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, June 19, 2021 at 01:06 PM.

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: 0.61 sec                                 
                         : Elapsed time for training with 1000 events: 0.618 sec         
                         : Dataset[dataset] : Create results for training
                         : Dataset[dataset] : Evaluation of PDEFoam on training sample
                         : Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00484 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: 0.00179 sec         
                         : Dataset[dataset] : Create results for training
                         : Dataset[dataset] : Evaluation of KNN on training sample
                         : Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.00764 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: 0.000519 sec         
                         : Dataset[dataset] : Create results for training
                         : Dataset[dataset] : Evaluation of LD on training sample
                         : Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.000374 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 = 33512.1
                         : --------------------------------------------------------------
                         :      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 |      34798.9     33144.7   0.0194463   0.0018226     45393.5           0
                         :          2 Minimum Test error found - save the configuration 
                         :          2 |      34324.7     32590.2   0.0195463  0.00178314       45037           0
                         :          3 Minimum Test error found - save the configuration 
                         :          3 |        33720     31896.6   0.0200308  0.00185155     44006.1           0
                         :          4 Minimum Test error found - save the configuration 
                         :          4 |      33038.7       31180    0.020142  0.00183137     43690.5           0
                         :          5 Minimum Test error found - save the configuration 
                         :          5 |      32254.8     30347.8   0.0199479  0.00180252     44088.3           0
                         :          6 Minimum Test error found - save the configuration 
                         :          6 |      31345.7       29568   0.0198767  0.00179313     44239.1           0
                         :          7 Minimum Test error found - save the configuration 
                         :          7 |      30696.9     29091.6   0.0197427  0.00177392     44521.7           0
                         :          8 Minimum Test error found - save the configuration 
                         :          8 |      30267.1     28722.7   0.0197986  0.00178108     44401.2           0
                         :          9 Minimum Test error found - save the configuration 
                         :          9 |      29909.6     28395.8   0.0197392  0.00178381       44555           0
                         :         10 Minimum Test error found - save the configuration 
                         :         10 |      29585.8     28088.5   0.0197502  0.00178327     44526.2           0
                         :         11 Minimum Test error found - save the configuration 
                         :         11 |      29274.5     27802.2   0.0197851  0.00178736       44450           0
                         :         12 Minimum Test error found - save the configuration 
                         :         12 |      28989.1     27516.9    0.019998   0.0017902     43937.1           0
                         :         13 Minimum Test error found - save the configuration 
                         :         13 |      28701.3       27248   0.0202033  0.00182431     43528.1           0
                         :         14 Minimum Test error found - save the configuration 
                         :         14 |      28429.4     26983.1   0.0200542  0.00179551     43814.7           0
                         :         15 Minimum Test error found - save the configuration 
                         :         15 |      28166.1     26720.4   0.0202528  0.00180202     43358.5           0
                         :         16 Minimum Test error found - save the configuration 
                         :         16 |      27900.1     26471.1   0.0198221  0.00179736     44383.4           0
                         :         17 Minimum Test error found - save the configuration 
                         :         17 |      27647.2     26223.5   0.0198315  0.00179713     44359.6           0
                         :         18 Minimum Test error found - save the configuration 
                         :         18 |      27395.2     25982.9   0.0197968  0.00179091     44429.9           0
                         :         19 Minimum Test error found - save the configuration 
                         :         19 |      27150.8       25744   0.0198162  0.00179865     44401.2           0
                         :         20 Minimum Test error found - save the configuration 
                         :         20 |      26908.7     25509.4     0.01983  0.00178765     44340.1           0
                         :         21 Minimum Test error found - save the configuration 
                         :         21 |      26669.4     25280.1   0.0198593  0.00179686     44290.8           0
                         :         22 Minimum Test error found - save the configuration 
                         :         22 |      26434.6     25054.3   0.0198279  0.00179463     44362.5           0
                         :         23 Minimum Test error found - save the configuration 
                         :         23 |      26204.6     24829.9   0.0198216  0.00179566     44380.4           0
                         :         24 Minimum Test error found - save the configuration 
                         :         24 |      25976.9       24608   0.0198446  0.00180368     44343.5           0
                         :         25 Minimum Test error found - save the configuration 
                         :         25 |      25750.3     24391.3   0.0198309  0.00180446     44379.2           0
                         :         26 Minimum Test error found - save the configuration 
                         :         26 |      25529.6     24174.9   0.0199136  0.00180903     44187.8           0
                         :         27 Minimum Test error found - save the configuration 
                         :         27 |        25309     23962.9   0.0198378  0.00179906     44349.1           0
                         :         28 Minimum Test error found - save the configuration 
                         :         28 |      25093.6     23751.2   0.0200354  0.00180265     43877.1           0
                         :         29 Minimum Test error found - save the configuration 
                         :         29 |      24879.8     23541.7   0.0199217  0.00179504       44134           0
                         :         30 Minimum Test error found - save the configuration 
                         :         30 |      24666.7     23336.8   0.0198634  0.00179848     44284.8           0
                         :         31 Minimum Test error found - save the configuration 
                         :         31 |      24458.3     23133.3   0.0198783  0.00180538     44265.1           0
                         :         32 Minimum Test error found - save the configuration 
                         :         32 |      24250.6     22933.2   0.0199837  0.00180766       44014           0
                         :         33 Minimum Test error found - save the configuration 
                         :         33 |      24047.8       22733   0.0198475  0.00180306       44335           0
                         :         34 Minimum Test error found - save the configuration 
                         :         34 |      23843.3     22538.2   0.0198554  0.00180369     44317.2           0
                         :         35 Minimum Test error found - save the configuration 
                         :         35 |      23646.1     22341.2   0.0199398  0.00181424     44136.7           0
                         :         36 Minimum Test error found - save the configuration 
                         :         36 |      23443.6       22153   0.0204705  0.00182497     42905.6           0
                         :         37 Minimum Test error found - save the configuration 
                         :         37 |        23252     21960.2   0.0198969  0.00180762     44225.1           0
                         :         38 Minimum Test error found - save the configuration 
                         :         38 |      23054.2     21775.4   0.0200182  0.00184294     44015.8           0
                         :         39 Minimum Test error found - save the configuration 
                         :         39 |      22865.1     21587.9   0.0201343  0.00181391     43667.2           0
                         :         40 Minimum Test error found - save the configuration 
                         :         40 |      22674.4     21403.4   0.0199842   0.0018242     44052.8           0
                         :         41 Minimum Test error found - save the configuration 
                         :         41 |      22486.6     21220.5   0.0199761  0.00180628       44029           0
                         :         42 Minimum Test error found - save the configuration 
                         :         42 |      22300.9     21038.7   0.0199525  0.00182412     44129.7           0
                         :         43 Minimum Test error found - save the configuration 
                         :         43 |      22117.7     20857.5   0.0200858  0.00186866     43914.8           0
                         :         44 Minimum Test error found - save the configuration 
                         :         44 |      21932.6     20682.3   0.0202305  0.00181042     43430.8           0
                         :         45 Minimum Test error found - save the configuration 
                         :         45 |      21752.1     20508.7   0.0199809  0.00180762     44020.7           0
                         :         46 Minimum Test error found - save the configuration 
                         :         46 |      21575.4     20333.8   0.0199368  0.00180394     44118.9           0
                         :         47 Minimum Test error found - save the configuration 
                         :         47 |        21398     20161.2   0.0199304  0.00179321     44108.3           0
                         :         48 Minimum Test error found - save the configuration 
                         :         48 |      21221.3     19992.8   0.0200079   0.0018306       44011           0
                         :         49 Minimum Test error found - save the configuration 
                         :         49 |      21050.3     19822.2   0.0199228  0.00180591     44157.8           0
                         :         50 Minimum Test error found - save the configuration 
                         :         50 |      20876.3     19656.8   0.0200301  0.00182667     43947.7           0
                         :         51 Minimum Test error found - save the configuration 
                         :         51 |      20706.8     19492.3   0.0199599  0.00180037       44054           0
                         :         52 Minimum Test error found - save the configuration 
                         :         52 |      20540.6     19326.4   0.0198734  0.00179687     44256.3           0
                         :         53 Minimum Test error found - save the configuration 
                         :         53 |      20369.8     19168.2   0.0198953  0.00180488     44222.3           0
                         :         54 Minimum Test error found - save the configuration 
                         :         54 |      20207.1     19007.9   0.0199383  0.00181624       44145           0
                         :         55 Minimum Test error found - save the configuration 
                         :         55 |      20044.9     18847.4   0.0199062  0.00181314     44215.8           0
                         :         56 Minimum Test error found - save the configuration 
                         :         56 |      19883.3     18688.2   0.0199009  0.00181388     44230.5           0
                         :         57 Minimum Test error found - save the configuration 
                         :         57 |      19720.4     18534.5   0.0199593  0.00183777     44146.4           0
                         :         58 Minimum Test error found - save the configuration 
                         :         58 |        19563     18380.1   0.0199446  0.00182053     44140.1           0
                         :         59 Minimum Test error found - save the configuration 
                         :         59 |      19406.5     18224.6   0.0199153   0.0018099     44185.6           0
                         :         60 Minimum Test error found - save the configuration 
                         :         60 |      19244.9     18060.5   0.0199017  0.00181462     44230.5           0
                         :         61 Minimum Test error found - save the configuration 
                         :         61 |      19103.2     17898.8   0.0199886  0.00182688     44048.8           0
                         :         62 Minimum Test error found - save the configuration 
                         :         62 |      18937.1     17769.7   0.0202027  0.00190014     43709.7           0
                         :         63 Minimum Test error found - save the configuration 
                         :         63 |      18786.3     17616.8    0.020376  0.00182997     43135.8           0
                         :         64 Minimum Test error found - save the configuration 
                         :         64 |      18627.9     17456.1   0.0200176  0.00184773       44029           0
                         :         65 Minimum Test error found - save the configuration 
                         :         65 |      18465.4     17292.1    0.020099  0.00183148     43793.7           0
                         :         66 Minimum Test error found - save the configuration 
                         :         66 |      18312.1     17137.5   0.0201736  0.00192929     43849.4           0
                         :         67 Minimum Test error found - save the configuration 
                         :         67 |      18161.2     16996.9   0.0201395  0.00182649     43684.8           0
                         :         68 Minimum Test error found - save the configuration 
                         :         68 |      18008.2     16842.8   0.0200843  0.00182802     43820.5           0
                         :         69 Minimum Test error found - save the configuration 
                         :         69 |      17856.7     16695.3   0.0201383  0.00187333     43799.6           0
                         :         70 Minimum Test error found - save the configuration 
                         :         70 |      17707.7     16552.8   0.0200493  0.00181463     43872.6           0
                         :         71 Minimum Test error found - save the configuration 
                         :         71 |        17560     16405.3   0.0202374  0.00182758     43455.2           0
                         :         72 Minimum Test error found - save the configuration 
                         :         72 |      17411.4     16262.7   0.0206346  0.00190438     42711.7           0
                         :         73 Minimum Test error found - save the configuration 
                         :         73 |        17265     16122.5   0.0202541  0.00186013     43492.6           0
                         :         74 Minimum Test error found - save the configuration 
                         :         74 |        17120     15983.9   0.0202228  0.00183423     43505.2           0
                         :         75 Minimum Test error found - save the configuration 
                         :         75 |      16979.6     15840.4   0.0204197  0.00184741       43075           0
                         :         76 Minimum Test error found - save the configuration 
                         :         76 |      16833.5     15705.4   0.0202046   0.0018511     43588.4           0
                         :         77 Minimum Test error found - save the configuration 
                         :         77 |      16695.6     15564.7   0.0202943  0.00187426     43430.9           0
                         :         78 Minimum Test error found - save the configuration 
                         :         78 |      16552.7     15429.6   0.0203216  0.00184356     43294.7           0
                         :         79 Minimum Test error found - save the configuration 
                         :         79 |      16414.6     15294.3   0.0202299   0.0018342     43488.5           0
                         :         80 Minimum Test error found - save the configuration 
                         :         80 |      16274.7     15163.5   0.0201913  0.00183161     43573.8           0
                         :         81 Minimum Test error found - save the configuration 
                         :         81 |      16140.1       15030   0.0200977  0.00182591     43783.2           0
                         :         82 Minimum Test error found - save the configuration 
                         :         82 |      16005.6     14898.7   0.0201499  0.00182583     43658.4           0
                         :         83 Minimum Test error found - save the configuration 
                         :         83 |      15870.4     14765.8    0.020083  0.00181604     43794.9           0
                         :         84 Minimum Test error found - save the configuration 
                         :         84 |      15737.7     14634.7   0.0201509   0.0018311     43668.6           0
                         :         85 Minimum Test error found - save the configuration 
                         :         85 |      15603.9     14506.8   0.0202811  0.00182164     43338.2           0
                         :         86 Minimum Test error found - save the configuration 
                         :         86 |      15472.9     14380.4   0.0201021  0.00181291     43741.7           0
                         :         87 Minimum Test error found - save the configuration 
                         :         87 |      15345.1     14252.8   0.0202488   0.0018148     43398.1           0
                         :         88 Minimum Test error found - save the configuration 
                         :         88 |      15217.6     14127.1   0.0201154  0.00181918       43725           0
                         :         89 Minimum Test error found - save the configuration 
                         :         89 |      15087.3     14005.4   0.0200707  0.00181093     43812.1           0
                         :         90 Minimum Test error found - save the configuration 
                         :         90 |      14963.7       13882   0.0200683  0.00180875     43812.7           0
                         :         91 Minimum Test error found - save the configuration 
                         :         91 |      14838.9     13759.6    0.020095  0.00181865     43772.4           0
                         :         92 Minimum Test error found - save the configuration 
                         :         92 |      14715.5     13638.1   0.0201201  0.00181779     43710.3           0
                         :         93 Minimum Test error found - save the configuration 
                         :         93 |      14592.4     13519.7   0.0201611  0.00180838     43590.3           0
                         :         94 Minimum Test error found - save the configuration 
                         :         94 |      14470.4     13401.3   0.0200815   0.0018099     43783.8           0
                         :         95 Minimum Test error found - save the configuration 
                         :         95 |        14350       13285   0.0200804  0.00180936     43785.1           0
                         :         96 Minimum Test error found - save the configuration 
                         :         96 |      14231.7     13167.9   0.0201133  0.00182633     43746.9           0
                         :         97 Minimum Test error found - save the configuration 
                         :         97 |      14113.1     13052.5   0.0201069  0.00181625     43738.2           0
                         :         98 Minimum Test error found - save the configuration 
                         :         98 |      13996.4     12937.2   0.0201241  0.00183164     43733.9           0
                         :         99 Minimum Test error found - save the configuration 
                         :         99 |        13879     12824.8   0.0201724  0.00183868     43635.3           0
                         :        100 Minimum Test error found - save the configuration 
                         :        100 |      13766.5     12709.5   0.0201025  0.00181432     43744.1           0
                         :        101 Minimum Test error found - save the configuration 
                         :        101 |      13649.3     12599.7   0.0201116  0.00182227     43741.2           0
                         :        102 Minimum Test error found - save the configuration 
                         :        102 |      13538.2     12488.4   0.0202252  0.00183177     43493.7           0
                         :        103 Minimum Test error found - save the configuration 
                         :        103 |      13426.1       12377   0.0201888  0.00184778     43618.1           0
                         :        104 Minimum Test error found - save the configuration 
                         :        104 |      13314.1     12268.1   0.0202119  0.00184611     43559.3           0
                         :        105 Minimum Test error found - save the configuration 
                         :        105 |      13202.7     12161.9   0.0201846  0.00184151     43613.2           0
                         :        106 Minimum Test error found - save the configuration 
                         :        106 |      13094.9       12054   0.0201652  0.00184145     43659.1           0
                         :        107 Minimum Test error found - save the configuration 
                         :        107 |        12986     11948.1   0.0201564  0.00182735     43646.6           0
                         :        108 Minimum Test error found - save the configuration 
                         :        108 |      12878.5       11843   0.0201182  0.00182486     43731.7           0
                         :        109 Minimum Test error found - save the configuration 
                         :        109 |      12773.3     11736.8   0.0201274  0.00182354     43706.6           0
                         :        110 Minimum Test error found - save the configuration 
                         :        110 |        12665     11635.7   0.0201402  0.00181489     43655.6           0
                         :        111 Minimum Test error found - save the configuration 
                         :        111 |      12561.9       11533    0.020798  0.00183919     42196.7           0
                         :        112 Minimum Test error found - save the configuration 
                         :        112 |        12459     11429.3   0.0202047  0.00183704     43554.9           0
                         :        113 Minimum Test error found - save the configuration 
                         :        113 |      12354.9     11328.5   0.0202725  0.00182365     43363.1           0
                         :        114 Minimum Test error found - save the configuration 
                         :        114 |      12252.6     11228.8   0.0201243  0.00181812     43701.1           0
                         :        115 Minimum Test error found - save the configuration 
                         :        115 |      12152.5       11129   0.0202436  0.00184204     43474.6           0
                         :        116 Minimum Test error found - save the configuration 
                         :        116 |        12053     11027.9   0.0203151  0.00185333     43332.8           0
                         :        117 Minimum Test error found - save the configuration 
                         :        117 |      11949.8     10934.1   0.0204216  0.00185673     43092.2           0
                         :        118 Minimum Test error found - save the configuration 
                         :        118 |      11853.8     10836.9   0.0202182  0.00184233     43535.4           0
                         :        119 Minimum Test error found - save the configuration 
                         :        119 |      11756.2       10740   0.0202683  0.00184535     43424.1           0
                         :        120 Minimum Test error found - save the configuration 
                         :        120 |      11658.9     10644.5   0.0202067  0.00185077     43582.5           0
                         :        121 Minimum Test error found - save the configuration 
                         :        121 |      11562.7     10550.2   0.0202049   0.0018408     43563.2           0
                         :        122 Minimum Test error found - save the configuration 
                         :        122 |      11466.4     10458.2   0.0202322  0.00184345     43504.9           0
