0202631  0.00183916     43421.7           0
                         :        450 Minimum Test error found - save the configuration 
                         :        450 |      660.689     354.851   0.0202528  0.00182223     43406.1           0
                         :        451 Minimum Test error found - save the configuration 
                         :        451 |      653.972     351.105   0.0202738  0.00182909     43372.9           0
                         :        452 Minimum Test error found - save the configuration 
                         :        452 |      647.744     347.542   0.0202521  0.00182773     43420.7           0
                         :        453 Minimum Test error found - save the configuration 
                         :        453 |      640.551     343.925   0.0202498  0.00182789     43426.6           0
                         :        454 Minimum Test error found - save the configuration 
                         :        454 |      634.356     340.366   0.0202667  0.00182779     43386.5           0
                         :        455 Minimum Test error found - save the configuration 
                         :        455 |       627.98     336.975   0.0202474  0.00182702     43430.3           0
                         :        456 Minimum Test error found - save the configuration 
                         :        456 |       621.78     333.403    0.020235  0.00182809       43462           0
                         :        457 Minimum Test error found - save the configuration 
                         :        457 |      615.217     330.026   0.0202345  0.00182724     43461.2           0
                         :        458 Minimum Test error found - save the configuration 
                         :        458 |      609.274     326.459   0.0202587   0.0018265     43402.3           0
                         :        459 Minimum Test error found - save the configuration 
                         :        459 |      602.791     323.381   0.0202705  0.00183994     43406.1           0
                         :        460 Minimum Test error found - save the configuration 
                         :        460 |      596.605     320.018   0.0202627  0.00184208     43429.7           0
                         :        461 Minimum Test error found - save the configuration 
                         :        461 |      590.538     316.836   0.0202555  0.00183416     43427.8           0
                         :        462 Minimum Test error found - save the configuration 
                         :        462 |      584.984     313.499     0.02027  0.00183862     43404.3           0
                         :        463 Minimum Test error found - save the configuration 
                         :        463 |      578.649     311.101   0.0202639  0.00184316     43429.3           0
                         :        464 Minimum Test error found - save the configuration 
                         :        464 |      573.088     307.559   0.0202597  0.00184778     43450.2           0
                         :        465 Minimum Test error found - save the configuration 
                         :        465 |      566.768     304.518   0.0202705  0.00183991     43406.2           0
                         :        466 Minimum Test error found - save the configuration 
                         :        466 |      561.036     301.186   0.0202832  0.00183125     43355.9           0
                         :        467 Minimum Test error found - save the configuration 
                         :        467 |      555.337     297.972   0.0203132  0.00184069     43307.6           0
                         :        468 Minimum Test error found - save the configuration 
                         :        468 |      549.366     294.987   0.0202875  0.00184543       43379           0
                         :        469 Minimum Test error found - save the configuration 
                         :        469 |      543.838     291.948   0.0202902   0.0018476     43377.7           0
                         :        470 Minimum Test error found - save the configuration 
                         :        470 |      538.187     289.374   0.0203076  0.00185253     43348.6           0
                         :        471 Minimum Test error found - save the configuration 
                         :        471 |      533.045     287.391   0.0203098  0.00185867     43357.8           0
                         :        472 Minimum Test error found - save the configuration 
                         :        472 |      527.677     283.469   0.0203356  0.00187108     43326.3           0
                         :        473 Minimum Test error found - save the configuration 
                         :        473 |      521.939     281.493   0.0203195  0.00187078     43363.4           0
                         :        474 Minimum Test error found - save the configuration 
                         :        474 |      516.507      277.52   0.0203185  0.00186156     43344.2           0
                         :        475 Minimum Test error found - save the configuration 
                         :        475 |      511.099      274.73   0.0203221  0.00186384     43341.1           0
                         :        476 Minimum Test error found - save the configuration 
                         :        476 |      505.687     272.394   0.0203248  0.00186884     43346.4           0
                         :        477 Minimum Test error found - save the configuration 
                         :        477 |      500.496     269.528   0.0202994  0.00186112       43388           0
                         :        478 Minimum Test error found - save the configuration 
                         :        478 |      495.353     267.057   0.0203336  0.00186088     43307.1           0
                         :        479 Minimum Test error found - save the configuration 
                         :        479 |      490.629     263.714    0.020339  0.00186108     43294.8           0
                         :        480 Minimum Test error found - save the configuration 
                         :        480 |       485.03     261.371   0.0203331  0.00185271     43289.1           0
                         :        481 Minimum Test error found - save the configuration 
                         :        481 |      479.874     259.031   0.0203374  0.00186179     43300.4           0
                         :        482 Minimum Test error found - save the configuration 
                         :        482 |      475.007     256.102   0.0203477  0.00186555     43285.1           0
                         :        483 Minimum Test error found - save the configuration 
                         :        483 |      469.992     253.789   0.0203202  0.00185236     43318.7           0
                         :        484 Minimum Test error found - save the configuration 
                         :        484 |      465.281     251.238   0.0203224  0.00186768     43349.3           0
                         :        485 Minimum Test error found - save the configuration 
                         :        485 |      460.251     248.838   0.0203262  0.00187096     43348.2           0
                         :        486 Minimum Test error found - save the configuration 
                         :        486 |       455.62     246.377   0.0203249  0.00187095     43351.1           0
                         :        487 Minimum Test error found - save the configuration 
                         :        487 |      450.651     243.754   0.0203103  0.00186338     43367.6           0
                         :        488 Minimum Test error found - save the configuration 
                         :        488 |      446.056     241.922   0.0202819  0.00186264     43432.9           0
                         :        489 Minimum Test error found - save the configuration 
                         :        489 |      441.812     239.728    0.020307  0.00185637     43358.9           0
                         :        490 Minimum Test error found - save the configuration 
                         :        490 |      436.843     237.014   0.0203116  0.00184398     43319.1           0
                         :        491 Minimum Test error found - save the configuration 
                         :        491 |      432.493     234.767   0.0203001  0.00185458     43371.1           0
                         :        492 Minimum Test error found - save the configuration 
                         :        492 |      427.603     232.096   0.0202766  0.00183275     43374.8           0
                         :        493 Minimum Test error found - save the configuration 
                         :        493 |      423.274     229.787   0.0202937  0.00185054     43376.5           0
                         :        494 Minimum Test error found - save the configuration 
                         :        494 |      418.844     227.749   0.0202757  0.00183613     43384.8           0
                         :        495 Minimum Test error found - save the configuration 
                         :        495 |      414.531     225.656   0.0202611  0.00183898     43426.1           0
                         :        496 Minimum Test error found - save the configuration 
                         :        496 |      410.183      223.18   0.0202604  0.00183219     43411.8           0
                         :        497 Minimum Test error found - save the configuration 
                         :        497 |      405.834     221.655   0.0203144  0.00186744     43367.7           0
                         :        498 Minimum Test error found - save the configuration 
                         :        498 |       401.49     219.379   0.0203187  0.00186955     43362.5           0
                         :        499 Minimum Test error found - save the configuration 
                         :        499 |      397.404      217.09    0.020326  0.00186846     43342.7           0
                         :        500 Minimum Test error found - save the configuration 
                         :        500 |      393.357     214.959   0.0203444  0.00187054     43304.4           0
                         :        501 Minimum Test error found - save the configuration 
                         :        501 |      389.147     212.822   0.0203131  0.00186773     43371.3           0
                         :        502 Minimum Test error found - save the configuration 
                         :        502 |      385.024     211.208   0.0202954  0.00183751       43342           0
                         :        503 Minimum Test error found - save the configuration 
                         :        503 |      380.852     209.209    0.020285  0.00183826     43368.2           0
                         :        504 Minimum Test error found - save the configuration 
                         :        504 |      376.759     206.732   0.0202887  0.00184703     43380.1           0
                         :        505 Minimum Test error found - save the configuration 
                         :        505 |      373.235     204.615   0.0202864  0.00184417     43378.7           0
                         :        506 Minimum Test error found - save the configuration 
                         :        506 |      368.792     202.597   0.0202849  0.00184323       43380           0
                         :        507 Minimum Test error found - save the configuration 
                         :        507 |       365.12     200.612   0.0202695  0.00184946       43431           0
                         :        508 Minimum Test error found - save the configuration 
                         :        508 |      361.207     198.815   0.0203963  0.00185824     43154.3           0
                         :        509 Minimum Test error found - save the configuration 
                         :        509 |      357.446     196.825    0.020337  0.00186722     43313.9           0
                         :        510 Minimum Test error found - save the configuration 
                         :        510 |       353.83     195.206   0.0202857  0.00184989     43393.9           0
                         :        511 Minimum Test error found - save the configuration 
                         :        511 |      349.811     193.316   0.0203047  0.00183601     43316.6           0
                         :        512 Minimum Test error found - save the configuration 
                         :        512 |      346.227     191.479   0.0202773  0.00185063     43415.4           0
                         :        513 Minimum Test error found - save the configuration 
                         :        513 |      342.376     189.957   0.0202786   0.0018486     43407.5           0
                         :        514 Minimum Test error found - save the configuration 
                         :        514 |      338.795     188.176   0.0202529  0.00184482     43459.1           0
                         :        515 Minimum Test error found - save the configuration 
                         :        515 |      335.414     185.926   0.0202787  0.00184383     43395.9           0
                         :        516 Minimum Test error found - save the configuration 
                         :        516 |      331.874     184.045   0.0202686  0.00184046     43411.8           0
                         :        517 Minimum Test error found - save the configuration 
                         :        517 |       328.18     182.632   0.0203077  0.00185364     43350.8           0
                         :        518 Minimum Test error found - save the configuration 
                         :        518 |       324.95     180.781   0.0203125  0.00184937     43329.7           0
                         :        519 Minimum Test error found - save the configuration 
                         :        519 |      321.203       178.9   0.0203177  0.00185565     43332.1           0
                         :        520 Minimum Test error found - save the configuration 
                         :        520 |      317.718     177.442   0.0202674  0.00183948     43412.3           0
                         :        521 Minimum Test error found - save the configuration 
                         :        521 |      314.581     175.764   0.0202897  0.00184458     43371.9           0
                         :        522 Minimum Test error found - save the configuration 
                         :        522 |       311.11     174.493   0.0203114  0.00186509     43369.1           0
                         :        523 Minimum Test error found - save the configuration 
                         :        523 |      307.982     172.397   0.0202926  0.00185785     43396.4           0
                         :        524 Minimum Test error found - save the configuration 
                         :        524 |       304.81     170.666   0.0202787  0.00185388     43419.7           0
                         :        525 Minimum Test error found - save the configuration 
                         :        525 |      301.118     169.378   0.0202907    0.001861     43408.2           0
                         :        526 Minimum Test error found - save the configuration 
                         :        526 |      298.072     167.665   0.0202969  0.00186431     43401.3           0
                         :        527 Minimum Test error found - save the configuration 
                         :        527 |      294.679     165.999   0.0203037   0.0018626     43381.4           0
                         :        528 Minimum Test error found - save the configuration 
                         :        528 |      291.513     164.786   0.0203412  0.00185472     43274.9           0
