// Class: ReadProton_Upstream_TMVA
// Automatically generated by MethodBase::MakeClass
//

/* configuration options =====================================================

#GEN -*-*-*-*-*-*-*-*-*-*-*- general info -*-*-*-*-*-*-*-*-*-*-*-

Method         : MLP::Proton_Upstream_TMVA
TMVA Release   : 4.2.1         [262657]
ROOT Release   : 6.12/06       [396294]
Creator        : jonesc
Date           : Sat Jun 23 13:07:18 2018
Host           : Linux lcgapp-slc6-x86-64-2.cern.ch 2.6.32-696.18.7.el6.x86_64 #1 SMP Thu Jan 4 13:27:39 CET 2018 x86_64 x86_64 x86_64 GNU/Linux
Dir            : /var/pcfst/r01/lhcb/jonesc/ANNPID/results/UpgradeSim09cUp02RecoUp01/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/PrAccF1.0/KaAccF0.1/PiAccF1.0/TMVA-Upgrade-Sim09cUp02RecoUp01/MLP/Norm/L1SF1.6/L2SF1.6/BP/NCycles750/CE/sigmoid/CVTest15/CVImp1e-16/NotUseRegulator/Proton/Upstream
Training events: 1879720
Analysis type  : [Classification]


#OPT -*-*-*-*-*-*-*-*-*-*-*-*- options -*-*-*-*-*-*-*-*-*-*-*-*-

# Set by User:
NCycles: "750" [Number of training cycles]
HiddenLayers: "30,30" [Specification of hidden layer architecture]
NeuronType: "sigmoid" [Neuron activation function type]
EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood]
V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
VarTransform: "Norm" [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: "True" [Print method-specific help message]
TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)]
EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)]
ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)]
ConvergenceTests: "15" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)]
UseRegulator: "False" [Use regulator to avoid over-training]
# Default:
RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')]
NeuronInputType: "sum" [Neuron input function type]
VerbosityLevel: "Verbose" [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)]
LearningRate: "2.000000e-02" [ANN learning rate parameter]
DecayRate: "1.000000e-02" [Decay rate for learning parameter]
TestRate: "10" [Test for overtraining performed at each #th epochs]
Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch]
SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training]
SamplingImportance: "1.000000e+00" [ The sampling weights of events in epochs which successful (worse estimator than before) are multiplied with SamplingImportance, else they are divided.]
SamplingTraining: "True" [The training sample is sampled]
SamplingTesting: "False" [The testing sample is sampled]
ResetStep: "50" [How often BFGS should reset history]
Tau: "3.000000e+00" [LineSearch "size step"]
BPMode: "sequential" [Back-propagation learning mode: sequential or batch]
BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events]
UpdateLimit: "10000" [Maximum times of regulator update]
CalculateErrors: "False" [Calculates inverse Hessian matrix at the end of the training to be able to calculate the uncertainties of an MVA value]
WeightRange: "1.000000e+00" [Take the events for the estimator calculations from small deviations from the desired value to large deviations only over the weight range]
##


#VAR -*-*-*-*-*-*-*-*-*-*-*-* variables *-*-*-*-*-*-*-*-*-*-*-*-

NVar 19
TrackP                        TrackP                        TrackP                        TrackP                                                          'F'    [277.75,4997096.5]
TrackPt                       TrackPt                       TrackPt                       TrackPt                                                         'F'    [21.1332626343,958597.4375]
TrackChi2PerDof               TrackChi2PerDof               TrackChi2PerDof               TrackChi2PerDof                                                 'F'    [1.89614329429e-05,2.9998061657]
TrackNumDof                   TrackNumDof                   TrackNumDof                   TrackNumDof                                                     'I'    [2,43]
TrackGhostProbability         TrackGhostProbability         TrackGhostProbability         TrackGhostProbability                                           'F'    [0.000476181507111,0.999983251095]
TrackFitVeloChi2              TrackFitVeloChi2              TrackFitVeloChi2              TrackFitVeloChi2                                                'F'    [1.37435993142e-10,96.5581436157]
TrackFitVeloNDoF              TrackFitVeloNDoF              TrackFitVeloNDoF              TrackFitVeloNDoF                                                'I'    [-1,37]
RichUsedR1Gas                 RichUsedR1Gas                 RichUsedR1Gas                 RichUsedR1Gas                                                   'I'    [0,1]
RichAbovePiThres              RichAbovePiThres              RichAbovePiThres              RichAbovePiThres                                                'I'    [0,1]
RichAboveKaThres              RichAboveKaThres              RichAboveKaThres              RichAboveKaThres                                                'I'    [0,1]
RichAbovePrThres              RichAbovePrThres              RichAbovePrThres              RichAbovePrThres                                                'I'    [0,1]
RichDLLe                      RichDLLe                      RichDLLe                      RichDLLe                                                        'F'    [-999,101.566398621]
RichDLLmu                     RichDLLmu                     RichDLLmu                     RichDLLmu                                                       'F'    [-999,66.0765991211]
RichDLLk                      RichDLLk                      RichDLLk                      RichDLLk                                                        'F'    [-999,80.8061981201]
RichDLLp                      RichDLLp                      RichDLLp                      RichDLLp                                                        'F'    [-999,66.4595031738]
RichDLLd                      RichDLLd                      RichDLLd                      RichDLLd                                                        'F'    [-999,71.3443984985]
RichDLLbt                     RichDLLbt                     RichDLLbt                     RichDLLbt                                                       'F'    [-999,46.2112007141]
InAccBrem                     InAccBrem                     InAccBrem                     InAccBrem                                                       'I'    [0,1]
BremPIDe                      BremPIDe                      BremPIDe                      BremPIDe                                                        'F'    [-999,4.79148387909]
NSpec 0


============================================================================ */

#include <array>
#include <vector>
#include <cmath>
#include <string>
#include <iostream>

#ifndef IClassifierReader__def
#define IClassifierReader__def

class IClassifierReader {

 public:

   // constructor
   IClassifierReader() : fStatusIsClean( true ) {}
   virtual ~IClassifierReader() {}

   // return classifier response
   virtual double GetMvaValue( const std::vector<double>& inputValues ) const = 0;

   // returns classifier status
   bool IsStatusClean() const { return fStatusIsClean; }

 protected:

   bool fStatusIsClean;
};

#endif

class ReadProton_Upstream_TMVA : public IClassifierReader {

 public:

   // constructor
   ReadProton_Upstream_TMVA( std::vector<std::string>& theInputVars ) 
      : IClassifierReader(),
        fClassName( "ReadProton_Upstream_TMVA" ),
        fNvars( 19 ),
        fIsNormalised( false )
   {      
      // the training input variables
      const char* inputVars[] = { "TrackP", "TrackPt", "TrackChi2PerDof", "TrackNumDof", "TrackGhostProbability", "TrackFitVeloChi2", "TrackFitVeloNDoF", "RichUsedR1Gas", "RichAbovePiThres", "RichAboveKaThres", "RichAbovePrThres", "RichDLLe", "RichDLLmu", "RichDLLk", "RichDLLp", "RichDLLd", "RichDLLbt", "InAccBrem", "BremPIDe" };

      // sanity checks
      if (theInputVars.size() <= 0) {
         std::cout << "Problem in class \"" << fClassName << "\": empty input vector" << std::endl;
         fStatusIsClean = false;
      }

      if (theInputVars.size() != fNvars) {
         std::cout << "Problem in class \"" << fClassName << "\": mismatch in number of input values: "
                   << theInputVars.size() << " != " << fNvars << std::endl;
         fStatusIsClean = false;
      }

      // validate input variables
      for (size_t ivar = 0; ivar < theInputVars.size(); ivar++) {
         if (theInputVars[ivar] != inputVars[ivar]) {
            std::cout << "Problem in class \"" << fClassName << "\": mismatch in input variable names" << std::endl
                      << " for variable [" << ivar << "]: " << theInputVars[ivar].c_str() << " != " << inputVars[ivar] << std::endl;
            fStatusIsClean = false;
         }
      }

      // initialize min and max vectors (for normalisation)
      fVmin[0] = -1;
      fVmax[0] = 1;
      fVmin[1] = -1;
      fVmax[1] = 0.99999988079071;
      fVmin[2] = -1;
      fVmax[2] = 1;
      fVmin[3] = -1;
      fVmax[3] = 0.99999988079071;
      fVmin[4] = -1;
      fVmax[4] = 1;
      fVmin[5] = -1;
      fVmax[5] = 1;
      fVmin[6] = -1;
      fVmax[6] = 1;
      fVmin[7] = -1;
      fVmax[7] = 1;
      fVmin[8] = -1;
      fVmax[8] = 1;
      fVmin[9] = -1;
      fVmax[9] = 1;
      fVmin[10] = -1;
      fVmax[10] = 1;
      fVmin[11] = -1;
      fVmax[11] = 1;
      fVmin[12] = -1;
      fVmax[12] = 0.99999988079071;
      fVmin[13] = -1;
      fVmax[13] = 1;
      fVmin[14] = -1;
      fVmax[14] = 1;
      fVmin[15] = -1;
      fVmax[15] = 1;
      fVmin[16] = -1;
      fVmax[16] = 1;
      fVmin[17] = -1;
      fVmax[17] = 1;
      fVmin[18] = -1;
      fVmax[18] = 1;

      // initialize input variable types
      fType[0] = 'F';
      fType[1] = 'F';
      fType[2] = 'F';
      fType[3] = 'I';
      fType[4] = 'F';
      fType[5] = 'F';
      fType[6] = 'I';
      fType[7] = 'I';
      fType[8] = 'I';
      fType[9] = 'I';
      fType[10] = 'I';
      fType[11] = 'F';
      fType[12] = 'F';
      fType[13] = 'F';
      fType[14] = 'F';
      fType[15] = 'F';
      fType[16] = 'F';
      fType[17] = 'I';
      fType[18] = 'F';

      // initialize constants
      Initialize();

      // initialize transformation
      InitTransform();
   }

   // destructor
   virtual ~ReadProton_Upstream_TMVA() {
      Clear(); // method-specific
   }

   // the classifier response
   // "inputValues" is a vector of input values in the same order as the 
   // variables given to the constructor
   double GetMvaValue( const std::vector<double>& inputValues ) const;

 private:

   // method-specific destructor
   void Clear();

   // input variable transformation

   double fMin_1[3][19];
   double fMax_1[3][19];
   void InitTransform_1();
   void Transform_1( std::vector<double> & iv, int sigOrBgd ) const;
   void InitTransform();
   void Transform( std::vector<double> & iv, int sigOrBgd ) const;

   // common member variables
   const char* fClassName;

   const size_t fNvars;
   size_t GetNvar()           const { return fNvars; }
   char   GetType( int ivar ) const { return fType[ivar]; }

   // normalisation of input variables
   const bool fIsNormalised;
   bool IsNormalised() const { return fIsNormalised; }
   double fVmin[19];
   double fVmax[19];
   double NormVariable( double x, double xmin, double xmax ) const {
      // normalise to output range: [-1, 1]
      return 2*(x - xmin)/(xmax - xmin) - 1.0;
   }

   // type of input variable: 'F' or 'I'
   char   fType[19];

   // initialize internal variables
   void Initialize();
   double GetMvaValue__( const std::vector<double>& inputValues ) const;

   // private members (method specific)

   double ActivationFnc(double x) const;
   double OutputActivationFnc(double x) const;

   int fLayers;
   int fLayerSize[4];
   double fWeightMatrix0to1[31][20];   // weight matrix from layer 0 to 1
   double fWeightMatrix1to2[31][31];   // weight matrix from layer 1 to 2
   double fWeightMatrix2to3[1][31];   // weight matrix from layer 2 to 3

};