                         :        123 Minimum Test error found - save the configuration 
                         :        123 |      11373.1       10365   0.0202132  0.00183827     43537.6           0
                         :        124 Minimum Test error found - save the configuration 
                         :        124 |      11280.4     10270.7   0.0204317  0.00184083     43031.8           0
                         :        125 Minimum Test error found - save the configuration 
                         :        125 |        11186     10180.1   0.0204474  0.00184337     43001.5           0
                         :        126 Minimum Test error found - save the configuration 
                         :        126 |      11093.6     10090.5   0.0203079  0.00183581     43308.7           0
                         :        127 Minimum Test error found - save the configuration 
                         :        127 |      11003.1     10000.3   0.0202694  0.00186496     43467.7           0
                         :        128 Minimum Test error found - save the configuration 
                         :        128 |      10913.5     9909.33   0.0202066  0.00183513     43545.8           0
                         :        129 Minimum Test error found - save the configuration 
                         :        129 |      10822.9     9820.46    0.020246  0.00184863     43484.5           0
                         :        130 Minimum Test error found - save the configuration 
                         :        130 |      10732.8     9733.98   0.0201742  0.00183898     43631.9           0
                         :        131 Minimum Test error found - save the configuration 
                         :        131 |      10645.2     9647.15    0.020204  0.00186932     43633.2           0
                         :        132 Minimum Test error found - save the configuration 
                         :        132 |        10558     9560.47   0.0203012  0.00185113     43360.3           0
                         :        133 Minimum Test error found - save the configuration 
                         :        133 |      10469.8     9476.84   0.0202599  0.00190521     43585.7           0
                         :        134 Minimum Test error found - save the configuration 
                         :        134 |      10386.1     9390.08   0.0201967  0.00183867     43577.6           0
                         :        135 Minimum Test error found - save the configuration 
                         :        135 |      10299.5     9305.87   0.0203408  0.00184573     43254.8           0
                         :        136 Minimum Test error found - save the configuration 
                         :        136 |      10215.2     9221.96   0.0205127   0.0018748     42923.2           0
                         :        137 Minimum Test error found - save the configuration 
                         :        137 |      10130.4     9140.09   0.0204653  0.00184282     42958.8           0
                         :        138 Minimum Test error found - save the configuration 
                         :        138 |      10048.5     9056.58   0.0202734  0.00185787     43441.7           0
                         :        139 Minimum Test error found - save the configuration 
                         :        139 |      9965.24     8975.13   0.0203363  0.00188171     43349.6           0
                         :        140 Minimum Test error found - save the configuration 
                         :        140 |      9882.71     8895.61   0.0205241  0.00183618     42808.3           0
                         :        141 Minimum Test error found - save the configuration 
                         :        141 |      9803.03     8814.49   0.0204163  0.00195364     43330.6           0
                         :        142 Minimum Test error found - save the configuration 
                         :        142 |      9721.57     8735.46   0.0202672  0.00184636     43429.1           0
                         :        143 Minimum Test error found - save the configuration 
                         :        143 |      9640.85     8658.83   0.0202991  0.00185219     43367.7           0
                         :        144 Minimum Test error found - save the configuration 
                         :        144 |      9564.64     8577.87   0.0203155  0.00186852     43367.6           0
                         :        145 Minimum Test error found - save the configuration 
                         :        145 |      9485.12     8499.44   0.0201959  0.00183187     43563.4           0
                         :        146 Minimum Test error found - save the configuration 
                         :        146 |      9405.66     8424.34   0.0202221  0.00183834     43516.6           0
                         :        147 Minimum Test error found - save the configuration 
                         :        147 |      9331.04     8345.93   0.0202387  0.00187676     43568.3           0
                         :        148 Minimum Test error found - save the configuration 
                         :        148 |      9251.81     8272.67    0.020199  0.00183355     43560.1           0
                         :        149 Minimum Test error found - save the configuration 
                         :        149 |      9178.41     8196.09   0.0202197  0.00184492     43537.9           0
                         :        150 Minimum Test error found - save the configuration 
                         :        150 |      9101.25      8122.9   0.0203093  0.00184804     43333.9           0
                         :        151 Minimum Test error found - save the configuration 
                         :        151 |       9027.3     8049.38   0.0202291  0.00182798     43475.6           0
                         :        152 Minimum Test error found - save the configuration 
                         :        152 |      8954.14     7975.14   0.0202236   0.0018353     43505.9           0
                         :        153 Minimum Test error found - save the configuration 
                         :        153 |      8880.65     7901.78   0.0202604  0.00183399       43416           0
                         :        154 Minimum Test error found - save the configuration 
                         :        154 |      8807.58     7829.49   0.0202868  0.00183967     43367.1           0
                         :        155 Minimum Test error found - save the configuration 
                         :        155 |      8735.49     7757.82   0.0204719  0.00189103     43055.1           0
                         :        156 Minimum Test error found - save the configuration 
                         :        156 |      8663.34     7687.62   0.0205374  0.00185504     42821.2           0
                         :        157 Minimum Test error found - save the configuration 
                         :        157 |      8592.47     7617.78   0.0203189  0.00185484     43327.4           0
                         :        158 Minimum Test error found - save the configuration 
                         :        158 |      8522.96     7547.36   0.0203676  0.00185734     43219.2           0
                         :        159 Minimum Test error found - save the configuration 
                         :        159 |      8452.58      7478.3   0.0202788  0.00185705     43426.9           0
                         :        160 Minimum Test error found - save the configuration 
                         :        160 |      8384.49      7408.2   0.0203127  0.00183969     43306.4           0
                         :        161 Minimum Test error found - save the configuration 
                         :        161 |      8313.26      7343.1   0.0204092  0.00187738       43169           0
                         :        162 Minimum Test error found - save the configuration 
                         :        162 |      8248.78     7272.83   0.0202555  0.00185559     43478.5           0
                         :        163 Minimum Test error found - save the configuration 
                         :        163 |      8179.47     7205.98   0.0202736  0.00184357     43407.5           0
                         :        164 Minimum Test error found - save the configuration 
                         :        164 |      8111.45     7141.28   0.0202823  0.00183068     43356.7           0
                         :        165 Minimum Test error found - save the configuration 
                         :        165 |      8046.89     7074.27   0.0203902  0.00184609     43140.3           0
                         :        166 Minimum Test error found - save the configuration 
                         :        166 |      7979.77     7010.16   0.0203388  0.00185548     43282.2           0
                         :        167 Minimum Test error found - save the configuration 
                         :        167 |      7915.26     6945.34   0.0203066   0.0018505     43346.1           0
                         :        168 Minimum Test error found - save the configuration 
                         :        168 |      7849.37     6883.13   0.0206335  0.00190015     42704.5           0
                         :        169 Minimum Test error found - save the configuration 
                         :        169 |      7787.35     6817.83   0.0204323  0.00188317     43128.6           0
                         :        170 Minimum Test error found - save the configuration 
                         :        170 |      7722.63      6754.8   0.0204853  0.00185184     42933.6           0
                         :        171 Minimum Test error found - save the configuration 
                         :        171 |      7659.75     6691.91   0.0202885  0.00183613     43354.8           0
                         :        172 Minimum Test error found - save the configuration 
                         :        172 |      7597.01     6630.04   0.0202675  0.00184255     43419.3           0
                         :        173 Minimum Test error found - save the configuration 
                         :        173 |      7535.54     6567.74   0.0203947  0.00185196     43143.6           0
                         :        174 Minimum Test error found - save the configuration 
                         :        174 |      7474.19     6505.72   0.0203455  0.00185718     43270.7           0
                         :        175 Minimum Test error found - save the configuration 
                         :        175 |      7412.34     6445.52   0.0202521  0.00183823     43445.6           0
                         :        176 Minimum Test error found - save the configuration 
                         :        176 |       7352.8     6384.74   0.0206658  0.00194342     42729.6           0
                         :        177 Minimum Test error found - save the configuration 
                         :        177 |      7291.39     6326.34   0.0202343  0.00184633     43506.7           0
                         :        178 Minimum Test error found - save the configuration 
                         :        178 |       7232.8     6267.01   0.0202913    0.001846     43371.6           0
                         :        179 Minimum Test error found - save the configuration 
                         :        179 |      7173.46     6208.79   0.0201994  0.00183942       43573           0
                         :        180 Minimum Test error found - save the configuration 
                         :        180 |      7115.85     6149.76   0.0201838  0.00183911     43609.3           0
                         :        181 Minimum Test error found - save the configuration 
                         :        181 |      7056.22     6093.93   0.0201682  0.00182723     43618.1           0
                         :        182 Minimum Test error found - save the configuration 
                         :        182 |      7000.28     6035.65   0.0201933  0.00183163     43569.1           0
                         :        183 Minimum Test error found - save the configuration 
                         :        183 |      6942.28     5979.57   0.0203375  0.00182161       43206           0
                         :        184 Minimum Test error found - save the configuration 
                         :        184 |      6885.97     5923.59   0.0202518  0.00182987     43426.6           0
                         :        185 Minimum Test error found - save the configuration 
                         :        185 |      6829.46     5868.14   0.0202341  0.00183706     43485.3           0
                         :        186 Minimum Test error found - save the configuration 
                         :        186 |      6774.71     5812.01   0.0202182  0.00183415       43516           0
                         :        187 Minimum Test error found - save the configuration 
                         :        187 |      6719.17     5757.02   0.0202633  0.00183002     43399.7           0
                         :        188 Minimum Test error found - save the configuration 
                         :        188 |      6664.67     5701.98   0.0202099  0.00182344     43510.3           0
                         :        189 Minimum Test error found - save the configuration 
                         :        189 |      6609.46     5648.85   0.0201823   0.0018116     43547.6           0
                         :        190 Minimum Test error found - save the configuration 
                         :        190 |      6555.98     5595.61   0.0202993  0.00184383     43347.7           0
                         :        191 Minimum Test error found - save the configuration 
                         :        191 |      6502.72     5542.55   0.0203153  0.00184553       43314           0
                         :        192 Minimum Test error found - save the configuration 
                         :        192 |      6449.77     5490.09   0.0203972  0.00186874     43176.8           0
                         :        193 Minimum Test error found - save the configuration 
                         :        193 |      6396.87     5438.58   0.0202258  0.00184362     43520.4           0
                         :        194 Minimum Test error found - save the configuration 
                         :        194 |      6345.38     5386.46   0.0202627  0.00183767     43419.2           0
                         :        195 Minimum Test error found - save the configuration 
                         :        195 |      6293.88      5334.8   0.0202744  0.00186803     43463.1           0
                         :        196 Minimum Test error found - save the configuration 
                         :        196 |      6241.65     5284.83   0.0203116  0.00184266       43316           0
                         :        197 Minimum Test error found - save the configuration 
                         :        197 |      6192.07     5233.22   0.0204624  0.00184276     42965.3           0
                         :        198 Minimum Test error found - save the configuration 
                         :        198 |      6140.84     5183.38   0.0202228  0.00182359     43480.2           0
                         :        199 Minimum Test error found - save the configuration 
                         :        199 |      6089.46      5136.3    0.020251  0.00184442     43462.7           0
                         :        200 Minimum Test error found - save the configuration 
                         :        200 |      6041.89     5086.38   0.0202307  0.00183478     43487.9           0
                         :        201 Minimum Test error found - save the configuration 
                         :        201 |      5992.31     5037.49   0.0202374   0.0018409     43486.6           0
                         :        202 Minimum Test error found - save the configuration 
                         :        202 |      5942.71     4990.37   0.0203263   0.0018461     43289.6           0
                         :        203 Minimum Test error found - save the configuration 
                         :        203 |      5895.91     4941.06   0.0204346  0.00187152     43096.3           0
                         :        204 Minimum Test error found - save the configuration 
                         :        204 |      5846.85     4893.81   0.0206672  0.00193859     42715.5           0
                         :        205 Minimum Test error found - save the configuration 
                         :        205 |      5799.24     4847.08    0.020691  0.00187245     42511.2           0
                         :        206 Minimum Test error found - save the configuration 
                         :        206 |      5752.55     4799.88   0.0204203   0.0019072     43212.8           0
                         :        207 Minimum Test error found - save the configuration 
                         :        207 |       5704.9      4754.3    0.020521  0.00186566     42883.3           0
                         :        208 Minimum Test error found - save the configuration 
                         :        208 |      5659.47     4707.59   0.0202478  0.00185207     43488.4           0
                         :        209 Minimum Test error found - save the configuration 
                         :        209 |      5613.27     4661.69   0.0202242  0.00183739     43509.4           0
                         :        210 Minimum Test error found - save the configuration 
                         :        210 |       5566.2     4618.57   0.0202614  0.00183985     43427.3           0
                         :        211 Minimum Test error found - save the configuration 
                         :        211 |      5522.66     4572.89   0.0202133  0.00183198     43522.4           0
                         :        212 Minimum Test error found - save the configuration 
                         :        212 |      5477.23     4528.32   0.0205125  0.00184395     42852.8           0
                         :        213 Minimum Test error found - save the configuration 
                         :        213 |      5431.93      4485.2    0.020775  0.00186949     42315.7           0
                         :        214 Minimum Test error found - save the configuration 
                         :        214 |      5387.97     4441.83   0.0206521  0.00186054     42572.2           0
                         :        215 Minimum Test error found - save the configuration 
                         :        215 |      5343.71     4399.78   0.0211365  0.00187308     41529.5           0
                         :        216 Minimum Test error found - save the configuration 
                         :        216 |      5300.99     4356.63   0.0206012  0.00188109     42734.7           0
                         :        217 Minimum Test error found - save the configuration 
                         :        217 |      5257.85      4314.4   0.0204529  0.00184676     42996.5           0
                         :        218 Minimum Test error found - save the configuration 
                         :        218 |      5215.02     4271.64   0.0202249  0.00184016     43514.4           0
                         :        219 Minimum Test error found - save the configuration 
                         :        219 |      5171.71     4230.71   0.0202555  0.00184654     43457.1           0
                         :        220 Minimum Test error found - save the configuration 
                         :        220 |      5129.79     4189.63    0.020318  0.00184789     43313.3           0
                         :        221 Minimum Test error found - save the configuration 
                         :        221 |      5088.47      4148.5    0.020328  0.00185907     43315.9           0
                         :        222 Minimum Test error found - save the configuration 
                         :        222 |      5046.77      4107.3   0.0202987  0.00189328     43465.4           0
                         :        223 Minimum Test error found - save the configuration 
                         :        223 |      5004.37     4069.08   0.0203112  0.00193481     43534.1           0
                         :        224 Minimum Test error found - save the configuration 
                         :        224 |      4965.23     4028.55   0.0203118  0.00184091     43311.5           0
                         :        225 Minimum Test error found - save the configuration 
                         :        225 |      4923.94     3989.67   0.0202061  0.00184102     43560.9           0
                         :        226 Minimum Test error found - save the configuration 
                         :        226 |      4884.22     3949.98   0.0202848  0.00184255     43378.7           0
                         :        227 Minimum Test error found - save the configuration 
                         :        227 |      4843.47     3912.04   0.0202152  0.00182826     43509.1           0
                         :        228 Minimum Test error found - save the configuration 
                         :        228 |      4804.57      3873.2   0.0232456  0.00188662     37454.9           0
                         :        229 Minimum Test error found - save the configuration 
                         :        229 |      4765.55      3834.4   0.0202204  0.00183594     43515.1           0
                         :        230 Minimum Test error found - save the configuration 
                         :        230 |       4725.8     3797.02   0.0202776  0.00186213     43441.8           0
                         :        231 Minimum Test error found - save the configuration 
                         :        231 |       4687.6     3759.61   0.0202668  0.00184533     43427.7           0
                         :        232 Minimum Test error found - save the configuration 
                         :        232 |      4649.22      3722.4   0.0202949  0.00184249     43354.8           0
                         :        233 Minimum Test error found - save the configuration 
                         :        233 |      4611.03     3685.76   0.0202176  0.00183566       43521           0
                         :        234 Minimum Test error found - save the configuration 
                         :        234 |      4573.78     3649.37    0.020225  0.00183649     43505.5           0
                         :        235 Minimum Test error found - save the configuration 
                         :        235 |      4535.79     3613.62   0.0202468  0.00185735     43503.3           0
                         :        236 Minimum Test error found - save the configuration 
                         :        236 |      4498.82     3577.65   0.0202925  0.00184309     43361.9           0
                         :        237 Minimum Test error found - save the configuration 
                         :        237 |      4461.53     3542.76   0.0202909  0.00186356     43413.7           0
                         :        238 Minimum Test error found - save the configuration 
                         :        238 |      4425.44     3507.42   0.0203868  0.00186187       43185           0
                         :        239 Minimum Test error found - save the configuration 
                         :        239 |      4389.59     3471.98    0.020286    0.001876     43454.7           0
                         :        240 Minimum Test error found - save the configuration 
                         :        240 |      4353.04      3437.4   0.0202974   0.0018541     43376.2           0
                         :        241 Minimum Test error found - save the configuration 
                         :        241 |      4316.85     3404.11   0.0202392  0.00184226     43485.6           0
                         :        242 Minimum Test error found - save the configuration 
                         :        242 |      4283.18     3368.91   0.0202342  0.00184874     43512.7           0
                         :        243 Minimum Test error found - save the configuration 
                         :        243 |      4246.59     3335.58    0.020366  0.00184707       43199           0
                         :        244 Minimum Test error found - save the configuration 
                         :        244 |      4211.55     3302.86   0.0205782   0.0018475     42710.6           0
                         :        245 Minimum Test error found - save the configuration 
                         :        245 |      4177.13     3270.34   0.0202139  0.00183488     43527.9           0
                         :        246 Minimum Test error found - save the configuration 
                         :        246 |       4143.4     3237.86   0.0202205  0.00183339     43508.8           0
                         :        247 Minimum Test error found - save the configuration 
                         :        247 |      4109.55     3204.04    0.020223  0.00181054     43448.8           0
                         :        248 Minimum Test error found - save the configuration 
                         :        248 |      4075.09     3172.47    0.020299  0.00182456     43303.1           0
                         :        249 Minimum Test error found - save the configuration 
                         :        249 |      4041.44     3141.07   0.0201806  0.00181635     43562.8           0
                         :        250 Minimum Test error found - save the configuration 
                         :        250 |      4008.75      3109.1   0.0202125  0.00183082     43521.5           0