                         :        529 Minimum Test error found - save the configuration 
                         :        529 |      288.549     162.538   0.0202888   0.0018496     43385.8           0
                         :        530 Minimum Test error found - save the configuration 
                         :        530 |       285.46     160.953   0.0203062  0.00185447     43356.3           0
                         :        531 Minimum Test error found - save the configuration 
                         :        531 |      282.194     160.069   0.0202877    0.001843       43373           0
                         :        532 Minimum Test error found - save the configuration 
                         :        532 |      279.285     158.085   0.0203149  0.00185239     43331.1           0
                         :        533 Minimum Test error found - save the configuration 
                         :        533 |      276.277     156.444    0.020305  0.00184345     43333.2           0
                         :        534 Minimum Test error found - save the configuration 
                         :        534 |      273.187      155.38   0.0202961  0.00185258     43375.7           0
                         :        535 Minimum Test error found - save the configuration 
                         :        535 |       270.27     153.795   0.0203031  0.00186305     43383.8           0
                         :        536 Minimum Test error found - save the configuration 
                         :        536 |      267.489     153.131   0.0202935  0.00186295     43406.2           0
                         :        537 Minimum Test error found - save the configuration 
                         :        537 |      264.706     151.863   0.0202904  0.00185426       43393           0
                         :        538 Minimum Test error found - save the configuration 
                         :        538 |      261.553     149.436    0.020304  0.00186547     43387.5           0
                         :        539 Minimum Test error found - save the configuration 
                         :        539 |      258.855     147.798   0.0203044  0.00186147     43377.1           0
                         :        540 Minimum Test error found - save the configuration 
                         :        540 |       256.15     147.428   0.0202805   0.0018566     43421.9           0
                         :        541 Minimum Test error found - save the configuration 
                         :        541 |      253.039     145.035   0.0203001  0.00184839     43356.3           0
                         :        542 Minimum Test error found - save the configuration 
                         :        542 |      250.312     144.513   0.0202729  0.00183997     43400.6           0
                         :        543 Minimum Test error found - save the configuration 
                         :        543 |       247.53     142.968   0.0202599  0.00184237     43436.8           0
                         :        544 Minimum Test error found - save the configuration 
                         :        544 |      245.214     141.203   0.0202823  0.00184604     43392.8           0
                         :        545 Minimum Test error found - save the configuration 
                         :        545 |      242.215     140.603   0.0202796   0.0018367     43377.1           0
                         :        546 Minimum Test error found - save the configuration 
                         :        546 |       239.98     138.837   0.0202797  0.00184609     43398.9           0
                         :        547 Minimum Test error found - save the configuration 
                         :        547 |      236.986     137.111   0.0203025  0.00183417     43317.3           0
                         :        548 Minimum Test error found - save the configuration 
                         :        548 |      234.457     136.585   0.0202926  0.00186131     43404.4           0
                         :        549 Minimum Test error found - save the configuration 
                         :        549 |      231.993     134.537   0.0202797    0.001848     43403.5           0
                         :        550 Minimum Test error found - save the configuration 
                         :        550 |      229.073     133.529   0.0202481  0.00184223     43464.4           0
                         :        551 Minimum Test error found - save the configuration 
                         :        551 |      226.719     132.006   0.0202824  0.00186046     43426.5           0
                         :        552 Minimum Test error found - save the configuration 
                         :        552 |      224.351     130.562   0.0202909  0.00186112       43408           0
                         :        553 Minimum Test error found - save the configuration 
                         :        553 |      221.788     129.564   0.0202859  0.00185222     43398.8           0
                         :        554 Minimum Test error found - save the configuration 
                         :        554 |      219.293     128.465   0.0202545  0.00183013     43420.8           0
                         :        555 Minimum Test error found - save the configuration 
                         :        555 |      217.036     127.205   0.0203029  0.00183972     43329.4           0
                         :        556 Minimum Test error found - save the configuration 
                         :        556 |      214.268     126.316   0.0202991  0.00185819     43381.9           0
                         :        557 Minimum Test error found - save the configuration 
                         :        557 |      212.228      124.83   0.0202845  0.00183099     43352.3           0
                         :        558 Minimum Test error found - save the configuration 
                         :        558 |      209.504     123.586   0.0202529  0.00183713       43441           0
                         :        559 Minimum Test error found - save the configuration 
                         :        559 |      207.159     122.324   0.0202769  0.00183964     43390.5           0
                         :        560 Minimum Test error found - save the configuration 
                         :        560 |      205.047     121.297   0.0202538  0.00183885       43443           0
                         :        561 Minimum Test error found - save the configuration 
                         :        561 |      202.681     119.808   0.0202832  0.00183987     43376.1           0
                         :        562 Minimum Test error found - save the configuration 
                         :        562 |      200.243     118.695   0.0202963  0.00185713     43385.8           0
                         :        563 Minimum Test error found - save the configuration 
                         :        563 |      198.124     117.938   0.0203614  0.00185123     43219.4           0
                         :        564 Minimum Test error found - save the configuration 
                         :        564 |      196.071     116.655   0.0202352  0.00183793     43484.7           0
                         :        565 Minimum Test error found - save the configuration 
                         :        565 |      193.376     116.524   0.0202733  0.00185387     43432.4           0
                         :        566 Minimum Test error found - save the configuration 
                         :        566 |      191.187     114.259   0.0202751  0.00184502     43407.3           0
                         :        567 Minimum Test error found - save the configuration 
                         :        567 |      189.126     113.649   0.0202734  0.00183627     43390.7           0
                         :        568 Minimum Test error found - save the configuration 
                         :        568 |      187.353     112.086    0.020266  0.00183857     43413.6           0
                         :        569 Minimum Test error found - save the configuration 
                         :        569 |      184.843     110.986   0.0202966  0.00185245     43374.2           0
                         :        570 Minimum Test error found - save the configuration 
                         :        570 |      182.578     109.863   0.0202643  0.00183603     43411.5           0
                         :        571 Minimum Test error found - save the configuration 
                         :        571 |      180.344     109.156   0.0202885   0.0018453     43376.5           0
                         :        572 Minimum Test error found - save the configuration 
                         :        572 |      178.253     107.938   0.0202702  0.00183027       43384           0
                         :        573 Minimum Test error found - save the configuration 
                         :        573 |      176.127     107.236   0.0202504  0.00182751     43424.2           0
                         :        574 Minimum Test error found - save the configuration 
                         :        574 |      174.227     105.624   0.0202508  0.00182645     43420.9           0
                         :        575 Minimum Test error found - save the configuration 
                         :        575 |      171.884     104.492   0.0202471  0.00183022     43438.3           0
                         :        576 Minimum Test error found - save the configuration 
                         :        576 |      169.951     103.673    0.020269  0.00184143     43413.1           0
                         :        577 Minimum Test error found - save the configuration 
                         :        577 |      167.913     103.084   0.0202452  0.00183727     43459.5           0
                         :        578 Minimum Test error found - save the configuration 
                         :        578 |      166.001     101.729   0.0202337  0.00182824     43465.4           0
                         :        579 Minimum Test error found - save the configuration 
                         :        579 |       164.03     100.436   0.0202497  0.00184579       43469           0
                         :        580 Minimum Test error found - save the configuration 
                         :        580 |      162.074     99.9274   0.0202678  0.00184383     43421.6           0
                         :        581 Minimum Test error found - save the configuration 
                         :        581 |      160.162     99.1838   0.0202436  0.00183904     43467.5           0
                         :        582 Minimum Test error found - save the configuration 
                         :        582 |       158.66     99.0595   0.0202401  0.00183159     43458.2           0
                         :        583 Minimum Test error found - save the configuration 
                         :        583 |      156.733     97.1666   0.0202426  0.00182664     43440.6           0
                         :        584 Minimum Test error found - save the configuration 
                         :        584 |      154.478     95.7832   0.0202613  0.00183189     43408.8           0
                         :        585 Minimum Test error found - save the configuration 
                         :        585 |      152.706     95.1533   0.0202384   0.0018264     43449.9           0
                         :        586 Minimum Test error found - save the configuration 
                         :        586 |      150.754     93.8557    0.020227  0.00182729       43479           0
                         :        587 Minimum Test error found - save the configuration 
                         :        587 |      149.081      92.829   0.0202439  0.00182788     43440.4           0
                         :        588 Minimum Test error found - save the configuration 
                         :        588 |       147.23     92.4613   0.0202561  0.00182689     43409.2           0
                         :        589 Minimum Test error found - save the configuration 
                         :        589 |      145.471     91.0061   0.0202495  0.00183489     43443.8           0
                         :        590 Minimum Test error found - save the configuration 
                         :        590 |      143.743     90.5437   0.0202696  0.00182084     43363.4           0
                         :        591 Minimum Test error found - save the configuration 
                         :        591 |      141.939     89.4397   0.0202498  0.00183385     43440.5           0
                         :        592 Minimum Test error found - save the configuration 
                         :        592 |      140.061     88.8444   0.0202354  0.00183603     43479.7           0
                         :        593 Minimum Test error found - save the configuration 
                         :        593 |      138.928     88.0284   0.0202512  0.00184648       43467           0
                         :        594 Minimum Test error found - save the configuration 
                         :        594 |      137.088     86.8656   0.0202635  0.00184852       43443           0
                         :        595 Minimum Test error found - save the configuration 
                         :        595 |      135.294     86.3868   0.0202851  0.00185615     43410.1           0
                         :        596 Minimum Test error found - save the configuration 
                         :        596 |      133.619     84.9079   0.0202674  0.00185312     43444.5           0
                         :        597 Minimum Test error found - save the configuration 
                         :        597 |      131.713     84.1538    0.020254  0.00183825     43441.2           0
                         :        598 Minimum Test error found - save the configuration 
                         :        598 |      130.379     83.6492   0.0202573  0.00183219     43418.9           0
                         :        599 Minimum Test error found - save the configuration 
                         :        599 |       128.94     82.7739   0.0202908  0.00183222     43340.3           0
                         :        600 Minimum Test error found - save the configuration 
                         :        600 |      127.219     81.6002   0.0202605  0.00183983     43429.5           0
                         :        601 Minimum Test error found - save the configuration 
                         :        601 |      125.412      80.687   0.0202491  0.00182922     43431.3           0
                         :        602 Minimum Test error found - save the configuration 
                         :        602 |      123.992     80.5649   0.0202504  0.00182976     43429.6           0
                         :        603 Minimum Test error found - save the configuration 
                         :        603 |      122.448     78.9034   0.0202548  0.00183161     43423.5           0
                         :        604 |      120.876     79.0339   0.0201983  0.00177181     43415.7           1
                         :        605 Minimum Test error found - save the configuration 
                         :        605 |      119.533      77.344   0.0203087   0.0018482     43335.8           0
                         :        606 Minimum Test error found - save the configuration 
                         :        606 |      117.832     76.7783   0.0202965  0.00185503     43380.5           0
                         :        607 Minimum Test error found - save the configuration 
                         :        607 |       116.37     76.2403   0.0202593  0.00184654     43448.1           0
                         :        608 Minimum Test error found - save the configuration 