inline void ReadProton_Upstream_TMVA::Initialize()
{
   // build network structure
   fLayers = 4;
   fLayerSize[0] = 20;
   fLayerSize[1] = 31;
   fLayerSize[2] = 31;
   fLayerSize[3] = 1;
   // weight matrix from layer 0 to 1
   fWeightMatrix0to1[0][0] = -4.48737850627652;
   fWeightMatrix0to1[1][0] = 45.4475983422021;
   fWeightMatrix0to1[2][0] = 2.12703933848675;
   fWeightMatrix0to1[3][0] = 9.11456750224838;
   fWeightMatrix0to1[4][0] = -4.46641774783661;
   fWeightMatrix0to1[5][0] = -7.83791260693213;
   fWeightMatrix0to1[6][0] = -4.9063426754478;
   fWeightMatrix0to1[7][0] = 2.66917751500539;
   fWeightMatrix0to1[8][0] = -0.989732610667775;
   fWeightMatrix0to1[9][0] = -15.0881026077772;
   fWeightMatrix0to1[10][0] = -1.10539350094772;
   fWeightMatrix0to1[11][0] = -0.539731361710634;
   fWeightMatrix0to1[12][0] = -9.80729131474397;
   fWeightMatrix0to1[13][0] = -3.51644365909687;
   fWeightMatrix0to1[14][0] = -0.742552546734387;
   fWeightMatrix0to1[15][0] = 1.16433791637389;
   fWeightMatrix0to1[16][0] = 0.281147595729663;
   fWeightMatrix0to1[17][0] = 2.98332249974771;
   fWeightMatrix0to1[18][0] = -0.53893927727973;
   fWeightMatrix0to1[19][0] = 27.7606359416298;
   fWeightMatrix0to1[20][0] = -6.48948183529469;
   fWeightMatrix0to1[21][0] = 2.068705482833;
   fWeightMatrix0to1[22][0] = 0.417843289158779;
   fWeightMatrix0to1[23][0] = -0.0420690115991246;
   fWeightMatrix0to1[24][0] = -6.10762182055351;
   fWeightMatrix0to1[25][0] = 0.145124493820617;
   fWeightMatrix0to1[26][0] = 0.648120745276764;
   fWeightMatrix0to1[27][0] = -0.389762468702398;
   fWeightMatrix0to1[28][0] = 3.06125921853066;
   fWeightMatrix0to1[29][0] = 0.450238153652408;
   fWeightMatrix0to1[0][1] = -1.64711069249638;
   fWeightMatrix0to1[1][1] = 2.70042327579201;
   fWeightMatrix0to1[2][1] = 0.970879198985098;
   fWeightMatrix0to1[3][1] = 5.09731540495963;
   fWeightMatrix0to1[4][1] = -6.62813142146577;
   fWeightMatrix0to1[5][1] = -2.00706590833408;
   fWeightMatrix0to1[6][1] = -7.12174493624245;
   fWeightMatrix0to1[7][1] = 2.01034510681262;
   fWeightMatrix0to1[8][1] = -0.796167157893862;
   fWeightMatrix0to1[9][1] = 8.79508050178309;
   fWeightMatrix0to1[10][1] = 3.0376046727111;
   fWeightMatrix0to1[11][1] = 0.541560624033354;
   fWeightMatrix0to1[12][1] = -4.68964807348962;
   fWeightMatrix0to1[13][1] = 2.16142509689956;
   fWeightMatrix0to1[14][1] = -1.0861421454822;
   fWeightMatrix0to1[15][1] = -1.29384412479915;
   fWeightMatrix0to1[16][1] = -0.0200526823564497;
   fWeightMatrix0to1[17][1] = 2.85063356754525;
   fWeightMatrix0to1[18][1] = 0.809155371947092;
   fWeightMatrix0to1[19][1] = 3.45266215781335;
   fWeightMatrix0to1[20][1] = 1.39710356700455;
   fWeightMatrix0to1[21][1] = 3.95986909370856;
   fWeightMatrix0to1[22][1] = -3.12672120380319;
   fWeightMatrix0to1[23][1] = 2.22927170688744;
   fWeightMatrix0to1[24][1] = 0.348356418888602;
   fWeightMatrix0to1[25][1] = -0.636587130980945;
   fWeightMatrix0to1[26][1] = 1.47942925935902;
   fWeightMatrix0to1[27][1] = -0.108655098832121;
   fWeightMatrix0to1[28][1] = 5.19302173833633;
   fWeightMatrix0to1[29][1] = 0.770992718131309;
   fWeightMatrix0to1[0][2] = -0.077348313673263;
   fWeightMatrix0to1[1][2] = -0.58945692945526;
   fWeightMatrix0to1[2][2] = -0.330238707560963;
   fWeightMatrix0to1[3][2] = 1.92734807128127;
   fWeightMatrix0to1[4][2] = 0.472155998322665;
   fWeightMatrix0to1[5][2] = -0.40581602665583;
   fWeightMatrix0to1[6][2] = 0.709078075442015;
   fWeightMatrix0to1[7][2] = -1.05952857384112;
   fWeightMatrix0to1[8][2] = 0.937155401048359;
   fWeightMatrix0to1[9][2] = 0.272605083435773;
   fWeightMatrix0to1[10][2] = -0.512655256337873;
   fWeightMatrix0to1[11][2] = -3.21933471933508;
   fWeightMatrix0to1[12][2] = -0.208710830801056;
   fWeightMatrix0to1[13][2] = 1.17863438528358;
   fWeightMatrix0to1[14][2] = 1.65274367793188;
   fWeightMatrix0to1[15][2] = -0.438504032671947;
   fWeightMatrix0to1[16][2] = 0.190201736263298;
   fWeightMatrix0to1[17][2] = -0.74266524002884;
   fWeightMatrix0to1[18][2] = 3.14259423701957;
   fWeightMatrix0to1[19][2] = 0.470867460315377;
   fWeightMatrix0to1[20][2] = -0.447333661573477;
   fWeightMatrix0to1[21][2] = -0.727381638644315;
   fWeightMatrix0to1[22][2] = 0.334447684956198;
   fWeightMatrix0to1[23][2] = -0.647250981724323;
   fWeightMatrix0to1[24][2] = -0.404865004123451;
   fWeightMatrix0to1[25][2] = -0.562533392766493;
   fWeightMatrix0to1[26][2] = -0.162471994702453;
   fWeightMatrix0to1[27][2] = 3.797588601409;
   fWeightMatrix0to1[28][2] = -2.62215860204244;
   fWeightMatrix0to1[29][2] = -1.82972527616646;
   fWeightMatrix0to1[0][3] = 1.9774143178495;
   fWeightMatrix0to1[1][3] = 0.272923275712888;
   fWeightMatrix0to1[2][3] = 0.0539194328323371;
   fWeightMatrix0to1[3][3] = -5.49154492115474;
   fWeightMatrix0to1[4][3] = -3.64093477568281;
   fWeightMatrix0to1[5][3] = 6.74188285475661;
   fWeightMatrix0to1[6][3] = 1.300059888798;
   fWeightMatrix0to1[7][3] = -1.16368114876266;
   fWeightMatrix0to1[8][3] = -1.38084808044173;
   fWeightMatrix0to1[9][3] = -3.93483820162263;
   fWeightMatrix0to1[10][3] = 1.38144166026286;
   fWeightMatrix0to1[11][3] = -1.40793097816845;
   fWeightMatrix0to1[12][3] = -5.72016387251919;
   fWeightMatrix0to1[13][3] = 0.783725843938318;
   fWeightMatrix0to1[14][3] = -1.51282636850411;
   fWeightMatrix0to1[15][3] = 1.62454283005127;
   fWeightMatrix0to1[16][3] = -1.15312027678887;
   fWeightMatrix0to1[17][3] = -0.366783131551092;
   fWeightMatrix0to1[18][3] = -2.22652009805269;
   fWeightMatrix0to1[19][3] = 0.349623353520398;
   fWeightMatrix0to1[20][3] = -7.09155463666861;
   fWeightMatrix0to1[21][3] = -7.90616702995084;
   fWeightMatrix0to1[22][3] = 3.99052583169726;
   fWeightMatrix0to1[23][3] = 9.11379315237373;
   fWeightMatrix0to1[24][3] = -1.8526938300606;
   fWeightMatrix0to1[25][3] = 1.43050153842428;
   fWeightMatrix0to1[26][3] = 3.28399821505806;
   fWeightMatrix0to1[27][3] = -2.40310041091789;
   fWeightMatrix0to1[28][3] = 2.3937422837693;
   fWeightMatrix0to1[29][3] = -1.03317427246353;
   fWeightMatrix0to1[0][4] = -0.535137785085493;
   fWeightMatrix0to1[1][4] = 0.038105592848113;
   fWeightMatrix0to1[2][4] = 1.92356528684243;
   fWeightMatrix0to1[3][4] = -1.98665558586034;
   fWeightMatrix0to1[4][4] = 0.0228430003906845;
   fWeightMatrix0to1[5][4] = 0.768560631184978;
   fWeightMatrix0to1[6][4] = -0.9920421764776;
   fWeightMatrix0to1[7][4] = 0.708359051403557;
   fWeightMatrix0to1[8][4] = -1.80590847287524;
   fWeightMatrix0to1[9][4] = -0.37892243525899;
   fWeightMatrix0to1[10][4] = 0.492471062694975;
   fWeightMatrix0to1[11][4] = 2.829724455183;
   fWeightMatrix0to1[12][4] = 0.228172522169298;
   fWeightMatrix0to1[13][4] = 2.12804108459573;
   fWeightMatrix0to1[14][4] = 1.1864213645575;
   fWeightMatrix0to1[15][4] = 1.33322489983929;
   fWeightMatrix0to1[16][4] = 5.01459846666402;
   fWeightMatrix0to1[17][4] = -20.7467340283212;
   fWeightMatrix0to1[18][4] = -0.972541401349466;
   fWeightMatrix0to1[19][4] = 0.188003421169322;
   fWeightMatrix0to1[20][4] = 6.85837816792207;
   fWeightMatrix0to1[21][4] = 2.2782959436513;
   fWeightMatrix0to1[22][4] = -3.23256629106388;
   fWeightMatrix0to1[23][4] = 0.595481103603932;
   fWeightMatrix0to1[24][4] = -0.484017640849569;
   fWeightMatrix0to1[25][4] = 2.10477814651279;
   fWeightMatrix0to1[26][4] = 0.547840634505779;
   fWeightMatrix0to1[27][4] = -13.5793769189559;
   fWeightMatrix0to1[28][4] = -0.426758552475967;
   fWeightMatrix0to1[29][4] = -0.0811806965079678;
   fWeightMatrix0to1[0][5] = -0.728111311172116;
   fWeightMatrix0to1[1][5] = 1.05497777511561;
   fWeightMatrix0to1[2][5] = 2.04019573829078;
   fWeightMatrix0to1[3][5] = -7.04208180237145;
   fWeightMatrix0to1[4][5] = -1.08167778672836;
   fWeightMatrix0to1[5][5] = 1.44409256636452;
   fWeightMatrix0to1[6][5] = -2.39185642967516;
   fWeightMatrix0to1[7][5] = 0.945175424394068;
   fWeightMatrix0to1[8][5] = 1.22950297870818;
   fWeightMatrix0to1[9][5] = -1.50833879883563;
   fWeightMatrix0to1[10][5] = 3.35461409967552;
   fWeightMatrix0to1[11][5] = 1.16141536842931;
   fWeightMatrix0to1[12][5] = 0.146976652628276;
   fWeightMatrix0to1[13][5] = 1.33242758579395;
   fWeightMatrix0to1[14][5] = -0.00820489506660531;
   fWeightMatrix0to1[15][5] = -0.509829315149556;
   fWeightMatrix0to1[16][5] = 0.358442056436975;
   fWeightMatrix0to1[17][5] = -0.225758984893607;
   fWeightMatrix0to1[18][5] = -3.08171834245354;
   fWeightMatrix0to1[19][5] = -0.55693262666924;
   fWeightMatrix0to1[20][5] = 4.70125438690537;
   fWeightMatrix0to1[21][5] = 3.9308064666388;
   fWeightMatrix0to1[22][5] = -2.12842922521456;
   fWeightMatrix0to1[23][5] = 1.81769818809951;
   fWeightMatrix0to1[24][5] = 1.34600424637444;
   fWeightMatrix0to1[25][5] = -3.9111896040188;
   fWeightMatrix0to1[26][5] = 1.17203738626069;
   fWeightMatrix0to1[27][5] = -8.25523327190396;
   fWeightMatrix0to1[28][5] = 0.775698008147256;
   fWeightMatrix0to1[29][5] = -1.56758131382315;
   fWeightMatrix0to1[0][6] = -2.73784480482312;
   fWeightMatrix0to1[1][6] = 0.287167531252966;
   fWeightMatrix0to1[2][6] = 0.679287742853404;
   fWeightMatrix0to1[3][6] = 7.31313455114111;
   fWeightMatrix0to1[4][6] = 3.07295209114323;
   fWeightMatrix0to1[5][6] = -6.76180662307321;
   fWeightMatrix0to1[6][6] = 1.09962239068697;
   fWeightMatrix0to1[7][6] = 2.18011940728964;
   fWeightMatrix0to1[8][6] = -0.299479082827594;
   fWeightMatrix0to1[9][6] = 4.42011427006322;
   fWeightMatrix0to1[10][6] = -3.15233887673114;
   fWeightMatrix0to1[11][6] = 5.2436249267444;
   fWeightMatrix0to1[12][6] = 6.29900863125377;
   fWeightMatrix0to1[13][6] = 0.238713708220341;
   fWeightMatrix0to1[14][6] = -0.14565529306365;
   fWeightMatrix0to1[15][6] = -0.804539852532622;
   fWeightMatrix0to1[16][6] = -0.752341635279249;
   fWeightMatrix0to1[17][6] = -1.71375339237925;
   fWeightMatrix0to1[18][6] = 1.3719563957778;
   fWeightMatrix0to1[19][6] = -1.3703057121294;
   fWeightMatrix0to1[20][6] = 5.63255664882859;
   fWeightMatrix0to1[21][6] = 6.03176414885856;
   fWeightMatrix0to1[22][6] = -0.484195349136582;
   fWeightMatrix0to1[23][6] = -8.61880795511062;
   fWeightMatrix0to1[24][6] = 1.83800428784951;
   fWeightMatrix0to1[25][6] = 0.409688307373927;
   fWeightMatrix0to1[26][6] = -3.65960796279667;
   fWeightMatrix0to1[27][6] = 2.4653725853912;
   fWeightMatrix0to1[28][6] = 0.464784824544574;
   fWeightMatrix0to1[29][6] = 0.973246887571924;
   fWeightMatrix0to1[0][7] = -0.991769903028751;
   fWeightMatrix0to1[1][7] = -4.40064150307138;
   fWeightMatrix0to1[2][7] = -1.60535239708202;
   fWeightMatrix0to1[3][7] = 3.87086438314174;
   fWeightMatrix0to1[4][7] = 10.7140022395127;
   fWeightMatrix0to1[5][7] = -1.43448393252249;
   fWeightMatrix0to1[6][7] = 11.2536749502517;
   fWeightMatrix0to1[7][7] = 0.636443077030979;
   fWeightMatrix0to1[8][7] = 2.06254626190001;
   fWeightMatrix0to1[9][7] = -24.8512421067741;
   fWeightMatrix0to1[10][7] = -7.52277013140034;
   fWeightMatrix0to1[11][7] = -0.968440566487334;
   fWeightMatrix0to1[12][7] = 4.58364983456404;
   fWeightMatrix0to1[13][7] = 0.655778766246267;
   fWeightMatrix0to1[14][7] = 1.38050442068436;
   fWeightMatrix0to1[15][7] = -1.46427077095203;
   fWeightMatrix0to1[16][7] = 1.52083409760965;
   fWeightMatrix0to1[17][7] = -0.376164859446084;
   fWeightMatrix0to1[18][7] = -1.04129757849285;
   fWeightMatrix0to1[19][7] = -3.62485586716697;
   fWeightMatrix0to1[20][7] = 1.65948064371888;
   fWeightMatrix0to1[21][7] = 2.39561670281909;
   fWeightMatrix0to1[22][7] = -0.618948584082015;
   fWeightMatrix0to1[23][7] = -6.69918987059219;
   fWeightMatrix0to1[24][7] = 0.890733581066299;
   fWeightMatrix0to1[25][7] = -2.00029670119565;
   fWeightMatrix0to1[26][7] = -18.2226842876798;
   fWeightMatrix0to1[27][7] = 0.359915581531524;
   fWeightMatrix0to1[28][7] = -6.53651748229191;
   fWeightMatrix0to1[29][7] = -1.01999438199744;
   fWeightMatrix0to1[0][8] = -3.3365037697898;
   fWeightMatrix0to1[1][8] = -4.65239096628662;
   fWeightMatrix0to1[2][8] = -1.06305493030801;
   fWeightMatrix0to1[3][8] = -2.39381717590531;
   fWeightMatrix0to1[4][8] = 0.828059676796231;
   fWeightMatrix0to1[5][8] = 0.572129176774699;
   fWeightMatrix0to1[6][8] = 9.38519435501206;
   fWeightMatrix0to1[7][8] = -1.30154953672217;
   fWeightMatrix0to1[8][8] = 1.95551038459201;
   fWeightMatrix0to1[9][8] = -24.4791397226796;
   fWeightMatrix0to1[10][8] = -0.33217562109113;
   fWeightMatrix0to1[11][8] = -4.28179959456848;
   fWeightMatrix0to1[12][8] = -0.761673155499741;
   fWeightMatrix0to1[13][8] = 1.56933121247328;
   fWeightMatrix0to1[14][8] = 0.687283548388078;
   fWeightMatrix0to1[15][8] = -0.944659563857464;
   fWeightMatrix0to1[16][8] = -6.70004138325921;
   fWeightMatrix0to1[17][8] = -0.840483112012748;
   fWeightMatrix0to1[18][8] = 0.258729599601689;
   fWeightMatrix0to1[19][8] = -4.02950730556694;
   fWeightMatrix0to1[20][8] = 4.33989154781336;
   fWeightMatrix0to1[21][8] = 2.56575513905019;
   fWeightMatrix0to1[22][8] = 0.951859258531058;
   fWeightMatrix0to1[23][8] = -0.899773689801573;
   fWeightMatrix0to1[24][8] = 0.900520535219261;
   fWeightMatrix0to1[25][8] = -2.09079417794409;
   fWeightMatrix0to1[26][8] = -20.9578049045144;
   fWeightMatrix0to1[27][8] = 3.45778810954446;
   fWeightMatrix0to1[28][8] = 0.366160979046214;
   fWeightMatrix0to1[29][8] = 0.149587747672213;
   fWeightMatrix0to1[0][9] = -4.037812548036;
   fWeightMatrix0to1[1][9] = -3.34278100217675;
   fWeightMatrix0to1[2][9] = 2.06324096025824;
   fWeightMatrix0to1[3][9] = 2.97883483897931;
   fWeightMatrix0to1[4][9] = 0.244766782131383;
   fWeightMatrix0to1[5][9] = 0.227106589542139;
   fWeightMatrix0to1[6][9] = -0.0681272255719477;
   fWeightMatrix0to1[7][9] = 1.32665853453193;
   fWeightMatrix0to1[8][9] = 1.43169570093659;
   fWeightMatrix0to1[9][9] = -0.30930325975635;
   fWeightMatrix0to1[10][9] = 0.156662697214185;
   fWeightMatrix0to1[11][9] = -2.1349036165624;
   fWeightMatrix0to1[12][9] = 0.398918038613971;
   fWeightMatrix0to1[13][9] = -0.841506011565959;
   fWeightMatrix0to1[14][9] = -2.27711595389414;
   fWeightMatrix0to1[15][9] = -1.07507548226381;
   fWeightMatrix0to1[16][9] = -1.14274806202026;
   fWeightMatrix0to1[17][9] = 0.0236815058889426;
   fWeightMatrix0to1[18][9] = -5.23900944776351;
   fWeightMatrix0to1[19][9] = -0.714033338719299;
   fWeightMatrix0to1[20][9] = -5.00630094967958;
   fWeightMatrix0to1[21][9] = 1.76693162352656;
   fWeightMatrix0to1[22][9] = -0.93955002429331;
   fWeightMatrix0to1[23][9] = 0.435440852753344;
   fWeightMatrix0to1[24][9] = -0.403554776655538;
   fWeightMatrix0to1[25][9] = -3.07726537792339;
   fWeightMatrix0to1[26][9] = -0.226416642912252;
   fWeightMatrix0to1[27][9] = -2.20428400092368;
   fWeightMatrix0to1[28][9] = 0.365786394046553;
   fWeightMatrix0to1[29][9] = -3.36420193424261;
   fWeightMatrix0to1[0][10] = -1.90951997114034;
   fWeightMatrix0to1[1][10] = -5.04180236148057;
   fWeightMatrix0to1[2][10] = 2.7527450825999;
   fWeightMatrix0to1[3][10] = 0.0191505791530703;
   fWeightMatrix0to1[4][10] = -0.495367709913966;
   fWeightMatrix0to1[5][10] = -0.0560885637920581;
   fWeightMatrix0to1[6][10] = 0.0809345553940593;
   fWeightMatrix0to1[7][10] = -1.151086692434;
   fWeightMatrix0to1[8][10] = -0.563171844849116;
   fWeightMatrix0to1[9][10] = 0.0167975705370768;
   fWeightMatrix0to1[10][10] = -0.343747384755933;
   fWeightMatrix0to1[11][10] = -1.08151471010157;
   fWeightMatrix0to1[12][10] = -6.85114160313602;