                         :        251 Minimum Test error found - save the configuration 
                         :        251 |      3975.14     3078.56   0.0202285  0.00183864     43502.2           0
                         :        252 Minimum Test error found - save the configuration 
                         :        252 |      3944.29        3046   0.0202828  0.00185415     43410.7           0
                         :        253 Minimum Test error found - save the configuration 
                         :        253 |      3909.95     3015.95   0.0202819  0.00184578       43393           0
                         :        254 Minimum Test error found - save the configuration 
                         :        254 |      3877.67     2986.51   0.0202591  0.00184284     43439.8           0
                         :        255 Minimum Test error found - save the configuration 
                         :        255 |      3846.48     2956.05   0.0201937  0.00182856     43560.8           0
                         :        256 Minimum Test error found - save the configuration 
                         :        256 |         3815     2925.39   0.0202372  0.00183719     43478.3           0
                         :        257 Minimum Test error found - save the configuration 
                         :        257 |      3783.16     2895.97   0.0202445  0.00185755     43509.1           0
                         :        258 Minimum Test error found - save the configuration 
                         :        258 |      3752.23     2866.18   0.0202367  0.00183208     43467.3           0
                         :        259 Minimum Test error found - save the configuration 
                         :        259 |      3721.22     2836.93   0.0203182  0.00184016     43294.7           0
                         :        260 Minimum Test error found - save the configuration 
                         :        260 |       3690.6     2807.94   0.0203826  0.00183506     43132.4           0
                         :        261 Minimum Test error found - save the configuration 
                         :        261 |      3658.89     2781.08   0.0202383  0.00183155     43462.3           0
                         :        262 Minimum Test error found - save the configuration 
                         :        262 |      3630.07     2752.11   0.0202864  0.00185157       43396           0
                         :        263 Minimum Test error found - save the configuration 
                         :        263 |      3599.32     2724.65   0.0206366  0.00188156     42655.1           0
                         :        264 Minimum Test error found - save the configuration 
                         :        264 |      3570.22      2696.5   0.0202097  0.00182808     43521.8           0
                         :        265 Minimum Test error found - save the configuration 
                         :        265 |       3540.3     2669.36    0.020198  0.00183735     43571.3           0
                         :        266 Minimum Test error found - save the configuration 
                         :        266 |      3511.68     2641.85   0.0202185   0.0018428     43535.8           0
                         :        267 Minimum Test error found - save the configuration 
                         :        267 |      3482.07     2614.96   0.0204022  0.00183843     43094.6           0
                         :        268 Minimum Test error found - save the configuration 
                         :        268 |      3453.12     2588.67   0.0203933  0.00186005     43165.8           0
                         :        269 Minimum Test error found - save the configuration 
                         :        269 |      3424.75     2561.82   0.0202591  0.00182804     43405.1           0
                         :        270 Minimum Test error found - save the configuration 
                         :        270 |      3396.16     2535.61   0.0202136  0.00183836     43536.8           0
                         :        271 Minimum Test error found - save the configuration 
                         :        271 |      3367.69     2510.47   0.0202685  0.00183531     43399.9           0
                         :        272 Minimum Test error found - save the configuration 
                         :        272 |      3340.36     2483.95   0.0202674  0.00183522     43402.3           0
                         :        273 Minimum Test error found - save the configuration 
                         :        273 |      3313.14     2457.13   0.0202388  0.00184905     43502.5           0
                         :        274 Minimum Test error found - save the configuration 
                         :        274 |      3284.47     2432.12   0.0202477  0.00184069     43461.7           0
                         :        275 Minimum Test error found - save the configuration 
                         :        275 |      3257.26     2407.03   0.0203153   0.0018483     43320.6           0
                         :        276 Minimum Test error found - save the configuration 
                         :        276 |      3229.68     2383.37   0.0202571  0.00184422     43447.8           0
                         :        277 Minimum Test error found - save the configuration 
                         :        277 |      3203.14     2358.86   0.0203296  0.00186012     43314.7           0
                         :        278 Minimum Test error found - save the configuration 
                         :        278 |      3177.47     2332.97   0.0203203  0.00185892     43333.7           0
                         :        279 Minimum Test error found - save the configuration 
                         :        279 |       3149.9     2309.17   0.0202417  0.00185001       43498           0
                         :        280 Minimum Test error found - save the configuration 
                         :        280 |      3123.89     2285.36   0.0202317  0.00184532     43510.5           0
                         :        281 Minimum Test error found - save the configuration 
                         :        281 |      3097.51     2261.47   0.0202386  0.00186017     43529.4           0
                         :        282 Minimum Test error found - save the configuration 
                         :        282 |      3071.82     2237.55   0.0202558  0.00185147     43467.9           0
                         :        283 Minimum Test error found - save the configuration 
                         :        283 |      3045.25     2215.31   0.0202364  0.00184942       43509           0
                         :        284 Minimum Test error found - save the configuration 
                         :        284 |      3019.91     2192.79   0.0202848  0.00184517     43384.8           0
                         :        285 Minimum Test error found - save the configuration 
                         :        285 |      2996.15     2168.24   0.0202242  0.00183358     43500.5           0
                         :        286 Minimum Test error found - save the configuration 
                         :        286 |      2969.22     2146.27      0.0202  0.00182205     43530.4           0
                         :        287 Minimum Test error found - save the configuration 
                         :        287 |      2945.03     2123.71   0.0204806  0.00183715     42910.4           0
                         :        288 Minimum Test error found - save the configuration 
                         :        288 |      2919.78     2101.45   0.0202852  0.00184097       43374           0
                         :        289 Minimum Test error found - save the configuration 
                         :        289 |      2895.68     2079.04   0.0202533  0.00184263       43453           0
                         :        290 Minimum Test error found - save the configuration 
                         :        290 |      2870.89     2057.17    0.020219  0.00182683     43496.7           0
                         :        291 Minimum Test error found - save the configuration 
                         :        291 |      2846.68     2035.76   0.0202085  0.00183308     43536.5           0
                         :        292 Minimum Test error found - save the configuration 
                         :        292 |      2822.66     2013.97   0.0201889  0.00182796     43570.7           0
                         :        293 Minimum Test error found - save the configuration 
                         :        293 |      2798.48     1992.91   0.0201893  0.00183044     43575.6           0
                         :        294 Minimum Test error found - save the configuration 
                         :        294 |      2775.42     1971.31   0.0203135  0.00185369     43337.5           0
                         :        295 Minimum Test error found - save the configuration 
                         :        295 |      2751.45     1950.15   0.0202221  0.00184764     43538.8           0
                         :        296 Minimum Test error found - save the configuration 
                         :        296 |      2727.97     1929.65   0.0204123  0.00185058     43099.4           0
                         :        297 Minimum Test error found - save the configuration 
                         :        297 |      2704.37     1909.83   0.0202352   0.0018429     43496.5           0
                         :        298 Minimum Test error found - save the configuration 
                         :        298 |      2682.22     1889.04   0.0202422  0.00184295       43480           0
                         :        299 Minimum Test error found - save the configuration 
                         :        299 |      2659.69     1868.41   0.0202525  0.00184139       43452           0
                         :        300 Minimum Test error found - save the configuration 
                         :        300 |       2636.5     1848.28   0.0202366  0.00183443     43473.2           0
                         :        301 Minimum Test error found - save the configuration 
                         :        301 |       2613.4     1829.24   0.0202787  0.00184648     43402.4           0
                         :        302 Minimum Test error found - save the configuration 
                         :        302 |      2592.28     1808.97   0.0202513  0.00184653       43467           0
                         :        303 Minimum Test error found - save the configuration 
                         :        303 |      2569.85     1789.52   0.0203789  0.00183872     43149.6           0
                         :        304 Minimum Test error found - save the configuration 
                         :        304 |      2547.49     1770.29   0.0205044  0.00184707     42878.7           0
                         :        305 Minimum Test error found - save the configuration 
                         :        305 |      2526.09     1750.99   0.0202704  0.00185141     43433.5           0
                         :        306 Minimum Test error found - save the configuration 
                         :        306 |      2504.55     1731.52   0.0203324  0.00185876     43304.9           0
                         :        307 Minimum Test error found - save the configuration 
                         :        307 |      2482.66     1713.08   0.0202848  0.00186838     43439.5           0
                         :        308 Minimum Test error found - save the configuration 
                         :        308 |      2461.12     1695.12   0.0204475  0.00194775     43243.7           0
                         :        309 Minimum Test error found - save the configuration 
                         :        309 |      2440.44     1676.49   0.0205675  0.00187949     42808.2           0
                         :        310 Minimum Test error found - save the configuration 
                         :        310 |      2419.42     1658.39   0.0204213  0.00184338     43061.9           0
                         :        311 Minimum Test error found - save the configuration 
                         :        311 |       2398.7     1640.07   0.0202742  0.00185788     43439.7           0
                         :        312 Minimum Test error found - save the configuration 
                         :        312 |      2378.39     1621.78   0.0202782  0.00184432     43398.2           0
                         :        313 Minimum Test error found - save the configuration 
                         :        313 |      2357.37     1604.14   0.0202569  0.00184669     43454.2           0
                         :        314 Minimum Test error found - save the configuration 
                         :        314 |      2337.09     1587.36   0.0202819  0.00184492     43391.1           0
                         :        315 Minimum Test error found - save the configuration 
                         :        315 |      2316.83     1570.16   0.0202979  0.00184756     43359.7           0
                         :        316 Minimum Test error found - save the configuration 
                         :        316 |      2297.22     1552.71   0.0203016  0.00186252     43386.1           0
                         :        317 Minimum Test error found - save the configuration 
                         :        317 |       2277.7     1534.89   0.0203603  0.00185888       43240           0
                         :        318 Minimum Test error found - save the configuration 
                         :        318 |      2257.57     1517.92   0.0203082  0.00187654     43403.5           0
                         :        319 Minimum Test error found - save the configuration 
                         :        319 |      2237.49      1501.5   0.0206726  0.00189266     42598.6           0
                         :        320 Minimum Test error found - save the configuration 
                         :        320 |      2218.27     1485.23   0.0205489  0.00185623     42797.6           0
                         :        321 Minimum Test error found - save the configuration 
                         :        321 |      2199.67      1468.2   0.0203329  0.00184365     43268.3           0
                         :        322 Minimum Test error found - save the configuration 
                         :        322 |      2180.05     1452.84   0.0202661  0.00184347     43424.8           0
                         :        323 Minimum Test error found - save the configuration 
                         :        323 |      2161.43     1436.14    0.020345  0.00185841     43274.7           0
                         :        324 Minimum Test error found - save the configuration 
                         :        324 |      2142.31     1419.96   0.0205235  0.00188789     42928.7           0
                         :        325 Minimum Test error found - save the configuration 
                         :        325 |      2123.19     1404.76   0.0206407  0.00191393     42719.6           0
                         :        326 Minimum Test error found - save the configuration 
                         :        326 |       2105.1     1389.01   0.0206268  0.00190354     42727.7           0
                         :        327 Minimum Test error found - save the configuration 
                         :        327 |      2086.75     1373.14   0.0202612  0.00185577     43465.5           0
                         :        328 Minimum Test error found - save the configuration 
                         :        328 |      2068.13     1357.87   0.0202604  0.00185302     43460.8           0
                         :        329 Minimum Test error found - save the configuration 
                         :        329 |      2049.96     1342.87   0.0202885  0.00189415     43491.5           0
                         :        330 Minimum Test error found - save the configuration 
                         :        330 |      2031.95     1328.19   0.0203295  0.00184602     43281.9           0
                         :        331 Minimum Test error found - save the configuration 
                         :        331 |      2014.26     1313.18   0.0202746  0.00183464     43384.1           0
                         :        332 Minimum Test error found - save the configuration 
                         :        332 |      1996.98     1297.76    0.020322  0.00183596     43275.9           0
                         :        333 Minimum Test error found - save the configuration 
                         :        333 |      1978.79     1284.09   0.0202633  0.00184116       43426           0
                         :        334 Minimum Test error found - save the configuration 
                         :        334 |      1962.04      1268.9   0.0202791  0.00182587     43352.9           0
                         :        335 Minimum Test error found - save the configuration 
                         :        335 |      1943.68     1255.36   0.0202762  0.00185314     43423.9           0
                         :        336 Minimum Test error found - save the configuration 
                         :        336 |      1927.21     1241.49   0.0202839   0.0018359       43365           0
                         :        337 Minimum Test error found - save the configuration 
                         :        337 |      1910.23     1227.98   0.0203675  0.00186608     43239.9           0
                         :        338 Minimum Test error found - save the configuration 
                         :        338 |      1893.84     1213.18   0.0202333  0.00183592     43484.4           0
                         :        339 Minimum Test error found - save the configuration 
                         :        339 |      1877.17     1199.06   0.0201918  0.00183178       43573           0
                         :        340 Minimum Test error found - save the configuration 
                         :        340 |      1859.06     1187.18   0.0202667  0.00183701     43408.3           0
                         :        341 Minimum Test error found - save the configuration 
                         :        341 |      1843.88     1173.06   0.0202815  0.00183463     43367.8           0
                         :        342 Minimum Test error found - save the configuration 
                         :        342 |      1826.87     1159.77   0.0202608  0.00188423     43533.7           0
                         :        343 Minimum Test error found - save the configuration 
                         :        343 |      1810.75     1146.42   0.0202219   0.0018437     43529.8           0
                         :        344 Minimum Test error found - save the configuration 
                         :        344 |       1794.3     1133.95   0.0202251  0.00184064       43515           0
                         :        345 Minimum Test error found - save the configuration 
                         :        345 |      1778.71      1121.1   0.0202393  0.00183538       43469           0
                         :        346 Minimum Test error found - save the configuration 
                         :        346 |      1763.17     1108.57   0.0202958  0.00184433     43356.9           0
                         :        347 Minimum Test error found - save the configuration 
                         :        347 |         1747     1095.56   0.0202532  0.00184384     43456.1           0
                         :        348 Minimum Test error found - save the configuration 
                         :        348 |      1730.91     1083.42   0.0202855  0.00186731     43435.4           0
                         :        349 Minimum Test error found - save the configuration 
                         :        349 |      1715.74     1071.05   0.0202871  0.00184541     43379.9           0
                         :        350 Minimum Test error found - save the configuration 
                         :        350 |      1700.31     1059.23   0.0202737  0.00184885     43419.7           0
                         :        351 Minimum Test error found - save the configuration 
                         :        351 |      1685.38     1046.93   0.0204193  0.00186283     43111.6           0
                         :        352 Minimum Test error found - save the configuration 
                         :        352 |      1669.98     1034.78   0.0202608  0.00185112     43455.3           0
                         :        353 Minimum Test error found - save the configuration 
                         :        353 |      1654.42     1024.03   0.0203066  0.00185952     43367.2           0
                         :        354 Minimum Test error found - save the configuration 
                         :        354 |      1640.23     1011.74   0.0202785  0.00185298     43418.1           0
                         :        355 Minimum Test error found - save the configuration 
                         :        355 |      1624.83     1000.41   0.0202372  0.00184009     43485.2           0
                         :        356 Minimum Test error found - save the configuration 
                         :        356 |      1610.32     988.913   0.0204344  0.00199348     43381.7           0
                         :        357 Minimum Test error found - save the configuration 
                         :        357 |      1596.12     977.926   0.0204802  0.00183921     42916.3           0
                         :        358 Minimum Test error found - save the configuration 
                         :        358 |      1581.42     966.538   0.0203838  0.00185884       43185           0
                         :        359 Minimum Test error found - save the configuration 
                         :        359 |      1567.06     955.507    0.020233  0.00183858     43491.5           0
                         :        360 Minimum Test error found - save the configuration 
                         :        360 |      1552.51      944.58    0.020242  0.00183404     43459.5           0
                         :        361 Minimum Test error found - save the configuration 
                         :        361 |      1538.15     934.324   0.0202502  0.00183518     43442.8           0
                         :        362 Minimum Test error found - save the configuration 
                         :        362 |      1524.78     923.323   0.0202781  0.00184497     43400.2           0
                         :        363 Minimum Test error found - save the configuration 
                         :        363 |      1510.66     913.001   0.0205236   0.0019152     42991.4           0
                         :        364 Minimum Test error found - save the configuration 
                         :        364 |      1497.04     902.447   0.0202999  0.00185724     43377.8           0
                         :        365 Minimum Test error found - save the configuration 
                         :        365 |      1482.78     892.316   0.0203348  0.00185279     43285.3           0
                         :        366 Minimum Test error found - save the configuration 
                         :        366 |      1469.47     882.257    0.020274  0.00185917     43443.2           0
                         :        367 Minimum Test error found - save the configuration 
                         :        367 |      1456.06     872.118   0.0205572  0.00188427     42842.8           0
                         :        368 Minimum Test error found - save the configuration 
                         :        368 |      1442.66     861.917    0.020442  0.00186293     43059.3           0
                         :        369 Minimum Test error found - save the configuration 
                         :        369 |      1429.03     852.468   0.0204301  0.00185079     43058.7           0
                         :        370 Minimum Test error found - save the configuration 
                         :        370 |      1415.95     842.892   0.0203477  0.00184997     43248.5           0
                         :        371 Minimum Test error found - save the configuration 
                         :        371 |      1403.35     832.955   0.0204413   0.0018633     43061.7           0
                         :        372 Minimum Test error found - save the configuration 
                         :        372 |      1390.19      823.39   0.0203409   0.0018477     43259.2           0
                         :        373 Minimum Test error found - save the configuration 
                         :        373 |      1377.55     814.076   0.0203164  0.00186152       43349           0
                         :        374 Minimum Test error found - save the configuration 
                         :        374 |      1364.71     804.557   0.0203064  0.00187949     43414.7           0
                         :        375 Minimum Test error found - save the configuration 
                         :        375 |      1351.74       795.3   0.0203128  0.00185508     43342.2           0
                         :        376 Minimum Test error found - save the configuration 
                         :        376 |      1339.45     785.953   0.0202833  0.00185845     43419.6           0
                         :        377 Minimum Test error found - save the configuration 
                         :        377 |      1326.75     777.177   0.0202912  0.00185089     43383.1           0
                         :        378 Minimum Test error found - save the configuration 
                         :        378 |      1313.98     768.864   0.0203119  0.00189555     43439.6           0