                         :        608 |        115.1     75.3084   0.0202513  0.00183475     43439.1           0
                         :        609 Minimum Test error found - save the configuration 
                         :        609 |      113.483     74.7557   0.0202516  0.00183973     43450.3           0
                         :        610 Minimum Test error found - save the configuration 
                         :        610 |      112.127     73.4147   0.0202362  0.00184495     43498.9           0
                         :        611 Minimum Test error found - save the configuration 
                         :        611 |       110.87     73.3943   0.0202456  0.00184464       43476           0
                         :        612 Minimum Test error found - save the configuration 
                         :        612 |      109.479     72.1448   0.0202469  0.00184768     43480.1           0
                         :        613 Minimum Test error found - save the configuration 
                         :        613 |      107.964     71.8464   0.0202649  0.00184198     43424.2           0
                         :        614 Minimum Test error found - save the configuration 
                         :        614 |      106.566      70.919   0.0202745  0.00184883     43417.6           0
                         :        615 Minimum Test error found - save the configuration 
                         :        615 |      105.164     70.0131   0.0202886  0.00185511     43399.3           0
                         :        616 Minimum Test error found - save the configuration 
                         :        616 |      104.037     69.6966   0.0202921   0.0018496     43378.1           0
                         :        617 Minimum Test error found - save the configuration 
                         :        617 |      102.715     68.2775   0.0202715  0.00183387     43389.6           0
                         :        618 Minimum Test error found - save the configuration 
                         :        618 |      101.162      67.631   0.0202798  0.00184525     43396.7           0
                         :        619 |      99.9312      67.671   0.0201823  0.00176761     43443.5           1
                         :        620 |      98.8844     68.0628    0.020211  0.00177834     43401.3           2
                         :        621 Minimum Test error found - save the configuration 
                         :        621 |      97.6635     65.6963   0.0202658  0.00185811     43460.1           0
                         :        622 Minimum Test error found - save the configuration 
                         :        622 |      96.4681     65.0299   0.0202689  0.00185806     43452.7           0
                         :        623 Minimum Test error found - save the configuration 
                         :        623 |      94.8709     64.4095   0.0202703  0.00184906     43428.1           0
                         :        624 Minimum Test error found - save the configuration 
                         :        624 |      93.7139     63.5908   0.0203019  0.00186804     43398.5           0
                         :        625 Minimum Test error found - save the configuration 
                         :        625 |      92.5773     63.3675   0.0202545  0.00185609     43482.1           0
                         :        626 Minimum Test error found - save the configuration 
                         :        626 |      91.5697     62.4778   0.0202766  0.00185911       43437           0
                         :        627 Minimum Test error found - save the configuration 
                         :        627 |      90.2945     62.0566    0.020304  0.00185807       43370           0
                         :        628 Minimum Test error found - save the configuration 
                         :        628 |      89.0976     61.8327   0.0202722  0.00185237     43431.5           0
                         :        629 Minimum Test error found - save the configuration 
                         :        629 |      87.8985     60.8178   0.0202886  0.00185528     43399.6           0
                         :        630 Minimum Test error found - save the configuration 
                         :        630 |       86.705     59.9554   0.0202951  0.00185476     43383.2           0
                         :        631 Minimum Test error found - save the configuration 
                         :        631 |      85.6427      59.368   0.0202727  0.00184849     43421.2           0
                         :        632 Minimum Test error found - save the configuration 
                         :        632 |      84.6234     59.0428   0.0202866  0.00185235     43397.5           0
                         :        633 Minimum Test error found - save the configuration 
                         :        633 |       83.447     57.9958   0.0202822  0.00184018     43379.1           0
                         :        634 Minimum Test error found - save the configuration 
                         :        634 |      82.4002     57.4694   0.0202841  0.00186921       43443           0
                         :        635 Minimum Test error found - save the configuration 
                         :        635 |      81.3502     56.8348     0.02024  0.00184798     43497.1           0
                         :        636 Minimum Test error found - save the configuration 
                         :        636 |      80.5651     56.5517   0.0202752  0.00186491     43453.9           0
                         :        637 Minimum Test error found - save the configuration 
                         :        637 |      79.2689     55.9097   0.0203433  0.00188878     43349.8           0
                         :        638 Minimum Test error found - save the configuration 
                         :        638 |      78.0895     54.9566   0.0203062  0.00186943     43391.5           0
                         :        639 |      77.1155     55.2552   0.0202073  0.00178971     43436.8           1
                         :        640 Minimum Test error found - save the configuration 
                         :        640 |      76.0929     54.5318   0.0203123  0.00185917     43353.1           0
                         :        641 Minimum Test error found - save the configuration 
                         :        641 |      75.2819     53.8927   0.0203023  0.00185605     43369.3           0
                         :        642 Minimum Test error found - save the configuration 
                         :        642 |      74.2869      53.505    0.020274  0.00184951     43420.4           0
                         :        643 Minimum Test error found - save the configuration 
                         :        643 |      73.3498     52.4778   0.0202627  0.00183532     43413.7           0
                         :        644 |      72.7723     52.5908   0.0202115  0.00177483     43391.7           1
                         :        645 Minimum Test error found - save the configuration 
                         :        645 |      71.4952     51.5081   0.0202538  0.00184699     43462.2           0
                         :        646 Minimum Test error found - save the configuration 
                         :        646 |      70.5381     51.1393   0.0202622  0.00184143     43429.3           0
                         :        647 Minimum Test error found - save the configuration 
                         :        647 |      69.7235     50.8756    0.020233  0.00182657     43463.2           0
                         :        648 Minimum Test error found - save the configuration 
                         :        648 |      68.6376     50.2416   0.0203094  0.00186479     43373.1           0
                         :        649 Minimum Test error found - save the configuration 
                         :        649 |      67.9405     50.0083   0.0202633  0.00186149       43474           0
                         :        650 Minimum Test error found - save the configuration 
                         :        650 |      66.9887     48.8004   0.0202607  0.00184155       43433           0
                         :        651 Minimum Test error found - save the configuration 
                         :        651 |      66.0205     48.7667   0.0202546  0.00184406     43453.4           0
                         :        652 Minimum Test error found - save the configuration 
                         :        652 |      65.3202     48.2326   0.0202217  0.00184148       43525           0
                         :        653 Minimum Test error found - save the configuration 
                         :        653 |      64.4185     47.8117   0.0202388  0.00183995     43480.9           0
                         :        654 Minimum Test error found - save the configuration 
                         :        654 |      63.4736     47.5481   0.0202591  0.00184488     43444.6           0
                         :        655 Minimum Test error found - save the configuration 
                         :        655 |      63.0416     46.5563   0.0202644  0.00183785     43415.5           0
                         :        656 |      61.9784     47.7349   0.0201955  0.00177629       43433           1
                         :        657 Minimum Test error found - save the configuration 
                         :        657 |      61.0451     46.1563   0.0202834  0.00184387       43385           0
                         :        658 Minimum Test error found - save the configuration 
                         :        658 |      60.4994      45.514   0.0202729    0.001832     43381.7           0
                         :        659 Minimum Test error found - save the configuration 
                         :        659 |      59.6076     45.3985   0.0202974  0.00184638       43358           0
                         :        660 Minimum Test error found - save the configuration 
                         :        660 |      58.3769     44.2437   0.0202876  0.00184285     43372.7           0
                         :        661 Minimum Test error found - save the configuration 
                         :        661 |      57.6372     43.7676   0.0202755  0.00184393     43403.8           0
                         :        662 |      56.9725     44.0443   0.0202347  0.00177413     43335.7           1
                         :        663 Minimum Test error found - save the configuration 
                         :        663 |      56.5864     43.2852   0.0203088   0.0018526     43345.8           0
                         :        664 Minimum Test error found - save the configuration 
                         :        664 |      55.4978     43.1236   0.0202795  0.00185037     43409.5           0
                         :        665 Minimum Test error found - save the configuration 
                         :        665 |      54.6317      42.296   0.0202678  0.00184406     43422.3           0
                         :        666 Minimum Test error found - save the configuration 
                         :        666 |      53.7656     42.0001   0.0203093   0.0018594     43360.6           0
                         :        667 Minimum Test error found - save the configuration 
                         :        667 |      53.1542     41.8679   0.0202979  0.00186413     43398.5           0
                         :        668 Minimum Test error found - save the configuration 
                         :        668 |      52.4637     41.1116    0.020478  0.00187221     42997.3           0
                         :        669 Minimum Test error found - save the configuration 
                         :        669 |      51.8195     41.0752   0.0202939  0.00184869     43371.8           0
                         :        670 Minimum Test error found - save the configuration 
                         :        670 |      51.3691     40.0652   0.0203011  0.00185445     43368.2           0
                         :        671 |      50.3493     40.6122   0.0202357  0.00177359       43332           1
                         :        672 Minimum Test error found - save the configuration 
                         :        672 |       50.227     39.9412   0.0203142  0.00185344     43335.1           0
                         :        673 |      49.5484     40.1615   0.0202336  0.00177869       43349           1
                         :        674 Minimum Test error found - save the configuration 
                         :        674 |      48.4916     38.8141   0.0202846  0.00184535     43385.7           0
                         :        675 |      47.6456     38.9277   0.0202383  0.00178849     43360.9           1
                         :        676 Minimum Test error found - save the configuration 
                         :        676 |      47.1893     37.8619   0.0202777  0.00186025     43437.1           0
                         :        677 |      46.3787     37.9467   0.0202227  0.00178765     43395.5           1
                         :        678 Minimum Test error found - save the configuration 
                         :        678 |      45.9211      37.413   0.0203171  0.00187119     43369.9           0
                         :        679 Minimum Test error found - save the configuration 
                         :        679 |      45.3126     37.1018   0.0203436  0.00189384     43361.1           0
                         :        680 Minimum Test error found - save the configuration 
                         :        680 |      44.5822     36.6666   0.0203036  0.00185432     43362.2           0
                         :        681 Minimum Test error found - save the configuration 
                         :        681 |      44.0228     36.4802   0.0202756  0.00183589     43384.7           0
                         :        682 |      43.4381     36.6527   0.0202146  0.00177876     43393.7           1
                         :        683 Minimum Test error found - save the configuration 
                         :        683 |      43.0838      36.464   0.0202617  0.00184447     43437.5           0
                         :        684 Minimum Test error found - save the configuration 
                         :        684 |      42.5532     35.6983   0.0203109  0.00184696     43327.7           0
                         :        685 |      42.1257     36.2668   0.0202206    0.001781     43384.9           1
                         :        686 |      41.5339     35.7237   0.0202328  0.00177837     43350.1           2
                         :        687 Minimum Test error found - save the configuration 
                         :        687 |      40.6625     35.0529   0.0203031  0.00184129     43332.7           0
                         :        688 Minimum Test error found - save the configuration 
                         :        688 |      40.0599     34.2248   0.0203305  0.00185105     43291.4           0
                         :        689 Minimum Test error found - save the configuration 
                         :        689 |      39.6313     34.1611   0.0203131  0.00186363     43361.7           0
                         :        690 Minimum Test error found - save the configuration 
                         :        690 |      38.9409     33.4462   0.0202604   0.0018461     43444.6           0
                         :        691 Minimum Test error found - save the configuration 
                         :        691 |      38.4502     33.4364   0.0202717   0.0018411       43406           0
                         :        692 Minimum Test error found - save the configuration 
                         :        692 |      38.0278     33.2175   0.0203049  0.00185981     43371.9           0