   fWeightMatrix0to1[13][10] = 1.54363353656242;
   fWeightMatrix0to1[14][10] = 1.76007974598884;
   fWeightMatrix0to1[15][10] = -0.20763842371595;
   fWeightMatrix0to1[16][10] = 0.393804728252719;
   fWeightMatrix0to1[17][10] = -0.20065368105581;
   fWeightMatrix0to1[18][10] = 0.168801943330011;
   fWeightMatrix0to1[19][10] = -1.22959685652759;
   fWeightMatrix0to1[20][10] = -0.857101320956514;
   fWeightMatrix0to1[21][10] = 0.102610453713503;
   fWeightMatrix0to1[22][10] = -0.535315575538718;
   fWeightMatrix0to1[23][10] = -0.231513392642987;
   fWeightMatrix0to1[24][10] = 1.20684303687352;
   fWeightMatrix0to1[25][10] = 0.960756625441472;
   fWeightMatrix0to1[26][10] = -0.078634457611973;
   fWeightMatrix0to1[27][10] = -1.14227569880341;
   fWeightMatrix0to1[28][10] = -0.532193835359014;
   fWeightMatrix0to1[29][10] = 0.419609366774921;
   fWeightMatrix0to1[0][11] = -2.07541153609233;
   fWeightMatrix0to1[1][11] = -3.61502538600384;
   fWeightMatrix0to1[2][11] = -1.94026258867454;
   fWeightMatrix0to1[3][11] = -14.95119295866;
   fWeightMatrix0to1[4][11] = -24.1746001231431;
   fWeightMatrix0to1[5][11] = 16.2448385590036;
   fWeightMatrix0to1[6][11] = -19.6340795710732;
   fWeightMatrix0to1[7][11] = 1.41333465236488;
   fWeightMatrix0to1[8][11] = 0.37869916079778;
   fWeightMatrix0to1[9][11] = 33.456858765302;
   fWeightMatrix0to1[10][11] = 10.6392636916483;
   fWeightMatrix0to1[11][11] = 2.29053088642107;
   fWeightMatrix0to1[12][11] = 2.6812790565232;
   fWeightMatrix0to1[13][11] = -1.76910601060701;
   fWeightMatrix0to1[14][11] = -0.535046156666308;
   fWeightMatrix0to1[15][11] = -1.60705531101407;
   fWeightMatrix0to1[16][11] = -0.0620677677750005;
   fWeightMatrix0to1[17][11] = -13.6359408784642;
   fWeightMatrix0to1[18][11] = 2.71589000362415;
   fWeightMatrix0to1[19][11] = -3.48985887510626;
   fWeightMatrix0to1[20][11] = 1.13386249068285;
   fWeightMatrix0to1[21][11] = -5.46703919434812;
   fWeightMatrix0to1[22][11] = 0.765149914794857;
   fWeightMatrix0to1[23][11] = -19.9816792080458;
   fWeightMatrix0to1[24][11] = -9.10391505553293;
   fWeightMatrix0to1[25][11] = -3.74855332646129;
   fWeightMatrix0to1[26][11] = 45.1749410066816;
   fWeightMatrix0to1[27][11] = -12.8249663613932;
   fWeightMatrix0to1[28][11] = 7.77081482925965;
   fWeightMatrix0to1[29][11] = -0.647813072431014;
   fWeightMatrix0to1[0][12] = -0.305480664690366;
   fWeightMatrix0to1[1][12] = -5.94091861260938;
   fWeightMatrix0to1[2][12] = -1.03623050060303;
   fWeightMatrix0to1[3][12] = -9.12900024250112;
   fWeightMatrix0to1[4][12] = 16.1910695802173;
   fWeightMatrix0to1[5][12] = -0.210502122420022;
   fWeightMatrix0to1[6][12] = -5.10858742232668;
   fWeightMatrix0to1[7][12] = -0.16055236405874;
   fWeightMatrix0to1[8][12] = -0.83392417747261;
   fWeightMatrix0to1[9][12] = -34.1877964230914;
   fWeightMatrix0to1[10][12] = -31.0726905475904;
   fWeightMatrix0to1[11][12] = 2.26549910110083;
   fWeightMatrix0to1[12][12] = 3.99982133919287;
   fWeightMatrix0to1[13][12] = 1.50172610819035;
   fWeightMatrix0to1[14][12] = 0.488086927341334;
   fWeightMatrix0to1[15][12] = 0.0940701183287674;
   fWeightMatrix0to1[16][12] = 1.44875769992965;
   fWeightMatrix0to1[17][12] = 7.7245514220288;
   fWeightMatrix0to1[18][12] = 3.7475978954305;
   fWeightMatrix0to1[19][12] = -1.93547424326447;
   fWeightMatrix0to1[20][12] = 1.01651572101781;
   fWeightMatrix0to1[21][12] = -1.42109982612802;
   fWeightMatrix0to1[22][12] = -3.59631971298276;
   fWeightMatrix0to1[23][12] = -8.15310105831435;
   fWeightMatrix0to1[24][12] = 9.28990990753452;
   fWeightMatrix0to1[25][12] = -2.5734055435307;
   fWeightMatrix0to1[26][12] = 14.2267575572065;
   fWeightMatrix0to1[27][12] = 1.99090850632415;
   fWeightMatrix0to1[28][12] = 2.26330514707481;
   fWeightMatrix0to1[29][12] = -1.4859233052926;
   fWeightMatrix0to1[0][13] = -1.28581298463563;
   fWeightMatrix0to1[1][13] = -3.47914495618728;
   fWeightMatrix0to1[2][13] = -2.2369670992688;
   fWeightMatrix0to1[3][13] = 5.68123852204314;
   fWeightMatrix0to1[4][13] = -17.225640125186;
   fWeightMatrix0to1[5][13] = 7.84633202581303;
   fWeightMatrix0to1[6][13] = -12.6238572798178;
   fWeightMatrix0to1[7][13] = 1.43243902126311;
   fWeightMatrix0to1[8][13] = 1.89249446730916;
   fWeightMatrix0to1[9][13] = 28.3953485041087;
   fWeightMatrix0to1[10][13] = 24.1286542167677;
   fWeightMatrix0to1[11][13] = 0.430445792002381;
   fWeightMatrix0to1[12][13] = -8.38669504156425;
   fWeightMatrix0to1[13][13] = -1.48962106140972;
   fWeightMatrix0to1[14][13] = 1.23692234400195;
   fWeightMatrix0to1[15][13] = -2.13204268867183;
   fWeightMatrix0to1[16][13] = -0.834700059315807;
   fWeightMatrix0to1[17][13] = -7.10229332020116;
   fWeightMatrix0to1[18][13] = -2.96204053557239;
   fWeightMatrix0to1[19][13] = -3.08044551253374;
   fWeightMatrix0to1[20][13] = -1.78386056978928;
   fWeightMatrix0to1[21][13] = -4.34342305965009;
   fWeightMatrix0to1[22][13] = 0.480803005504315;
   fWeightMatrix0to1[23][13] = -11.2620647971623;
   fWeightMatrix0to1[24][13] = -2.83212581603365;
   fWeightMatrix0to1[25][13] = -0.0512580674016161;
   fWeightMatrix0to1[26][13] = 35.5553099762737;
   fWeightMatrix0to1[27][13] = -4.73444465206529;
   fWeightMatrix0to1[28][13] = 8.67875002405327;
   fWeightMatrix0to1[29][13] = -0.295489163962918;
   fWeightMatrix0to1[0][14] = 0.423453776415818;
   fWeightMatrix0to1[1][14] = -3.79882753478307;
   fWeightMatrix0to1[2][14] = 1.1722280768604;
   fWeightMatrix0to1[3][14] = -0.723491478931971;
   fWeightMatrix0to1[4][14] = -8.1148568280493;
   fWeightMatrix0to1[5][14] = -3.38307405453194;
   fWeightMatrix0to1[6][14] = -8.81247283358701;
   fWeightMatrix0to1[7][14] = -1.22990950075395;
   fWeightMatrix0to1[8][14] = -1.36737179363073;
   fWeightMatrix0to1[9][14] = 24.7904214331981;
   fWeightMatrix0to1[10][14] = 9.61926757508624;
   fWeightMatrix0to1[11][14] = -3.2454510968;
   fWeightMatrix0to1[12][14] = -12.7623138321967;
   fWeightMatrix0to1[13][14] = -0.582625407841156;
   fWeightMatrix0to1[14][14] = 1.47545177006061;
   fWeightMatrix0to1[15][14] = 1.67503380904934;
   fWeightMatrix0to1[16][14] = -0.165589705644274;
   fWeightMatrix0to1[17][14] = -2.54158593108787;
   fWeightMatrix0to1[18][14] = -4.65715115160213;
   fWeightMatrix0to1[19][14] = -2.33584837129853;
   fWeightMatrix0to1[20][14] = -2.81133178630795;
   fWeightMatrix0to1[21][14] = -3.62996461222602;
   fWeightMatrix0to1[22][14] = 0.0593869487534078;
   fWeightMatrix0to1[23][14] = 17.1221913276665;
   fWeightMatrix0to1[24][14] = -0.38521913269314;
   fWeightMatrix0to1[25][14] = 1.72632534202148;
   fWeightMatrix0to1[26][14] = 19.6050766419281;
   fWeightMatrix0to1[27][14] = -3.13457679937289;
   fWeightMatrix0to1[28][14] = 4.37758615713667;
   fWeightMatrix0to1[29][14] = -0.773594525638397;
   fWeightMatrix0to1[0][15] = 2.83788377332722;
   fWeightMatrix0to1[1][15] = -4.81489029526415;
   fWeightMatrix0to1[2][15] = 1.28858992521358;
   fWeightMatrix0to1[3][15] = 6.63021689599069;
   fWeightMatrix0to1[4][15] = -0.249297849833472;
   fWeightMatrix0to1[5][15] = -10.6017898852827;
   fWeightMatrix0to1[6][15] = -1.37831045905755;
   fWeightMatrix0to1[7][15] = -1.44841304339081;
   fWeightMatrix0to1[8][15] = 1.71545016382995;
   fWeightMatrix0to1[9][15] = 5.72738355304767;
   fWeightMatrix0to1[10][15] = 1.47438392324003;
   fWeightMatrix0to1[11][15] = -1.57142989942995;
   fWeightMatrix0to1[12][15] = -10.6363068043747;
   fWeightMatrix0to1[13][15] = -0.798363693724087;
   fWeightMatrix0to1[14][15] = 0.901718788484739;
   fWeightMatrix0to1[15][15] = 0.138603840076371;
   fWeightMatrix0to1[16][15] = -1.71601054541866;
   fWeightMatrix0to1[17][15] = -2.30991059875306;
   fWeightMatrix0to1[18][15] = -2.37827542073858;
   fWeightMatrix0to1[19][15] = -0.435773848593553;
   fWeightMatrix0to1[20][15] = -0.588406052493433;
   fWeightMatrix0to1[21][15] = 3.53482487415059;
   fWeightMatrix0to1[22][15] = -2.24595335455286;
   fWeightMatrix0to1[23][15] = 16.7971223670013;
   fWeightMatrix0to1[24][15] = 0.941153158904913;
   fWeightMatrix0to1[25][15] = -0.904595454079895;
   fWeightMatrix0to1[26][15] = -1.34482676651372;
   fWeightMatrix0to1[27][15] = -3.42280287487256;
   fWeightMatrix0to1[28][15] = 4.54001017604012;
   fWeightMatrix0to1[29][15] = 1.6913680762608;
   fWeightMatrix0to1[0][16] = 1.3068915899199;
   fWeightMatrix0to1[1][16] = -5.29786870536986;
   fWeightMatrix0to1[2][16] = 2.37122384226452;
   fWeightMatrix0to1[3][16] = 4.63551079459341;
   fWeightMatrix0to1[4][16] = -7.07350661135999;
   fWeightMatrix0to1[5][16] = -9.17653355893986;
   fWeightMatrix0to1[6][16] = -6.08812060625458;
   fWeightMatrix0to1[7][16] = -0.775352062955546;
   fWeightMatrix0to1[8][16] = 1.23719526358185;
   fWeightMatrix0to1[9][16] = 21.1920577987934;
   fWeightMatrix0to1[10][16] = 6.5070387029968;
   fWeightMatrix0to1[11][16] = -3.12998564877972;
   fWeightMatrix0to1[12][16] = -12.7240326887953;
   fWeightMatrix0to1[13][16] = -2.39980012480112;
   fWeightMatrix0to1[14][16] = -0.836369947367236;
   fWeightMatrix0to1[15][16] = -1.9803091330787;
   fWeightMatrix0to1[16][16] = -0.703830689524818;
   fWeightMatrix0to1[17][16] = -2.94763199347821;
   fWeightMatrix0to1[18][16] = -0.481799930477283;
   fWeightMatrix0to1[19][16] = -1.95708744462949;
   fWeightMatrix0to1[20][16] = -3.32578651228053;
   fWeightMatrix0to1[21][16] = 5.32789853312214;
   fWeightMatrix0to1[22][16] = 2.13731120723628;
   fWeightMatrix0to1[23][16] = 21.2679981617744;
   fWeightMatrix0to1[24][16] = -0.947071687544452;
   fWeightMatrix0to1[25][16] = -0.792121592615102;
   fWeightMatrix0to1[26][16] = 2.62082063908335;
   fWeightMatrix0to1[27][16] = -5.26672639231898;
   fWeightMatrix0to1[28][16] = 4.13947748458404;
   fWeightMatrix0to1[29][16] = -1.34745093545884;
   fWeightMatrix0to1[0][17] = 1.93084356272951;
   fWeightMatrix0to1[1][17] = -0.352077647252393;
   fWeightMatrix0to1[2][17] = 1.4349866035272;
   fWeightMatrix0to1[3][17] = 0.564830993214656;
   fWeightMatrix0to1[4][17] = -0.101843479197816;
   fWeightMatrix0to1[5][17] = 0.358137243346999;
   fWeightMatrix0to1[6][17] = -0.573393654697969;
   fWeightMatrix0to1[7][17] = 0.916870869933775;
   fWeightMatrix0to1[8][17] = 0.142603743350754;
   fWeightMatrix0to1[9][17] = 0.177823985166376;
   fWeightMatrix0to1[10][17] = 0.537904899555263;
   fWeightMatrix0to1[11][17] = -1.25188523889416;
   fWeightMatrix0to1[12][17] = 2.03583668664562;
   fWeightMatrix0to1[13][17] = -0.60613305216798;
   fWeightMatrix0to1[14][17] = 1.37222486642115;
   fWeightMatrix0to1[15][17] = 1.34923605992122;
   fWeightMatrix0to1[16][17] = 0.00598627759386471;
   fWeightMatrix0to1[17][17] = 1.25245300299874;
   fWeightMatrix0to1[18][17] = 0.518069667800209;
   fWeightMatrix0to1[19][17] = -2.95667281734086;
   fWeightMatrix0to1[20][17] = -1.73103578010727;
   fWeightMatrix0to1[21][17] = -0.75736812027562;
   fWeightMatrix0to1[22][17] = 2.14687840523211;
   fWeightMatrix0to1[23][17] = 0.0796666724378949;
   fWeightMatrix0to1[24][17] = -0.525374730218407;
   fWeightMatrix0to1[25][17] = 0.165289246119975;
   fWeightMatrix0to1[26][17] = -19.4385034705742;
   fWeightMatrix0to1[27][17] = -0.602203224597588;
   fWeightMatrix0to1[28][17] = -4.44429064805164;
   fWeightMatrix0to1[29][17] = -1.94787311539728;
   fWeightMatrix0to1[0][18] = 0.0912755535306248;
   fWeightMatrix0to1[1][18] = 0.911198497312435;
   fWeightMatrix0to1[2][18] = 0.397690470042243;
   fWeightMatrix0to1[3][18] = -0.548334146488149;
   fWeightMatrix0to1[4][18] = -0.184444659321355;
   fWeightMatrix0to1[5][18] = 1.05452563098683;
   fWeightMatrix0to1[6][18] = -0.483827366054412;
   fWeightMatrix0to1[7][18] = -1.20993648771851;
   fWeightMatrix0to1[8][18] = 1.69363998902266;
   fWeightMatrix0to1[9][18] = -0.490940158376136;
   fWeightMatrix0to1[10][18] = -0.494724959289407;
   fWeightMatrix0to1[11][18] = 1.33009475989668;
   fWeightMatrix0to1[12][18] = -0.026840511437883;
   fWeightMatrix0to1[13][18] = 0.34784204164139;
   fWeightMatrix0to1[14][18] = 0.0358504267061495;
   fWeightMatrix0to1[15][18] = -1.76868805146209;
   fWeightMatrix0to1[16][18] = -1.35989019122471;
   fWeightMatrix0to1[17][18] = -1.31968396923965;
   fWeightMatrix0to1[18][18] = 0.456368302594819;
   fWeightMatrix0to1[19][18] = -2.84626347236746;
   fWeightMatrix0to1[20][18] = 0.843962546296491;
   fWeightMatrix0to1[21][18] = 2.14370979639417;
   fWeightMatrix0to1[22][18] = 2.98789790465965;
   fWeightMatrix0to1[23][18] = -0.396948263595341;
   fWeightMatrix0to1[24][18] = 0.606966862143361;
   fWeightMatrix0to1[25][18] = 0.673910123581282;
   fWeightMatrix0to1[26][18] = -18.6805398524802;
   fWeightMatrix0to1[27][18] = -1.1294284100319;
   fWeightMatrix0to1[28][18] = -4.94149703548857;
   fWeightMatrix0to1[29][18] = -0.849284425163062;
   fWeightMatrix0to1[0][19] = -0.23269579646057;
   fWeightMatrix0to1[1][19] = 3.90182128287028;
   fWeightMatrix0to1[2][19] = -0.49655926276289;
   fWeightMatrix0to1[3][19] = 9.55074267970767;
   fWeightMatrix0to1[4][19] = 10.3075028239944;
   fWeightMatrix0to1[5][19] = -7.93925221914377;
   fWeightMatrix0to1[6][19] = 10.7781860458146;
   fWeightMatrix0to1[7][19] = -2.05135445379984;
   fWeightMatrix0to1[8][19] = 0.521593037237214;
   fWeightMatrix0to1[9][19] = -25.2143091876035;
   fWeightMatrix0to1[10][19] = -6.01612774488235;
   fWeightMatrix0to1[11][19] = -0.205353493225326;
   fWeightMatrix0to1[12][19] = 7.12129173328897;
   fWeightMatrix0to1[13][19] = -3.52224468033816;
   fWeightMatrix0to1[14][19] = 0.75105295376626;
   fWeightMatrix0to1[15][19] = -2.05183236167016;
   fWeightMatrix0to1[16][19] = 1.30831463244581;
   fWeightMatrix0to1[17][19] = 1.15779970851754;
   fWeightMatrix0to1[18][19] = 0.21965499147901;
   fWeightMatrix0to1[19][19] = 1.20026976806978;
   fWeightMatrix0to1[20][19] = -2.02471433815515;
   fWeightMatrix0to1[21][19] = 5.97524098350058;
   fWeightMatrix0to1[22][19] = -1.50273879840599;
   fWeightMatrix0to1[23][19] = -4.33525044978896;
   fWeightMatrix0to1[24][19] = -4.63881997811287;
   fWeightMatrix0to1[25][19] = -1.18898736574751;
   fWeightMatrix0to1[26][19] = -17.2295317441627;
   fWeightMatrix0to1[27][19] = -1.2804417612253;
   fWeightMatrix0to1[28][19] = -6.29363201859322;
   fWeightMatrix0to1[29][19] = -1.02838796258724;
   // weight matrix from layer 1 to 2
   fWeightMatrix1to2[0][0] = 0.813888423609167;
   fWeightMatrix1to2[1][0] = -1.36604951466931;
   fWeightMatrix1to2[2][0] = -1.140315530579;
   fWeightMatrix1to2[3][0] = 0.264219285767501;
   fWeightMatrix1to2[4][0] = 3.18573583083824;
   fWeightMatrix1to2[5][0] = -0.783496908420283;
   fWeightMatrix1to2[6][0] = 1.3511754084712;
   fWeightMatrix1to2[7][0] = -2.56085271296831;
   fWeightMatrix1to2[8][0] = -2.62059403276255;
   fWeightMatrix1to2[9][0] = -0.140342665621621;
   fWeightMatrix1to2[10][0] = 0.336208065628833;
   fWeightMatrix1to2[11][0] = 2.88724013167474;
   fWeightMatrix1to2[12][0] = 2.01069784853976;
   fWeightMatrix1to2[13][0] = 0.565893906240195;
   fWeightMatrix1to2[14][0] = 1.67657575535458;
   fWeightMatrix1to2[15][0] = 0.755861031956855;
   fWeightMatrix1to2[16][0] = -1.85441068412818;
   fWeightMatrix1to2[17][0] = 3.15421987748975;
   fWeightMatrix1to2[18][0] = -0.870469121162815;
   fWeightMatrix1to2[19][0] = -1.91321616879459;
   fWeightMatrix1to2[20][0] = 1.87127606603395;
   fWeightMatrix1to2[21][0] = -1.54063810962268;
   fWeightMatrix1to2[22][0] = -0.900177448721666;
   fWeightMatrix1to2[23][0] = -0.913741677107446;