                         :        379 Minimum Test error found - save the configuration 
                         :        379 |      1302.32      760.11   0.0203927  0.00184452     43130.9           0
                         :        380 Minimum Test error found - save the configuration 
                         :        380 |      1290.05     751.238   0.0202964  0.00185139     43372.1           0
                         :        381 Minimum Test error found - save the configuration 
                         :        381 |      1277.78     743.067   0.0202207  0.00183985     43523.5           0
                         :        382 Minimum Test error found - save the configuration 
                         :        382 |      1266.46     734.253   0.0203029  0.00185536     43366.3           0
                         :        383 Minimum Test error found - save the configuration 
                         :        383 |      1254.05     726.182    0.020265  0.00184029     43419.8           0
                         :        384 Minimum Test error found - save the configuration 
                         :        384 |      1242.56     718.227   0.0202716  0.00184418     43413.5           0
                         :        385 Minimum Test error found - save the configuration 
                         :        385 |      1230.67     709.772   0.0202515  0.00184294       43458           0
                         :        386 Minimum Test error found - save the configuration 
                         :        386 |       1219.3     701.696   0.0203605  0.00186951     43264.2           0
                         :        387 Minimum Test error found - save the configuration 
                         :        387 |      1207.65      693.96    0.020323  0.00186244     43335.6           0
                         :        388 Minimum Test error found - save the configuration 
                         :        388 |      1196.71     685.648   0.0203062  0.00187192     43397.5           0
                         :        389 Minimum Test error found - save the configuration 
                         :        389 |      1185.41     678.396   0.0202859  0.00185373     43402.4           0
                         :        390 Minimum Test error found - save the configuration 
                         :        390 |      1174.36     670.656   0.0202796  0.00186313     43439.3           0
                         :        391 Minimum Test error found - save the configuration 
                         :        391 |      1163.55      662.49   0.0202572  0.00185075       43463           0
                         :        392 Minimum Test error found - save the configuration 
                         :        392 |      1151.54     655.522   0.0203433  0.00185046       43260           0
                         :        393 Minimum Test error found - save the configuration 
                         :        393 |      1140.76     647.791   0.0204396  0.00189242     43133.1           0
                         :        394 Minimum Test error found - save the configuration 
                         :        394 |      1130.14     640.791   0.0204178  0.00185607     43099.3           0
                         :        395 Minimum Test error found - save the configuration 
                         :        395 |      1119.03     633.897   0.0202524  0.00183128     43428.5           0
                         :        396 Minimum Test error found - save the configuration 
                         :        396 |      1108.65     626.739   0.0203202  0.00184473     43300.6           0
                         :        397 Minimum Test error found - save the configuration 
                         :        397 |      1098.21     619.443   0.0202977   0.0018507     43367.6           0
                         :        398 Minimum Test error found - save the configuration 
                         :        398 |      1087.29     612.305   0.0202495  0.00184697     43472.3           0
                         :        399 Minimum Test error found - save the configuration 
                         :        399 |      1076.96     605.216   0.0202621  0.00185309     43456.9           0
                         :        400 Minimum Test error found - save the configuration 
                         :        400 |      1066.76     598.798   0.0205018  0.00186223     42919.5           0
                         :        401 Minimum Test error found - save the configuration 
                         :        401 |      1056.16     592.054   0.0202787  0.00184684       43403           0
                         :        402 Minimum Test error found - save the configuration 
                         :        402 |      1046.13       585.6   0.0203156  0.00185872     43344.3           0
                         :        403 Minimum Test error found - save the configuration 
                         :        403 |      1036.18     579.018   0.0202909  0.00184526     43370.6           0
                         :        404 Minimum Test error found - save the configuration 
                         :        404 |      1025.84     572.721   0.0203722  0.00183773     43162.9           0
                         :        405 Minimum Test error found - save the configuration 
                         :        405 |      1016.67     566.181   0.0204651  0.00185849     42995.4           0
                         :        406 Minimum Test error found - save the configuration 
                         :        406 |       1006.4     559.778   0.0203705  0.00185539       43208           0
                         :        407 Minimum Test error found - save the configuration 
                         :        407 |      996.978     553.372   0.0206337  0.00190546     42716.2           0
                         :        408 Minimum Test error found - save the configuration 
                         :        408 |      986.717     547.344   0.0205586   0.0018717     42810.7           0
                         :        409 Minimum Test error found - save the configuration 
                         :        409 |      977.429     541.738   0.0208395  0.00187016     42173.4           0
                         :        410 Minimum Test error found - save the configuration 
                         :        410 |       967.92     535.886   0.0208078  0.00186045     42222.3           0
                         :        411 Minimum Test error found - save the configuration 
                         :        411 |       959.07     529.597   0.0205794   0.0018554       42726           0
                         :        412 Minimum Test error found - save the configuration 
                         :        412 |      949.184     524.298   0.0208024   0.0019775     42496.8           0
                         :        413 Minimum Test error found - save the configuration 
                         :        413 |       940.32     518.192   0.0206606  0.00186297     42558.5           0
                         :        414 Minimum Test error found - save the configuration 
                         :        414 |      931.141     512.319   0.0202915  0.00185312     43387.7           0
                         :        415 Minimum Test error found - save the configuration 
                         :        415 |      921.647     506.786   0.0203182  0.00186194     43345.7           0
                         :        416 Minimum Test error found - save the configuration 
                         :        416 |      912.812     501.183   0.0203539  0.00186593     43271.5           0
                         :        417 Minimum Test error found - save the configuration 
                         :        417 |      903.784     495.983   0.0202962  0.00185878       43390           0
                         :        418 Minimum Test error found - save the configuration 
                         :        418 |      894.872     490.604   0.0203285  0.00185044     43294.6           0
                         :        419 Minimum Test error found - save the configuration 
                         :        419 |       886.12      485.81   0.0205488  0.00188249     42857.9           0
                         :        420 Minimum Test error found - save the configuration 
                         :        420 |      877.619      479.98   0.0203767  0.00185537     43193.4           0
                         :        421 Minimum Test error found - save the configuration 
                         :        421 |      868.492     474.938   0.0204912  0.00187517     42973.7           0
                         :        422 Minimum Test error found - save the configuration 
                         :        422 |      860.672     469.467   0.0207464   0.0018624     42363.8           0
                         :        423 Minimum Test error found - save the configuration 
                         :        423 |       851.58     464.472   0.0202951    0.001866     43409.6           0
                         :        424 Minimum Test error found - save the configuration 
                         :        424 |      843.061     459.821   0.0202587  0.00184142     43437.4           0
                         :        425 Minimum Test error found - save the configuration 
                         :        425 |       835.38     454.735   0.0204496  0.00184998     43011.7           0
                         :        426 Minimum Test error found - save the configuration 
                         :        426 |      826.901     450.167   0.0204089  0.00184861     43102.8           0
                         :        427 Minimum Test error found - save the configuration 
                         :        427 |      818.853     444.763   0.0206473  0.00181973     42490.8           0
                         :        428 Minimum Test error found - save the configuration 
                         :        428 |      810.206     440.109   0.0203432  0.00184724     43252.7           0
                         :        429 Minimum Test error found - save the configuration 
                         :        429 |      802.631     435.275   0.0203137  0.00185857     43348.3           0
                         :        430 Minimum Test error found - save the configuration 
                         :        430 |      794.738      431.37   0.0203849  0.00182567     43105.3           0
                         :        431 Minimum Test error found - save the configuration 
                         :        431 |      786.731     426.179   0.0202324  0.00182526     43461.5           0
                         :        432 Minimum Test error found - save the configuration 
                         :        432 |      778.505     421.969    0.020412  0.00185621     43113.3           0
                         :        433 Minimum Test error found - save the configuration 
                         :        433 |      771.144     417.379     0.02055  0.00193529     42976.9           0
                         :        434 Minimum Test error found - save the configuration 
                         :        434 |      763.434     413.209   0.0204939  0.00184674     42901.9           0
                         :        435 Minimum Test error found - save the configuration 
                         :        435 |      756.193     408.372   0.0204774  0.00192242     43115.2           0
                         :        436 Minimum Test error found - save the configuration 
                         :        436 |       748.22     404.369   0.0204284  0.00182898     43012.1           0
                         :        437 Minimum Test error found - save the configuration 
                         :        437 |      740.817     399.854   0.0203499   0.0018205     43174.5           0
                         :        438 Minimum Test error found - save the configuration 
                         :        438 |      733.177     395.914   0.0204449   0.0019037     43147.2           0
                         :        439 Minimum Test error found - save the configuration 
                         :        439 |      726.298     391.521   0.0202651  0.00183329     43403.2           0
                         :        440 Minimum Test error found - save the configuration 
                         :        440 |      718.659     387.472   0.0206458  0.00189225     42658.6           0
                         :        441 Minimum Test error found - save the configuration 
                         :        441 |      711.776     383.141   0.0207892  0.00214716     42913.7           0
                         :        442 Minimum Test error found - save the configuration 
                         :        442 |      704.214     379.445   0.0202887  0.00184908     43384.8           0
                         :        443 Minimum Test error found - save the configuration 
                         :        443 |      697.496     375.418   0.0204877  0.00188337     43000.7           0
                         :        444 Minimum Test error found - save the configuration 
                         :        444 |      690.385     371.612    0.020663  0.00185794     42541.8           0
                         :        445 Minimum Test error found - save the configuration 
                         :        445 |       683.52     367.658   0.0206068  0.00185924     42672.1           0
                         :        446 Minimum Test error found - save the configuration 
                         :        446 |      676.614     364.123   0.0203686  0.00194838     43430.4           0
                         :        447 Minimum Test error found - save the configuration 
                         :        447 |        670.1     359.885   0.0207718  0.00185307     42286.2           0
                         :        448 Minimum Test error found - save the configuration 
                         :        448 |      663.198     356.354   0.0206692  0.00187514     42566.6           0
                         :        449 Minimum Test error found - save the configuration 
                         :        449 |      656.757     352.396   0.0211559  0.00211967       42025           0
                         :        450 Minimum Test error found - save the configuration 
                         :        450 |      649.611     349.482   0.0213248  0.00200727     41413.1           0
                         :        451 Minimum Test error found - save the configuration 
                         :        451 |      643.458     345.074   0.0204946  0.00185633     42922.4           0
                         :        452 Minimum Test error found - save the configuration 
                         :        452 |      636.496     341.266     0.02032  0.00184844     43309.7           0
                         :        453 Minimum Test error found - save the configuration 
                         :        453 |      629.886      338.35    0.020341  0.00185885     43284.9           0
                         :        454 Minimum Test error found - save the configuration 
                         :        454 |      624.043     334.525   0.0203112  0.00185604     43348.2           0
                         :        455 Minimum Test error found - save the configuration 
                         :        455 |      617.349     330.899    0.020275  0.00184788     43414.3           0
                         :        456 Minimum Test error found - save the configuration 
                         :        456 |       611.31     327.693    0.020315  0.00185828     43344.6           0
                         :        457 Minimum Test error found - save the configuration 
                         :        457 |      604.943     324.184   0.0202806  0.00185336     43414.1           0
                         :        458 Minimum Test error found - save the configuration 
                         :        458 |      598.624     320.899   0.0202953  0.00184671     43363.8           0
                         :        459 Minimum Test error found - save the configuration 
                         :        459 |      592.519     318.097    0.020272  0.00184813     43421.9           0
                         :        460 Minimum Test error found - save the configuration 
                         :        460 |      586.752       314.5   0.0204361  0.00185777       43061           0
                         :        461 Minimum Test error found - save the configuration 
                         :        461 |      580.541     311.542   0.0204406  0.00186461     43066.3           0
                         :        462 Minimum Test error found - save the configuration 
                         :        462 |      574.946     308.399   0.0204608  0.00187303     43039.1           0
                         :        463 Minimum Test error found - save the configuration 
                         :        463 |       568.74     305.376   0.0205997  0.00187388     42721.7           0
                         :        464 Minimum Test error found - save the configuration 
                         :        464 |      562.892     302.199   0.0205419   0.0018704     42846.1           0
                         :        465 Minimum Test error found - save the configuration 
                         :        465 |       557.28     298.846   0.0204333  0.00186614     43086.8           0
                         :        466 Minimum Test error found - save the configuration 
                         :        466 |      551.604     296.016   0.0202694  0.00184571     43422.4           0
                         :        467 Minimum Test error found - save the configuration 
                         :        467 |      546.024     294.412   0.0204538  0.00193226       43193           0
                         :        468 Minimum Test error found - save the configuration 
                         :        468 |      540.517     290.503   0.0203676  0.00185411     43211.7           0
                         :        469 Minimum Test error found - save the configuration 
                         :        469 |      534.794     287.549   0.0204578   0.0018542     43002.4           0
                         :        470 Minimum Test error found - save the configuration 
                         :        470 |      529.175     284.772   0.0205663  0.00191319     42888.3           0
                         :        471 Minimum Test error found - save the configuration 
                         :        471 |       523.71     281.594   0.0206113   0.0018762     42700.7           0
                         :        472 Minimum Test error found - save the configuration 
                         :        472 |      518.273     279.105   0.0205983  0.00186249       42699           0
                         :        473 Minimum Test error found - save the configuration 
                         :        473 |        512.8     275.636   0.0209619  0.00192417     42021.8           0
                         :        474 Minimum Test error found - save the configuration 
                         :        474 |        507.4     273.084   0.0204875  0.00184554       42914           0
                         :        475 Minimum Test error found - save the configuration 
                         :        475 |      502.242     270.784   0.0204615  0.00184739     42978.1           0
                         :        476 Minimum Test error found - save the configuration 
                         :        476 |      497.418       267.6   0.0203998  0.00185948     43149.1           0
                         :        477 Minimum Test error found - save the configuration 
                         :        477 |      491.726     265.422   0.0207208  0.00186199     42420.5           0
                         :        478 Minimum Test error found - save the configuration 
                         :        478 |      486.846     262.324   0.0208651  0.00192682     42242.4           0
                         :        479 Minimum Test error found - save the configuration 
                         :        479 |      481.658     259.987   0.0215111  0.00205964     41127.9           0
                         :        480 Minimum Test error found - save the configuration 
                         :        480 |      477.196     257.418   0.0208337  0.00185466     42151.7           0
                         :        481 Minimum Test error found - save the configuration 
                         :        481 |      472.146     254.624   0.0203463  0.00183891     43225.9           0
                         :        482 Minimum Test error found - save the configuration 
                         :        482 |        467.1     252.057   0.0204235  0.00185573     43085.4           0
                         :        483 Minimum Test error found - save the configuration 
                         :        483 |      462.032     249.842   0.0203319  0.00186655     43324.3           0
                         :        484 Minimum Test error found - save the configuration 
                         :        484 |      457.268       247.3   0.0203458  0.00186913     43297.8           0
                         :        485 Minimum Test error found - save the configuration 
                         :        485 |      452.526      244.95   0.0206384  0.00192272     42744.9           0
                         :        486 Minimum Test error found - save the configuration 
                         :        486 |      447.635     242.511    0.020649  0.00189477       42657           0
                         :        487 Minimum Test error found - save the configuration 
                         :        487 |      443.098     239.894   0.0206367  0.00185356     42591.4           0
                         :        488 Minimum Test error found - save the configuration 
                         :        488 |      438.504     237.464   0.0203432  0.00185341     43267.2           0
                         :        489 Minimum Test error found - save the configuration 
                         :        489 |       433.94     235.617   0.0203218   0.0018692     43354.3           0
                         :        490 Minimum Test error found - save the configuration 
                         :        490 |      429.429     233.097   0.0203118  0.00184404     43318.8           0
                         :        491 Minimum Test error found - save the configuration 
                         :        491 |      424.872     230.966   0.0203556  0.00190777     43365.6           0
                         :        492 Minimum Test error found - save the configuration 
                         :        492 |      420.334     228.546   0.0204418   0.0018582     43048.7           0
                         :        493 Minimum Test error found - save the configuration 
                         :        493 |      416.346     226.373   0.0203064  0.00186052       43370           0
                         :        494 Minimum Test error found - save the configuration 
                         :        494 |       411.75     224.397   0.0203332   0.0018564     43297.5           0
                         :        495 Minimum Test error found - save the configuration 
                         :        495 |      407.351      222.03   0.0202547  0.00185162       43471           0
                         :        496 Minimum Test error found - save the configuration 
                         :        496 |       402.99     219.969   0.0202633  0.00185481     43458.3           0
                         :        497 Minimum Test error found - save the configuration 
                         :        497 |      398.946     217.668   0.0204445  0.00185623     43037.9           0
                         :        498 Minimum Test error found - save the configuration 
                         :        498 |      394.681     215.516   0.0203234  0.00184089     43284.1           0
                         :        499 Minimum Test error found - save the configuration 
                         :        499 |      390.539     213.468   0.0203393  0.00185699     43284.7           0
                         :        500 Minimum Test error found - save the configuration 
                         :        500 |      386.355     211.588   0.0204203  0.00186431     43112.9           0
                         :        501 Minimum Test error found - save the configuration 
                         :        501 |      382.429     209.911    0.020779  0.00187523     42319.5           0
                         :        502 Minimum Test error found - save the configuration 
                         :        502 |      378.967     208.622   0.0207624  0.00194541     42514.7           0
                         :        503 Minimum Test error found - save the configuration 
                         :        503 |      374.544     206.407   0.0206693  0.00193446     42701.1           0
                         :        504 Minimum Test error found - save the configuration 
                         :        504 |      370.595     203.306   0.0205597  0.00197022       43035           0
                         :        505 Minimum Test error found - save the configuration 
                         :        505 |      366.497     201.561   0.0207942  0.00187584       42287           0
                         :        506 Minimum Test error found - save the configuration 
                         :        506 |       362.66     199.659   0.0203173  0.00185178       43324           0