                         :        693 Minimum Test error found - save the configuration 
                         :        693 |       37.767     32.9831   0.0202852  0.00185052     43396.4           0
                         :        694 Minimum Test error found - save the configuration 
                         :        694 |      37.0624     32.4742   0.0202702  0.00184925     43428.7           0
                         :        695 Minimum Test error found - save the configuration 
                         :        695 |      36.6751     32.1696   0.0202909  0.00184307     43365.5           0
                         :        696 Minimum Test error found - save the configuration 
                         :        696 |      36.1991      32.047   0.0202942  0.00184335     43358.5           0
                         :        697 |      35.6998     33.0131   0.0202507  0.00177781     43306.7           1
                         :        698 Minimum Test error found - save the configuration 
                         :        698 |       35.402     31.5031   0.0202703  0.00183583       43397           0
                         :        699 |      34.5762     31.6582   0.0202123  0.00177511     43390.6           1
                         :        700 Minimum Test error found - save the configuration 
                         :        700 |        34.27     31.0769   0.0202644    0.001846     43434.7           0
                         :        701 |      33.8818     31.1185   0.0201979  0.00177675     43428.3           1
                         :        702 Minimum Test error found - save the configuration 
                         :        702 |      33.1589     30.6094   0.0202478  0.00183223     43441.5           0
                         :        703 Minimum Test error found - save the configuration 
                         :        703 |      32.9126     30.0989   0.0203199  0.00185797     43332.5           0
                         :        704 |      32.5222     30.2368   0.0202251  0.00178738     43389.3           1
                         :        705 |      32.1819      30.416   0.0202044  0.00178729     43437.8           2
                         :        706 Minimum Test error found - save the configuration 
                         :        706 |      32.0007     30.0787   0.0202673  0.00185196     43442.1           0
                         :        707 Minimum Test error found - save the configuration 
                         :        707 |      31.6182     29.4563    0.020268  0.00184793     43430.9           0
                         :        708 Minimum Test error found - save the configuration 
                         :        708 |      30.8951     29.0297   0.0202736  0.00184496     43410.6           0
                         :        709 |       30.414     29.4748    0.020219  0.00178035     43387.2           1
                         :        710 |      30.1647     29.1161   0.0202296  0.00177821     43357.2           2
                         :        711 Minimum Test error found - save the configuration 
                         :        711 |      29.5341     28.5538   0.0202738   0.0018422     43403.8           0
                         :        712 Minimum Test error found - save the configuration 
                         :        712 |       29.471     28.0677   0.0202507  0.00183268     43435.8           0
                         :        713 |      28.9414     28.7382   0.0202036  0.00177077     43400.7           1
                         :        714 Minimum Test error found - save the configuration 
                         :        714 |      28.6458     27.8257   0.0203165  0.00185485     43333.2           0
                         :        715 Minimum Test error found - save the configuration 
                         :        715 |      28.3921     27.3666   0.0202889  0.00184237     43368.5           0
                         :        716 Minimum Test error found - save the configuration 
                         :        716 |      27.8917       27.07   0.0203075  0.00185564     43355.9           0
                         :        717 |      27.5945     27.7232   0.0202449  0.00177832     43321.4           1
                         :        718 |      27.4102     27.0906   0.0202416  0.00178913     43354.6           2
                         :        719 Minimum Test error found - save the configuration 
                         :        719 |       26.748     26.7955   0.0203044  0.00185917     43371.6           0
                         :        720 Minimum Test error found - save the configuration 
                         :        720 |      26.5395     26.3587   0.0202775  0.00183359     43374.7           0
                         :        721 Minimum Test error found - save the configuration 
                         :        721 |      26.1495     26.3275   0.0202615  0.00183814     43423.1           0
                         :        722 Minimum Test error found - save the configuration 
                         :        722 |      25.6494     25.9015   0.0202664  0.00183987     43415.6           0
                         :        723 |      25.4086     25.9113    0.020195   0.0017833     43450.7           1
                         :        724 Minimum Test error found - save the configuration 
                         :        724 |      25.1147     25.8323   0.0202584  0.00182332     43395.6           0
                         :        725 Minimum Test error found - save the configuration 
                         :        725 |      24.8559     25.3947    0.020294   0.0018345       43338           0
                         :        726 Minimum Test error found - save the configuration 
                         :        726 |      24.4778      25.039   0.0203002   0.0018469     43352.7           0
                         :        727 |      24.3119      25.064   0.0202206  0.00176909     43356.8           1
                         :        728 |      24.0723     25.1746   0.0202009  0.00177436     43415.7           2
                         :        729 Minimum Test error found - save the configuration 
                         :        729 |      23.7776      24.455   0.0202572  0.00183824     43433.4           0
                         :        730 |      23.3369     24.8374   0.0202178   0.0017741     43375.2           1
                         :        731 Minimum Test error found - save the configuration 
                         :        731 |        23.15     24.1359   0.0202662  0.00182148     43372.8           0
                         :        732 |       22.834     24.3521    0.020261  0.00179113     43313.7           1
                         :        733 Minimum Test error found - save the configuration 
                         :        733 |      22.5572     23.9412   0.0202518  0.00183938       43449           0
                         :        734 |      22.5541     23.9625   0.0201964  0.00178561     43452.9           1
                         :        735 Minimum Test error found - save the configuration 
                         :        735 |      22.2504     23.4976   0.0202894  0.00185275     43391.8           0
                         :        736 Minimum Test error found - save the configuration 
                         :        736 |      21.8372     23.2079   0.0202997  0.00186172     43388.6           0
                         :        737 |      21.4498     23.2224   0.0202217  0.00178939       43402           1
                         :        738 Minimum Test error found - save the configuration 
                         :        738 |      21.2031      22.993    0.020281  0.00184725     43398.6           0
                         :        739 Minimum Test error found - save the configuration 
                         :        739 |      21.0567      22.782   0.0202717  0.00184053     43404.8           0
                         :        740 Minimum Test error found - save the configuration 
                         :        740 |      20.9019     22.6068   0.0202942  0.00183817     43346.2           0
                         :        741 |      20.3416     22.6977    0.020219  0.00177922     43384.4           1
                         :        742 Minimum Test error found - save the configuration 
                         :        742 |      20.3018     22.4372   0.0203347  0.00185171       43283           0
                         :        743 Minimum Test error found - save the configuration 
                         :        743 |      20.0238     22.1997   0.0203315  0.00185908     43307.7           0
                         :        744 |      19.9186     23.0275   0.0202426  0.00177973     43330.3           1
                         :        745 Minimum Test error found - save the configuration 
                         :        745 |      19.5303     21.7543   0.0202887  0.00184789     43381.9           0
                         :        746 |      19.3806     22.1163    0.020274  0.00179122     43283.6           1
                         :        747 Minimum Test error found - save the configuration 
                         :        747 |      19.0989     21.4396   0.0202953  0.00186962     43417.7           0
                         :        748 |      19.1448     21.9791   0.0202378  0.00179035     43366.4           1
                         :        749 Minimum Test error found - save the configuration 
                         :        749 |      18.8218     21.3407   0.0203337  0.00187293     43335.2           0
                         :        750 |      18.6036     21.4705   0.0202295  0.00179127     43388.2           1
                         :        751 Minimum Test error found - save the configuration 
                         :        751 |      18.4772     21.0988   0.0202957  0.00186082       43396           0
                         :        752 |      18.4257     21.1103   0.0202207  0.00177296     43365.7           1
                         :        753 Minimum Test error found - save the configuration 
                         :        753 |       18.276     20.4325   0.0203242  0.00185672     43319.4           0
                         :        754 |      17.7268      21.098    0.020249  0.00177993     43315.7           1
                         :        755 Minimum Test error found - save the configuration 
                         :        755 |      17.4275     20.1873   0.0203085  0.00184405     43326.4           0
                         :        756 |      17.3721     20.4819   0.0202411  0.00177726     43327.9           1
                         :        757 Minimum Test error found - save the configuration 
                         :        757 |       17.164     20.0728   0.0202803  0.00184641     43398.3           0
                         :        758 |      17.0235     20.1675   0.0202139  0.00177463     43385.6           1
                         :        759 Minimum Test error found - save the configuration 
                         :        759 |      16.8011     19.8134    0.020271  0.00183876     43402.2           0
                         :        760 Minimum Test error found - save the configuration 
                         :        760 |      16.6238      19.285   0.0203105  0.00185372     43344.5           0
                         :        761 |      16.1392     19.4184   0.0202225  0.00180312     43432.6           1
                         :        762 |       16.311     19.9085   0.0202136  0.00178567     43412.5           2
                         :        763 Minimum Test error found - save the configuration 
                         :        763 |      15.8763     19.1477   0.0203025  0.00185037     43355.3           0
                         :        764 Minimum Test error found - save the configuration 
                         :        764 |      15.7765     19.0002   0.0202703  0.00184635     43421.9           0
                         :        765 |      15.6698     19.0179   0.0202601  0.00183429     43417.5           1
                         :        766 Minimum Test error found - save the configuration 
                         :        766 |      15.5304     18.8848   0.0203028  0.00184814     43349.4           0
                         :        767 |      15.1715     18.9073   0.0202224  0.00177696     43371.1           1
                         :        768 Minimum Test error found - save the configuration 
                         :        768 |       15.211     18.7035   0.0202956  0.00183846     43343.8           0
                         :        769 |      15.0585     18.9695   0.0201997  0.00177666     43423.9           1
                         :        770 |      15.2345     19.2098   0.0202129  0.00176713     43370.3           2
                         :        771 Minimum Test error found - save the configuration 
                         :        771 |      14.8616     18.1399   0.0202609  0.00183582     43419.1           0
                         :        772 Minimum Test error found - save the configuration 
                         :        772 |      14.5999     18.0597    0.020262  0.00183672     43418.6           0
                         :        773 |      14.3393     18.5025   0.0201995  0.00177452     43419.4           1
                         :        774 Minimum Test error found - save the configuration 
                         :        774 |      14.3605     17.7433   0.0202902  0.00182623     43327.5           0
                         :        775 |      14.0706     17.7645   0.0202362  0.00178554     43358.8           1
                         :        776 Minimum Test error found - save the configuration 
                         :        776 |       14.014      17.691   0.0203024  0.00184895     43352.3           0
                         :        777 Minimum Test error found - save the configuration 
                         :        777 |      13.8145     17.2635   0.0203361  0.00187389     43331.8           0
                         :        778 |      13.6128     17.4599   0.0202348  0.00178627     43363.9           1
                         :        779 Minimum Test error found - save the configuration 
                         :        779 |      13.4137     16.9066   0.0202928  0.00185015     43377.6           0
                         :        780 Minimum Test error found - save the configuration 
                         :        780 |      13.2611     16.6634   0.0202587  0.00185186     43462.2           0
                         :        781 |      13.1588     16.6769   0.0202055  0.00176879     43391.7           1
                         :        782 |      13.0167     16.9034   0.0202387  0.00177906     43337.7           2
                         :        783 |      13.3646     17.6601   0.0202331  0.00177843     43349.5           3
                         :        784 Minimum Test error found - save the configuration 
                         :        784 |       13.018     16.5368   0.0203197  0.00186019     43338.2           0
                         :        785 |      12.9993     16.9889   0.0202402  0.00177946     43335.1           1
                         :        786 Minimum Test error found - save the configuration 
                         :        786 |      12.9698     16.0564   0.0202879  0.00184583       43379           0
                         :        787 |      12.9653     16.5206   0.0202589  0.00178329     43300.3           1
                         :        788 |      12.4149     16.1647    0.020234   0.0017693     43325.8           2
                         :        789 Minimum Test error found - save the configuration 
                         :        789 |      12.1999     15.9315    0.020305  0.00185723     43365.6           0