   fWeightMatrix1to2[24][0] = 0.939997776889609;
   fWeightMatrix1to2[25][0] = -2.85360427555384;
   fWeightMatrix1to2[26][0] = 1.2357633985569;
   fWeightMatrix1to2[27][0] = 0.289615010077663;
   fWeightMatrix1to2[28][0] = -2.30337765298813;
   fWeightMatrix1to2[29][0] = -2.5797767309129;
   fWeightMatrix1to2[0][1] = -1.8319175745742;
   fWeightMatrix1to2[1][1] = -0.755255165680078;
   fWeightMatrix1to2[2][1] = -0.683565857412492;
   fWeightMatrix1to2[3][1] = -3.79776955098311;
   fWeightMatrix1to2[4][1] = -1.43290064062615;
   fWeightMatrix1to2[5][1] = -0.0252902800403228;
   fWeightMatrix1to2[6][1] = -0.608921134273507;
   fWeightMatrix1to2[7][1] = 0.0766736311148566;
   fWeightMatrix1to2[8][1] = 1.90104485167694;
   fWeightMatrix1to2[9][1] = -3.36609773822048;
   fWeightMatrix1to2[10][1] = 0.628219196914795;
   fWeightMatrix1to2[11][1] = -1.4643749857535;
   fWeightMatrix1to2[12][1] = 1.08330977819656;
   fWeightMatrix1to2[13][1] = -0.545710859192404;
   fWeightMatrix1to2[14][1] = -1.06717792736607;
   fWeightMatrix1to2[15][1] = -1.86450667748663;
   fWeightMatrix1to2[16][1] = -3.82901672597267;
   fWeightMatrix1to2[17][1] = 0.605840991130071;
   fWeightMatrix1to2[18][1] = 0.347919209371815;
   fWeightMatrix1to2[19][1] = 1.16845783621166;
   fWeightMatrix1to2[20][1] = -2.6211991887558;
   fWeightMatrix1to2[21][1] = -1.28733859079036;
   fWeightMatrix1to2[22][1] = -12.6881852037316;
   fWeightMatrix1to2[23][1] = -1.23423129438405;
   fWeightMatrix1to2[24][1] = 0.423786270346841;
   fWeightMatrix1to2[25][1] = 0.66134366225504;
   fWeightMatrix1to2[26][1] = -2.41405402978584;
   fWeightMatrix1to2[27][1] = -1.4140993286575;
   fWeightMatrix1to2[28][1] = 0.458818279449473;
   fWeightMatrix1to2[29][1] = 0.0368636018416708;
   fWeightMatrix1to2[0][2] = -2.09140365346329;
   fWeightMatrix1to2[1][2] = 2.28556836727761;
   fWeightMatrix1to2[2][2] = -0.125591826356127;
   fWeightMatrix1to2[3][2] = -1.65992733778623;
   fWeightMatrix1to2[4][2] = -1.13993220034488;
   fWeightMatrix1to2[5][2] = -2.07218551792366;
   fWeightMatrix1to2[6][2] = 1.4180003214514;
   fWeightMatrix1to2[7][2] = 1.27076702010423;
   fWeightMatrix1to2[8][2] = -1.39955525241892;
   fWeightMatrix1to2[9][2] = 0.596742588850924;
   fWeightMatrix1to2[10][2] = -1.69088731497162;
   fWeightMatrix1to2[11][2] = -1.47394073380366;
   fWeightMatrix1to2[12][2] = 0.0591993119270014;
   fWeightMatrix1to2[13][2] = -0.729372183153494;
   fWeightMatrix1to2[14][2] = -1.04747954628874;
   fWeightMatrix1to2[15][2] = -2.20453533797485;
   fWeightMatrix1to2[16][2] = 0.883183210279417;
   fWeightMatrix1to2[17][2] = -1.39957179579091;
   fWeightMatrix1to2[18][2] = -0.999677396283835;
   fWeightMatrix1to2[19][2] = -2.00702872458742;
   fWeightMatrix1to2[20][2] = 1.31694825630253;
   fWeightMatrix1to2[21][2] = 0.396148466416435;
   fWeightMatrix1to2[22][2] = 0.189894253904764;
   fWeightMatrix1to2[23][2] = -0.461337636857542;
   fWeightMatrix1to2[24][2] = 0.230520417749275;
   fWeightMatrix1to2[25][2] = -0.0605489948342727;
   fWeightMatrix1to2[26][2] = -1.93240383027565;
   fWeightMatrix1to2[27][2] = -0.626304343267398;
   fWeightMatrix1to2[28][2] = 0.0349232828591007;
   fWeightMatrix1to2[29][2] = -1.074790298577;
   fWeightMatrix1to2[0][3] = 2.22232073701963;
   fWeightMatrix1to2[1][3] = -0.723228101132231;
   fWeightMatrix1to2[2][3] = 2.82133205420414;
   fWeightMatrix1to2[3][3] = 0.58310402701064;
   fWeightMatrix1to2[4][3] = -0.227075109540194;
   fWeightMatrix1to2[5][3] = -1.10652027765524;
   fWeightMatrix1to2[6][3] = 4.95001923976821;
   fWeightMatrix1to2[7][3] = 0.16863697786676;
   fWeightMatrix1to2[8][3] = -1.79185363571152;
   fWeightMatrix1to2[9][3] = -0.747389477793771;
   fWeightMatrix1to2[10][3] = 1.03880479809999;
   fWeightMatrix1to2[11][3] = 0.659952911865094;
   fWeightMatrix1to2[12][3] = 1.72486940637447;
   fWeightMatrix1to2[13][3] = -1.84600040831139;
   fWeightMatrix1to2[14][3] = -5.42385244082983;
   fWeightMatrix1to2[15][3] = -2.32023355410819;
   fWeightMatrix1to2[16][3] = -1.28996321665435;
   fWeightMatrix1to2[17][3] = -2.61198266739426;
   fWeightMatrix1to2[18][3] = -1.56078892868236;
   fWeightMatrix1to2[19][3] = 0.127273004960119;
   fWeightMatrix1to2[20][3] = -0.869834795219691;
   fWeightMatrix1to2[21][3] = 1.19043335326578;
   fWeightMatrix1to2[22][3] = 1.79998336355288;
   fWeightMatrix1to2[23][3] = -2.87163239227923;
   fWeightMatrix1to2[24][3] = -2.4665797253848;
   fWeightMatrix1to2[25][3] = 4.52976965839438;
   fWeightMatrix1to2[26][3] = 7.55698736787634;
   fWeightMatrix1to2[27][3] = -1.7099819099943;
   fWeightMatrix1to2[28][3] = 2.38349672385196;
   fWeightMatrix1to2[29][3] = 1.77413677360871;
   fWeightMatrix1to2[0][4] = 1.62798457356239;
   fWeightMatrix1to2[1][4] = -1.14263821209558;
   fWeightMatrix1to2[2][4] = -5.10481938278741;
   fWeightMatrix1to2[3][4] = -5.99206524464139;
   fWeightMatrix1to2[4][4] = -4.887860489254;
   fWeightMatrix1to2[5][4] = -0.821996859711993;
   fWeightMatrix1to2[6][4] = -3.69340647476987;
   fWeightMatrix1to2[7][4] = -0.972298921521575;
   fWeightMatrix1to2[8][4] = 1.21185364382701;
   fWeightMatrix1to2[9][4] = 0.26454477573071;
   fWeightMatrix1to2[10][4] = 0.656099898892393;
   fWeightMatrix1to2[11][4] = -1.91866846968871;
   fWeightMatrix1to2[12][4] = 2.30838093712674;
   fWeightMatrix1to2[13][4] = 2.51368628646397;
   fWeightMatrix1to2[14][4] = -0.730711016966274;
   fWeightMatrix1to2[15][4] = 0.539804771351979;
   fWeightMatrix1to2[16][4] = 0.736168620820777;
   fWeightMatrix1to2[17][4] = 0.350233094590203;
   fWeightMatrix1to2[18][4] = -2.79556711957789;
   fWeightMatrix1to2[19][4] = -0.768426981767844;
   fWeightMatrix1to2[20][4] = -2.36589800866178;
   fWeightMatrix1to2[21][4] = 0.504335853932837;
   fWeightMatrix1to2[22][4] = -3.71479877766123;
   fWeightMatrix1to2[23][4] = 2.74513647895666;
   fWeightMatrix1to2[24][4] = -2.86732724294763;
   fWeightMatrix1to2[25][4] = -3.70680329680066;
   fWeightMatrix1to2[26][4] = 4.07967060200443;
   fWeightMatrix1to2[27][4] = -0.541752477062124;
   fWeightMatrix1to2[28][4] = -2.05871164079663;
   fWeightMatrix1to2[29][4] = -4.36102316935122;
   fWeightMatrix1to2[0][5] = -2.11069691117461;
   fWeightMatrix1to2[1][5] = -1.36235129703743;
   fWeightMatrix1to2[2][5] = 3.33385193555258;
   fWeightMatrix1to2[3][5] = 4.44624860221845;
   fWeightMatrix1to2[4][5] = 6.64597910417779;
   fWeightMatrix1to2[5][5] = 1.26261626455696;
   fWeightMatrix1to2[6][5] = -2.12741704191061;
   fWeightMatrix1to2[7][5] = -0.396330718691066;
   fWeightMatrix1to2[8][5] = 3.47829857194301;
   fWeightMatrix1to2[9][5] = 0.723452819491904;
   fWeightMatrix1to2[10][5] = -2.56378012636648;
   fWeightMatrix1to2[11][5] = 0.171030124681194;
   fWeightMatrix1to2[12][5] = -0.610788741375174;
   fWeightMatrix1to2[13][5] = -3.90923066104846;
   fWeightMatrix1to2[14][5] = 5.39608544130504;
   fWeightMatrix1to2[15][5] = 0.664916006405377;
   fWeightMatrix1to2[16][5] = -1.98878733529266;
   fWeightMatrix1to2[17][5] = -1.79868658808079;
   fWeightMatrix1to2[18][5] = -3.86216844928523;
   fWeightMatrix1to2[19][5] = -1.27047690452084;
   fWeightMatrix1to2[20][5] = -0.325590601614176;
   fWeightMatrix1to2[21][5] = 0.0135786188378071;
   fWeightMatrix1to2[22][5] = 0.736687851079417;
   fWeightMatrix1to2[23][5] = 6.31956912514886;
   fWeightMatrix1to2[24][5] = 3.20911948565462;
   fWeightMatrix1to2[25][5] = -5.23753958299216;
   fWeightMatrix1to2[26][5] = 0.698024932787196;
   fWeightMatrix1to2[27][5] = 1.39356108380704;
   fWeightMatrix1to2[28][5] = -2.25993648659593;
   fWeightMatrix1to2[29][5] = -1.04845173766657;
   fWeightMatrix1to2[0][6] = 2.53138584198588;
   fWeightMatrix1to2[1][6] = 5.55912407095455;
   fWeightMatrix1to2[2][6] = -3.6364389405368;
   fWeightMatrix1to2[3][6] = 3.91552453551025;
   fWeightMatrix1to2[4][6] = 0.564948881252332;
   fWeightMatrix1to2[5][6] = 0.000463299958344516;
   fWeightMatrix1to2[6][6] = -5.51076334271703;
   fWeightMatrix1to2[7][6] = -1.25851926576592;
   fWeightMatrix1to2[8][6] = 1.05217141136163;
   fWeightMatrix1to2[9][6] = 0.18027934873438;
   fWeightMatrix1to2[10][6] = 0.682685981223958;
   fWeightMatrix1to2[11][6] = -2.27591754584166;
   fWeightMatrix1to2[12][6] = -1.67046965823611;
   fWeightMatrix1to2[13][6] = -5.5239358497076;
   fWeightMatrix1to2[14][6] = 1.39246662479543;
   fWeightMatrix1to2[15][6] = -2.44455897408719;
   fWeightMatrix1to2[16][6] = -1.04013705547522;
   fWeightMatrix1to2[17][6] = -0.800958613662302;
   fWeightMatrix1to2[18][6] = 0.866935400068768;
   fWeightMatrix1to2[19][6] = -1.40897679986892;
   fWeightMatrix1to2[20][6] = 3.14809054504654;
   fWeightMatrix1to2[21][6] = 0.333875277623557;
   fWeightMatrix1to2[22][6] = 1.64491980476236;
   fWeightMatrix1to2[23][6] = -1.06884568582846;
   fWeightMatrix1to2[24][6] = -2.28395602252306;
   fWeightMatrix1to2[25][6] = -0.876507593110528;
   fWeightMatrix1to2[26][6] = 1.44158495764207;
   fWeightMatrix1to2[27][6] = -2.28863697065043;
   fWeightMatrix1to2[28][6] = 0.337094960349073;
   fWeightMatrix1to2[29][6] = -1.99989261120663;
   fWeightMatrix1to2[0][7] = 1.62658204360754;
   fWeightMatrix1to2[1][7] = -1.66028649661485;
   fWeightMatrix1to2[2][7] = -1.15251052115895;
   fWeightMatrix1to2[3][7] = 0.0948806367742602;
   fWeightMatrix1to2[4][7] = -0.817348926894154;
   fWeightMatrix1to2[5][7] = 0.822413512752619;
   fWeightMatrix1to2[6][7] = -1.6024544064068;
   fWeightMatrix1to2[7][7] = -0.223073931231461;
   fWeightMatrix1to2[8][7] = -0.3400299974504;
   fWeightMatrix1to2[9][7] = -0.644120926108185;
   fWeightMatrix1to2[10][7] = -1.48565167789177;
   fWeightMatrix1to2[11][7] = 1.32261322034118;
   fWeightMatrix1to2[12][7] = 0.460870222155967;
   fWeightMatrix1to2[13][7] = -1.8010562037812;
   fWeightMatrix1to2[14][7] = 1.27409168443862;
   fWeightMatrix1to2[15][7] = -0.544258380823591;
   fWeightMatrix1to2[16][7] = 0.749683401442521;
   fWeightMatrix1to2[17][7] = -0.201332111116999;
   fWeightMatrix1to2[18][7] = 1.10200074853125;
   fWeightMatrix1to2[19][7] = 0.916923238744672;
   fWeightMatrix1to2[20][7] = -0.65648615225856;
   fWeightMatrix1to2[21][7] = 1.62830157551676;
   fWeightMatrix1to2[22][7] = 1.29714938580078;
   fWeightMatrix1to2[23][7] = -0.911292591490714;
   fWeightMatrix1to2[24][7] = -0.617484005811899;
   fWeightMatrix1to2[25][7] = 1.30430458013715;
   fWeightMatrix1to2[26][7] = 1.12412338364747;
   fWeightMatrix1to2[27][7] = 0.680866169987155;
   fWeightMatrix1to2[28][7] = 0.508278825379313;
   fWeightMatrix1to2[29][7] = -1.86912218547286;
   fWeightMatrix1to2[0][8] = -0.645482295924659;
   fWeightMatrix1to2[1][8] = 0.263573078264657;
   fWeightMatrix1to2[2][8] = -2.31390937883097;
   fWeightMatrix1to2[3][8] = -0.410146481102137;
   fWeightMatrix1to2[4][8] = -2.41565618100527;
   fWeightMatrix1to2[5][8] = -0.102887800818465;
   fWeightMatrix1to2[6][8] = -3.73969620722546;
   fWeightMatrix1to2[7][8] = -0.215338082222213;
   fWeightMatrix1to2[8][8] = -0.0591668931640006;
   fWeightMatrix1to2[9][8] = -0.914855481261051;
   fWeightMatrix1to2[10][8] = -1.92788742570247;
   fWeightMatrix1to2[11][8] = -1.73126873280738;
   fWeightMatrix1to2[12][8] = -1.96790610684919;
   fWeightMatrix1to2[13][8] = -0.427945563500973;
   fWeightMatrix1to2[14][8] = -0.671552264078483;
   fWeightMatrix1to2[15][8] = 1.16970702029921;
   fWeightMatrix1to2[16][8] = 0.103900604598541;
   fWeightMatrix1to2[17][8] = -0.906257112982635;
   fWeightMatrix1to2[18][8] = 0.513881792357339;
   fWeightMatrix1to2[19][8] = 0.590302309432029;
   fWeightMatrix1to2[20][8] = -0.130566321537352;
   fWeightMatrix1to2[21][8] = 0.517540451539499;
   fWeightMatrix1to2[22][8] = -1.48418194911433;
   fWeightMatrix1to2[23][8] = -1.4129761743364;
   fWeightMatrix1to2[24][8] = -1.36942956798073;
   fWeightMatrix1to2[25][8] = 0.606239142055939;
   fWeightMatrix1to2[26][8] = -1.58547985828282;
   fWeightMatrix1to2[27][8] = -1.07977037807396;
   fWeightMatrix1to2[28][8] = 0.834385317826743;
   fWeightMatrix1to2[29][8] = 0.937244870420048;
   fWeightMatrix1to2[0][9] = -1.2587370964251;
   fWeightMatrix1to2[1][9] = 6.103243009673;
   fWeightMatrix1to2[2][9] = 4.24380447757387;
   fWeightMatrix1to2[3][9] = 4.87862156524103;
   fWeightMatrix1to2[4][9] = -6.25962969413728;
   fWeightMatrix1to2[5][9] = 0.464463106886329;
   fWeightMatrix1to2[6][9] = 4.58880524250692;
   fWeightMatrix1to2[7][9] = -1.90645406955034;
   fWeightMatrix1to2[8][9] = -8.83686257032723;
   fWeightMatrix1to2[9][9] = -1.12427431599134;
   fWeightMatrix1to2[10][9] = 0.983902064344539;
   fWeightMatrix1to2[11][9] = 2.98734190341458;
   fWeightMatrix1to2[12][9] = -0.873641588795423;
   fWeightMatrix1to2[13][9] = 0.0893010110375106;
   fWeightMatrix1to2[14][9] = 4.25477657175951;
   fWeightMatrix1to2[15][9] = -7.28710182157558;
   fWeightMatrix1to2[16][9] = -5.99369200765479;
   fWeightMatrix1to2[17][9] = -4.50165711611952;
   fWeightMatrix1to2[18][9] = 4.59948601269217;
   fWeightMatrix1to2[19][9] = 1.20404623436396;
   fWeightMatrix1to2[20][9] = 2.39399321257755;
   fWeightMatrix1to2[21][9] = 0.109320108772823;
   fWeightMatrix1to2[22][9] = 0.986221394074182;
   fWeightMatrix1to2[23][9] = 1.47523495825817;
   fWeightMatrix1to2[24][9] = 1.18861613779517;
   fWeightMatrix1to2[25][9] = 6.78722043050246;
   fWeightMatrix1to2[26][9] = -0.706135288529572;
   fWeightMatrix1to2[27][9] = -0.28302004428967;
   fWeightMatrix1to2[28][9] = 5.99872292239205;
   fWeightMatrix1to2[29][9] = 5.10679057120946;
   fWeightMatrix1to2[0][10] = 2.73761931308511;
   fWeightMatrix1to2[1][10] = 9.21653722129062;
   fWeightMatrix1to2[2][10] = 0.592876606049353;
   fWeightMatrix1to2[3][10] = 5.50316302034307;
   fWeightMatrix1to2[4][10] = 1.72135827517705;
   fWeightMatrix1to2[5][10] = -0.370795088985445;
   fWeightMatrix1to2[6][10] = 3.56640775922929;
   fWeightMatrix1to2[7][10] = -0.0127139172964898;
   fWeightMatrix1to2[8][10] = 0.903349961942651;
   fWeightMatrix1to2[9][10] = 0.218397918331142;
   fWeightMatrix1to2[10][10] = -0.437249469373724;
   fWeightMatrix1to2[11][10] = -2.97763801975748;
   fWeightMatrix1to2[12][10] = 2.24793045575229;
   fWeightMatrix1to2[13][10] = -6.03968978264989;
   fWeightMatrix1to2[14][10] = 0.357051453417637;
   fWeightMatrix1to2[15][10] = -4.39836133956551;
   fWeightMatrix1to2[16][10] = -3.27214185400084;
   fWeightMatrix1to2[17][10] = -4.33605330827174;
   fWeightMatrix1to2[18][10] = -4.1288190633514;
   fWeightMatrix1to2[19][10] = -0.626778078645953;
   fWeightMatrix1to2[20][10] = -1.11089713616521;
   fWeightMatrix1to2[21][10] = 0.188183325073488;
   fWeightMatrix1to2[22][10] = 0.712689339060831;
   fWeightMatrix1to2[23][10] = -1.36122036642606;
   fWeightMatrix1to2[24][10] = -1.45524039385963;
   fWeightMatrix1to2[25][10] = 5.023328416273;
   fWeightMatrix1to2[26][10] = 0.402563485882029;
   fWeightMatrix1to2[27][10] = 4.72775514917715;
   fWeightMatrix1to2[28][10] = 4.80509742416004;
   fWeightMatrix1to2[29][10] = 3.50002348321481;
   fWeightMatrix1to2[0][11] = -0.875149650254758;
   fWeightMatrix1to2[1][11] = -2.46240793480825;
   fWeightMatrix1to2[2][11] = -2.26041877166985;
   fWeightMatrix1to2[3][11] = 3.52179618486566;
   fWeightMatrix1to2[4][11] = -1.3450643269019;
   fWeightMatrix1to2[5][11] = 0.539724804439145;
   fWeightMatrix1to2[6][11] = -2.18910203546432;
   fWeightMatrix1to2[7][11] = -0.131910893777809;
   fWeightMatrix1to2[8][11] = -1.85786640094688;
   fWeightMatrix1to2[9][11] = 2.18666031627363;