                         :        507 Minimum Test error found - save the configuration 
                         :        507 |      358.743     197.698   0.0203146  0.00184115     43305.4           0
                         :        508 Minimum Test error found - save the configuration 
                         :        508 |       355.25     195.924   0.0203369  0.00185518     43285.9           0
                         :        509 Minimum Test error found - save the configuration 
                         :        509 |      351.405     194.191   0.0205228  0.00187003       42889           0
                         :        510 Minimum Test error found - save the configuration 
                         :        510 |       347.59     192.378   0.0205273  0.00187145       42882           0
                         :        511 Minimum Test error found - save the configuration 
                         :        511 |      343.782     190.365   0.0203287  0.00186674     43332.4           0
                         :        512 Minimum Test error found - save the configuration 
                         :        512 |      340.102     188.583    0.020387  0.00188326     43234.6           0
                         :        513 Minimum Test error found - save the configuration 
                         :        513 |      336.418     186.551   0.0204982  0.00197056     43178.6           0
                         :        514 Minimum Test error found - save the configuration 
                         :        514 |      333.104     185.151   0.0207075  0.00185725     42439.8           0
                         :        515 Minimum Test error found - save the configuration 
                         :        515 |      329.576     183.222   0.0203757  0.00185201     43187.9           0
                         :        516 Minimum Test error found - save the configuration 
                         :        516 |      326.136     181.297   0.0206123   0.0018602     42661.8           0
                         :        517 Minimum Test error found - save the configuration 
                         :        517 |      322.555     179.285   0.0203959  0.00187183     43187.1           0
                         :        518 Minimum Test error found - save the configuration 
                         :        518 |      318.857     178.099   0.0203028  0.00185492     43365.5           0
                         :        519 Minimum Test error found - save the configuration 
                         :        519 |       315.76     176.488   0.0202461  0.00184943       43486           0
                         :        520 Minimum Test error found - save the configuration 
                         :        520 |      312.323     174.305   0.0202298  0.00184494     43514.2           0
                         :        521 Minimum Test error found - save the configuration 
                         :        521 |      308.993     173.073   0.0202984  0.00183242     43322.9           0
                         :        522 Minimum Test error found - save the configuration 
                         :        522 |      305.424     171.779   0.0202058  0.00183404     43545.1           0
                         :        523 Minimum Test error found - save the configuration 
                         :        523 |      302.325     169.617    0.020205  0.00182353     43522.1           0
                         :        524 Minimum Test error found - save the configuration 
                         :        524 |       299.36     167.777   0.0201992  0.00181912     43525.3           0
                         :        525 Minimum Test error found - save the configuration 
                         :        525 |      295.751     166.491    0.020305  0.00181393       43264           0
                         :        526 Minimum Test error found - save the configuration 
                         :        526 |        293.1     165.854   0.0201954  0.00181813       43532           0
                         :        527 Minimum Test error found - save the configuration 
                         :        527 |      290.177     163.244      0.0202  0.00182214     43530.6           0
                         :        528 Minimum Test error found - save the configuration 
                         :        528 |      286.445     161.696   0.0202245  0.00182276     43474.2           0
                         :        529 Minimum Test error found - save the configuration 
                         :        529 |      283.422      160.37   0.0202115  0.00182249     43504.2           0
                         :        530 Minimum Test error found - save the configuration 
                         :        530 |      280.585     160.365   0.0202294   0.0018211     43458.7           0
                         :        531 Minimum Test error found - save the configuration 
                         :        531 |      277.389      157.16   0.0202065  0.00182894     43531.4           0
                         :        532 Minimum Test error found - save the configuration 
                         :        532 |       274.51     155.806    0.020235  0.00183845     43486.4           0
                         :        533 Minimum Test error found - save the configuration 
                         :        533 |      271.449     154.343   0.0202545  0.00184825     43463.4           0
                         :        534 Minimum Test error found - save the configuration 
                         :        534 |      268.404     152.701   0.0202589  0.00184752     43451.4           0
                         :        535 Minimum Test error found - save the configuration 
                         :        535 |      265.705     151.201   0.0203118  0.00185592     43346.5           0
                         :        536 Minimum Test error found - save the configuration 
                         :        536 |      262.758     151.123   0.0202254  0.00184224     43518.2           0
                         :        537 Minimum Test error found - save the configuration 
                         :        537 |      259.916     148.585   0.0202268  0.00182875     43482.8           0
                         :        538 Minimum Test error found - save the configuration 
                         :        538 |      257.152     147.114   0.0202589  0.00183824     43429.5           0
                         :        539 Minimum Test error found - save the configuration 
                         :        539 |      254.003     145.792   0.0202347  0.00183833     43486.8           0
                         :        540 Minimum Test error found - save the configuration 
                         :        540 |      251.518     144.701   0.0202497  0.00184938     43477.5           0
                         :        541 Minimum Test error found - save the configuration 
                         :        541 |      248.608     143.292   0.0202551  0.00183149     43422.5           0
                         :        542 Minimum Test error found - save the configuration 
                         :        542 |      246.126     142.154   0.0203491  0.00186503     43280.5           0
                         :        543 Minimum Test error found - save the configuration 
                         :        543 |      243.428     140.907   0.0204009  0.00185371     43133.1           0
                         :        544 Minimum Test error found - save the configuration 
                         :        544 |      240.942      139.32   0.0202554  0.00183613     43432.8           0
                         :        545 Minimum Test error found - save the configuration 
                         :        545 |       237.95     138.188   0.0202868  0.00185806     43410.3           0
                         :        546 Minimum Test error found - save the configuration 
                         :        546 |      235.576     137.143   0.0204128  0.00186383     43129.1           0
                         :        547 Minimum Test error found - save the configuration 
                         :        547 |       232.95     135.307   0.0203826  0.00185964     43189.7           0
                         :        548 Minimum Test error found - save the configuration 
                         :        548 |      230.255     134.539   0.0204146  0.00188004     43162.6           0
                         :        549 Minimum Test error found - save the configuration 
                         :        549 |      227.457     132.484   0.0202792  0.00185907     43430.6           0
                         :        550 Minimum Test error found - save the configuration 
                         :        550 |      225.002     131.329   0.0202954  0.00185782     43389.6           0
                         :        551 Minimum Test error found - save the configuration 
                         :        551 |      222.493     129.868   0.0203044  0.00187785     43415.7           0
                         :        552 Minimum Test error found - save the configuration 
                         :        552 |      219.991     129.107   0.0203291  0.00192747     43474.4           0
                         :        553 Minimum Test error found - save the configuration 
                         :        553 |      217.688     127.553   0.0204527  0.00185438     43014.7           0
                         :        554 Minimum Test error found - save the configuration 
                         :        554 |      215.253     126.174   0.0205343  0.00185368       42825           0
                         :        555 Minimum Test error found - save the configuration 
                         :        555 |      212.679     124.998   0.0202817  0.00184501     43391.6           0
                         :        556 Minimum Test error found - save the configuration 
                         :        556 |      210.648     123.734   0.0203288  0.00185696     43309.2           0
                         :        557 Minimum Test error found - save the configuration 
                         :        557 |      208.217     122.792   0.0203653  0.00186554     43243.8           0
                         :        558 Minimum Test error found - save the configuration 
                         :        558 |      205.586     121.372   0.0203813  0.00186721     43210.3           0
                         :        559 Minimum Test error found - save the configuration 
                         :        559 |      203.294     120.067   0.0203547  0.00187723     43295.9           0
                         :        560 Minimum Test error found - save the configuration 
                         :        560 |      201.075      119.69   0.0205363   0.0018728     42864.3           0
                         :        561 Minimum Test error found - save the configuration 
                         :        561 |      198.702     118.303   0.0208957  0.00185672     42019.2           0
                         :        562 Minimum Test error found - save the configuration 
                         :        562 |      196.757     116.793   0.0203841  0.00185677     43179.5           0
                         :        563 Minimum Test error found - save the configuration 
                         :        563 |      194.125     116.154    0.020422  0.00185048     43076.7           0
                         :        564 Minimum Test error found - save the configuration 
                         :        564 |      191.876     114.683   0.0209375  0.00189861     42019.2           0
                         :        565 Minimum Test error found - save the configuration 
                         :        565 |      189.668     113.708   0.0207168  0.00187254     42453.3           0
                         :        566 Minimum Test error found - save the configuration 
                         :        566 |      187.511     112.665   0.0203512  0.00185612     43254.8           0
                         :        567 Minimum Test error found - save the configuration 
                         :        567 |      185.246     111.451   0.0205099  0.00185534     42884.9           0
                         :        568 Minimum Test error found - save the configuration 
                         :        568 |      183.339     110.288    0.020314  0.00184776     43322.2           0
                         :        569 Minimum Test error found - save the configuration 
                         :        569 |      181.285      109.57   0.0208207  0.00185636     42184.4           0
                         :        570 Minimum Test error found - save the configuration 
                         :        570 |      178.909     108.552   0.0203584  0.00186243     43252.7           0
                         :        571 Minimum Test error found - save the configuration 
                         :        571 |      176.872     107.224   0.0204413  0.00187098     43079.5           0
                         :        572 Minimum Test error found - save the configuration 
                         :        572 |      174.888     106.289   0.0203042  0.00185738     43367.9           0
                         :        573 Minimum Test error found - save the configuration 
                         :        573 |      172.658     104.975    0.020457  0.00189232     43092.6           0
                         :        574 Minimum Test error found - save the configuration 
                         :        574 |      170.817     104.548   0.0202942  0.00186137     43400.8           0
                         :        575 |      169.171     104.594    0.020189  0.00178099     43459.4           1
                         :        576 Minimum Test error found - save the configuration 
                         :        576 |      167.178     102.019   0.0204749  0.00189651     43060.7           0
                         :        577 Minimum Test error found - save the configuration 
                         :        577 |      164.709     101.036   0.0203067  0.00184886     43342.1           0
                         :        578 Minimum Test error found - save the configuration 
                         :        578 |      162.814     100.478   0.0202963   0.0018359     43336.1           0
                         :        579 Minimum Test error found - save the configuration 
                         :        579 |      160.903     98.9517     0.02046   0.0018754     43046.3           0
                         :        580 Minimum Test error found - save the configuration 
                         :        580 |      159.068     98.5285   0.0202971  0.00184958     43366.3           0
                         :        581 Minimum Test error found - save the configuration 
                         :        581 |      157.084     97.0391   0.0202342  0.00182874     43465.4           0
                         :        582 Minimum Test error found - save the configuration 
                         :        582 |       155.37     96.1413    0.020319  0.00183982       43292           0
                         :        583 Minimum Test error found - save the configuration 
                         :        583 |      153.434     94.8834   0.0206546  0.00195603       42784           0
                         :        584 Minimum Test error found - save the configuration 
                         :        584 |      151.329     94.2607   0.0202916  0.00185051     43381.5           0
                         :        585 Minimum Test error found - save the configuration 
                         :        585 |      149.819     93.0829   0.0202348  0.00185401     43523.6           0
                         :        586 Minimum Test error found - save the configuration 
                         :        586 |      147.825     92.3042   0.0201873  0.00183105     43581.8           0
                         :        587 Minimum Test error found - save the configuration 
                         :        587 |      146.188     91.6492    0.020414  0.00184148     43074.4           0
                         :        588 Minimum Test error found - save the configuration 
                         :        588 |      144.416     90.9414   0.0202408  0.00182506     43441.2           0
                         :        589 Minimum Test error found - save the configuration 
                         :        589 |      142.704     89.5567   0.0203224  0.00183005     43261.2           0
                         :        590 Minimum Test error found - save the configuration 
                         :        590 |      141.048     89.5055   0.0202312  0.00182754     43469.6           0
                         :        591 Minimum Test error found - save the configuration 
                         :        591 |      139.472     88.1001   0.0202138  0.00182107     43495.5           0
                         :        592 Minimum Test error found - save the configuration 
                         :        592 |      137.766     87.9866   0.0202158  0.00182782     43506.6           0
                         :        593 Minimum Test error found - save the configuration 
                         :        593 |      136.268     86.3465   0.0205136  0.00197324     43149.1           0
                         :        594 Minimum Test error found - save the configuration 
                         :        594 |      134.249     85.0785   0.0203025  0.00184395     43340.3           0
                         :        595 |      132.524     85.4767   0.0201988  0.00177419     43420.1           1
                         :        596 Minimum Test error found - save the configuration 
                         :        596 |      131.027     83.9974   0.0202557  0.00185133       43468           0
                         :        597 Minimum Test error found - save the configuration 
                         :        597 |      129.545     83.0793   0.0202588  0.00185128     43460.5           0
                         :        598 |      127.845     83.3619   0.0202685  0.00178528     43282.4           1
                         :        599 Minimum Test error found - save the configuration 
                         :        599 |      126.622     81.0897   0.0202925  0.00185684     43394.1           0
                         :        600 Minimum Test error found - save the configuration 
                         :        600 |      124.948      80.681   0.0202658  0.00185078     43442.7           0
                         :        601 Minimum Test error found - save the configuration 
                         :        601 |      123.076     79.9708   0.0202859    0.001855     43405.4           0
                         :        602 Minimum Test error found - save the configuration 
                         :        602 |      121.618     78.6583   0.0202482  0.00184364     43467.5           0
                         :        603 Minimum Test error found - save the configuration 
                         :        603 |      120.088     78.1031   0.0202861  0.00184672     43385.5           0
                         :        604 Minimum Test error found - save the configuration 
                         :        604 |      118.777     76.9683   0.0205355  0.00185771     42831.6           0
                         :        605 Minimum Test error found - save the configuration 
                         :        605 |       117.19     76.3607   0.0204957  0.00184225     42887.6           0
                         :        606 Minimum Test error found - save the configuration 
                         :        606 |      116.098       75.97   0.0203306  0.00185843     43308.3           0
                         :        607 Minimum Test error found - save the configuration 
                         :        607 |      114.552     74.8422   0.0202655  0.00184213     43423.1           0
                         :        608 Minimum Test error found - save the configuration 
                         :        608 |      112.883     73.9042   0.0202538  0.00185313     43476.7           0
                         :        609 Minimum Test error found - save the configuration 
                         :        609 |      111.654     73.2793   0.0202849  0.00185435     43406.2           0
                         :        610 Minimum Test error found - save the configuration 
                         :        610 |       110.07     72.7735   0.0202517  0.00185223     43479.5           0
                         :        611 Minimum Test error found - save the configuration 
                         :        611 |      108.698     71.4846   0.0202401  0.00185232     43507.1           0
                         :        612 |      107.187     71.5193   0.0203689  0.00177974     43035.8           1
                         :        613 Minimum Test error found - save the configuration 
                         :        613 |      106.121      70.482   0.0204993  0.00185319     42904.4           0
                         :        614 Minimum Test error found - save the configuration 
                         :        614 |      104.584     69.6453   0.0202231  0.00183453     43505.3           0
                         :        615 Minimum Test error found - save the configuration 
                         :        615 |      103.135     68.8283    0.020262  0.00183567     43416.1           0
                         :        616 Minimum Test error found - save the configuration 
                         :        616 |      102.143      68.172   0.0202027  0.00182424     43529.2           0
                         :        617 Minimum Test error found - save the configuration 
                         :        617 |      100.564     67.7986   0.0202595  0.00183901     43429.9           0
                         :        618 Minimum Test error found - save the configuration 
                         :        618 |      99.3133      66.549   0.0202698  0.00185015     43431.8           0
                         :        619 |      97.8954     67.1809   0.0202912    0.001774     43203.2           1
                         :        620 Minimum Test error found - save the configuration 
                         :        620 |      96.9359     65.5284   0.0204103  0.00195433     43346.5           0
                         :        621 Minimum Test error found - save the configuration 
                         :        621 |      95.5238     64.7976    0.020257  0.00184382     43447.2           0
                         :        622 Minimum Test error found - save the configuration 
                         :        622 |       94.373      64.199    0.020258  0.00185334     43467.2           0
                         :        623 Minimum Test error found - save the configuration 
                         :        623 |      93.2205     63.3976   0.0202508  0.00185358     43484.8           0
                         :        624 Minimum Test error found - save the configuration 
                         :        624 |      91.8839     62.7716   0.0202991  0.00186297     43392.9           0
                         :        625 Minimum Test error found - save the configuration 
                         :        625 |      90.7278      62.638   0.0204062  0.00186697     43151.7           0
                         :        626 Minimum Test error found - save the configuration 
                         :        626 |      89.5872     61.5389   0.0205696  0.00185576       42749           0
                         :        627 Minimum Test error found - save the configuration 
                         :        627 |      88.5977     60.5804   0.0203028  0.00185099     43356.2           0
                         :        628 Minimum Test error found - save the configuration 
                         :        628 |      87.7009     60.1864   0.0202425   0.0018384     43468.5           0
                         :        629 Minimum Test error found - save the configuration 
                         :        629 |      86.3461     59.5353   0.0203512  0.00185233       43246           0
                         :        630 Minimum Test error found - save the configuration 
                         :        630 |      85.1597     59.1291   0.0202463  0.00183464     43450.7           0
                         :        631 Minimum Test error found - save the configuration 
                         :        631 |      84.1005      58.154   0.0203214  0.00183834     43282.9           0
                         :        632 Minimum Test error found - save the configuration 
                         :        632 |      82.9426     57.8228   0.0202284  0.00183626     43496.9           0
                         :        633 Minimum Test error found - save the configuration 
                         :        633 |       81.792      57.477   0.0201857   0.0018266     43575.2           0
                         :        634 Minimum Test error found - save the configuration 
                         :        634 |      80.6957     56.9459   0.0202019  0.00181976     43520.4           0
                         :        635 Minimum Test error found - save the configuration 
                         :        635 |       79.569     56.2635   0.0201881   0.0018282     43573.2           0
                         :        636 Minimum Test error found - save the configuration 
                         :        636 |      78.6432     55.5633   0.0202035  0.00183076     43542.7           0
                         :        637 Minimum Test error found - save the configuration 
                         :        637 |      77.5157      55.148   0.0202193  0.00183459     43514.4           0
                         :        638 Minimum Test error found - save the configuration 
                         :        638 |      76.6581       54.42    0.020248  0.00185039     43483.8           0
                         :        639 Minimum Test error found - save the configuration 
                         :        639 |      75.6533     54.3332   0.0206409  0.00190532     42699.5           0
                         :        640 Minimum Test error found - save the configuration 
                         :        640 |      74.7755     53.1647   0.0203279  0.00186735     43335.7           0
                         :        641 Minimum Test error found - save the configuration 
                         :        641 |      73.5621     52.6537   0.0204323  0.00187335     43105.9           0
                         :        642 Minimum Test error found - save the configuration 
                         :        642 |      72.6583     51.9776   0.0202008  0.00181679     43516.1           0
                         :        643 Minimum Test error found - save the configuration 
                         :        643 |      71.7809     51.7472    0.020307  0.00182551     43286.5           0
                         :        644 Minimum Test error found - save the configuration 
                         :        644 |      71.1558     51.2601   0.0202022  0.00182518     43532.6           0
                         :        645 Minimum Test error found - save the configuration 
                         :        645 |       70.106     50.8366   0.0204405  0.00183073     42988.1           0
                         :        646 Minimum Test error found - save the configuration 
                         :        646 |       69.194     50.2045    0.020234   0.0018621     43544.7           0
                         :        647 Minimum Test error found - save the configuration 
                         :        647 |      68.3185     49.8461   0.0201703  0.00181931     43594.3           0
                         :        648 |      67.5418     49.8899   0.0202727  0.00177509     43248.7           1
                         :        649 Minimum Test error found - save the configuration 
                         :        649 |      66.5809      48.506   0.0203512  0.00184066     43218.6           0
                         :        650 Minimum Test error found - save the configuration 
                         :        650 |      65.4344     48.1387   0.0202526  0.00184053     43449.7           0
                         :        651 Minimum Test error found - save the configuration 
                         :        651 |      64.5351     47.7512   0.0202066  0.00183663     43549.3           0
                         :        652 Minimum Test error found - save the configuration 
                         :        652 |      63.9624     47.4846   0.0201784  0.00183274     43607.2           0
                         :        653 Minimum Test error found - save the configuration 
                         :        653 |      63.2058     47.0213   0.0202232  0.00183734     43511.6           0
                         :        654 Minimum Test error found - save the configuration 
                         :        654 |      62.1316     46.3867   0.0202949  0.00184763     43366.8           0
                         :        655 Minimum Test error found - save the configuration 
                         :        655 |       61.479     46.0519   0.0202132  0.00183234     43523.4           0
                         :        656 Minimum Test error found - save the configuration 
                         :        656 |      60.5604      45.379   0.0202305  0.00184031     43501.4           0
                         :        657 Minimum Test error found - save the configuration 
                         :        657 |      59.9478     44.9945   0.0202108  0.00183346     43531.9           0
                         :        658 |      59.0013     46.2489   0.0201176   0.0017663     43593.7           1
                         :        659 Minimum Test error found - save the configuration 
                         :        659 |      58.3835     44.3925   0.0204527  0.00187861     43070.7           0
                         :        660 Minimum Test error found - save the configuration 
                         :        660 |      57.6082      44.355    0.020553  0.00191716     42927.9           0
                         :        661 Minimum Test error found - save the configuration 
                         :        661 |      56.7093      43.426   0.0206079  0.00190004     42762.8           0
                         :        662 Minimum Test error found - save the configuration 
                         :        662 |      55.7643     42.9624   0.0203189  0.00188153     43390.1           0
                         :        663 Minimum Test error found - save the configuration 
                         :        663 |      55.2683     42.4848   0.0203209  0.00186279     43341.3           0
                         :        664 |        54.71     42.5483   0.0202053  0.00179021     43442.7           1
                         :        665 |      53.7161     42.5284   0.0202301  0.00179224     43388.9           2
                         :        666 Minimum Test error found - save the configuration 
                         :        666 |      52.9842     41.9034   0.0203169  0.00185589     43334.5           0
                         :        667 Minimum Test error found - save the configuration 
                         :        667 |       52.375      41.083   0.0202977   0.0018514     43369.2           0
                         :        668 |      51.8575     41.1196   0.0202091  0.00178125     43412.5           1
                         :        669 Minimum Test error found - save the configuration 
                         :        669 |       50.962     40.6625   0.0203249  0.00185375     43310.9           0
                         :        670 Minimum Test error found - save the configuration 
                         :        670 |      50.2148     39.9624   0.0202931  0.00184689     43369.3           0
                         :        671 Minimum Test error found - save the configuration 
                         :        671 |       49.586     39.3606   0.0203726  0.00187329     43244.9           0
                         :        672 Minimum Test error found - save the configuration 
                         :        672 |      48.8165     39.2752   0.0204293  0.00189406     43161.1           0
                         :        673 Minimum Test error found - save the configuration 
                         :        673 |      48.2559     38.5401   0.0204067  0.00188839     43200.5           0
                         :        674 |      47.6637     38.5547   0.0201862   0.0017932     43494.8           1
                         :        675 Minimum Test error found - save the configuration 
                         :        675 |      46.7493     38.0862   0.0203549  0.00189431     43335.5           0
                         :        676 |      46.4277     38.7166   0.0202248  0.00178692       43389           1
                         :        677 Minimum Test error found - save the configuration 
                         :        677 |      45.9584      37.663   0.0202567  0.00186104     43488.6           0
                         :        678 Minimum Test error found - save the configuration 
                         :        678 |      45.2454     36.8051   0.0202844  0.00184925     43395.3           0
                         :        679 Minimum Test error found - save the configuration 
                         :        679 |      44.5261     36.7363   0.0202731  0.00184153     43403.9           0
                         :        680 Minimum Test error found - save the configuration 
                         :        680 |      43.9358     36.3932   0.0202705  0.00184626     43420.9           0
                         :        681 Minimum Test error found - save the configuration 
                         :        681 |      43.2785     36.0425   0.0202593  0.00184895     43453.9           0
                         :        682 Minimum Test error found - save the configuration 
                         :        682 |      42.7386      35.815   0.0202665  0.00184843     43435.6           0
                         :        683 Minimum Test error found - save the configuration 
                         :        683 |      42.0105     35.1807    0.020277  0.00184919     43412.7           0
                         :        684 |      41.4808     35.2987   0.0201672  0.00177599       43499           1
                         :        685 Minimum Test error found - save the configuration 
                         :        685 |      41.1374      34.874   0.0203057  0.00186631     43385.5           0
                         :        686 Minimum Test error found - save the configuration 
                         :        686 |      40.8138     34.8698   0.0202562   0.0018645     43497.9           0
                         :        687 Minimum Test error found - save the configuration 
                         :        687 |       40.415     34.3977   0.0202798  0.00186024     43432.1           0
                         :        688 Minimum Test error found - save the configuration 
                         :        688 |      39.4172     33.8195   0.0202682  0.00185929     43457.2           0
                         :        689 Minimum Test error found - save the configuration 
                         :        689 |      38.8031     33.4286   0.0202965  0.00186636     43407.3           0
                         :        690 |      38.6778     34.3915   0.0202109  0.00178153     43409.1           1
                         :        691 Minimum Test error found - save the configuration 
                         :        691 |      38.4725     33.0576   0.0202664  0.00186325     43470.9           0
                         :        692 |      37.6509     33.1215   0.0202117  0.00177536     43392.5           1
                         :        693 Minimum Test error found - save the configuration 
                         :        693 |      36.8449     32.3607   0.0202836  0.00185482     43410.4           0
                         :        694 |      36.4063     32.4474   0.0202053  0.00177502     43406.9           1
                         :        695 Minimum Test error found - save the configuration 
                         :        695 |       36.069     31.9241   0.0202894  0.00185183     43389.7           0
                         :        696 Minimum Test error found - save the configuration 
                         :        696 |      35.5998     31.5363    0.020631  0.00193208     42783.2           0
                         :        697 |      34.9591     31.8435   0.0202481  0.00177487     43305.9           1
                         :        698 Minimum Test error found - save the configuration 
                         :        698 |      34.5278     31.1716   0.0202048  0.00184009     43561.9           0
                         :        699 |      34.1741     31.4251   0.0201298  0.00177727     43590.7           1
                         :        700 Minimum Test error found - save the configuration 
                         :        700 |      33.7793     30.5207   0.0231732  0.00188485     37579.2           0
                         :        701 |      33.4505     30.6711   0.0203956  0.00177674     42967.3           1
                         :        702 Minimum Test error found - save the configuration 
                         :        702 |      32.8401     30.2249   0.0202088  0.00184627     43567.1           0
                         :        703 Minimum Test error found - save the configuration 
                         :        703 |      32.7144      29.766   0.0202647  0.00185917     43465.3           0
                         :        704 |      32.0557     29.8616   0.0201652  0.00177698     43506.1           1
                         :        705 Minimum Test error found - save the configuration 
                         :        705 |      31.4754     29.4089   0.0203468  0.00189135     43347.5           0
                         :        706 Minimum Test error found - save the configuration 
                         :        706 |      31.2883      29.328   0.0202688  0.00185664     43449.5           0
                         :        707 Minimum Test error found - save the configuration 
                         :        707 |      30.8941     29.2424   0.0202144  0.00184861     43559.3           0
                         :        708 Minimum Test error found - save the configuration 
                         :        708 |      30.4475     28.7378   0.0202173  0.00184822     43551.4           0
                         :        709 Minimum Test error found - save the configuration 
                         :        709 |      29.8051     28.3694   0.0202033  0.00184757     43583.2           0
                         :        710 |      29.5536     28.8838   0.0201637  0.00178723     43533.9           1
                         :        711 Minimum Test error found - save the configuration 
                         :        711 |      29.3302     28.0514    0.020206  0.00184137       43562           0
                         :        712 Minimum Test error found - save the configuration 
                         :        712 |      28.8052      27.813   0.0202132  0.00183072     43519.6           0
                         :        713 Minimum Test error found - save the configuration 
                         :        713 |      28.3595     27.7081   0.0202093   0.0018379       43546           0
                         :        714 Minimum Test error found - save the configuration 
                         :        714 |      28.0732     27.3278   0.0201804  0.00183254     43601.8           0
                         :        715 |      27.7283     28.0362    0.020125  0.00176892     43582.3           1
                         :        716 Minimum Test error found - save the configuration 
                         :        716 |      27.3678     26.8872   0.0202049   0.0018358     43551.4           0
                         :        717 Minimum Test error found - save the configuration 
                         :        717 |      27.0238     26.7503   0.0201663  0.00182593     43619.6           0
                         :        718 Minimum Test error found - save the configuration 
                         :        718 |      26.6015     26.4792   0.0202452  0.00184351     43474.4           0
                         :        719 |      26.3656      26.622   0.0201706  0.00176974     43476.3           1
                         :        720 Minimum Test error found - save the configuration 
                         :        720 |      26.0243     26.0386   0.0202009  0.00184649     43586.3           0
                         :        721 |      25.6603     26.1202   0.0202337  0.00177624     43342.8           1
                         :        722 Minimum Test error found - save the configuration 
                         :        722 |      25.2966     25.6365   0.0202082  0.00185066     43578.8           0
                         :        723 Minimum Test error found - save the configuration 
                         :        723 |      25.0755     25.4721   0.0201904  0.00184132       43599           0
                         :        724 Minimum Test error found - save the configuration 
                         :        724 |      24.7565     25.1602   0.0201786  0.00183926       43622           0
                         :        725 |      24.3917     25.2533   0.0201498  0.00178141     43553.1           1
                         :        726 |      24.1681     25.4959   0.0201864  0.00177313     43446.8           2
                         :        727 Minimum Test error found - save the configuration 
                         :        727 |      23.8053     24.9778   0.0201842  0.00183733     43604.2           0
                         :        728 Minimum Test error found - save the configuration 
                         :        728 |       23.524     24.4603    0.020192  0.00184051     43593.3           0
                         :        729 Minimum Test error found - save the configuration 
                         :        729 |      23.3855      24.369   0.0202009  0.00183663     43562.9           0
                         :        730 |      23.0301     24.9301   0.0201485  0.00177055     43530.5           1
                         :        731 Minimum Test error found - save the configuration 
                         :        731 |      22.6997     24.0894   0.0203261  0.00186257     43328.7           0
                         :        732 |      22.6301     24.4588   0.0201766  0.00177512     43474.8           1
                         :        733 Minimum Test error found - save the configuration 
                         :        733 |      22.0839     23.6876   0.0202058   0.0018339     43544.7           0
                         :        734 Minimum Test error found - save the configuration 
                         :        734 |      21.8217     23.6523   0.0202352  0.00184011     43489.8           0
                         :        735 Minimum Test error found - save the configuration 
                         :        735 |      21.6361     23.4317   0.0201873  0.00181736     43549.3           0
                         :        736 Minimum Test error found - save the configuration 
                         :        736 |      21.3762     23.1369   0.0202002  0.00182148     43528.6           0
                         :        737 |      21.0394      23.155   0.0201007  0.00176326     43626.6           1
                         :        738 Minimum Test error found - save the configuration 
                         :        738 |      20.9223     22.6166   0.0201548  0.00181586       43623           0
                         :        739 |      20.6116      23.057   0.0201173  0.00176466     43590.5           1
                         :        740 |      20.5805     22.7416   0.0201342  0.00177532     43575.6           2
                         :        741 Minimum Test error found - save the configuration 
                         :        741 |      20.4884     22.5032   0.0204527  0.00199799     43349.3           0
                         :        742 |      20.2534     22.6117   0.0207049  0.00214661     43107.5           1
                         :        743 Minimum Test error found - save the configuration 
                         :        743 |      20.0199     22.4245   0.0205023  0.00190576     43018.7           0
                         :        744 Minimum Test error found - save the configuration 
                         :        744 |      19.7763     21.6842   0.0204456  0.00188265     43096.7           0
                         :        745 |      19.3169     22.0208   0.0203045   0.0018323     43308.4           1
                         :        746 |      20.1294     22.4066   0.0202822  0.00177899     43235.7           2
                         :        747 |      20.1399     24.7389   0.0206227  0.00178304     42463.6           3
                         :        748 Minimum Test error found - save the configuration 
                         :        748 |      19.7856     21.6265   0.0203298    0.001876     43351.4           0
                         :        749 Minimum Test error found - save the configuration 
                         :        749 |      18.8121     20.9838   0.0202982  0.00187208     43416.6           0
                         :        750 |      18.3696     21.3826   0.0202399  0.00179527       43373           1
                         :        751 Minimum Test error found - save the configuration 
                         :        751 |      18.0739     20.9083   0.0203123  0.00187295     43385.5           0
                         :        752 Minimum Test error found - save the configuration 
                         :        752 |      17.7451     20.3633   0.0203387  0.00188794     43358.8           0
                         :        753 |      17.4844     20.6119   0.0202407  0.00178802     43354.2           1
                         :        754 Minimum Test error found - save the configuration 
                         :        754 |      17.3061     20.0974   0.0204008  0.00188386     43203.6           0
                         :        755 |      17.1227     20.4407   0.0202486  0.00178688     43332.9           1
                         :        756 |      16.9994     20.2938   0.0202611  0.00177945     43286.2           2
                         :        757 |      16.7465      20.201   0.0202443  0.00177866     43323.6           3
                         :        758 Minimum Test error found - save the configuration 
                         :        758 |      16.5764     19.7346   0.0203319  0.00185421     43295.5           0
                         :        759 Minimum Test error found - save the configuration 
                         :        759 |      16.4416     19.5552    0.020326  0.00185327       43307           0
                         :        760 |      16.4049     19.7774   0.0202342  0.00177761     43344.9           1
                         :        761 |      16.1089     19.7606   0.0202416  0.00178871     43353.6           2
                         :        762 |      16.0163     19.5707   0.0203772   0.0017862     43031.6           3
                         :        763 Minimum Test error found - save the configuration 
                         :        763 |      15.6924     19.1356   0.0202365  0.00185961       43533           0
                         :        764 Minimum Test error found - save the configuration 
                         :        764 |      15.7346     18.7037   0.0201719  0.00182965       43615           0
                         :        765 |      15.4423     19.3526   0.0201022  0.00177576     43652.8           1
                         :        766 Minimum Test error found - save the configuration 
                         :        766 |      15.3978     18.4636   0.0201635  0.00182657     43627.8           0
                         :        767 |       15.248     18.8216   0.0201169  0.00176671     43596.3           1
                         :        768 Minimum Test error found - save the configuration 
                         :        768 |      15.0352       18.25   0.0201827  0.00182909     43588.2           0
                         :        769 |      14.6642     18.5561   0.0201054  0.00177411     43641.2           1
                         :        770 Minimum Test error found - save the configuration 
                         :        770 |      14.6573     17.7931   0.0202126  0.00182643       43511           0
                         :        771 |      14.3615     18.2228   0.0201257  0.00176759     43577.4           1
                         :        772 |      14.2365     17.8045   0.0201449  0.00176667     43529.8           2
                         :        773 Minimum Test error found - save the configuration 
                         :        773 |      14.2209     17.5216   0.0201878  0.00182275     43560.9           0
                         :        774 |      13.9979     17.8931   0.0201384  0.00176477     43540.7           1
                         :        775 Minimum Test error found - save the configuration 
                         :        775 |      13.9452     17.2914   0.0201874  0.00182205     43560.3           0
                         :        776 Minimum Test error found - save the configuration 
                         :        776 |       13.706     17.2226   0.0201517   0.0018155     43629.5           0
                         :        777 |      13.7582     17.4218    0.020175  0.00176643       43458           1
                         :        778 |      13.5798     17.2735   0.0201115  0.00176532     43605.7           2
                         :        779 Minimum Test error found - save the configuration 
                         :        779 |      13.3185     17.0919   0.0201943  0.00181658     43530.9           0
                         :        780 Minimum Test error found - save the configuration 
                         :        780 |       13.466     17.0854   0.0201738  0.00182076     43589.6           0
                         :        781 Minimum Test error found - save the configuration 
                         :        781 |      13.0681     16.4101   0.0201783  0.00181603     43567.7           0
                         :        782 |      12.8813     16.4638   0.0201044  0.00176396     43619.4           1
                         :        783 Minimum Test error found - save the configuration 
                         :        783 |      12.7925     16.1655   0.0201621  0.00182521     43627.9           0
                         :        784 |      12.8755     16.3792   0.0201033  0.00177259     43642.5           1
                         :        785 |      12.5462     16.2532     0.02011  0.00176909     43618.4           2
                         :        786 Minimum Test error found - save the configuration 
                         :        786 |      12.4458     15.9722   0.0201834  0.00183453     43599.5           0
                         :        787 |      12.3799     16.9073   0.0201165  0.00178579     43642.6           1
                         :        788 Minimum Test error found - save the configuration 
                         :        788 |       12.081     15.9328   0.0201834  0.00183938     43610.8           0
                         :        789 Minimum Test error found - save the configuration 
                         :        789 |      11.9422     15.5307   0.0202584  0.00183581     43424.9           0
                         :        790 |      11.9112     15.5851   0.0201542   0.0017695     43514.6           1
                         :        791 |      11.8395     15.5453   0.0202574  0.00179109     43322.1           2
                         :        792 Minimum Test error found - save the configuration 
                         :        792 |      11.5138     15.2882   0.0202224  0.00185562     43556.9           0
                         :        793 |      11.6353     15.3497   0.0201692  0.00176633     43471.4           1
                         :        794 |      11.5167     15.3397   0.0201596  0.00176613     43493.6           2
                         :        795 Minimum Test error found - save the configuration 
                         :        795 |      11.5392     14.9419   0.0204973  0.00187966     42969.9           0
                         :        796 |      11.2673     15.1072   0.0202426   0.0018104     43402.4           1
                         :        797 Minimum Test error found - save the configuration 
                         :        797 |      11.1651     14.7062   0.0202319  0.00183476       43485           0
                         :        798 |      10.8931     15.2398   0.0201867  0.00176604     43429.4           1
                         :        799 Minimum Test error found - save the configuration 
                         :        799 |      10.7807     14.6808   0.0204624  0.00192548     43157.1           0
                         :        800 Minimum Test error found - save the configuration 
                         :        800 |      10.8649     14.5196   0.0207288  0.00187609     42434.3           0
                         :        801 |      10.7605     16.7271   0.0202353  0.00178866     43368.3           1
                         :        802 |        11.06     14.8073   0.0204018   0.0017857     42973.6           2
                         :        803 |      10.6863     14.9819   0.0201923  0.00178005     43449.3           3
                         :        804 Minimum Test error found - save the configuration 
                         :        804 |      10.4971      14.242   0.0203009  0.00186602     43396.1           0
                         :        805 Minimum Test error found - save the configuration 
                         :        805 |         10.1     13.9934   0.0204896  0.00203545     43350.7           0
                         :        806 |      9.99173     14.0884   0.0207813  0.00177688     42095.5           1
                         :        807 |       10.126     14.3265   0.0204681   0.0017731     42792.1           2
                         :        808 Minimum Test error found - save the configuration 
                         :        808 |      9.78383      13.665   0.0211567  0.00214854     42087.2           0
                         :        809 |      9.60361     13.9966   0.0206243  0.00178864     42472.7           1
                         :        810 |      9.47124     13.6826   0.0202024  0.00179927     43470.9           2
                         :        811 |      9.56099     13.7198    0.020219  0.00178852     43406.4           3
                         :        812 Minimum Test error found - save the configuration 
                         :        812 |      9.35185     13.3457   0.0202702  0.00185284     43437.2           0
                         :        813 Minimum Test error found - save the configuration 
                         :        813 |      9.26979     13.2373   0.0202807   0.0018486     43402.5           0
                         :        814 |      9.12959     13.2558   0.0201806  0.00177278     43459.7           1
                         :        815 Minimum Test error found - save the configuration 
                         :        815 |      9.18806     13.2108   0.0202573  0.00184874       43458           0
                         :        816 Minimum Test error found - save the configuration 
                         :        816 |      8.88678      12.917   0.0202504  0.00183534     43442.7           0
                         :        817 Minimum Test error found - save the configuration 
                         :        817 |      9.07453     12.8816   0.0202503  0.00184624     43468.6           0
                         :        818 |      9.16338     13.0407   0.0202282  0.00177098     43343.4           1
                         :        819 |      8.77694     13.0089   0.0201642  0.00178174     43519.8           2
                         :        820 Minimum Test error found - save the configuration 
                         :        820 |      8.61691     12.7997   0.0202568  0.00185609     43476.5           0
                         :        821 |      8.59382     12.8744   0.0201214   0.0017742     43603.3           1
                         :        822 Minimum Test error found - save the configuration 
                         :        822 |      8.49495     12.6127   0.0201947  0.00184813     43604.9           0
                         :        823 |      8.52172     13.9565    0.020162  0.00177946     43519.5           1
                         :        824 |       8.5793     12.9525   0.0202106   0.0017805     43407.2           2
                         :        825 Minimum Test error found - save the configuration 
                         :        825 |      8.34893     12.3129    0.020239  0.00184652     43496.1           0
                         :        826 |      8.19299     12.7552   0.0201849  0.00177922     43464.9           1
                         :        827 |      8.22629     12.4039    0.020124  0.00177969     43610.3           2
                         :        828 |      8.15655      12.339   0.0201638  0.00176841     43489.2           3
                         :        829 Minimum Test error found - save the configuration 
                         :        829 |      7.89134     11.8925   0.0202228  0.00184186     43523.4           0
                         :        830 |      8.03097     13.0423   0.0201555  0.00177547     43525.5           1
                         :        831 |       8.4643     12.1562   0.0201709  0.00178128     43502.8           2
                         :        832 Minimum Test error found - save the configuration 
                         :        832 |       7.7576     11.4894   0.0202018  0.00184397     43578.2           0
                         :        833 |      7.51829     11.9158   0.0202196  0.00177145     43364.7           1
                         :        834 Minimum Test error found - save the configuration 
                         :        834 |      7.71021     11.4794   0.0202095  0.00184045     43551.5           0
                         :        835 |      7.88053     11.8945   0.0201588  0.00176311     43488.5           1
                         :        836 Minimum Test error found - save the configuration 
                         :        836 |      7.52936     11.2454   0.0202795  0.00183904     43382.9           0
                         :        837 |      7.42926     11.3572   0.0201418  0.00177077     43546.7           1
                         :        838 Minimum Test error found - save the configuration 
                         :        838 |      7.48982     11.2294   0.0202167  0.00184664     43549.2           0
                         :        839 |      7.45932     11.7163   0.0205319  0.00177838     42658.6           1
                         :        840 Minimum Test error found - save the configuration 
                         :        840 |      7.23004      10.807   0.0202191  0.00185148       43555           0
                         :        841 |      7.24433     11.2151   0.0201584  0.00177799     43524.6           1
                         :        842 |      7.22256      10.834   0.0202139  0.00177195     43379.5           2
                         :        843 |      7.01503     11.0595   0.0202196  0.00181386     43464.8           3
                         :        844 |      6.96809     10.8859   0.0201168  0.00177468     43615.5           4
                         :        845 |      7.03161     10.9483   0.0203174  0.00178507     43167.8           5
                         :        846 |      7.07928     11.1285   0.0201456  0.00176626     43527.2           6
                         :        847 |      6.86529     10.8639   0.0201521  0.00177046     43521.6           7
                         :        848 |      7.00986     11.6361   0.0202646  0.00176693     43248.8           8
                         :        849 Minimum Test error found - save the configuration 
                         :        849 |      6.76413     10.3712   0.0202615  0.00184609       43442           0
                         :        850 Minimum Test error found - save the configuration 
                         :        850 |      6.54394     10.2339   0.0203463  0.00195946     43509.4           0
                         :        851 |      6.74537     10.6142   0.0208468  0.00178238       41963           1
                         :        852 |      6.81594     10.3638   0.0203637  0.00177592       43039           2
                         :        853 |      6.64261     10.6812   0.0202084  0.00187792     43643.2           3
                         :        854 Minimum Test error found - save the configuration 
                         :        854 |      6.58733     9.94556   0.0206956  0.00194275     42660.2           0
                         :        855 |      6.66238       10.01   0.0204641  0.00176754     42788.7           1
                         :        856 |      6.56823     10.1781   0.0201304  0.00177053     43573.3           2
                         :        857 Minimum Test error found - save the configuration 
                         :        857 |      6.68954     9.81432   0.0202015  0.00182871     43542.7           0
                         :        858 |      6.43848     9.86449   0.0205877  0.00176895     42510.7           1
                         :        859 |      6.70711     10.4118   0.0201204  0.00176262     43578.2           2
                         :        860 |      6.38593     10.6021   0.0201636  0.00175811     43465.3           3
                         :        861 |      6.43603     10.1102   0.0201112  0.00175833       43590           4
                         :        862 Minimum Test error found - save the configuration 
                         :        862 |      6.26812     9.80712   0.0201955  0.00182874     43556.8           0
                         :        863 Minimum Test error found - save the configuration 
                         :        863 |      6.27558     9.41119   0.0201441  0.00181596     43648.7           0
                         :        864 |      5.97483     9.61423   0.0201007  0.00176495     43630.7           1
                         :        865 |      5.97541     9.42808   0.0201035  0.00176363     43620.8           2
                         :        866 |      6.10289     9.51551   0.0201255  0.00177362     43592.2           3
                         :        867 Minimum Test error found - save the configuration 
                         :        867 |      6.09278     9.30431   0.0201574  0.00182955     43649.4           0
                         :        868 |      6.02052     9.38916   0.0201042  0.00176705     43627.2           1
                         :        869 |        6.002     9.57099   0.0201263  0.00179454       43640           2
                         :        870 Minimum Test error found - save the configuration 
                         :        870 |      5.95665     9.15856   0.0203353  0.00185465     43288.5           0
                         :        871 Minimum Test error found - save the configuration 
                         :        871 |      5.86267     9.00819   0.0201684  0.00182872     43621.4           0
                         :        872 |      5.79311     9.37177   0.0201143  0.00177883     43631.3           1
                         :        873 Minimum Test error found - save the configuration 
                         :        873 |        6.016     8.79696   0.0203083  0.00183267     43300.3           0
                         :        874 |       5.6464     9.06856   0.0201134  0.00177243     43618.2           1
                         :        875 |      5.82978     8.85257   0.0201135  0.00177254     43618.3           2
                         :        876 |      5.69261     9.10262   0.0201262  0.00176465     43569.2           3
                         :        877 Minimum Test error found - save the configuration 
                         :        877 |      5.80489     8.76192   0.0201785  0.00182321     43584.2           0
                         :        878 |      6.19305     8.97306   0.0201083  0.00176592     43614.7           1
                         :        879 |      6.05649     8.85637   0.0201057  0.00175983     43606.6           2
                         :        880 Minimum Test error found - save the configuration 
                         :        880 |      5.58581     8.60116   0.0201839  0.00182807       43583           0
                         :        881 Minimum Test error found - save the configuration 
                         :        881 |       5.4558     8.36135   0.0201622  0.00182033     43616.1           0
                         :        882 |      5.40293     8.46654   0.0202116  0.00177393     43389.3           1
                         :        883 Minimum Test error found - save the configuration 
                         :        883 |      5.40408     8.06903   0.0202316  0.00183705     43491.1           0
                         :        884 |      5.42452      8.4405   0.0201359  0.00176281     43541.9           1
                         :        885 |      5.37447     8.23535   0.0201761  0.00177179       43468           2
                         :        886 |      5.34191     8.21494   0.0202133  0.00177263     43382.4           3
                         :        887 |       5.2749     8.55326   0.0201343   0.0017675     43556.8           4
                         :        888 |       5.5613     8.68307   0.0201579  0.00177844     43526.8           5
                         :        889 |      5.58419      8.2516   0.0201415  0.00177167     43549.6           6
                         :        890 Minimum Test error found - save the configuration 
                         :        890 |      5.22689      7.7635   0.0202301  0.00187502     43584.5           0
                         :        891 Minimum Test error found - save the configuration 
                         :        891 |      5.05679     7.63158    0.020286  0.00185561     43406.6           0
                         :        892 |       5.1624     7.95504    0.020141  0.00177702     43563.5           1
                         :        893 |      5.18419     7.87183   0.0201161  0.00177826     43625.7           2
                         :        894 |      5.01109     8.12765   0.0201201  0.00176911     43594.3           3
                         :        895 |      5.10341     8.07064    0.020221   0.0017795     43380.4           4
                         :        896 |      5.03441       7.756   0.0201354  0.00177935     43582.3           5
                         :        897 |      5.11015     8.30511   0.0201678  0.00177103       43486           6
                         :        898 Minimum Test error found - save the configuration 
                         :        898 |      5.12514     7.44705   0.0202233  0.00183878     43514.9           0
                         :        899 Minimum Test error found - save the configuration 
                         :        899 |      5.16751     7.34955   0.0201841  0.00182674     43579.3           0
                         :        900 |      5.02215     7.80075   0.0201499  0.00177296     43532.9           1
                         :        901 |      5.52252     7.90524   0.0201607  0.00177322     43507.9           2
                         :        902 |      5.17135      7.7328   0.0201561  0.00177276     43517.7           3
                         :        903 |      4.89634     7.48645   0.0201609  0.00177313     43507.2           4
                         :        904 |      5.06351     7.59428   0.0201724  0.00176577     43462.5           5
                         :        905 Minimum Test error found - save the configuration 
                         :        905 |      4.97491     7.03154   0.0203089  0.00184961     43338.6           0
                         :        906 |      4.79931     7.09703   0.0201949  0.00177564     43432.7           1
                         :        907 |      4.77766     7.26724    0.020244  0.00178383     43336.5           2
                         :        908 |      4.86149     7.65756   0.0202408  0.00179443       43369           3
                         :        909 |      5.02268     7.62029   0.0202702  0.00178612     43280.6           4
                         :        910 |      4.94214     7.93794   0.0207078  0.00177654     42258.2           5
                         :        911 Minimum Test error found - save the configuration 
                         :        911 |      4.90701     6.98116   0.0202587  0.00186412     43491.1           0
                         :        912 |      4.70904     7.02198   0.0204111  0.00177444     42926.1           1
                         :        913 Minimum Test error found - save the configuration 
                         :        913 |      4.50838     6.79843   0.0203015  0.00186908     43401.8           0
                         :        914 |       4.7205     6.87051   0.0201703  0.00177725     43494.7           1
                         :        915 |      4.47394      6.9321   0.0204088  0.00177951     42943.1           2
                         :        916 Minimum Test error found - save the configuration 
                         :        916 |      4.39589     6.54889   0.0202741  0.00185222     43426.7           0
                         :        917 |      4.46082     6.70001   0.0201632  0.00178306     43525.3           1
                         :        918 |      4.52965     6.94728   0.0201454  0.00176993     43536.4           2
                         :        919 |      4.40725      6.7491   0.0201204  0.00177022     43596.2           3
                         :        920 |      4.48394     7.43433   0.0201503  0.00177841     43544.7           4
                         :        921 |      4.61556     6.72405   0.0201569  0.00177432     43519.5           5
                         :        922 |      4.82702     7.39458   0.0201686  0.00177415     43491.5           6
                         :        923 |      4.49476     6.56954    0.020137  0.00177954       43579           7
                         :        924 Minimum Test error found - save the configuration 
                         :        924 |      4.61647      6.2119   0.0202465   0.0018543     43496.8           0
                         :        925 |      4.34192     6.31826   0.0201678   0.0017818     43511.3           1
                         :        926 |      4.33717     6.81789   0.0203482  0.00178784     43102.6           2
                         :        927 |      4.32677     6.45433   0.0201554  0.00178406     43546.1           3
                         :        928 |      4.38614     6.36548   0.0201592  0.00177173     43507.8           4
                         :        929 Minimum Test error found - save the configuration 
                         :        929 |      4.25917     6.06945   0.0202131  0.00184531     43554.4           0
                         :        930 |      4.15411     6.42819     0.02015  0.00177176     43529.6           1
                         :        931 Minimum Test error found - save the configuration 
                         :        931 |      4.13097     5.95654   0.0202707  0.00186636     43467.9           0
                         :        932 |      4.41556     7.00854   0.0201438  0.00176909     43538.2           1
                         :        933 |      4.35855     6.21625   0.0201175  0.00177051     43603.8           2
                         :        934 |       4.5401     6.10109    0.020158  0.00177022     43507.1           3
                         :        935 Minimum Test error found - save the configuration 
                         :        935 |      4.22067     5.87919   0.0202417  0.00184673       43490           0
                         :        936 |      4.09041     6.10353   0.0201835  0.00177141     43449.7           1
                         :        937 Minimum Test error found - save the configuration 
                         :        937 |      4.07669     5.69605   0.0202725  0.00184511     43413.7           0
                         :        938 |      3.93335     6.18546   0.0201946  0.00178256     43449.8           1
                         :        939 |      3.92192     5.78098   0.0201554  0.00178397     43545.8           2
                         :        940 |      3.93668     5.84573   0.0201998  0.00177697     43424.3           3
                         :        941 |      4.02098     6.21114   0.0203044   0.0017848     43197.6           4
                         :        942 |      4.03642     5.91795   0.0206804  0.00178383     42335.8           5
                         :        943 Minimum Test error found - save the configuration 
                         :        943 |       3.9725     5.52894   0.0206349   0.0018725     42638.6           0
                         :        944 |      4.03252     5.70189   0.0202065  0.00176636     43383.7           1
                         :        945 |      3.90505     6.03477   0.0201742   0.0017705     43469.5           2
                         :        946 |      3.72963     5.67452   0.0201126  0.00176708     43607.3           3
                         :        947 |      3.82203     6.49624    0.020179  0.00176991     43456.8           4
                         :        948 |      4.10048     5.83513   0.0202157  0.00185024       43560           5
                         :        949 |      3.99025     5.88598    0.020169   0.0017636     43465.6           6
                         :        950 Minimum Test error found - save the configuration 
                         :        950 |      4.03071     5.49541   0.0202288  0.00183893     43502.2           0
                         :        951 Minimum Test error found - save the configuration 
                         :        951 |       3.9623     5.17898   0.0201932  0.00182831     43561.5           0
                         :        952 |       3.5787     5.53864   0.0201556   0.0017777     43530.5           1
                         :        953 Minimum Test error found - save the configuration 
                         :        953 |      3.70756     5.14361   0.0202752  0.00184429     43405.3           0
                         :        954 |      3.81459     5.18977   0.0201886    0.001778     43453.2           1
                         :        955 |      3.81874     5.63977   0.0201772  0.00179656     43524.1           2
                         :        956 |         3.76     5.33615    0.020177  0.00178096     43487.7           3
                         :        957 |      3.78992     5.71607   0.0201967   0.0017808     43440.6           4
                         :        958 |      3.96092     5.26218   0.0201299   0.0017734     43581.2           5
                         :        959 |      3.93484     5.88574   0.0201828   0.0017799     43471.3           6
                         :        960 |      3.90491     5.65077   0.0202067  0.00178272     43421.6           7
                         :        961 Minimum Test error found - save the configuration 
                         :        961 |      3.59259     4.98232   0.0202175   0.0018423     43536.9           0
                         :        962 |      3.60505     5.05922   0.0202964  0.00180395     43260.9           1
                         :        963 |       3.7919     5.09791   0.0201591   0.0017696     43503.2           2
                         :        964 |      3.77343     5.26737   0.0201921  0.00177106     43428.5           3
                         :        965 Minimum Test error found - save the configuration 
                         :        965 |      3.57134     4.87923    0.020403  0.00184873     43116.7           0
                         :        966 Minimum Test error found - save the configuration 
                         :        966 |       3.6182     4.82116   0.0203308  0.00183868     43261.6           0
                         :        967 Minimum Test error found - save the configuration 
                         :        967 |      3.63899     4.72588   0.0202437  0.00183537     43458.5           0
                         :        968 |      3.81114     5.04432   0.0201435  0.00178427     43574.8           1
                         :        969 |      3.70005     4.91481   0.0202294   0.0017778     43356.8           2
                         :        970 Minimum Test error found - save the configuration 
                         :        970 |      3.77174     4.70744   0.0202816  0.00185213     43408.7           0
                         :        971 |      3.52218     5.03138   0.0202099  0.00178025     43408.4           1
                         :        972 |      3.46167       4.726   0.0202115  0.00177892     43401.4           2
                         :        973 Minimum Test error found - save the configuration 
                         :        973 |      3.46443     4.65444   0.0202516  0.00184894     43472.1           0
                         :        974 |      3.43413     4.70369   0.0201749  0.00177552     43479.7           1
                         :        975 |       3.3394     4.80219   0.0201732   0.0017815     43497.9           2
                         :        976 |      3.53167     4.70483   0.0201576  0.00178852     43551.5           3
                         :        977 |      3.44904     4.78832   0.0201624  0.00177057     43497.5           4
                         :        978 |      3.52051     4.84195   0.0202137  0.00176761     43369.7           5
                         :        979 Minimum Test error found - save the configuration 
                         :        979 |      3.32871     4.47077   0.0202441  0.00185023     43492.8           0
                         :        980 |      3.25517     4.59893   0.0203199  0.00177189     43131.4           1
                         :        981 |      3.35615     4.58581   0.0201708  0.00177348     43484.5           2
                         :        982 Minimum Test error found - save the configuration 
                         :        982 |      3.28254     4.35428   0.0202112  0.00182694     43515.5           0
                         :        983 |      3.45321     4.40105   0.0201374  0.00176422     43541.7           1
                         :        984 |      3.38637     4.57984   0.0201304  0.00176446       43559           2
                         :        985 Minimum Test error found - save the configuration 
                         :        985 |      3.33667     4.24022    0.020161   0.0018238     43627.2           0
                         :        986 |       3.1262     4.74407   0.0201082  0.00176212     43606.1           1
                         :        987 |      3.36748     4.46638   0.0201029  0.00177214     43642.4           2
                         :        988 |      3.28871     4.49342   0.0200976  0.00177256     43656.2           3
                         :        989 |      3.46186     4.41038   0.0201033  0.00176611     43627.2           4
                         :        990 |      3.30694     4.59974    0.020115  0.00176601     43599.1           5
                         :        991 |      3.31534     4.76968   0.0201284  0.00177123     43579.8           6
                         :        992 Minimum Test error found - save the configuration 
                         :        992 |      3.31205     4.23614   0.0201665  0.00183094     43631.1           0
                         :        993 Minimum Test error found - save the configuration 
                         :        993 |      3.26488     4.01506   0.0201599  0.00182251     43626.7           0
                         :        994 |      3.22834     4.42163    0.020158  0.00177547     43519.7           1
                         :        995 |      3.25431     4.01614    0.020214  0.00176683     43367.2           2
                         :        996 |      3.23305      4.6454   0.0201069  0.00176589     43618.1           3
                         :        997 |      3.61011     4.42171   0.0203837  0.00193057       43353           4
                         :        998 |      3.38626     5.12778   0.0202465  0.00176393       43284           5
                         :        999 |      3.65517     4.95438   0.0201162  0.00178968     43652.7           6
                         :       1000 |      3.57913     4.02885   0.0201908  0.00175822     43401.4           7
                         :       1001 |      3.25069     4.65195   0.0201314  0.00178433     43603.8           8
                         :       1002 |      3.61082     4.22237   0.0202358  0.00176959     43322.3           9
                         :       1003 |       3.4978     4.26268    0.020146  0.00177133     43538.2          10
                         :       1004 |      3.33897     4.37453   0.0201447  0.00176803     43533.4          11
                         :       1005 |      3.42746     4.05016   0.0201385  0.00176213     43534.3          12
                         :       1006 Minimum Test error found - save the configuration 
                         :       1006 |      3.26343      3.8923   0.0202272  0.00184091     43510.6           0
                         :       1007 |        3.094     4.04622   0.0202546  0.00177279     43285.9           1
                         :       1008 |      3.08653     3.95593   0.0201639  0.00177039     43493.6           2
                         :       1009 Minimum Test error found - save the configuration 
                         :       1009 |      3.28253     3.80087   0.0202542  0.00185573     43481.9           0
                         :       1010 |      3.45624     4.55126   0.0204044  0.00183195     43074.6           1
                         :       1011 |      3.44487     3.80633    0.020225  0.00177775     43366.8           2
                         :       1012 |      3.16005     4.16097   0.0201261  0.00179326     43637.5           3
                         :       1013 |      3.17328     3.92356   0.0201114   0.0017693     43615.4           4
                         :       1014 |      3.39123     3.80304   0.0201058   0.0017672     43623.9           5
                         :       1015 |      3.22132     4.15835   0.0201136  0.00177409     43621.7           6
                         :       1016 |      3.20969     4.14424   0.0201069  0.00177262     43634.1           7
                         :       1017 |      3.47417     3.81344   0.0201012  0.00177124     43644.3           8
                         :       1018 Minimum Test error found - save the configuration 
                         :       1018 |      3.17681     3.76272   0.0201627  0.00182551     43627.3           0
                         :       1019 Minimum Test error found - save the configuration 
                         :       1019 |      3.06807     3.71887   0.0201517  0.00181745     43634.3           0
                         :       1020 |       3.0161     3.75887   0.0201198   0.0017654     43586.2           1
                         :       1021 |      3.14942     4.22124   0.0201521  0.00175954     43495.8           2
                         :       1022 |      3.31552     3.90221   0.0201272   0.0017638     43564.9           3
                         :       1023 |      3.36894     3.92214   0.0200874  0.00176278       43657           4
                         :       1024 |       3.3439     4.41699   0.0200977  0.00176425     43636.1           5
                         :       1025 Minimum Test error found - save the configuration 
                         :       1025 |      3.10096     3.71526   0.0201733  0.00183923     43634.6           0
                         :       1026 Minimum Test error found - save the configuration 
                         :       1026 |      3.07512     3.62571   0.0201703  0.00181988     43595.8           0
                         :       1027 |      3.08986     3.84408   0.0201188  0.00177061       43601           1
                         :       1028 |      3.18542     3.70518   0.0201696  0.00175762       43450           2
                         :       1029 Minimum Test error found - save the configuration 
                         :       1029 |      2.93293     3.45529    0.020236  0.00182645     43455.7           0
                         :       1030 |      3.10579     3.55676   0.0201281  0.00177177     43581.8           1
                         :       1031 |      3.31903     3.95885   0.0201563  0.00176424       43497           2
                         :       1032 |      3.26324     3.59508   0.0201442  0.00179642     43601.9           3
                         :       1033 Minimum Test error found - save the configuration 
                         :       1033 |      3.22996     3.40509   0.0201638  0.00183232     43640.7           0
                         :       1034 |      2.98629     3.50936   0.0201254  0.00176623       43575           1
                         :       1035 |      2.98365      3.6691   0.0201659  0.00177335     43495.9           2
                         :       1036 |       3.1777     3.92296   0.0201062   0.0017741     43639.3           3
                         :       1037 |      3.12069     3.52233   0.0200935  0.00177706     43676.6           4
                         :       1038 |      3.10788     5.18183   0.0201207  0.00177607     43609.4           5
                         :       1039 Minimum Test error found - save the configuration 
                         :       1039 |      3.30927       3.221   0.0201846  0.00183003     43585.9           0
                         :       1040 |      3.24754      3.3141   0.0200977  0.00176824     43645.5           1
                         :       1041 |      3.02565       4.232   0.0201844  0.00176774       43439           2
                         :       1042 |      3.16508     3.49972   0.0202318  0.00177492     43344.3           3
                         :       1043 |       2.8868     3.25783   0.0202813  0.00176672     43209.3           4
                         :       1044 Minimum Test error found - save the configuration 
                         :       1044 |      2.82905     3.14646   0.0201939  0.00183085     43565.8           0
                         :       1045 |      2.93299     3.95225   0.0201102  0.00175982     43595.9           1
                         :       1046 |      3.04054     3.37564    0.020169  0.00177184       43485           2
                         :       1047 |      2.84135      3.3897    0.020365  0.00177432     43032.2           3
                         :       1048 |      2.75131     3.35975   0.0201863  0.00176832     43435.8           4
                         :       1049 |      2.90753     3.68819   0.0201519  0.00176293     43504.4           5
                         :       1050 |      2.88401     3.52078   0.0201598   0.0017639     43488.1           6
                         :       1051 |      3.22797      3.3201   0.0201907  0.00178587     43466.9           7
                         :       1052 |      3.11729     3.34588    0.020169  0.00177484     43492.1           8
                         :       1053 |      3.08388      3.2852   0.0201875  0.00177882     43457.7           9
                         :       1054 |      2.92591     3.29268   0.0201735    0.001773       43477          10
                         :       1055 |       2.8896     3.61366   0.0202279  0.00178108       43368          11
                         :       1056 Minimum Test error found - save the configuration 
                         :       1056 |      3.06748     2.83939   0.0201956  0.00185254     43613.1           0
                         :       1057 |      3.26389     3.70263   0.0201282  0.00178074     43602.7           1
                         :       1058 |      3.63304     3.64085   0.0201679   0.0017794     43505.4           2
                         :       1059 |       3.1928     3.35097   0.0201392  0.00177152     43554.8           3
                         :       1060 |      2.88993     3.02978   0.0201246  0.00177003     43585.9           4
                         :       1061 |      2.62218     2.85526   0.0201426  0.00177547     43556.1           5
                         :       1062 |      2.80113     3.84052   0.0201116  0.00177489     43628.3           6
                         :       1063 |      3.03233     3.09702   0.0201345  0.00176523     43550.9           7
                         :       1064 |      2.83302     2.84485   0.0201697   0.0017702     43479.5           8
                         :       1065 |      2.86177     3.48267   0.0201092  0.00176889     43619.8           9
                         :       1066 |      3.02365     3.35872    0.020161  0.00176064     43477.5          10
                         :       1067 |      2.86559     3.35077   0.0201615  0.00176688     43491.1          11
                         :       1068 |      2.76501     2.85801   0.0201538   0.0017658     43506.5          12
                         :       1069 Minimum Test error found - save the configuration 
                         :       1069 |      2.70592     2.81428    0.020191  0.00183171     43574.7           0
                         :       1070 |      2.79625     3.62493   0.0201171   0.0017667     43595.7           1
                         :       1071 Minimum Test error found - save the configuration 
                         :       1071 |       2.7975     2.75758   0.0202587  0.00189366       43561           0
                         :       1072 |      3.04361     3.10883   0.0201957  0.00176847       43414           1
                         :       1073 |      2.63628     2.94942   0.0201925  0.00180051     43497.1           2
                         :       1074 Minimum Test error found - save the configuration 
                         :       1074 |       2.6515     2.70141   0.0202769  0.00184118     43393.9           0
                         :       1075 |      2.75141     3.29715   0.0201396   0.0017824     43579.6           1
                         :       1076 |      2.87751     3.03646   0.0201738  0.00178061     43494.5           2
                         :       1077 |      2.77882     3.12741   0.0201413  0.00177655     43561.8           3
                         :       1078 |      2.88851     3.19745   0.0201547  0.00177415     43524.2           4
                         :       1079 |      2.97455      3.2286   0.0203072  0.00177736     43173.7           5
                         :       1080 |      3.03814     3.96896   0.0201796   0.0017772     43472.5           6
                         :       1081 |      3.03039     3.09054   0.0202422  0.00177402     43317.9           7
                         :       1082 Minimum Test error found - save the configuration 
                         :       1082 |      2.69486     2.69619   0.0202116  0.00183916     43543.6           0
                         :       1083 Minimum Test error found - save the configuration 
                         :       1083 |      2.62766     2.57967   0.0201761  0.00182207     43587.2           0
                         :       1084 Minimum Test error found - save the configuration 
                         :       1084 |       2.5992      2.5299   0.0202762  0.00182455     43356.5           0
                         :       1085 |      2.58473     2.95809   0.0201364  0.00175861     43530.7           1
                         :       1086 |      2.72569     3.45772    0.020103  0.00175913     43611.2           2
                         :       1087 |      2.82984     3.06584   0.0201321  0.00176444     43554.7           3
                         :       1088 |      2.70057     3.24471    0.020131  0.00178283     43601.1           4
                         :       1089 |      2.64857     2.65493   0.0201251  0.00176639     43576.1           5
                         :       1090 |      2.62265     2.64933   0.0201345    0.001765     43550.4           6
                         :       1091 |      2.76055     3.23262   0.0201815  0.00176575       43441           7
                         :       1092 |      2.76115     2.57676   0.0202807  0.00180894     43309.4           8
                         :       1093 Minimum Test error found - save the configuration 
                         :       1093 |      2.64428     2.45196   0.0202009  0.00183253     43553.1           0
                         :       1094 |      2.62938     2.99022   0.0201891  0.00176926     43431.4           1
                         :       1095 |      2.69546     2.78004   0.0201485  0.00177875     43549.9           2
                         :       1096 |      2.57293      2.5145    0.020157  0.00178031     43533.5           3
                         :       1097 |       2.5377      2.6597   0.0201715  0.00177586     43488.6           4
                         :       1098 |      2.62585     2.60407   0.0201497  0.00177927     43548.2           5
                         :       1099 |      2.54964      2.8491   0.0202475   0.0017817     43323.4           6
                         :       1100 |      2.72913     2.80806   0.0201611  0.00178224     43528.3           7
                         :       1101 |      2.85378     2.53109   0.0201989  0.00177683     43426.1           8
                         :       1102 Minimum Test error found - save the configuration 
                         :       1102 |      2.90153     2.29927   0.0202946  0.00187967     43443.1           0
                         :       1103 |       2.7315     3.13559   0.0201701  0.00176958     43476.9           1
                         :       1104 |       2.7599     2.37446   0.0204235  0.00176449     42874.8           2
                         :       1105 |      2.65099     2.88765   0.0202106  0.00177194     43387.1           3
                         :       1106 |      2.96573     4.16898   0.0201949  0.00177461     43430.3           4
                         :       1107 |      2.92532     2.37764   0.0201491  0.00177093     43529.9           5
                         :       1108 |      2.55002     2.91076   0.0201476  0.00176899     43528.8           6
                         :       1109 |      2.67727      3.1713   0.0203299  0.00176513     43092.3           7
                         :       1110 |      2.79539     2.54044   0.0201241  0.00176672     43579.1           8
                         :       1111 |      2.57629     2.86428   0.0201168  0.00176541     43593.5           9
                         :       1112 Minimum Test error found - save the configuration 
                         :       1112 |      2.53573     2.17227   0.0201823  0.00182761     43585.6           0
                         :       1113 |      2.30567     2.30028   0.0201957  0.00177788     43436.2           1
                         :       1114 |      2.38299     2.26309   0.0201555  0.00179051     43561.1           2
                         :       1115 |      2.47413     2.38914   0.0201102  0.00176747       43614           3
                         :       1116 |      2.45203     2.35356   0.0201418  0.00177372     43553.7           4
                         :       1117 |      2.54269     2.44038   0.0201352  0.00177422     43570.6           5
                         :       1118 |      2.57413     2.93984   0.0203246  0.00178056     43140.7           6
                         :       1119 |      2.68789      3.4497    0.020154  0.00179649     43578.8           7
                         :       1120 |      2.90678     2.60861    0.020291   0.0018618     43409.4           8
                         :       1121 |      2.49226     2.36733   0.0205121  0.00177542       42697           9
                         :       1122 |      2.40657     2.37162   0.0205874   0.0017736     42521.9          10
                         :       1123 Minimum Test error found - save the configuration 
                         :       1123 |      2.32958     2.14785   0.0204203  0.00185397     43088.7           0
                         :       1124 |      2.36694     2.86046   0.0201866  0.00176449       43426           1
                         :       1125 |      2.33916     2.62953   0.0202108  0.00176935     43380.4           2
                         :       1126 |      2.52566     2.33114   0.0201774  0.00177117     43463.6           3
                         :       1127 |      2.51038     2.34502   0.0201839  0.00177965     43468.3           4
                         :       1128 |      2.44313     2.31539   0.0201902  0.00182111     43551.4           5
                         :       1129 |      2.48738     3.28221   0.0202207   0.0017778     43377.2           6
                         :       1130 |      2.39095     2.88706   0.0201166  0.00177678       43621           7
                         :       1131 Minimum Test error found - save the configuration 
                         :       1131 |      2.38827     1.93302   0.0202016  0.00184118       43572           0
                         :       1132 |      2.36832     2.46962   0.0201361  0.00177695     43574.9           1
                         :       1133 |      2.35418      2.3419    0.020133  0.00179065       43615           2
                         :       1134 |       2.4248     2.04827   0.0201383  0.00178397     43586.6           3
                         :       1135 |      2.32733     2.01392   0.0201197  0.00176764     43591.9           4
                         :       1136 Minimum Test error found - save the configuration 
                         :       1136 |      2.18377      1.8944   0.0201877  0.00183396     43587.9           0
                         :       1137 |      2.31814     2.20186    0.020128  0.00178374     43610.3           1
                         :       1138 |      2.46955     2.30349   0.0202049  0.00185126       43588           2
                         :       1139 |      2.44301     2.32269   0.0201317  0.00176584     43559.2           3
                         :       1140 |      2.31001     2.08503   0.0201208  0.00176027     43571.8           4
                         :       1141 |       2.3997     2.03809   0.0201156  0.00175885     43580.8           5
                         :       1142 |      2.34232     2.59182   0.0201334  0.00177323     43572.5           6
                         :       1143 |      2.38338     2.26248   0.0201061  0.00176517     43618.2           7
                         :       1144 |      2.52097     2.03275     0.02013  0.00176621     43563.9           8
                         :       1145 |      2.67639     2.36772   0.0201162  0.00176533     43594.7           9
                         :       1146 |      2.32156     1.96373   0.0201146  0.00176626     43600.6          10
                         :       1147 |      2.13626     1.94308   0.0201286  0.00177109     43578.9          11
                         :       1148 |      2.21039     1.94368   0.0201523  0.00176909       43518          12
                         :       1149 |      2.25537     2.40092   0.0201991  0.00180531       43493          13
                         :       1150 |      2.24738     2.05953   0.0201694  0.00177393     43488.9          14
                         :       1151 |      2.18091     2.30184   0.0201768  0.00177455     43472.9          15
                         :       1152 |      2.14433     1.94379   0.0201825  0.00178278     43478.9          16
                         :       1153 |      2.24862     1.94395   0.0201724  0.00177599     43486.7          17
                         :       1154 |      2.26592     1.96954   0.0202219  0.00182859     43494.1          18
                         :       1155 |      2.14707     2.04454   0.0203175  0.00178586     43169.3          19
                         :       1156 |      2.22419     2.21577   0.0201456  0.00177992     43559.5          20
                         :       1157 |      2.07411     2.30457   0.0201334  0.00177185     43569.3          21
                         : 
                         : Elapsed time for training with 1000 events: 23.5 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: 1.76 sec         
                         : Dataset[dataset] : Create results for training
                         : Dataset[dataset] : Evaluation of BDTG on training sample
                         : Dataset[dataset] : Elapsed time for evaluation of 1000 events: 0.399 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= 3.77869e+06
TH1.Print Name  = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.35899e+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: 0.0448 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: 0.0954 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: 0.00299 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: 0.228 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: 2.31 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: 0.0476 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.00552 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: 0.0962 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.0107 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: 0.00472 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.00058 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: 2.27 sec       
                         : TestRegression (training)
                         : Calculate regression for all events
                         : Elapsed time for evaluation of 1000 events: 0.254 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        :   0.0142  -0.0227     1.58     1.21  |  3.283  3.292
                         : 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        :  0.00512 -0.00770     1.45     1.09  |  3.327  3.335
                         : 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 );