                         :        790 |      12.2326     16.4467   0.0202423  0.00178972     43354.3           1
                         :        791 |      12.3836     16.0924   0.0202137  0.00178561     43411.9           2
                         :        792 Minimum Test error found - save the configuration 
                         :        792 |      11.7577     15.4525   0.0202958  0.00185604     43384.5           0
                         :        793 |      11.8206     15.8821   0.0202141  0.00178524     43410.3           1
                         :        794 Minimum Test error found - save the configuration 
                         :        794 |      11.5582     15.4027   0.0202583  0.00184528     43447.5           0
                         :        795 |      11.2914     15.7203   0.0201774  0.00178423     43494.4           1
                         :        796 Minimum Test error found - save the configuration 
                         :        796 |      11.1753     14.9358   0.0202801  0.00183414       43370           0
                         :        797 |      11.1359     15.5534   0.0202294  0.00177983     43361.5           1
                         :        798 |      11.5324     15.4143   0.0202259  0.00178211     43374.9           2
                         :        799 Minimum Test error found - save the configuration 
                         :        799 |      11.2194     14.9231   0.0202871  0.00185509     43402.8           0
                         :        800 |      10.8664      15.135   0.0202526  0.00178004     43307.4           1
                         :        801 Minimum Test error found - save the configuration 
                         :        801 |      10.7156     14.5208   0.0202912  0.00184348     43365.8           0
                         :        802 |       10.623     15.1526   0.0202075  0.00177577     43403.4           1
                         :        803 |      10.6847      14.659   0.0202055  0.00176861     43391.2           2
                         :        804 Minimum Test error found - save the configuration 
                         :        804 |       10.186     14.2958   0.0202784   0.0018578     43429.6           0
                         :        805 Minimum Test error found - save the configuration 
                         :        805 |      10.1484     14.0032   0.0202926  0.00185791     43396.4           0
                         :        806 |      10.5675     15.5123   0.0202317  0.00178717     43373.3           1
                         :        807 Minimum Test error found - save the configuration 
                         :        807 |      10.3244      13.801   0.0202691  0.00184436     43419.9           0
                         :        808 |      9.97057     14.1252   0.0202259  0.00178601     43384.2           1
                         :        809 Minimum Test error found - save the configuration 
                         :        809 |       9.9048     13.5182   0.0202901  0.00184946     43382.5           0
                         :        810 |      9.71926     13.5294   0.0202118  0.00178741     43420.8           1
                         :        811 |      9.53739     13.7009   0.0202339  0.00177779       43346           2
                         :        812 Minimum Test error found - save the configuration 
                         :        812 |      9.50158     13.3142   0.0202636  0.00184085     43424.7           0
                         :        813 |      9.34589     13.3584   0.0202226  0.00177972     43377.3           1
                         :        814 |      9.37141     13.5088    0.020222  0.00176843     43352.1           2
                         :        815 |      9.43469     13.8099   0.0202409  0.00177953     43333.7           3
                         :        816 Minimum Test error found - save the configuration 
                         :        816 |      9.33554     13.2596   0.0202852  0.00184138       43375           0
                         :        817 Minimum Test error found - save the configuration 
                         :        817 |      9.11674     13.1149    0.020304   0.0018325       43310           0
                         :        818 Minimum Test error found - save the configuration 
                         :        818 |      8.99965     13.0531   0.0202709   0.0018218     43362.6           0
                         :        819 |      9.07392     14.1987   0.0202384  0.00178349     43348.9           1
                         :        820 Minimum Test error found - save the configuration 
                         :        820 |      9.02699     12.7433   0.0202734  0.00185062     43424.4           0
                         :        821 |      8.61347     13.0703   0.0202852  0.00179166     43258.4           1
                         :        822 Minimum Test error found - save the configuration 
                         :        822 |      8.71202     12.4555   0.0203006  0.00186544     43395.2           0
                         :        823 |      8.70234     12.8456   0.0202371  0.00180117     43393.6           1
                         :        824 |      8.83565     12.6829   0.0202341  0.00178975     43373.6           2
                         :        825 |      8.53647     12.4844   0.0202534  0.00177518     43294.2           3
                         :        826 Minimum Test error found - save the configuration 
                         :        826 |      8.61816     12.3617   0.0202943   0.0018535     43382.2           0
                         :        827 Minimum Test error found - save the configuration 
                         :        827 |      8.49078     12.2749   0.0202973  0.00184086     43345.2           0
                         :        828 Minimum Test error found - save the configuration 
                         :        828 |      8.21652     12.0835   0.0202695  0.00183199     43389.7           0
                         :        829 |      8.12051     12.1327   0.0202286  0.00177688     43356.5           1
                         :        830 |      8.23414      12.218   0.0202286  0.00177776     43358.4           2
                         :        831 |      8.32542     12.2924   0.0202101  0.00177672     43399.5           3
                         :        832 Minimum Test error found - save the configuration 
                         :        832 |      8.04819     11.8485   0.0202674  0.00184168     43417.5           0
                         :        833 |      7.77139     12.1027   0.0202343  0.00177969     43349.6           1
                         :        834 |        7.818     12.0611   0.0202452  0.00179052     43349.4           2
                         :        835 Minimum Test error found - save the configuration 
                         :        835 |      7.69822     11.4411   0.0203111  0.00186058     43359.3           0
                         :        836 |      7.69575     12.0828   0.0202007  0.00177833     43425.4           1
                         :        837 |      7.68644     11.5557   0.0202116  0.00178849     43423.7           2
                         :        838 Minimum Test error found - save the configuration 
                         :        838 |      7.59934     11.2122   0.0203054  0.00186546       43384           0
                         :        839 |      7.61285     11.6097   0.0202246  0.00179135     43399.9           1
                         :        840 |      7.55259     11.3791   0.0202373  0.00177103     43322.2           2
                         :        841 Minimum Test error found - save the configuration 
                         :        841 |      7.40681     11.1762   0.0202997  0.00184533     43350.2           0
                         :        842 |      7.18401     11.5257   0.0202014  0.00177724     43421.2           1
                         :        843 Minimum Test error found - save the configuration 
                         :        843 |       7.4232     11.1521   0.0202806  0.00184912     43403.9           0
                         :        844 |      7.16524     11.2646    0.020211  0.00177564     43394.9           1
                         :        845 Minimum Test error found - save the configuration 
                         :        845 |      7.27657     10.7899   0.0203088  0.00184672       43332           0
                         :        846 |      7.25153     11.2639   0.0202365  0.00178083       43347           1
                         :        847 Minimum Test error found - save the configuration 
                         :        847 |      7.07796     10.6461   0.0203194  0.00184764     43309.4           0
                         :        848 |      6.95806     10.6902   0.0202476  0.00178871     43339.6           1
                         :        849 |      6.86644      11.279   0.0201992  0.00178506     43444.9           2
                         :        850 Minimum Test error found - save the configuration 
                         :        850 |      7.00769     10.3173   0.0202759  0.00185444     43427.7           0
                         :        851 |       6.7734      10.494   0.0202205   0.0017777     43377.3           1
                         :        852 |      6.72519     10.3989    0.020218  0.00178688     43404.8           2
                         :        853 |      6.86407     10.5576   0.0202054  0.00178711     43435.1           3
                         :        854 |      6.65594     11.0434   0.0202088  0.00178564     43423.7           4
                         :        855 |      7.12638      10.953   0.0202215  0.00177809     43375.8           5
                         :        856 |       6.8211     10.5624   0.0202189  0.00177504     43374.9           6
                         :        857 |      6.89565     10.8659   0.0202045  0.00177589     43410.8           7
                         :        858 Minimum Test error found - save the configuration 
                         :        858 |      6.53038     9.90316    0.020271  0.00183815     43400.8           0
                         :        859 Minimum Test error found - save the configuration 
                         :        859 |       6.4396     9.77685   0.0202942  0.00182695     43319.9           0
                         :        860 |      6.57381     10.8001   0.0202298  0.00177419     43347.2           1
                         :        861 Minimum Test error found - save the configuration 
                         :        861 |      6.48145     9.76627   0.0202614   0.0018305     43405.4           0
                         :        862 |      6.60398     9.79826    0.020212  0.00177488     43390.7           1
                         :        863 Minimum Test error found - save the configuration 
                         :        863 |      6.34202     9.58447   0.0202583  0.00182018     43388.4           0
                         :        864 Minimum Test error found - save the configuration 
                         :        864 |      6.40973     9.29527   0.0202871  0.00183698     43360.1           0
                         :        865 |      6.51053     9.85558   0.0202561  0.00178607     43313.4           1
                         :        866 |      6.01309     9.40559   0.0202123  0.00178585     43415.9           2
                         :        867 Minimum Test error found - save the configuration 
                         :        867 |      5.99403     9.27084   0.0202781  0.00184257     43394.5           0
                         :        868 |      6.06062     9.34917   0.0202089  0.00178757     43427.9           1
                         :        869 |      6.19059      9.2721   0.0202222  0.00178727     43395.8           2
                         :        870 |      5.94873      9.7099   0.0202247  0.00178696     43389.2           3
                         :        871 Minimum Test error found - save the configuration 
                         :        871 |      5.86637     8.99939   0.0202874   0.0018452     43378.7           0
                         :        872 Minimum Test error found - save the configuration 
                         :        872 |      5.98602     8.98083   0.0202829  0.00183917     43375.1           0
                         :        873 |      5.95118     9.27164   0.0202369  0.00177867       43341           1
                         :        874 |      6.14257     9.28696    0.020237  0.00176783     43315.3           2
                         :        875 Minimum Test error found - save the configuration 
                         :        875 |      5.91394     8.74391   0.0202925  0.00184542     43367.4           0
                         :        876 |      5.70478     9.03629   0.0202152   0.0017799       43395           1
                         :        877 |      5.74138      8.7536    0.020215  0.00177846     43392.2           2
                         :        878 |      5.85781     9.13053   0.0202318   0.0017697       43332           3
                         :        879 |      5.82028     9.30442   0.0202192  0.00177783     43380.8           4
                         :        880 Minimum Test error found - save the configuration 
                         :        880 |      5.71395     8.61256   0.0202919  0.00185213     43384.5           0
                         :        881 Minimum Test error found - save the configuration 
                         :        881 |      5.67695     8.53376   0.0202877  0.00184113     43368.4           0
                         :        882 |      5.94649     9.86069   0.0202211  0.00177703     43374.5           1
                         :        883 |      6.05097     8.65585   0.0202229  0.00178522     43389.5           2
                         :        884 |      6.20236     9.80776   0.0202183  0.00178722     43405.1           3
                         :        885 |      6.36503     9.10021   0.0202192  0.00178653     43401.2           4
                         :        886 |       5.6273     8.55451   0.0202439  0.00178949       43350           5
                         :        887 Minimum Test error found - save the configuration 
                         :        887 |      5.33904     8.13522    0.020281   0.0018501     43405.5           0
                         :        888 Minimum Test error found - save the configuration 
                         :        888 |      5.34454      8.1259   0.0202749  0.00183505     43384.4           0
                         :        889 Minimum Test error found - save the configuration 
                         :        889 |       5.1927     8.01406   0.0202998  0.00183938     43336.1           0
                         :        890 |       5.3999     8.47586   0.0202051  0.00176862     43392.4           1
                         :        891 |       5.4682     8.22184   0.0202123  0.00177846     43398.5           2
                         :        892 |      5.47165     8.32977   0.0202308  0.00177862     43355.4           3
                         :        893 |      5.41513     8.07169    0.020213  0.00177723       43394           4
                         :        894 |       5.3973     8.12837   0.0202337  0.00177056     43329.6           5
                         :        895 |      5.53819     8.08316   0.0202475  0.00178946     43341.5           6
                         :        896 Minimum Test error found - save the configuration 
                         :        896 |      5.64689     7.58136   0.0202741  0.00185341     43429.3           0
                         :        897 |       5.2704     8.04151   0.0202198  0.00179501     43419.9           1
                         :        898 |      5.34005     8.49335   0.0202192  0.00178028     43386.5           2