   fWeightMatrix1to2[10][11] = 1.36144046927949;
   fWeightMatrix1to2[11][11] = -1.37401199320268;
   fWeightMatrix1to2[12][11] = -0.735243251820739;
   fWeightMatrix1to2[13][11] = 1.10510063534672;
   fWeightMatrix1to2[14][11] = -2.80943138040635;
   fWeightMatrix1to2[15][11] = -0.160106049187547;
   fWeightMatrix1to2[16][11] = -0.660966786191802;
   fWeightMatrix1to2[17][11] = -1.55888451756379;
   fWeightMatrix1to2[18][11] = -0.140061694419099;
   fWeightMatrix1to2[19][11] = 1.06121863990147;
   fWeightMatrix1to2[20][11] = -2.2382287972545;
   fWeightMatrix1to2[21][11] = -0.919527717974763;
   fWeightMatrix1to2[22][11] = 0.633271846823683;
   fWeightMatrix1to2[23][11] = -0.698341244855376;
   fWeightMatrix1to2[24][11] = 0.319112793341263;
   fWeightMatrix1to2[25][11] = 0.175110777963884;
   fWeightMatrix1to2[26][11] = -2.62708143490581;
   fWeightMatrix1to2[27][11] = -1.42990551570713;
   fWeightMatrix1to2[28][11] = 0.0644292181665391;
   fWeightMatrix1to2[29][11] = -3.51312450645221;
   fWeightMatrix1to2[0][12] = -1.45238944837987;
   fWeightMatrix1to2[1][12] = 2.30001380759251;
   fWeightMatrix1to2[2][12] = 2.96942562499925;
   fWeightMatrix1to2[3][12] = 2.07196505334704;
   fWeightMatrix1to2[4][12] = 6.1206394358416;
   fWeightMatrix1to2[5][12] = 0.0333923668616018;
   fWeightMatrix1to2[6][12] = -2.1881433553692;
   fWeightMatrix1to2[7][12] = -1.11412510511634;
   fWeightMatrix1to2[8][12] = 0.593649219584164;
   fWeightMatrix1to2[9][12] = 2.35417059197987;
   fWeightMatrix1to2[10][12] = 0.152466060947578;
   fWeightMatrix1to2[11][12] = -0.383343521364295;
   fWeightMatrix1to2[12][12] = -2.2893854544397;
   fWeightMatrix1to2[13][12] = -2.77629926418256;
   fWeightMatrix1to2[14][12] = -2.04383201525977;
   fWeightMatrix1to2[15][12] = 2.57528537682158;
   fWeightMatrix1to2[16][12] = -0.791908805336741;
   fWeightMatrix1to2[17][12] = -1.40140570621406;
   fWeightMatrix1to2[18][12] = 0.75316477832379;
   fWeightMatrix1to2[19][12] = 1.14610413060422;
   fWeightMatrix1to2[20][12] = 1.50392912004767;
   fWeightMatrix1to2[21][12] = 1.75217735589725;
   fWeightMatrix1to2[22][12] = 0.636784786257852;
   fWeightMatrix1to2[23][12] = -4.28053640555571;
   fWeightMatrix1to2[24][12] = 0.382629199436538;
   fWeightMatrix1to2[25][12] = -1.02421978966145;
   fWeightMatrix1to2[26][12] = -1.09552478928506;
   fWeightMatrix1to2[27][12] = 2.09075276661082;
   fWeightMatrix1to2[28][12] = -0.104536858716291;
   fWeightMatrix1to2[29][12] = -1.28019860024934;
   fWeightMatrix1to2[0][13] = 2.54466382773569;
   fWeightMatrix1to2[1][13] = 0.418283138773074;
   fWeightMatrix1to2[2][13] = 1.0583208983796;
   fWeightMatrix1to2[3][13] = 0.1991166416188;
   fWeightMatrix1to2[4][13] = 0.803009600481705;
   fWeightMatrix1to2[5][13] = -0.458741911463966;
   fWeightMatrix1to2[6][13] = 1.55288369664976;
   fWeightMatrix1to2[7][13] = 0.571968269885371;
   fWeightMatrix1to2[8][13] = -0.630366291922143;
   fWeightMatrix1to2[9][13] = -0.937885068450149;
   fWeightMatrix1to2[10][13] = -1.57589477536278;
   fWeightMatrix1to2[11][13] = -0.782733040707471;
   fWeightMatrix1to2[12][13] = -1.41796203561988;
   fWeightMatrix1to2[13][13] = -0.781763976087537;
   fWeightMatrix1to2[14][13] = -0.64332338873186;
   fWeightMatrix1to2[15][13] = -0.710077097863461;
   fWeightMatrix1to2[16][13] = -1.64480566903134;
   fWeightMatrix1to2[17][13] = 1.04648196518931;
   fWeightMatrix1to2[18][13] = 0.442318881337733;
   fWeightMatrix1to2[19][13] = -1.59331242107283;
   fWeightMatrix1to2[20][13] = -0.050306354737247;
   fWeightMatrix1to2[21][13] = 1.79974250291375;
   fWeightMatrix1to2[22][13] = 0.799051036450693;
   fWeightMatrix1to2[23][13] = -0.831832107515828;
   fWeightMatrix1to2[24][13] = -0.498089597886938;
   fWeightMatrix1to2[25][13] = -0.613018891585092;
   fWeightMatrix1to2[26][13] = 2.15758147310019;
   fWeightMatrix1to2[27][13] = -1.69993285612226;
   fWeightMatrix1to2[28][13] = -1.48165309604205;
   fWeightMatrix1to2[29][13] = 0.500341838969579;
   fWeightMatrix1to2[0][14] = 1.33183416702146;
   fWeightMatrix1to2[1][14] = -0.579717591077984;
   fWeightMatrix1to2[2][14] = -1.1995680795453;
   fWeightMatrix1to2[3][14] = -0.880701155704407;
   fWeightMatrix1to2[4][14] = -2.09649458775863;
   fWeightMatrix1to2[5][14] = -1.76326194988492;
   fWeightMatrix1to2[6][14] = -2.67835091000783;
   fWeightMatrix1to2[7][14] = -2.34921441031125;
   fWeightMatrix1to2[8][14] = 0.348712418123604;
   fWeightMatrix1to2[9][14] = -2.63221744187467;
   fWeightMatrix1to2[10][14] = -0.270443432890027;
   fWeightMatrix1to2[11][14] = -0.066813982257609;
   fWeightMatrix1to2[12][14] = 0.249528661818147;
   fWeightMatrix1to2[13][14] = -3.04340586586177;
   fWeightMatrix1to2[14][14] = -3.39362137349796;
   fWeightMatrix1to2[15][14] = -0.812555516976921;
   fWeightMatrix1to2[16][14] = 0.490208291051759;
   fWeightMatrix1to2[17][14] = 1.70738855170903;
   fWeightMatrix1to2[18][14] = 0.663376555793503;
   fWeightMatrix1to2[19][14] = -2.40848025795305;
   fWeightMatrix1to2[20][14] = 1.413338186349;
   fWeightMatrix1to2[21][14] = -1.59244127896667;
   fWeightMatrix1to2[22][14] = -1.10415392774676;
   fWeightMatrix1to2[23][14] = -2.13619024743993;
   fWeightMatrix1to2[24][14] = 1.02245813143782;
   fWeightMatrix1to2[25][14] = -1.66879053176276;
   fWeightMatrix1to2[26][14] = -0.585159516214838;
   fWeightMatrix1to2[27][14] = 1.47583447867261;
   fWeightMatrix1to2[28][14] = 0.666788066981787;
   fWeightMatrix1to2[29][14] = -1.19529591752714;
   fWeightMatrix1to2[0][15] = -2.02543720857832;
   fWeightMatrix1to2[1][15] = 0.62815783920207;
   fWeightMatrix1to2[2][15] = -2.24005697902283;
   fWeightMatrix1to2[3][15] = -1.51840897372427;
   fWeightMatrix1to2[4][15] = -2.59752343256164;
   fWeightMatrix1to2[5][15] = -1.673936755645;
   fWeightMatrix1to2[6][15] = -0.496778455228409;
   fWeightMatrix1to2[7][15] = 1.34799432400635;
   fWeightMatrix1to2[8][15] = -1.55827238320656;
   fWeightMatrix1to2[9][15] = -0.514258173879109;
   fWeightMatrix1to2[10][15] = 1.9440729067979;
   fWeightMatrix1to2[11][15] = 0.0713261784331268;
   fWeightMatrix1to2[12][15] = -1.49251932730597;
   fWeightMatrix1to2[13][15] = 1.4904088714135;
   fWeightMatrix1to2[14][15] = 1.87495641809505;
   fWeightMatrix1to2[15][15] = -0.536755320796204;
   fWeightMatrix1to2[16][15] = 0.242517614834829;
   fWeightMatrix1to2[17][15] = -1.96208262524537;
   fWeightMatrix1to2[18][15] = 1.20028436303694;
   fWeightMatrix1to2[19][15] = -1.37454570202256;
   fWeightMatrix1to2[20][15] = -0.188126311673006;
   fWeightMatrix1to2[21][15] = 0.149344167889145;
   fWeightMatrix1to2[22][15] = 0.543878213512641;
   fWeightMatrix1to2[23][15] = -1.86037069875732;
   fWeightMatrix1to2[24][15] = 0.621364462599554;
   fWeightMatrix1to2[25][15] = -0.635063662534276;
   fWeightMatrix1to2[26][15] = -3.19377733668978;
   fWeightMatrix1to2[27][15] = 1.58945346052974;
   fWeightMatrix1to2[28][15] = -0.619848944889695;
   fWeightMatrix1to2[29][15] = 1.03820930016169;
   fWeightMatrix1to2[0][16] = 1.9570987478159;
   fWeightMatrix1to2[1][16] = -4.18630368934383;
   fWeightMatrix1to2[2][16] = -1.82575076765431;
   fWeightMatrix1to2[3][16] = 7.87833362475723;
   fWeightMatrix1to2[4][16] = -1.08035080553921;
   fWeightMatrix1to2[5][16] = -1.29808513529719;
   fWeightMatrix1to2[6][16] = -0.564126674782715;
   fWeightMatrix1to2[7][16] = 0.00811675415780717;
   fWeightMatrix1to2[8][16] = -2.70907677869418;
   fWeightMatrix1to2[9][16] = -1.43003141640018;
   fWeightMatrix1to2[10][16] = -0.289953019015209;
   fWeightMatrix1to2[11][16] = -1.91247786948949;
   fWeightMatrix1to2[12][16] = -1.21615973204326;
   fWeightMatrix1to2[13][16] = -3.52516373248097;
   fWeightMatrix1to2[14][16] = -3.40926258138277;
   fWeightMatrix1to2[15][16] = 0.918912402302586;
   fWeightMatrix1to2[16][16] = 0.839956417535439;
   fWeightMatrix1to2[17][16] = -2.2581885288931;
   fWeightMatrix1to2[18][16] = -3.32377584932878;
   fWeightMatrix1to2[19][16] = -0.630870691001635;
   fWeightMatrix1to2[20][16] = -0.880673103600661;
   fWeightMatrix1to2[21][16] = 0.0475922395359965;
   fWeightMatrix1to2[22][16] = -0.360753567821144;
   fWeightMatrix1to2[23][16] = -1.77464485185014;
   fWeightMatrix1to2[24][16] = 2.49150956433711;
   fWeightMatrix1to2[25][16] = -0.131463027176735;
   fWeightMatrix1to2[26][16] = -1.95185624141133;
   fWeightMatrix1to2[27][16] = -0.119753661570547;
   fWeightMatrix1to2[28][16] = -2.46264697724792;
   fWeightMatrix1to2[29][16] = -4.09848654361678;
   fWeightMatrix1to2[0][17] = -3.98061811941416;
   fWeightMatrix1to2[1][17] = -3.80471639263657;
   fWeightMatrix1to2[2][17] = 4.10672253663764;
   fWeightMatrix1to2[3][17] = 1.09193994879591;
   fWeightMatrix1to2[4][17] = -1.3158016033935;
   fWeightMatrix1to2[5][17] = 0.648819870615156;
   fWeightMatrix1to2[6][17] = 3.08091267157916;
   fWeightMatrix1to2[7][17] = -0.616768436580544;
   fWeightMatrix1to2[8][17] = -0.130505316172175;
   fWeightMatrix1to2[9][17] = -0.0863579391223823;
   fWeightMatrix1to2[10][17] = -1.63225862086349;
   fWeightMatrix1to2[11][17] = -1.1945563206873;
   fWeightMatrix1to2[12][17] = -2.35381979635728;
   fWeightMatrix1to2[13][17] = 0.689626968705066;
   fWeightMatrix1to2[14][17] = -2.009308685902;
   fWeightMatrix1to2[15][17] = -0.56675941963855;
   fWeightMatrix1to2[16][17] = 0.992280782782513;
   fWeightMatrix1to2[17][17] = -0.268599505945753;
   fWeightMatrix1to2[18][17] = 0.363995679121405;
   fWeightMatrix1to2[19][17] = 0.2728354511753;
   fWeightMatrix1to2[20][17] = 0.995697832623823;
   fWeightMatrix1to2[21][17] = 0.850660093767249;
   fWeightMatrix1to2[22][17] = -0.6652711324756;
   fWeightMatrix1to2[23][17] = -2.17304568943056;
   fWeightMatrix1to2[24][17] = -1.32266129432619;
   fWeightMatrix1to2[25][17] = -3.60414527987657;
   fWeightMatrix1to2[26][17] = 6.3953148137983;
   fWeightMatrix1to2[27][17] = -0.911209855273692;
   fWeightMatrix1to2[28][17] = -6.18860472510921;
   fWeightMatrix1to2[29][17] = -3.23965634245027;
   fWeightMatrix1to2[0][18] = -2.75040555969911;
   fWeightMatrix1to2[1][18] = 0.936725739227153;
   fWeightMatrix1to2[2][18] = -1.92188034043733;
   fWeightMatrix1to2[3][18] = 1.8723338576545;
   fWeightMatrix1to2[4][18] = 1.22662870398113;
   fWeightMatrix1to2[5][18] = -0.138700325543325;
   fWeightMatrix1to2[6][18] = -2.50063048130236;
   fWeightMatrix1to2[7][18] = -0.285542000402567;
   fWeightMatrix1to2[8][18] = 1.00430803750136;
   fWeightMatrix1to2[9][18] = 1.76769173575754;
   fWeightMatrix1to2[10][18] = 1.30128609896249;
   fWeightMatrix1to2[11][18] = -1.499339161576;
   fWeightMatrix1to2[12][18] = -0.646210498338374;
   fWeightMatrix1to2[13][18] = 1.92032877640038;
   fWeightMatrix1to2[14][18] = -1.96034850940865;
   fWeightMatrix1to2[15][18] = 2.12025597674529;
   fWeightMatrix1to2[16][18] = 1.38039773781407;
   fWeightMatrix1to2[17][18] = -1.55561263025256;
   fWeightMatrix1to2[18][18] = -0.0697892648597502;
   fWeightMatrix1to2[19][18] = -1.05554547696891;
   fWeightMatrix1to2[20][18] = 1.52467091642764;
   fWeightMatrix1to2[21][18] = -2.03734089193057;
   fWeightMatrix1to2[22][18] = -0.858824193565112;
   fWeightMatrix1to2[23][18] = -2.03264028395886;
   fWeightMatrix1to2[24][18] = 2.12181944414252;
   fWeightMatrix1to2[25][18] = 1.62736060769312;
   fWeightMatrix1to2[26][18] = -5.80707904865479;
   fWeightMatrix1to2[27][18] = 1.38307189843366;
   fWeightMatrix1to2[28][18] = 1.05617490284236;
   fWeightMatrix1to2[29][18] = -1.48367756814807;
   fWeightMatrix1to2[0][19] = -1.17928178960398;
   fWeightMatrix1to2[1][19] = 0.106244018663894;
   fWeightMatrix1to2[2][19] = 0.551100938962068;
   fWeightMatrix1to2[3][19] = 0.84838339825381;
   fWeightMatrix1to2[4][19] = -1.11642066806549;
   fWeightMatrix1to2[5][19] = -1.61311472827865;
   fWeightMatrix1to2[6][19] = -1.36115790716454;
   fWeightMatrix1to2[7][19] = 1.31147242249577;
   fWeightMatrix1to2[8][19] = 2.5225494328615;
   fWeightMatrix1to2[9][19] = -1.00913449826481;
   fWeightMatrix1to2[10][19] = -0.0729185678840348;
   fWeightMatrix1to2[11][19] = 1.45114204688204;
   fWeightMatrix1to2[12][19] = 0.663080289978359;
   fWeightMatrix1to2[13][19] = -2.32866812109057;
   fWeightMatrix1to2[14][19] = 0.579871264765815;
   fWeightMatrix1to2[15][19] = -2.14727974279174;
   fWeightMatrix1to2[16][19] = -3.17862621157574;
   fWeightMatrix1to2[17][19] = -1.82948894850817;
   fWeightMatrix1to2[18][19] = -1.35179769280495;
   fWeightMatrix1to2[19][19] = 0.0253642466424269;
   fWeightMatrix1to2[20][19] = -3.00758994618352;
   fWeightMatrix1to2[21][19] = -1.16842962245993;
   fWeightMatrix1to2[22][19] = -7.19344054976631;
   fWeightMatrix1to2[23][19] = -0.140240671380916;
   fWeightMatrix1to2[24][19] = 1.31271129469935;
   fWeightMatrix1to2[25][19] = 0.310845951541574;
   fWeightMatrix1to2[26][19] = -3.71670239008969;
   fWeightMatrix1to2[27][19] = -1.77459395405685;
   fWeightMatrix1to2[28][19] = -1.38757737333342;
   fWeightMatrix1to2[29][19] = 1.30623887730098;
   fWeightMatrix1to2[0][20] = -0.815040802214465;
   fWeightMatrix1to2[1][20] = 0.11907168294276;
   fWeightMatrix1to2[2][20] = -1.01131842187151;
   fWeightMatrix1to2[3][20] = -1.05572663700871;
   fWeightMatrix1to2[4][20] = -2.46831954401446;
   fWeightMatrix1to2[5][20] = -0.81976145866992;
   fWeightMatrix1to2[6][20] = 0.0548509612009468;
   fWeightMatrix1to2[7][20] = 0.217246648696007;
   fWeightMatrix1to2[8][20] = -0.00294335796887737;
   fWeightMatrix1to2[9][20] = 1.37288742945037;
   fWeightMatrix1to2[10][20] = -0.306373686738935;
   fWeightMatrix1to2[11][20] = 1.87037311298893;
   fWeightMatrix1to2[12][20] = -0.580372367468758;
   fWeightMatrix1to2[13][20] = 0.871405620641441;
   fWeightMatrix1to2[14][20] = -3.62031968245888;
   fWeightMatrix1to2[15][20] = -1.37445964423002;
   fWeightMatrix1to2[16][20] = -4.72741274921294;
   fWeightMatrix1to2[17][20] = -1.54334776756761;
   fWeightMatrix1to2[18][20] = -0.206591450081054;
   fWeightMatrix1to2[19][20] = 0.233338947191719;
   fWeightMatrix1to2[20][20] = -1.90452350843466;
   fWeightMatrix1to2[21][20] = -0.45463628015934;
   fWeightMatrix1to2[22][20] = 0.392224134992282;
   fWeightMatrix1to2[23][20] = -1.27253050833693;
   fWeightMatrix1to2[24][20] = 0.791016385726905;
   fWeightMatrix1to2[25][20] = -1.53112085262269;
   fWeightMatrix1to2[26][20] = -0.107396629804343;
   fWeightMatrix1to2[27][20] = -0.868981840235241;
   fWeightMatrix1to2[28][20] = 0.138677173046178;
   fWeightMatrix1to2[29][20] = -2.14922146958236;
   fWeightMatrix1to2[0][21] = 3.67308969645114;
   fWeightMatrix1to2[1][21] = 0.635221028428863;
   fWeightMatrix1to2[2][21] = -0.960886567024952;
   fWeightMatrix1to2[3][21] = -1.32590991998935;
   fWeightMatrix1to2[4][21] = -2.53915877498499;
   fWeightMatrix1to2[5][21] = 1.94252376599533;
   fWeightMatrix1to2[6][21] = 0.358192684926521;
   fWeightMatrix1to2[7][21] = 0.906174078117451;
   fWeightMatrix1to2[8][21] = -1.74693420371359;
   fWeightMatrix1to2[9][21] = 0.284733972502407;
   fWeightMatrix1to2[10][21] = -2.63323688864232;
   fWeightMatrix1to2[11][21] = -1.45643458623358;
   fWeightMatrix1to2[12][21] = -1.17928994805427;
   fWeightMatrix1to2[13][21] = -2.03424114404672;
   fWeightMatrix1to2[14][21] = -4.21594231303;
   fWeightMatrix1to2[15][21] = -1.49886463653072;
   fWeightMatrix1to2[16][21] = -0.145944371340168;
   fWeightMatrix1to2[17][21] = -1.28462590614906;
   fWeightMatrix1to2[18][21] = 2.34229811841328;
   fWeightMatrix1to2[19][21] = 2.00718638393207;
   fWeightMatrix1to2[20][21] = -1.15167969986112;
   fWeightMatrix1to2[21][21] = 1.25202575479884;
   fWeightMatrix1to2[22][21] = -0.0641039754888971;
   fWeightMatrix1to2[23][21] = -3.41091437142985;
   fWeightMatrix1to2[24][21] = 2.89049084599871;
   fWeightMatrix1to2[25][21] = 1.76437067741493;
   fWeightMatrix1to2[26][21] = -1.60665813906607;
   fWeightMatrix1to2[27][21] = -2.01571581699012;
   fWeightMatrix1to2[28][21] = 4.44809884739774;
   fWeightMatrix1to2[29][21] = 2.58776698288896;
   fWeightMatrix1to2[0][22] = -4.49590921490718;
   fWeightMatrix1to2[1][22] = -2.50396031149711;
   fWeightMatrix1to2[2][22] = 1.40558397606491;
   fWeightMatrix1to2[3][22] = -3.29233597884478;
   fWeightMatrix1to2[4][22] = 2.2346373124709;
   fWeightMatrix1to2[5][22] = -2.75865810599794;
   fWeightMatrix1to2[6][22] = 3.16238477703681;
   fWeightMatrix1to2[7][22] = 0.804572826824366;
   fWeightMatrix1to2[8][22] = 0.844337082124354;
   fWeightMatrix1to2[9][22] = -0.954585678199066;
   fWeightMatrix1to2[10][22] = -0.744002972063353;
   fWeightMatrix1to2[11][22] = 0.71001750786336;
   fWeightMatrix1to2[12][22] = 0.987667120173588;
   fWeightMatrix1to2[13][22] = 1.02374664823646;
   fWeightMatrix1to2[14][22] = 0.90538733638209;
   fWeightMatrix1to2[15][22] = 3.38244409290815;
   fWeightMatrix1to2[16][22] = -1.02791717889564;
   fWeightMatrix1to2[17][22] = 2.68890221686241;
   fWeightMatrix1to2[18][22] = -0.203474800267807;
   fWeightMatrix1to2[19][22] = -1.74457538060944;
   fWeightMatrix1to2[20][22] = -1.61722040754597;
   fWeightMatrix1to2[21][22] = -3.54364485149489;
   fWeightMatrix1to2[22][22] = 0.487243130731071;
   fWeightMatrix1to2[23][22] = -0.0318258497330556;
   fWeightMatrix1to2[24][22] = -2.36009195292084;
   fWeightMatrix1to2[25][22] = 1.41099576041277;
   fWeightMatrix1to2[26][22] = -1.21115112802423;
   fWeightMatrix1to2[27][22] = -0.18908645307282;
   fWeightMatrix1to2[28][22] = 0.330833215454937;
   fWeightMatrix1to2[29][22] = 0.0110462846629487;
   fWeightMatrix1to2[0][23] = 2.73162776359268;
   fWeightMatrix1to2[1][23] = -3.03696575457554;
   fWeightMatrix1to2[2][23] = -10.4506555795541;
   fWeightMatrix1to2[3][23] = 0.575636497494289;
   fWeightMatrix1to2[4][23] = -9.49405557158093;
   fWeightMatrix1to2[5][23] = 0.612184934633972;
   fWeightMatrix1to2[6][23] = 3.40156463534883;
   fWeightMatrix1to2[7][23] = 0.487110543639944;
   fWeightMatrix1to2[8][23] = -4.91109345988021;
   fWeightMatrix1to2[9][23] = -0.892290996506412;
   fWeightMatrix1to2[10][23] = -1.33411408304301;
   fWeightMatrix1to2[11][23] = -0.174996565298796;
   fWeightMatrix1to2[12][23] = -3.51089901104409;
   fWeightMatrix1to2[13][23] = 2.79267573037092;
   fWeightMatrix1to2[14][23] = -1.77968067224785;
   fWeightMatrix1to2[15][23] = -2.32312365062717;
   fWeightMatrix1to2[16][23] = -2.87208082046067;
   fWeightMatrix1to2[17][23] = 3.4192628870992;
   fWeightMatrix1to2[18][23] = 2.80821518662775;
   fWeightMatrix1to2[19][23] = 0.600854382625349;
   fWeightMatrix1to2[20][23] = -2.15870088848333;
   fWeightMatrix1to2[21][23] = 1.1873731140675;
   fWeightMatrix1to2[22][23] = -0.166488654168192;
   fWeightMatrix1to2[23][23] = -7.55141935099211;
   fWeightMatrix1to2[24][23] = -6.68303909867247;
   fWeightMatrix1to2[25][23] = 2.06227856106817;
   fWeightMatrix1to2[26][23] = -2.1793763927753;
   fWeightMatrix1to2[27][23] = -1.79103981933467;
   fWeightMatrix1to2[28][23] = -5.04377966099981;
   fWeightMatrix1to2[29][23] = -2.25153027827927;
   fWeightMatrix1to2[0][24] = 0.87196405502161;
   fWeightMatrix1to2[1][24] = -1.50623604767979;
   fWeightMatrix1to2[2][24] = 1.67420325954533;
   fWeightMatrix1to2[3][24] = -6.20990023339033;
   fWeightMatrix1to2[4][24] = -5.35104298430515;
   fWeightMatrix1to2[5][24] = -0.924410799857311;
   fWeightMatrix1to2[6][24] = -0.324074987539265;
   fWeightMatrix1to2[7][24] = -0.603042435830695;
   fWeightMatrix1to2[8][24] = 0.185492202939939;
   fWeightMatrix1to2[9][24] = 0.930594767550714;
   fWeightMatrix1to2[10][24] = 1.78117470425355;
   fWeightMatrix1to2[11][24] = 1.01271317558061;
   fWeightMatrix1to2[12][24] = -0.809050146293115;
   fWeightMatrix1to2[13][24] = 4.374691201598;
   fWeightMatrix1to2[14][24] = 2.68692217355378;
   fWeightMatrix1to2[15][24] = 0.558227750222704;
   fWeightMatrix1to2[16][24] = 3.43211535894752;
   fWeightMatrix1to2[17][24] = -0.485403943353572;
   fWeightMatrix1to2[18][24] = -0.597378605809213;
   fWeightMatrix1to2[19][24] = 0.97353448274515;
   fWeightMatrix1to2[20][24] = -0.57611909294672;
   fWeightMatrix1to2[21][24] = -1.73151541424443;
   fWeightMatrix1to2[22][24] = 2.90190445422326;
   fWeightMatrix1to2[23][24] = 3.95482519442279;
   fWeightMatrix1to2[24][24] = -2.8183935789326;
   fWeightMatrix1to2[25][24] = -2.08101656636564;
   fWeightMatrix1to2[26][24] = 1.49457051666917;
   fWeightMatrix1to2[27][24] = -2.85071978373799;
   fWeightMatrix1to2[28][24] = -1.66186199308136;
   fWeightMatrix1to2[29][24] = 0.339003237315522;
   fWeightMatrix1to2[0][25] = 1.0288970434529;
   fWeightMatrix1to2[1][25] = -0.247128193213626;
   fWeightMatrix1to2[2][25] = -1.77751677744812;
   fWeightMatrix1to2[3][25] = -0.893899079082465;
   fWeightMatrix1to2[4][25] = -2.04205296400401;
   fWeightMatrix1to2[5][25] = -1.53680446469768;
   fWeightMatrix1to2[6][25] = 0.708336406128414;
   fWeightMatrix1to2[7][25] = -1.12219830668351;
   fWeightMatrix1to2[8][25] = -0.472513044293537;
   fWeightMatrix1to2[9][25] = -2.4989185683262;
   fWeightMatrix1to2[10][25] = 1.55910598417266;
   fWeightMatrix1to2[11][25] = 2.75139321398141;
   fWeightMatrix1to2[12][25] = -0.083515009206204;
   fWeightMatrix1to2[13][25] = -0.553125506952567;
   fWeightMatrix1to2[14][25] = 0.275754901662812;
   fWeightMatrix1to2[15][25] = -4.34468851020409;
   fWeightMatrix1to2[16][25] = 0.0347175550523489;
   fWeightMatrix1to2[17][25] = 0.549815628467494;
   fWeightMatrix1to2[18][25] = -0.357830594983442;
   fWeightMatrix1to2[19][25] = -0.314524944400659;
   fWeightMatrix1to2[20][25] = 0.392213323135729;
   fWeightMatrix1to2[21][25] = -1.60730706583644;
   fWeightMatrix1to2[22][25] = 0.884548736400531;
   fWeightMatrix1to2[23][25] = 0.875708951540844;
   fWeightMatrix1to2[24][25] = 0.0730816786353017;
   fWeightMatrix1to2[25][25] = 2.12810439059698;
   fWeightMatrix1to2[26][25] = -1.83141970033308;
   fWeightMatrix1to2[27][25] = -1.1745461378963;
   fWeightMatrix1to2[28][25] = -0.708697818044006;
   fWeightMatrix1to2[29][25] = -1.59632121038955;
   fWeightMatrix1to2[0][26] = -7.30518187809874;
   fWeightMatrix1to2[1][26] = -6.17480454836876;
   fWeightMatrix1to2[2][26] = 5.96273007849479;
   fWeightMatrix1to2[3][26] = -7.39066744058517;
   fWeightMatrix1to2[4][26] = 1.31040387610004;
   fWeightMatrix1to2[5][26] = 0.111519183887792;
   fWeightMatrix1to2[6][26] = -4.45903108677137;
   fWeightMatrix1to2[7][26] = -0.626336060426276;
   fWeightMatrix1to2[8][26] = 1.82203635275844;
   fWeightMatrix1to2[9][26] = -3.11814089975581;
   fWeightMatrix1to2[10][26] = -2.46562374986035;
   fWeightMatrix1to2[11][26] = -1.4694327756865;
   fWeightMatrix1to2[12][26] = -1.01239698334042;
   fWeightMatrix1to2[13][26] = 2.60291663361648;
   fWeightMatrix1to2[14][26] = 2.2643380606278;
   fWeightMatrix1to2[15][26] = 3.93119062797426;
   fWeightMatrix1to2[16][26] = 1.11396700299601;
   fWeightMatrix1to2[17][26] = -1.57419125013353;
   fWeightMatrix1to2[18][26] = -2.74554521158978;
   fWeightMatrix1to2[19][26] = -1.65806013407944;
   fWeightMatrix1to2[20][26] = -3.98687346042824;
   fWeightMatrix1to2[21][26] = -1.72846257322666;
   fWeightMatrix1to2[22][26] = -3.42971287935919;
   fWeightMatrix1to2[23][26] = 3.32418756405076;
   fWeightMatrix1to2[24][26] = 2.50680203288205;
   fWeightMatrix1to2[25][26] = -0.82252479090638;
   fWeightMatrix1to2[26][26] = -1.1907283789538;
   fWeightMatrix1to2[27][26] = -3.78428827124036;
   fWeightMatrix1to2[28][26] = -5.1126950440809;
   fWeightMatrix1to2[29][26] = 5.22865384210263;
   fWeightMatrix1to2[0][27] = -1.18600305627328;
   fWeightMatrix1to2[1][27] = -1.09609067998555;
   fWeightMatrix1to2[2][27] = 1.20306832440091;
   fWeightMatrix1to2[3][27] = -0.60324772721742;
   fWeightMatrix1to2[4][27] = -2.048142754251;
   fWeightMatrix1to2[5][27] = 0.156235748907692;
   fWeightMatrix1to2[6][27] = 1.50677947411511;
   fWeightMatrix1to2[7][27] = -1.09099601607107;
   fWeightMatrix1to2[8][27] = 1.63772460471102;
   fWeightMatrix1to2[9][27] = -2.23205005824974;
   fWeightMatrix1to2[10][27] = -0.46860625074886;
   fWeightMatrix1to2[11][27] = -2.23834739710533;
   fWeightMatrix1to2[12][27] = -0.912556565742492;
   fWeightMatrix1to2[13][27] = 0.579346192888079;
   fWeightMatrix1to2[14][27] = -5.83478590958731;
   fWeightMatrix1to2[15][27] = -0.478149455840891;
   fWeightMatrix1to2[16][27] = 2.23504486943855;
   fWeightMatrix1to2[17][27] = -3.53084004450752;
   fWeightMatrix1to2[18][27] = -1.67263800997733;
   fWeightMatrix1to2[19][27] = -0.524302795136492;
   fWeightMatrix1to2[20][27] = -0.176834841487543;
   fWeightMatrix1to2[21][27] = -0.499100375517562;
   fWeightMatrix1to2[22][27] = 1.14791915145417;
   fWeightMatrix1to2[23][27] = -1.94052780440118;
   fWeightMatrix1to2[24][27] = -1.29428671663623;
   fWeightMatrix1to2[25][27] = -1.5056760194606;
   fWeightMatrix1to2[26][27] = -0.241393814665742;
   fWeightMatrix1to2[27][27] = 1.32855736566263;
   fWeightMatrix1to2[28][27] = -2.35448421733542;
   fWeightMatrix1to2[29][27] = -2.78966130614069;
   fWeightMatrix1to2[0][28] = -0.211964765022537;
   fWeightMatrix1to2[1][28] = -3.49180087154615;
   fWeightMatrix1to2[2][28] = 1.19009926573279;
   fWeightMatrix1to2[3][28] = -2.8411898363093;
   fWeightMatrix1to2[4][28] = -0.544309989005505;
   fWeightMatrix1to2[5][28] = 0.908897575046784;
   fWeightMatrix1to2[6][28] = -0.969185294682861;
   fWeightMatrix1to2[7][28] = 2.5389405468047;
   fWeightMatrix1to2[8][28] = -1.6187549435996;
   fWeightMatrix1to2[9][28] = -6.71495636026449e-05;
   fWeightMatrix1to2[10][28] = -1.28081360225077;
   fWeightMatrix1to2[11][28] = -2.59206157300625;
   fWeightMatrix1to2[12][28] = 1.67458918866463;
   fWeightMatrix1to2[13][28] = -0.0153341154511163;
   fWeightMatrix1to2[14][28] = -0.332786914416736;
   fWeightMatrix1to2[15][28] = -0.47472180550228;
   fWeightMatrix1to2[16][28] = 0.410770720317906;
   fWeightMatrix1to2[17][28] = 0.987273042801035;
   fWeightMatrix1to2[18][28] = -0.163902956377284;
   fWeightMatrix1to2[19][28] = 0.808643607599013;
   fWeightMatrix1to2[20][28] = 0.73362512415032;
   fWeightMatrix1to2[21][28] = -1.87491578678701;
   fWeightMatrix1to2[22][28] = -1.42390371459711;
   fWeightMatrix1to2[23][28] = -1.7440020767371;
   fWeightMatrix1to2[24][28] = 0.248702067553775;
   fWeightMatrix1to2[25][28] = 0.31700486535654;
   fWeightMatrix1to2[26][28] = -1.44750037017513;
   fWeightMatrix1to2[27][28] = 0.510787428508088;
   fWeightMatrix1to2[28][28] = 0.551565756338451;
   fWeightMatrix1to2[29][28] = 1.57560642544713;
   fWeightMatrix1to2[0][29] = -0.274552731945067;
   fWeightMatrix1to2[1][29] = 2.55424289284942;
   fWeightMatrix1to2[2][29] = 2.97028812259748;
   fWeightMatrix1to2[3][29] = 1.01054383474293;
   fWeightMatrix1to2[4][29] = -0.32367782856255;
   fWeightMatrix1to2[5][29] = 0.983698701841897;
   fWeightMatrix1to2[6][29] = 2.20310424507428;
   fWeightMatrix1to2[7][29] = -1.43528906395277;
   fWeightMatrix1to2[8][29] = -3.03829315197632;
   fWeightMatrix1to2[9][29] = 0.814368013694308;
   fWeightMatrix1to2[10][29] = 1.667419238587;
   fWeightMatrix1to2[11][29] = -0.544748442292389;
   fWeightMatrix1to2[12][29] = -1.49748470481812;
   fWeightMatrix1to2[13][29] = -1.64710658463986;
   fWeightMatrix1to2[14][29] = -1.32518915106183;
   fWeightMatrix1to2[15][29] = -1.4985208200757;
   fWeightMatrix1to2[16][29] = 0.457019058788484;
   fWeightMatrix1to2[17][29] = 0.772609059978811;
   fWeightMatrix1to2[18][29] = -2.41763605304552;
   fWeightMatrix1to2[19][29] = -2.0526527940057;
   fWeightMatrix1to2[20][29] = 0.700033465717076;
   fWeightMatrix1to2[21][29] = -2.01627990388656;
   fWeightMatrix1to2[22][29] = 1.45368306775612;
   fWeightMatrix1to2[23][29] = -0.447713815999071;
   fWeightMatrix1to2[24][29] = 0.799414000425938;
   fWeightMatrix1to2[25][29] = -0.0313466086735747;
   fWeightMatrix1to2[26][29] = -1.73103609642278;
   fWeightMatrix1to2[27][29] = 1.30630992706661;
   fWeightMatrix1to2[28][29] = 1.22003047630011;
   fWeightMatrix1to2[29][29] = 0.417703977080354;
   fWeightMatrix1to2[0][30] = 0.508332083379056;
   fWeightMatrix1to2[1][30] = -0.762735987714298;
   fWeightMatrix1to2[2][30] = -2.70205209843185;
   fWeightMatrix1to2[3][30] = 0.180127346901953;
   fWeightMatrix1to2[4][30] = 0.358511483680964;
   fWeightMatrix1to2[5][30] = 0.220433705239684;
   fWeightMatrix1to2[6][30] = -0.774058586608138;
   fWeightMatrix1to2[7][30] = -1.41014010175622;
   fWeightMatrix1to2[8][30] = -1.01791792146724;
   fWeightMatrix1to2[9][30] = -1.94331919109183;
   fWeightMatrix1to2[10][30] = 1.25484613574819;
   fWeightMatrix1to2[11][30] = -0.926902422353638;
   fWeightMatrix1to2[12][30] = -0.546899421825487;
   fWeightMatrix1to2[13][30] = -2.14502707659995;
   fWeightMatrix1to2[14][30] = -1.01085057886312;
   fWeightMatrix1to2[15][30] = -2.65128694627521;
   fWeightMatrix1to2[16][30] = -0.704670600509546;
   fWeightMatrix1to2[17][30] = -1.64553523770941;
   fWeightMatrix1to2[18][30] = -0.536828728850677;
   fWeightMatrix1to2[19][30] = -0.64778443481618;
   fWeightMatrix1to2[20][30] = -1.85094624082246;
   fWeightMatrix1to2[21][30] = -0.177841413534117;
   fWeightMatrix1to2[22][30] = 0.563255980752957;
   fWeightMatrix1to2[23][30] = -0.0624136998074827;
   fWeightMatrix1to2[24][30] = -1.46536839834117;
   fWeightMatrix1to2[25][30] = -1.25083941213369;
   fWeightMatrix1to2[26][30] = -4.30089093806134;
   fWeightMatrix1to2[27][30] = 0.445026505461852;
   fWeightMatrix1to2[28][30] = -1.80922900955784;
   fWeightMatrix1to2[29][30] = -2.49418820542255;
   // weight matrix from layer 2 to 3
   fWeightMatrix2to3[0][0] = -2.0927715893949;
   fWeightMatrix2to3[0][1] = -3.26891382227614;
   fWeightMatrix2to3[0][2] = -5.02970103075036;
   fWeightMatrix2to3[0][3] = -3.68384431962559;
   fWeightMatrix2to3[0][4] = 5.00104933943349;
   fWeightMatrix2to3[0][5] = 1.09950223067267;
   fWeightMatrix2to3[0][6] = 1.57639103928146;
   fWeightMatrix2to3[0][7] = -1.20674738848797;
   fWeightMatrix2to3[0][8] = -4.35320173160836;
   fWeightMatrix2to3[0][9] = -1.65547074286471;
   fWeightMatrix2to3[0][10] = 4.70022000495897;
   fWeightMatrix2to3[0][11] = 2.09537761560734;
   fWeightMatrix2to3[0][12] = 2.79457689357077;
   fWeightMatrix2to3[0][13] = -6.9423287910211;
   fWeightMatrix2to3[0][14] = 1.49849158410684;
   fWeightMatrix2to3[0][15] = -3.069282317693;
   fWeightMatrix2to3[0][16] = -4.14876871069652;
   fWeightMatrix2to3[0][17] = -3.43030440795966;
   fWeightMatrix2to3[0][18] = 2.58406548495473;
   fWeightMatrix2to3[0][19] = 0.915960056932684;
   fWeightMatrix2to3[0][20] = -2.28947900010572;
   fWeightMatrix2to3[0][21] = -0.315124969785733;
   fWeightMatrix2to3[0][22] = -1.93651166241521;
   fWeightMatrix2to3[0][23] = 5.26864249402667;
   fWeightMatrix2to3[0][24] = -3.21016574974047;
   fWeightMatrix2to3[0][25] = 2.24791679462778;
   fWeightMatrix2to3[0][26] = -5.47936487154347;
   fWeightMatrix2to3[0][27] = 1.82397464051091;
   fWeightMatrix2to3[0][28] = -3.20622582433946;
   fWeightMatrix2to3[0][29] = 0.562020216297628;
   fWeightMatrix2to3[0][30] = -2.30754054971162;
}

inline double ReadProton_Upstream_TMVA::GetMvaValue__( const std::vector<double>& inputValues ) const
{
   if (inputValues.size() != (unsigned int)fLayerSize[0]-1) {
      std::cout << "Input vector needs to be of size " << fLayerSize[0]-1 << std::endl;
      return 0;
   }

   std::array<double, 20> fWeights0 {{}};
   std::array<double, 31> fWeights1 {{}};
   std::array<double, 31> fWeights2 {{}};
   std::array<double, 1> fWeights3 {{}};
   fWeights0.back() = 1.;
   fWeights1.back() = 1.;
   fWeights2.back() = 1.;

   for (int i=0; i<fLayerSize[0]-1; i++)
      fWeights0[i]=inputValues[i];

   // layer 0 to 1
   for (int o=0; o<fLayerSize[1]-1; o++) {
      for (int i=0; i<fLayerSize[0]; i++) {
         double inputVal = fWeightMatrix0to1[o][i] * fWeights0[i];
         fWeights1[o] += inputVal;
      } // loop over i
      fWeights1[o] = ActivationFnc(fWeights1[o]);
   } // loop over o
   // layer 1 to 2
   for (int o=0; o<fLayerSize[2]-1; o++) {
      for (int i=0; i<fLayerSize[1]; i++) {
         double inputVal = fWeightMatrix1to2[o][i] * fWeights1[i];
         fWeights2[o] += inputVal;
      } // loop over i
      fWeights2[o] = ActivationFnc(fWeights2[o]);
   } // loop over o
   // layer 2 to 3
   for (int o=0; o<fLayerSize[3]; o++) {
      for (int i=0; i<fLayerSize[2]; i++) {
         double inputVal = fWeightMatrix2to3[o][i] * fWeights2[i];
         fWeights3[o] += inputVal;
      } // loop over i
      fWeights3[o] = OutputActivationFnc(fWeights3[o]);
   } // loop over o

   return fWeights3[0];
}

double ReadProton_Upstream_TMVA::ActivationFnc(double x) const {
   // sigmoid
   return 1.0/(1.0+exp(-x));
}
double ReadProton_Upstream_TMVA::OutputActivationFnc(double x) const {
   // sigmoid
   return 1.0/(1.0+exp(-x));
}
   
// Clean up
inline void ReadProton_Upstream_TMVA::Clear() 
{
}
   inline double ReadProton_Upstream_TMVA::GetMvaValue( const std::vector<double>& inputValues ) const
   {
      // classifier response value
      double retval = 0;

      // classifier response, sanity check first
      if (!IsStatusClean()) {
         std::cout << "Problem in class \"" << fClassName << "\": cannot return classifier response"
                   << " because status is dirty" << std::endl;
         retval = 0;
      }
      else {
         if (IsNormalised()) {
            // normalise variables
            std::vector<double> iV;
            iV.reserve(inputValues.size());
            int ivar = 0;
            for (std::vector<double>::const_iterator varIt = inputValues.begin();
                 varIt != inputValues.end(); varIt++, ivar++) {
               iV.push_back(NormVariable( *varIt, fVmin[ivar], fVmax[ivar] ));
            }
            Transform( iV, -1 );
            retval = GetMvaValue__( iV );
         }
         else {
            std::vector<double> iV;
            int ivar = 0;
            for (std::vector<double>::const_iterator varIt = inputValues.begin();
                 varIt != inputValues.end(); varIt++, ivar++) {
               iV.push_back(*varIt);
            }
            Transform( iV, -1 );
            retval = GetMvaValue__( iV );
         }
      }

      return retval;
   }

//_______________________________________________________________________
inline void ReadProton_Upstream_TMVA::InitTransform_1()
{
   // Normalization transformation, initialisation
   fMin_1[0][0] = 368.309997559;
   fMax_1[0][0] = 4901174;
   fMin_1[1][0] = 277.75;
   fMax_1[1][0] = 4997096.5;
   fMin_1[2][0] = 277.75;
   fMax_1[2][0] = 4997096.5;
   fMin_1[0][1] = 34.3856506348;
   fMax_1[0][1] = 625315.75;
   fMin_1[1][1] = 21.1332626343;
   fMax_1[1][1] = 958597.4375;
   fMin_1[2][1] = 21.1332626343;
   fMax_1[2][1] = 958597.4375;
   fMin_1[0][2] = 0.000980090582743;
   fMax_1[0][2] = 2.99907183647;
   fMin_1[1][2] = 1.89614329429e-05;
   fMax_1[1][2] = 2.9998061657;
   fMin_1[2][2] = 1.89614329429e-05;
   fMax_1[2][2] = 2.9998061657;
   fMin_1[0][3] = 2;
   fMax_1[0][3] = 41;
   fMin_1[1][3] = 2;
   fMax_1[1][3] = 43;
   fMin_1[2][3] = 2;
   fMax_1[2][3] = 43;
   fMin_1[0][4] = 0.000851631164551;
   fMax_1[0][4] = 0.999591231346;
   fMin_1[1][4] = 0.000476181507111;
   fMax_1[1][4] = 0.999983251095;
   fMin_1[2][4] = 0.000476181507111;
   fMax_1[2][4] = 0.999983251095;
   fMin_1[0][5] = 4.87877720445e-08;
   fMax_1[0][5] = 96.5581436157;
   fMin_1[1][5] = 1.37435993142e-10;
   fMax_1[1][5] = 95.0446014404;
   fMin_1[2][5] = 1.37435993142e-10;
   fMax_1[2][5] = 96.5581436157;
   fMin_1[0][6] = -1;
   fMax_1[0][6] = 37;
   fMin_1[1][6] = -1;
   fMax_1[1][6] = 37;
   fMin_1[2][6] = -1;
   fMax_1[2][6] = 37;
   fMin_1[0][7] = 0;
   fMax_1[0][7] = 1;
   fMin_1[1][7] = 0;
   fMax_1[1][7] = 1;
   fMin_1[2][7] = 0;
   fMax_1[2][7] = 1;
   fMin_1[0][8] = 0;
   fMax_1[0][8] = 1;
   fMin_1[1][8] = 0;
   fMax_1[1][8] = 1;
   fMin_1[2][8] = 0;
   fMax_1[2][8] = 1;
   fMin_1[0][9] = 0;
   fMax_1[0][9] = 1;
   fMin_1[1][9] = 0;
   fMax_1[1][9] = 1;
   fMin_1[2][9] = 0;
   fMax_1[2][9] = 1;
   fMin_1[0][10] = 0;
   fMax_1[0][10] = 1;
   fMin_1[1][10] = 0;
   fMax_1[1][10] = 1;
   fMin_1[2][10] = 0;
   fMax_1[2][10] = 1;
   fMin_1[0][11] = -999;
   fMax_1[0][11] = 29.8034992218;
   fMin_1[1][11] = -999;
   fMax_1[1][11] = 101.566398621;
   fMin_1[2][11] = -999;
   fMax_1[2][11] = 101.566398621;
   fMin_1[0][12] = -999;
   fMax_1[0][12] = 21.0827999115;
   fMin_1[1][12] = -999;
   fMax_1[1][12] = 66.0765991211;
   fMin_1[2][12] = -999;
   fMax_1[2][12] = 66.0765991211;
   fMin_1[0][13] = -999;
   fMax_1[0][13] = 42.8073005676;
   fMin_1[1][13] = -999;
   fMax_1[1][13] = 80.8061981201;
   fMin_1[2][13] = -999;
   fMax_1[2][13] = 80.8061981201;
   fMin_1[0][14] = -999;
   fMax_1[0][14] = 54.4984016418;
   fMin_1[1][14] = -999;
   fMax_1[1][14] = 66.4595031738;
   fMin_1[2][14] = -999;
   fMax_1[2][14] = 66.4595031738;
   fMin_1[0][15] = -999;
   fMax_1[0][15] = 45.1726989746;
   fMin_1[1][15] = -999;
   fMax_1[1][15] = 71.3443984985;
   fMin_1[2][15] = -999;
   fMax_1[2][15] = 71.3443984985;
   fMin_1[0][16] = -999;
   fMax_1[0][16] = 46.2112007141;
   fMin_1[1][16] = -999;
   fMax_1[1][16] = 45.6553001404;
   fMin_1[2][16] = -999;
   fMax_1[2][16] = 46.2112007141;
   fMin_1[0][17] = 0;
   fMax_1[0][17] = 1;
   fMin_1[1][17] = 0;
   fMax_1[1][17] = 1;
   fMin_1[2][17] = 0;
   fMax_1[2][17] = 1;
   fMin_1[0][18] = -999;
   fMax_1[0][18] = 4.79148387909;
   fMin_1[1][18] = -999;
   fMax_1[1][18] = 4.79148387909;
   fMin_1[2][18] = -999;
   fMax_1[2][18] = 4.79148387909;
}

//_______________________________________________________________________
inline void ReadProton_Upstream_TMVA::Transform_1( std::vector<double>& iv, int cls) const
{
   // Normalization transformation
   if (cls < 0 || cls > 2) {
   if (2 > 1 ) cls = 2;
      else cls = 2;
   }
   const int nVar = 19;

   // get indices of used variables

   // define the indices of the variables which are transformed by this transformation
   static std::vector<int> indicesGet;
   static std::vector<int> indicesPut;

   if ( indicesGet.empty() ) { 
      indicesGet.reserve(fNvars);
      indicesGet.push_back( 0);
      indicesGet.push_back( 1);
      indicesGet.push_back( 2);
      indicesGet.push_back( 3);
      indicesGet.push_back( 4);
      indicesGet.push_back( 5);
      indicesGet.push_back( 6);
      indicesGet.push_back( 7);
      indicesGet.push_back( 8);
      indicesGet.push_back( 9);
      indicesGet.push_back( 10);
      indicesGet.push_back( 11);
      indicesGet.push_back( 12);
      indicesGet.push_back( 13);
      indicesGet.push_back( 14);
      indicesGet.push_back( 15);
      indicesGet.push_back( 16);
      indicesGet.push_back( 17);
      indicesGet.push_back( 18);
   } 
   if ( indicesPut.empty() ) { 
      indicesPut.reserve(fNvars);
      indicesPut.push_back( 0);
      indicesPut.push_back( 1);
      indicesPut.push_back( 2);
      indicesPut.push_back( 3);
      indicesPut.push_back( 4);
      indicesPut.push_back( 5);
      indicesPut.push_back( 6);
      indicesPut.push_back( 7);
      indicesPut.push_back( 8);
      indicesPut.push_back( 9);
      indicesPut.push_back( 10);
      indicesPut.push_back( 11);
      indicesPut.push_back( 12);
      indicesPut.push_back( 13);
      indicesPut.push_back( 14);
      indicesPut.push_back( 15);
      indicesPut.push_back( 16);
      indicesPut.push_back( 17);
      indicesPut.push_back( 18);
   } 

   static std::vector<double> dv;
   dv.resize(nVar);
   for (int ivar=0; ivar<nVar; ivar++) dv[ivar] = iv[indicesGet.at(ivar)];
   for (int ivar=0;ivar<19;ivar++) {
      double offset = fMin_1[cls][ivar];
      double scale  = 1.0/(fMax_1[cls][ivar]-fMin_1[cls][ivar]);
      iv[indicesPut.at(ivar)] = (dv[ivar]-offset)*scale * 2 - 1;
   }
}

//_______________________________________________________________________
inline void ReadProton_Upstream_TMVA::InitTransform()
{
   InitTransform_1();
}

//_______________________________________________________________________
inline void ReadProton_Upstream_TMVA::Transform( std::vector<double>& iv, int sigOrBgd ) const
{
   Transform_1( iv, sigOrBgd );
}