                         :        899 |      5.35138     7.60841    0.020216  0.00178727     43410.4           3
                         :        900 |      5.12185     7.80369   0.0202094  0.00178916     43430.5           4
                         :        901 |      5.04788     7.60037   0.0202145  0.00178747     43414.5           5
                         :        902 |      5.14652     7.82883   0.0202266  0.00177142     43348.1           6
                         :        903 Minimum Test error found - save the configuration 
                         :        903 |      5.01906     7.37614   0.0202581  0.00184316     43442.9           0
                         :        904 |      4.86838     7.52226   0.0202219  0.00177892     43376.9           1
                         :        905 |      4.75647     7.66876   0.0202284  0.00177851     43360.7           2
                         :        906 Minimum Test error found - save the configuration 
                         :        906 |      4.97117     7.33105   0.0202886   0.0018366     43355.7           0
                         :        907 |      5.09856     7.97897   0.0202335  0.00177758     43346.5           1
                         :        908 Minimum Test error found - save the configuration 
                         :        908 |      4.77434     7.32268   0.0202683  0.00184054     43412.9           0
                         :        909 Minimum Test error found - save the configuration 
                         :        909 |      4.69288     7.00927   0.0203088  0.00182455       43280           0
                         :        910 |      4.59385     7.09921   0.0202224  0.00177784     43373.3           1
                         :        911 |      4.61479     7.14842   0.0202331  0.00178917     43374.7           2
                         :        912 Minimum Test error found - save the configuration 
                         :        912 |      4.60621     6.98521    0.020283  0.00185383     43409.4           0
                         :        913 |      4.62781     7.19443    0.020224  0.00177926     43372.7           1
                         :        914 Minimum Test error found - save the configuration 
                         :        914 |      4.87694     6.98505   0.0202981  0.00185461     43375.8           0
                         :        915 Minimum Test error found - save the configuration 
                         :        915 |      4.80021     6.93905   0.0202912  0.00185483     43392.5           0
                         :        916 |      4.55136     7.33354   0.0202304  0.00178592     43373.4           1
                         :        917 |      4.84832     7.43046   0.0201923  0.00176979     43425.2           2
                         :        918 Minimum Test error found - save the configuration 
                         :        918 |      4.56529     6.93141    0.020279  0.00183935     43384.9           0
                         :        919 |      4.50426     7.08914   0.0202235  0.00178147     43379.1           1
                         :        920 Minimum Test error found - save the configuration 
                         :        920 |      4.97329     6.66294   0.0202739    0.001843     43405.3           0
                         :        921 |      4.85937     7.79966   0.0202318  0.00176732     43326.5           1
                         :        922 Minimum Test error found - save the configuration 
                         :        922 |      4.87858     6.64716   0.0202773  0.00183378     43375.6           0
                         :        923 Minimum Test error found - save the configuration 
                         :        923 |      4.50819     6.60132   0.0203105  0.00183374     43297.6           0
                         :        924 |      4.76558     6.64449   0.0202174  0.00176725       43360           1
                         :        925 Minimum Test error found - save the configuration 
                         :        925 |        4.674     6.56669   0.0202764  0.00183188     43373.4           0
                         :        926 |      4.43517     6.81869   0.0202144  0.00178561     43410.3           1
                         :        927 |      4.62303     6.62116   0.0202276  0.00180447     43423.6           2
                         :        928 Minimum Test error found - save the configuration 
                         :        928 |      4.58201     6.39445   0.0202896  0.00184053     43362.6           0
                         :        929 Minimum Test error found - save the configuration 
                         :        929 |      4.30418     6.27915   0.0202726  0.00184247     43407.1           0
                         :        930 |      4.26112     6.69016   0.0202207  0.00179457     43416.6           1
                         :        931 |      4.48898     6.52269   0.0202162   0.0017849     43404.4           2
                         :        932 Minimum Test error found - save the configuration 
                         :        932 |      4.22065      6.1846   0.0202746  0.00183396     43382.5           0
                         :        933 |      4.02932     6.72228   0.0202439  0.00177646     43319.4           1
                         :        934 |      4.29572     6.58937   0.0202317  0.00177961     43355.4           2
                         :        935 |      4.32673     6.52397   0.0202275  0.00178169     43370.4           3
                         :        936 Minimum Test error found - save the configuration 
                         :        936 |      4.16523     6.07148   0.0203152  0.00185765     43342.8           0
                         :        937 |      4.35473     7.13546   0.0202506  0.00178291     43318.8           1
                         :        938 Minimum Test error found - save the configuration 
                         :        938 |      4.15217     5.95243   0.0202876  0.00184459     43376.8           0
                         :        939 |      4.12744     6.47071   0.0202308   0.0017714     43338.4           1
                         :        940 |      4.10188     5.95516   0.0202368  0.00178214     43349.4           2
                         :        941 |      4.00539     6.54823   0.0202495  0.00178951     43336.9           3
                         :        942 |      4.04628     5.95353    0.020224  0.00178638     43389.6           4
                         :        943 |      4.06885       6.628    0.020256    0.001781     43301.9           5
                         :        944 |       4.1275     6.12931   0.0202507  0.00179023     43335.8           6
                         :        945 Minimum Test error found - save the configuration 
                         :        945 |      4.33772     5.71373   0.0202894  0.00185816     43404.7           0
                         :        946 |      4.42754     6.01983   0.0202377  0.00179022     43366.4           1
                         :        947 |      3.93914     5.79675    0.020216  0.00177342     43377.9           2
                         :        948 |      3.92949     6.17972   0.0202421  0.00178168     43335.9           3
                         :        949 Minimum Test error found - save the configuration 
                         :        949 |      3.88974     5.58754   0.0202984  0.00185414     43374.1           0
                         :        950 |      4.24565     6.30413   0.0202396    0.001771     43316.7           1
                         :        951 |       4.3603     5.99353   0.0202344  0.00177961     43349.1           2
                         :        952 Minimum Test error found - save the configuration 
                         :        952 |      4.15856      5.4084   0.0203258  0.00185395     43309.2           0
                         :        953 |      3.82135     6.48006   0.0202509  0.00178349     43319.5           1
                         :        954 Minimum Test error found - save the configuration 
                         :        954 |      3.78505     5.36822   0.0203599  0.00185437     43230.3           0
                         :        955 |      3.70741     5.70028    0.020274  0.00179236     43286.2           1
                         :        956 |      3.70603     7.06859   0.0202644  0.00179287     43309.8           2
                         :        957 |      3.80983      5.3771   0.0202616  0.00178407     43295.8           3
                         :        958 Minimum Test error found - save the configuration 
                         :        958 |      3.67039     5.20875   0.0203381    0.001863     43301.5           0
                         :        959 |      3.68557     5.70443   0.0202684  0.00180435     43327.4           1
                         :        960 |         3.72     5.33131   0.0202733  0.00177723     43252.4           2
                         :        961 Minimum Test error found - save the configuration 
                         :        961 |      3.64646     5.15937   0.0203413  0.00185946     43285.8           0
                         :        962 |      3.58931     5.59762   0.0202558  0.00178508     43311.7           1
                         :        963 Minimum Test error found - save the configuration 
                         :        963 |      3.58953     5.14951   0.0203366  0.00185114     43277.2           0
                         :        964 |      3.63665     5.63946   0.0202576  0.00178263     43301.8           1
                         :        965 Minimum Test error found - save the configuration 
                         :        965 |      3.67421     5.12817   0.0203149  0.00186014     43349.2           0
                         :        966 |       3.5585     5.21646   0.0202431  0.00177329     43313.9           1
                         :        967 |      3.57887     5.33233   0.0202595  0.00178388     43300.4           2
                         :        968 Minimum Test error found - save the configuration 
                         :        968 |      3.55149     5.04796   0.0203234  0.00186573     43342.4           0
                         :        969 Minimum Test error found - save the configuration 
                         :        969 |       3.5664     4.98467   0.0203157  0.00185906     43344.9           0
                         :        970 |      3.53394     5.37578   0.0202376  0.00178812     43361.8           1
                         :        971 Minimum Test error found - save the configuration 
                         :        971 |      3.59037     4.95661   0.0202761  0.00184655     43408.6           0
                         :        972 |       3.5855     5.04956   0.0202238  0.00179049     43399.7           1
                         :        973 |        3.692     5.20143   0.0202301  0.00177928     43358.4           2
                         :        974 |      3.51887     5.30624   0.0202386  0.00177917     43338.4           3
                         :        975 |      3.86242     4.96782   0.0202347  0.00178058     43350.8           4
                         :        976 |       3.5561     5.10974   0.0202354     0.00178     43347.7           5
                         :        977 |      3.38593     5.10669   0.0202439  0.00177184     43308.6           6
                         :        978 Minimum Test error found - save the configuration 
                         :        978 |      3.57932     4.94463   0.0202825    0.001847     43394.5           0
                         :        979 |      3.58886     5.08704   0.0202213  0.00178059     43382.3           1
                         :        980 Minimum Test error found - save the configuration 
                         :        980 |      3.67576     4.81834   0.0202876  0.00184084     43368.1           0
                         :        981 |      3.72981      5.8842   0.0202202  0.00177461     43370.8           1
                         :        982 |      3.83013     5.75793   0.0202603   0.0017956     43325.9           2
                         :        983 Minimum Test error found - save the configuration 
                         :        983 |      3.52757     4.54433   0.0203302   0.0018687     43333.5           0
                         :        984 |      3.43051     5.17965   0.0202665  0.00178239     43280.3           1
                         :        985 |      3.41389     4.55821   0.0202233   0.0017867     43392.1           2
                         :        986 Minimum Test error found - save the configuration 
                         :        986 |      3.33322     4.44977   0.0202855  0.00184855     43391.1           0
                         :        987 |      3.29808     4.48566   0.0202168  0.00178625     43406.2           1
                         :        988 |      3.57701     6.09617   0.0202186  0.00177988     43386.8           2
                         :        989 Minimum Test error found - save the configuration 
                         :        989 |      3.55558     4.40875   0.0202987  0.00183349     43324.7           0
                         :        990 |      3.46498     4.89184   0.0202287  0.00177727       43357           1
                         :        991 |      3.55702     4.68325   0.0202225  0.00177663     43370.2           2
                         :        992 |      3.52323      4.5374   0.0202319  0.00176844     43328.7           3
                         :        993 |       3.4819     4.47276   0.0202352  0.00177752     43342.4           4
                         :        994 |      3.35803     4.42899   0.0202334  0.00177857       43349           5
                         :        995 |      3.40334     4.69649   0.0202264  0.00177893     43366.3           6
                         :        996 |      3.34411     4.62222   0.0202195  0.00177008     43361.8           7
                         :        997 |      3.51442     4.66403     0.02024  0.00178084     43338.9           8
                         :        998 |      3.53058     4.63345   0.0202657  0.00178945     43298.8           9
                         :        999 |      3.35947     4.73739   0.0202467   0.0017921     43349.5          10
                         :       1000 Minimum Test error found - save the configuration 
                         :       1000 |      3.37353     4.33118   0.0203414  0.00186583     43300.4           0
                         :       1001 |      3.44394     4.79997   0.0202541  0.00179308     43334.5           1
                         :       1002 Minimum Test error found - save the configuration 
                         :       1002 |      3.23877     4.14011   0.0203262  0.00187539     43358.5           0
                         :       1003 |      3.18664     4.52905   0.0202659  0.00177461     43263.7           1
                         :       1004 |       3.3047     4.38694    0.020254  0.00178135     43307.2           2
                         :       1005 |      3.68528     6.12242   0.0202508  0.00178179     43315.8           3
                         :       1006 |      4.17447     5.22271   0.0202451  0.00178072     43326.7           4
                         :       1007 |      3.48318     4.59724   0.0202516  0.00178111     43312.3           5
                         :       1008 |      3.28756     4.57187   0.0202312   0.0017774     43351.5           6
                         :       1009 Minimum Test error found - save the configuration 
                         :       1009 |      3.33581     3.99665   0.0203128  0.00184523     43319.1           0
                         :       1010 |      3.35187     4.12014   0.0203271   0.0017784     43129.8           1
                         :       1011 |      3.18865      4.3252   0.0203435  0.00184141     43238.4           2
                         :       1012 Minimum Test error found - save the configuration 
                         :       1012 |      3.24022      3.9263   0.0203769  0.00186195     43208.2           0
                         :       1013 |      3.43572     4.77588   0.0202636  0.00178423     43291.5           1
                         :       1014 |      3.25792     4.12476   0.0203048  0.00178681     43201.3           2
                         :       1015 |      3.31651     4.20016   0.0202488  0.00178303     43323.5           3
                         :       1016 |      3.24318     3.96773   0.0203223  0.00177687     43137.4           4
                         :       1017 |      3.03705      3.9954   0.0203019  0.00178411     43201.7           5
                         :       1018 |      3.02198     3.93589   0.0202519  0.00177904     43306.7           6
                         :       1019 |      3.17356     3.95265   0.0203421  0.00177339     43083.2           7
                         :       1020 Minimum Test error found - save the configuration 
                         :       1020 |      3.12078     3.73908     0.02035  0.00185002     43243.4           0
                         :       1021 |      3.16216     4.27609   0.0203437  0.00178199     43099.6           1
                         :       1022 |      3.29107     4.38667   0.0202639  0.00177002     43257.6           2
                         :       1023 |        3.462     3.97224   0.0203049  0.00178457     43195.8           3
                         :       1024 |      3.31429     4.35029   0.0203255  0.00179386     43169.3           4
                         :       1025 |      3.17578     3.84741   0.0202991  0.00179203     43226.8           5
                         :       1026 |      3.12699     3.88847   0.0203508  0.00179247     43107.3           6
                         :       1027 |      3.35303     4.21431    0.020269  0.00178727       43286           7
                         :       1028 |      3.51779     3.87314   0.0202805   0.0017788     43239.2           8
                         :       1029 Minimum Test error found - save the configuration 
                         :       1029 |      3.27164     3.71719   0.0204248  0.00185616     43083.3           0
                         :       1030 Minimum Test error found - save the configuration 
                         :       1030 |      3.24046     3.51529   0.0203399  0.00184512     43255.5           0
                         :       1031 |      3.15784     4.15074   0.0204206  0.00178405     42926.3           1
                         :       1032 |      3.34586     3.62879   0.0202959  0.00177869     43203.1           2
                         :       1033 |      3.40166     4.31417   0.0203067  0.00178502     43192.6           3
                         :       1034 |      3.31122     3.96724   0.0204272  0.00180591     42961.7           4
                         :       1035 |      3.02163     3.78428   0.0203165  0.00180418     43214.4           5
                         :       1036 |       3.0037     3.73389   0.0203858  0.00180274     43050.1           6
                         :       1037 |      2.90093     3.83392   0.0203204  0.00180615       43210           7
                         :       1038 |      3.01756     3.86307   0.0203181  0.00180578     43214.5           8
                         :       1039 Minimum Test error found - save the configuration 
                         :       1039 |      2.99419      3.5103   0.0204846  0.00188865       43020           0
                         :       1040 |      2.87508     3.90722   0.0203177  0.00180046     43202.9           1
                         :       1041 Minimum Test error found - save the configuration 
                         :       1041 |      2.87699      3.5099   0.0204678  0.00187508     43027.6           0
                         :       1042 Minimum Test error found - save the configuration 
                         :       1042 |      2.90837     3.42319   0.0203933   0.0018698     43188.4           0
                         :       1043 |      2.92126     3.49234   0.0203666  0.00185219     43209.6           1
                         :       1044 |      3.02506     4.16662   0.0203417  0.00180644       43161           2
                         :       1045 |      2.97312     3.72369   0.0202981  0.00180928     43269.3           3
                         :       1046 Minimum Test error found - save the configuration 
                         :       1046 |      3.08706     3.42167   0.0204738  0.00187125     43004.9           0
                         :       1047 |      3.18485     3.42997   0.0202972  0.00178455     43213.6           1
                         :       1048 |      2.98186     3.44074    0.020352  0.00179593     43112.6           2
                         :       1049 |      2.96905     3.74091   0.0202781  0.00176909     43222.1           3
                         :       1050 |      2.91923     3.65989   0.0202916  0.00177799     43211.6           4
                         :       1051 |      2.89242       3.736   0.0203277   0.0017818     43136.2           5
                         :       1052 |      3.10709     3.45052   0.0202873  0.00177052       43204           6
                         :       1053 Minimum Test error found - save the configuration 
                         :       1053 |      2.97844     3.41645   0.0204282  0.00185421       43071           0
                         :       1054 Minimum Test error found - save the configuration 
                         :       1054 |      2.89678     3.35966   0.0203244  0.00183188     43260.6           0
                         :       1055 |      2.91752     4.23779   0.0202663  0.00176851     43248.4           1
                         :       1056 |      2.87144     3.42781   0.0203458  0.00178832     43109.4           2
                         :       1057 |      3.03631     3.43679   0.0202883  0.00178624     43238.5           3
                         :       1058 Minimum Test error found - save the configuration 
                         :       1058 |      3.00203     3.24773   0.0204075  0.00186127     43135.5           0
                         :       1059 |      2.95015     3.55363   0.0202758  0.00178577     43266.7           1
                         :       1060 |      3.12649      4.0622   0.0202774  0.00178983     43272.3           2
                         :       1061 |      3.18753     3.95218   0.0203367  0.00177101     43090.4           3
                         :       1062 |      3.16263     3.32417   0.0202884  0.00177759     43217.9           4
                         :       1063 Minimum Test error found - save the configuration 
                         :       1063 |      2.76845      3.1991   0.0204341  0.00186657       43086           0
                         :       1064 Minimum Test error found - save the configuration 
                         :       1064 |      2.92318     3.18111   0.0203618  0.00183535     43181.5           0
                         :       1065 |      3.05503     3.61803   0.0202811  0.00177813     43236.2           1
                         :       1066 |      3.07253     3.57039   0.0203474  0.00177535     43075.5           2
                         :       1067 Minimum Test error found - save the configuration 
                         :       1067 |      2.91459     3.10729   0.0203803  0.00186034     43196.5           0
                         :       1068 |      2.93181     3.16683   0.0203578  0.00179313     43092.6           1
                         :       1069 |      2.74823     3.29997   0.0203026  0.00178056     43191.9           2
                         :       1070 |      2.84765     3.25537   0.0203451  0.00184709     43247.9           3
                         :       1071 Minimum Test error found - save the configuration 
                         :       1071 |      2.96478     3.03075   0.0203791  0.00186269       43205           0
                         :       1072 |      2.89249     3.43672   0.0202938   0.0017718     43191.9           1
                         :       1073 |      2.98479     3.89032   0.0203382  0.00178401     43116.9           2
                         :       1074 Minimum Test error found - save the configuration 
                         :       1074 |      2.86923     3.01721   0.0203675  0.00185461     43213.2           0
                         :       1075 |      2.98811     3.04857   0.0203543  0.00178908     43091.3           1
                         :       1076 Minimum Test error found - save the configuration 
                         :       1076 |      2.81352     2.93939   0.0204048  0.00187156     43165.8           0
                         :       1077 |       2.7456     3.00273   0.0203087  0.00178711     43192.9           1
                         :       1078 |      2.87812      2.9918   0.0203877  0.00180896     43059.9           2
                         :       1079 |      2.88013     3.39228   0.0202878  0.00180222       43277           3
                         :       1080 Minimum Test error found - save the configuration 
                         :       1080 |      2.84478     2.91499    0.020449  0.00189339     43113.6           0
                         :       1081 |      2.67259     3.37931    0.020303  0.00180519     43248.3           1
                         :       1082 |      3.09882       3.022   0.0202944  0.00180418     43266.2           2
                         :       1083 |      2.85631     3.00466   0.0204001  0.00180144     43013.9           3
                         :       1084 |      2.82767     3.02967   0.0203223  0.00179751     43185.3           4
                         :       1085 |      2.76255      2.9526   0.0203737  0.00179016     43048.8           5
                         :       1086 |      2.76555     3.07536   0.0203174   0.0017963       43194           6
                         :       1087 Minimum Test error found - save the configuration 
                         :       1087 |      2.70895     2.64443   0.0203728  0.00186996     43236.6           0
                         :       1088 |      3.03233     4.34689   0.0203704  0.00179962     43078.5           1
                         :       1089 |      3.11033      2.9678   0.0203206  0.00180637     43210.1           2
                         :       1090 |      3.02234     2.96738   0.0203726  0.00179268     43057.2           3
                         :       1091 |      2.90167     3.06733   0.0203093  0.00179008     43198.4           4
                         :       1092 |       2.9335     2.70137   0.0202854   0.0017918     43258.1           5
                         :       1093 |      2.69075     3.35442   0.0203814  0.00178808     43026.3           6
                         :       1094 |      2.64577     2.87129   0.0203081  0.00178125     43180.6           7
                         :       1095 Minimum Test error found - save the configuration 
                         :       1095 |       2.6634     2.60748   0.0204374  0.00186278     43069.6           0
                         :       1096 |      2.61056     2.74805   0.0202853  0.00177067       43209           1
                         :       1097 |       2.7024     3.43039   0.0202851  0.00177842     43227.6           2
                         :       1098 |      2.65523     3.13794   0.0203229  0.00178148     43146.5           3
                         :       1099 Minimum Test error found - save the configuration 
                         :       1099 |      2.71981      2.5117   0.0204072  0.00184061     43088.2           0
                         :       1100 |      2.63029     2.96504   0.0203364  0.00178603     43125.9           1
                         :       1101 |       2.7782     3.03227   0.0202832  0.00178729     43252.9           2
                         :       1102 |      2.73061     2.68148   0.0203297  0.00182493       43232           3
                         :       1103 |      2.76672     2.84786    0.020297  0.00178695     43219.8           4
                         :       1104 |      2.84051     2.65437   0.0202953  0.00178962       43230           5
                         :       1105 Minimum Test error found - save the configuration 
                         :       1105 |      2.58155     2.46485   0.0204176  0.00185894     43106.5           0
                         :       1106 |      2.54934     3.24912   0.0203018  0.00178033     43193.2           1
                         :       1107 |      2.60963     3.02255   0.0203279  0.00178532     43143.9           2
                         :       1108 |      2.92724     3.52579   0.0202685  0.00177008     43246.9           3
                         :       1109 |      3.07137     2.82514   0.0203148  0.00178308     43169.2           4
                         :       1110 |      2.75698     2.78367   0.0203792  0.00178359       43021           5
                         :       1111 Minimum Test error found - save the configuration 
                         :       1111 |      2.46484      2.4377   0.0203753  0.00185453     43194.8           0
                         :       1112 |      2.54355     2.77602   0.0203675  0.00179477       43074           1
                         :       1113 Minimum Test error found - save the configuration 
                         :       1113 |      2.63143     2.41691   0.0203453  0.00185511     43266.3           0
                         :       1114 |      2.57276      2.6212   0.0202855  0.00178948     43252.4           1
                         :       1115 |      2.60682      2.5354   0.0203306  0.00179131     43151.7           2
                         :       1116 |      2.49366     2.58759   0.0202989  0.00178167       43203           3
                         :       1117 |      2.78935      3.0826    0.020356  0.00178087     43068.4           4
                         :       1118 |      2.97713     2.74392   0.0202895   0.0017772     43214.5           5
                         :       1119 |      2.76795     2.57836   0.0202958  0.00176912       43181           6
                         :       1120 Minimum Test error found - save the configuration 
                         :       1120 |      2.74295     2.39425    0.020372  0.00184735     43185.7           0
                         :       1121 |      2.54534     3.16532   0.0202639  0.00177662     43273.1           1
                         :       1122 |       2.8586      2.5051   0.0203111  0.00177897     43168.3           2
                         :       1123 |      2.67762     2.64359   0.0202885  0.00179122     43249.6           3
                         :       1124 |      2.67861     2.51897   0.0202858  0.00179775     43271.1           4
                         :       1125 |      2.66995     2.70455   0.0203459  0.00181185     43163.7           5
                         :       1126 |      2.66629     2.88617   0.0202944  0.00179882     43253.5           6
                         :       1127 |      2.62878     2.67504   0.0203316  0.00180207     43174.2           7
                         :       1128 |      2.59723      2.7183   0.0202734  0.00179978     43304.9           8
                         :       1129 |      2.52861     2.47992   0.0202729  0.00178445     43270.4           9
                         :       1130 |      2.40438     2.64207   0.0203432  0.00179453     43129.7          10
                         :       1131 |      2.75845     2.42149   0.0202867  0.00179299       43258          11
                         :       1132 |      2.82238     3.05589   0.0203631  0.00179053     43074.2          12
                         :       1133 Minimum Test error found - save the configuration 
                         :       1133 |      2.55234     2.25156   0.0203695   0.0018709     43246.5           0
                         :       1134 |      2.53577      2.3792   0.0203702  0.00185554     43209.1           1
                         :       1135 |      2.40966     2.49652   0.0203395   0.0018025     43156.9           2
                         :       1136 |      2.37645     3.09738   0.0202988  0.00180452     43256.5           3
                         :       1137 |      2.86304      2.3621   0.0203713  0.00180249     43083.1           4
                         :       1138 |      2.53158     3.10286   0.0203051    0.001806     43245.4           5
                         :       1139 |      2.33003     2.96917   0.0204407  0.00181603     42953.8           6
                         :       1140 |      2.33542     2.55332   0.0203297  0.00178526     43139.5           7
                         :       1141 |      2.58317     2.26551   0.0203114  0.00178255     43175.8           8
                         :       1142 Minimum Test error found - save the configuration 
                         :       1142 |      2.36584     2.20078   0.0204628  0.00187114     43030.2           0
                         :       1143 Minimum Test error found - save the configuration 
                         :       1143 |      2.19885     2.06016   0.0204046  0.00185539     43128.5           0
                         :       1144 |      2.34239     2.09378    0.020402  0.00178775     42977.8           1
                         :       1145 |      2.35846     2.35945    0.020329  0.00178305     43136.2           2
                         :       1146 |      2.61966     2.84339   0.0203308   0.0017935     43156.3           3
                         :       1147 |      2.55013     2.75429   0.0203971  0.00179015     42994.6           4
                         :       1148 |      2.59446     2.90047   0.0203239  0.00179374     43172.9           5
                         :       1149 |      2.56592     2.96353   0.0203876  0.00179716     43032.8           6
                         :       1150 |      2.83626     2.63754   0.0203139  0.00177767     43158.7           7
                         :       1151 |       2.6744     2.42753   0.0204108  0.00178659     42954.8           8
                         :       1152 |       2.3439     2.69257   0.0203899  0.00178651       43003           9
                         :       1153 |      2.43448     2.54236   0.0203422  0.00178547     43111.2          10
                         :       1154 |      2.46436     2.13696   0.0203857  0.00178853     43017.2          11
                         :       1155 |      2.49769     2.20525   0.0203237  0.00177678     43133.8          12
                         :       1156 Minimum Test error found - save the configuration 
                         :       1156 |      2.23729     1.92994   0.0204121  0.00187092     43147.3           0
                         :       1157 |      2.29177     2.33751      0.0204  0.00179879       43008           1
                         :       1158 |      2.41641     2.13162   0.0202759  0.00178993       43276           2
                         :       1159 |       2.3022     2.50386   0.0203194  0.00179582     43188.2           3
                         :       1160 |      2.16542     2.06871   0.0202421     0.00179     43355.5           4
                         :       1161 |       2.4342     2.43602   0.0202881  0.00182126     43320.9           5
                         :       1162 |      2.77487     3.51703   0.0202708  0.00178958     43287.2           6
                         :       1163 |      2.47162     2.29458   0.0202692   0.0017831     43275.7           7
                         :       1164 |       2.5421     2.46226   0.0203167  0.00177756       43152           8
                         :       1165 |      2.38444     2.04772   0.0202499  0.00178272     43320.1           9
                         :       1166 |      2.24727     2.13412   0.0202978  0.00184387     43351.2          10
                         :       1167 |      2.42292     3.09803   0.0202517  0.00177449     43296.5          11
                         :       1168 |      2.56991     2.22167   0.0202522  0.00178292     43315.2          12
                         :       1169 |      2.42537     2.25914   0.0203281  0.00179424     43164.2          13
                         :       1170 |       2.5884     2.22498   0.0202533  0.00179121     43332.1          14
                         :       1171 |      2.41836     2.55699   0.0203191  0.00179786     43193.7          15
                         :       1172 |      2.28991     2.13737   0.0202591  0.00179214     43320.6          16
                         :       1173 |      2.31866     2.17274   0.0202475  0.00179146     43346.3          17
                         :       1174 |      2.42963     2.13649   0.0203174  0.00177952     43154.9          18
                         :       1175 |      2.22395     1.99134   0.0202605  0.00178379     43297.8          19
                         :       1176 |      2.12331     2.00779   0.0203041  0.00178511     43198.9          20
                         :       1177 |      2.04665     2.18351    0.020223  0.00177063     43354.8          21
                         : 
                         : Elapsed time for training with 1000 events: 23.9 sec         
                         : Dataset[dataset] : Create results for training
                         : Dataset[dataset] : Evaluation of DNN_CPU on training sample
                         : Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.0253 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: dataset/weights/TMVARegression_DNN_CPU.weights.xml
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: 1.68 sec         
                         : Dataset[dataset] : Create results for training
                         : Dataset[dataset] : Evaluation of BDTG on training sample
                         : Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.347 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
                         : Creating xml weight file: dataset/weights/TMVARegression_BDTG.weights.xml
                         : TMVAReg.root:/dataset/Method_BDT/BDTG
Factory                  : Training finished
                         : 
TH1.Print Name  = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.82123e+06
TH1.Print Name  = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.39957e+06
Factory                  : === Destroy and recreate all methods via weight files for testing ===
                         : 
                         : Reading weight file: dataset/weights/TMVARegression_PDEFoam.weights.xml
                         : Read foams from file: dataset/weights/TMVARegression_PDEFoam.weights_foams.root
                         : Reading weight file: dataset/weights/TMVARegression_KNN.weights.xml
                         : 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: dataset/weights/TMVARegression_LD.weights.xml
                         : Reading weight file: dataset/weights/TMVARegression_DNN_CPU.weights.xml
                         : Reading weight file: dataset/weights/TMVARegression_BDTG.weights.xml

Evaluate all mvas using the set of test events

In [34]:
factory->TestAllMethods();
Factory                  : Test all methods
Factory                  : Test method: PDEFoam for Regression performance
                         : 
                         : Dataset[dataset] : Create results for testing
                         : Dataset[dataset] : Evaluation of PDEFoam on testing sample
                         : Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0446 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
Factory                  : Test method: KNN for Regression performance
                         : 
                         : Dataset[dataset] : Create results for testing
                         : Dataset[dataset] : Evaluation of KNN on testing sample
                         : Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.0943 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
Factory                  : Test method: LD for Regression performance
                         : 
                         : Dataset[dataset] : Create results for testing
                         : Dataset[dataset] : Evaluation of LD on testing sample
                         : Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.00297 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
Factory                  : Test method: DNN_CPU for Regression performance
                         : 
                         : Dataset[dataset] : Create results for testing
                         : Dataset[dataset] : Evaluation of DNN_CPU on testing sample
                         : Dataset[dataset] : Elapsed time for evaluation of 9000 events: 0.227 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created
Factory                  : Test method: BDTG for Regression performance
                         : 
                         : Dataset[dataset] : Create results for testing
                         : Dataset[dataset] : Evaluation of BDTG on testing sample
                         : Dataset[dataset] : Elapsed time for evaluation of 9000 events: 2.14 sec       
                         : Create variable histograms
                         : Create regression target histograms
                         : Create regression average deviation
                         : Results created

Evaluate and compare performance of all configured mvas

In [35]:
factory->EvaluateAllMethods();
Factory                  : Evaluate all methods
                         : Evaluate regression method: PDEFoam
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 0.0455 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.00513 sec       
TFHandler_PDEFoam        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:     3.3352     1.1893   [ 0.00020069     5.0000 ]
                         :     var2:     2.4860     1.4342   [ 0.00071490     5.0000 ]
                         :   fvalue:     163.91     83.651   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
                         : Evaluate regression method: KNN
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 0.0941 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.0104 sec       
TFHandler_KNN            : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:     3.3352     1.1893   [ 0.00020069     5.0000 ]
                         :     var2:     2.4860     1.4342   [ 0.00071490     5.0000 ]
                         :   fvalue:     163.91     83.651   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
                         : Evaluate regression method: LD
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 0.00435 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.000519 sec       
TFHandler_LD             : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:     3.3352     1.1893   [ 0.00020069     5.0000 ]
                         :     var2:     2.4860     1.4342   [ 0.00071490     5.0000 ]
                         :   fvalue:     163.91     83.651   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
                         : Evaluate regression method: DNN_CPU
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 0.229 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.0254 sec       
TFHandler_DNN_CPU        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:  -0.027278     1.0264   [    -3.3694     5.7307 ]
                         :     var2:  0.0056047    0.98632   [    -5.7307     5.7307 ]
                         :   fvalue:     163.91     83.651   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
TFHandler_DNN_CPU        : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:  -0.027278     1.0264   [    -3.3694     5.7307 ]
                         :     var2:  0.0056047    0.98632   [    -5.7307     5.7307 ]
                         :   fvalue:     163.91     83.651   [     1.6186     394.84 ]
                         : -----------------------------------------------------------
                         : Evaluate regression method: BDTG
                         : TestRegression (testing)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 9000 events: 2.14 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.239 sec       
TFHandler_BDTG           : Variable        Mean        RMS   [        Min        Max ]
                         : -----------------------------------------------------------
                         :     var1:     3.3352     1.1893   [ 0.00020069     5.0000 ]
                         :     var2:     2.4860     1.4342   [ 0.00071490     5.0000 ]
                         :   fvalue:     163.91     83.651   [     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.)
                         : --------------------------------------------------------------------------------------------------
                         : --------------------------------------------------------------------------------------------------
                         : dataset              DNN_CPU        :   0.0359  0.00996     1.52     1.21  |  3.282  3.294
                         : dataset              BDTG           :   0.0707    0.102     2.45     1.95  |  3.100  3.175
                         : dataset              KNN            :   -0.237    0.578     5.17     3.44  |  2.898  2.939
                         : dataset              PDEFoam        :    0.106  -0.0677     9.22     7.74  |  2.283  2.375
                         : dataset              LD             :    0.461     2.22     19.6     17.6  |  1.985  1.979
                         : --------------------------------------------------------------------------------------------------
                         : 
                         : Evaluation results ranked by smallest RMS on training sample:
                         : (overtraining check)
                         : --------------------------------------------------------------------------------------------------
                         : DataSet Name:         MVA Method:        <Bias>   <Bias_T>    RMS    RMS_T  |  MutInf MutInf_T
                         : --------------------------------------------------------------------------------------------------
                         : dataset              DNN_CPU        :   0.0220 -0.00376     1.43     1.10  |  3.288  3.302
                         : dataset              BDTG           :   0.0597   0.0107    0.566    0.293  |  3.441  3.466
                         : dataset              KNN            :   -0.425    0.423     5.19     3.54  |  3.006  3.034
                         : dataset              PDEFoam        : 8.35e-07    0.106     8.04     6.57  |  2.488  2.579
                         : dataset              LD             :-1.03e-06     1.54     20.1     18.5  |  2.134  2.153
                         : --------------------------------------------------------------------------------------------------
                         : 
Dataset:dataset          : Created tree 'TestTree' with 9000 events
                         : 
Dataset:dataset          : Created tree 'TrainTree' with 1000 events
                         : 
Factory                  : Thank you for using TMVA!
                         : For citation information, please visit: http://tmva.sf.net/citeTMVA.html

Save the output

In [36]:
outputFile->Close();

std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;

delete factory;
delete dataloader;
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!

Launch the gui for the root macros

In [37]:
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );