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

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

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

Method         : MLP::Pion_Downstream_TMVA
TMVA Release   : 4.2.0         [262656]
ROOT Release   : 6.02/01       [393729]
Creator        : jonesc
Date           : Sun Feb  7 15:31:48 2016
Host           : Linux lcgapp-slc6-physical1.cern.ch 2.6.32-431.29.2.el6.x86_64 #1 SMP Wed Sep 10 11:13:12 CEST 2014 x86_64 x86_64 x86_64 GNU/Linux
Dir            : /var/pcfst/r03/lhcb/jonesc/ANNPID/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Downstream
Training events: 2070641
Analysis type  : [Classification]


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

# Set by User:
NCycles: "750" [Number of training cycles]
HiddenLayers: "40" [Specification of hidden layer architecture]
NeuronType: "tanh" [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 29
TrackP                        TrackP                        TrackP                        TrackP                                                          'F'    [1128.9699707,2104797.5]
TrackPt                       TrackPt                       TrackPt                       TrackPt                                                         'F'    [0.757160842419,68115.1796875]
TrackChi2PerDof               TrackChi2PerDof               TrackChi2PerDof               TrackChi2PerDof                                                 'F'    [0.0221425648779,3.9998562336]
TrackNumDof                   TrackNumDof                   TrackNumDof                   TrackNumDof                                                     'I'    [5,31]
TrackGhostProbability         TrackGhostProbability         TrackGhostProbability         TrackGhostProbability                                           'F'    [6.29367423244e-05,0.39999589324]
TrackFitTChi2                 TrackFitTChi2                 TrackFitTChi2                 TrackFitTChi2                                                   'F'    [0.000378800497856,79.4576568604]
TrackFitTNDoF                 TrackFitTNDoF                 TrackFitTNDoF                 TrackFitTNDoF                                                   'I'    [1,27]
RichUsedR1Gas                 RichUsedR1Gas                 RichUsedR1Gas                 RichUsedR1Gas                                                   'I'    [0,1]
RichUsedR2Gas                 RichUsedR2Gas                 RichUsedR2Gas                 RichUsedR2Gas                                                   'I'    [0,1]
RichAbovePiThres              RichAbovePiThres              RichAbovePiThres              RichAbovePiThres                                                'I'    [0,1]
RichAboveKaThres              RichAboveKaThres              RichAboveKaThres              RichAboveKaThres                                                'I'    [0,1]
RichDLLe                      RichDLLe                      RichDLLe                      RichDLLe                                                        'F'    [-999,170.319702148]
RichDLLmu                     RichDLLmu                     RichDLLmu                     RichDLLmu                                                       'F'    [-999,119.505096436]
RichDLLk                      RichDLLk                      RichDLLk                      RichDLLk                                                        'F'    [-999,158.696304321]
RichDLLp                      RichDLLp                      RichDLLp                      RichDLLp                                                        'F'    [-999,121.268501282]
RichDLLbt                     RichDLLbt                     RichDLLbt                     RichDLLbt                                                       'F'    [-999,72.5792007446]
MuonBkgLL                     MuonBkgLL                     MuonBkgLL                     MuonBkgLL                                                       'F'    [-999,0.0247000008821]
MuonMuLL                      MuonMuLL                      MuonMuLL                      MuonMuLL                                                        'F'    [-999,0]
MuonIsMuon                    MuonIsMuon                    MuonIsMuon                    MuonIsMuon                                                      'I'    [0,1]
MuonNShared                   MuonNShared                   MuonNShared                   MuonNShared                                                     'I'    [0,36]
InAccMuon                     InAccMuon                     InAccMuon                     InAccMuon                                                       'I'    [0,1]
MuonIsLooseMuon               MuonIsLooseMuon               MuonIsLooseMuon               MuonIsLooseMuon                                                 'I'    [0,1]
InAccEcal                     InAccEcal                     InAccEcal                     InAccEcal                                                       'I'    [0,1]
EcalPIDe                      EcalPIDe                      EcalPIDe                      EcalPIDe                                                        'F'    [-999,4.34127378464]
EcalPIDmu                     EcalPIDmu                     EcalPIDmu                     EcalPIDmu                                                       'F'    [-999,2.64517307281]
InAccHcal                     InAccHcal                     InAccHcal                     InAccHcal                                                       'I'    [0,1]
HcalPIDe                      HcalPIDe                      HcalPIDe                      HcalPIDe                                                        'F'    [-999,3.00366544724]
HcalPIDmu                     HcalPIDmu                     HcalPIDmu                     HcalPIDmu                                                       'F'    [-999,2.61016368866]
PrsPIDe                       PrsPIDe                       PrsPIDe                       PrsPIDe                                                         'F'    [-999,3.46313500404]
NSpec 0


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

#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 ReadPion_Downstream_TMVA : public IClassifierReader {

 public:

   // constructor
   ReadPion_Downstream_TMVA( std::vector<std::string>& theInputVars ) 
      : IClassifierReader(),
        fClassName( "ReadPion_Downstream_TMVA" ),
        fNvars( 29 ),
        fIsNormalised( false )
   {      
      // the training input variables
      const char* inputVars[] = { "TrackP", "TrackPt", "TrackChi2PerDof", "TrackNumDof", "TrackGhostProbability", "TrackFitTChi2", "TrackFitTNDoF", "RichUsedR1Gas", "RichUsedR2Gas", "RichAbovePiThres", "RichAboveKaThres", "RichDLLe", "RichDLLmu", "RichDLLk", "RichDLLp", "RichDLLbt", "MuonBkgLL", "MuonMuLL", "MuonIsMuon", "MuonNShared", "InAccMuon", "MuonIsLooseMuon", "InAccEcal", "EcalPIDe", "EcalPIDmu", "InAccHcal", "HcalPIDe", "HcalPIDmu", "PrsPIDe" };

      // 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] = 1;
      fVmin[2] = -1;
      fVmax[2] = 1;
      fVmin[3] = -1;
      fVmax[3] = 1;
      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] = 1;
      fVmin[13] = -1;
      fVmax[13] = 1;
      fVmin[14] = -1;
      fVmax[14] = 1;
      fVmin[15] = -1;
      fVmax[15] = 1;
      fVmin[16] = -1;
      fVmax[16] = 0.99999988079071;
      fVmin[17] = -1;
      fVmax[17] = 1;
      fVmin[18] = -1;
      fVmax[18] = 1;
      fVmin[19] = -1;
      fVmax[19] = 1;
      fVmin[20] = -1;
      fVmax[20] = 1;
      fVmin[21] = -1;
      fVmax[21] = 1;
      fVmin[22] = -1;
      fVmax[22] = 1;
      fVmin[23] = -1;
      fVmax[23] = 1;
      fVmin[24] = -1;
      fVmax[24] = 1;
      fVmin[25] = -1;
      fVmax[25] = 1;
      fVmin[26] = -1;
      fVmax[26] = 1;
      fVmin[27] = -1;
      fVmax[27] = 1;
      fVmin[28] = -1;
      fVmax[28] = 0.99999988079071;

      // 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] = 'F';
      fType[18] = 'I';
      fType[19] = 'I';
      fType[20] = 'I';
      fType[21] = 'I';
      fType[22] = 'I';
      fType[23] = 'F';
      fType[24] = 'F';
      fType[25] = 'I';
      fType[26] = 'F';
      fType[27] = 'F';
      fType[28] = 'F';

      // initialize constants
      Initialize();

      // initialize transformation
      InitTransform();
   }

   // destructor
   virtual ~ReadPion_Downstream_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][29];
   double fMax_1[3][29];
   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[29];
   double fVmax[29];
   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[29];

   // 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[3];
   double fWeightMatrix0to1[41][30];   // weight matrix from layer 0 to 1
   double fWeightMatrix1to2[1][41];   // weight matrix from layer 1 to 2

   double * fWeights[3];
};

inline void ReadPion_Downstream_TMVA::Initialize()
{
   // build network structure
   fLayers = 3;
   fLayerSize[0] = 30; fWeights[0] = new double[30]; 
   fLayerSize[1] = 41; fWeights[1] = new double[41]; 
   fLayerSize[2] = 1; fWeights[2] = new double[1]; 
   // weight matrix from layer 0 to 1
   fWeightMatrix0to1[0][0] = 2.19378737531694;
   fWeightMatrix0to1[1][0] = 0.77117101634557;
   fWeightMatrix0to1[2][0] = 4.89536298307878;
   fWeightMatrix0to1[3][0] = 2.39593994071477;
   fWeightMatrix0to1[4][0] = 7.03431126849664;
   fWeightMatrix0to1[5][0] = 0.545238134269163;
   fWeightMatrix0to1[6][0] = -1.04825444860262;
   fWeightMatrix0to1[7][0] = 2.01290739221253;
   fWeightMatrix0to1[8][0] = -0.998455290736139;
   fWeightMatrix0to1[9][0] = -18.1550238868605;
   fWeightMatrix0to1[10][0] = -1.01041015112854;
   fWeightMatrix0to1[11][0] = -4.85214319216751;
   fWeightMatrix0to1[12][0] = -5.86392639231908;
   fWeightMatrix0to1[13][0] = 0.348935907037349;
   fWeightMatrix0to1[14][0] = -0.755553387586187;
   fWeightMatrix0to1[15][0] = 0.987956335035219;
   fWeightMatrix0to1[16][0] = 6.89110770290983;
   fWeightMatrix0to1[17][0] = -2.37014211314271;
   fWeightMatrix0to1[18][0] = 2.40255284975555;
   fWeightMatrix0to1[19][0] = -14.1895574308924;
   fWeightMatrix0to1[20][0] = 0.217305919936711;
   fWeightMatrix0to1[21][0] = 1.80843558184358;
   fWeightMatrix0to1[22][0] = 1.29562134730119;
   fWeightMatrix0to1[23][0] = -1.77376042051673;
   fWeightMatrix0to1[24][0] = -3.02173621253009;
   fWeightMatrix0to1[25][0] = -0.233406778060703;
   fWeightMatrix0to1[26][0] = 3.72134493751923;
   fWeightMatrix0to1[27][0] = -10.6442441937039;
   fWeightMatrix0to1[28][0] = -1.15971307623193;
   fWeightMatrix0to1[29][0] = 1.05368011122127;
   fWeightMatrix0to1[30][0] = 4.26909051631256;
   fWeightMatrix0to1[31][0] = 1.99580649534273;
   fWeightMatrix0to1[32][0] = 0.49304835464465;
   fWeightMatrix0to1[33][0] = 2.0394900922137;
   fWeightMatrix0to1[34][0] = -3.42808646939822;
   fWeightMatrix0to1[35][0] = -10.6297490683487;
   fWeightMatrix0to1[36][0] = -1.87075400608568;
   fWeightMatrix0to1[37][0] = -0.662727088858322;
   fWeightMatrix0to1[38][0] = 5.30396144920143;
   fWeightMatrix0to1[39][0] = 7.0544718952514;
   fWeightMatrix0to1[0][1] = 27.6629335639268;
   fWeightMatrix0to1[1][1] = -1.83609467934993;
   fWeightMatrix0to1[2][1] = 7.5348378122632;
   fWeightMatrix0to1[3][1] = 3.19888230039174;
   fWeightMatrix0to1[4][1] = -9.93124503056455;
   fWeightMatrix0to1[5][1] = -1.0016745217118;
   fWeightMatrix0to1[6][1] = 0.118206102389521;
   fWeightMatrix0to1[7][1] = -0.618670087060553;
   fWeightMatrix0to1[8][1] = -0.34317329260291;
   fWeightMatrix0to1[9][1] = -12.3378552249255;
   fWeightMatrix0to1[10][1] = 3.71108726104798;
   fWeightMatrix0to1[11][1] = 9.46053426180705;
   fWeightMatrix0to1[12][1] = -8.26693826748459;
   fWeightMatrix0to1[13][1] = 4.63550096249653;
   fWeightMatrix0to1[14][1] = -1.548935275579;
   fWeightMatrix0to1[15][1] = 3.19575113156776;
   fWeightMatrix0to1[16][1] = 17.0135994972836;
   fWeightMatrix0to1[17][1] = -23.4353984025098;
   fWeightMatrix0to1[18][1] = -0.627099028813428;
   fWeightMatrix0to1[19][1] = -7.18373044236991;
   fWeightMatrix0to1[20][1] = -1.0802388448936;
   fWeightMatrix0to1[21][1] = -13.7211312028978;
   fWeightMatrix0to1[22][1] = -0.461579963708109;
   fWeightMatrix0to1[23][1] = 1.82301033103938;
   fWeightMatrix0to1[24][1] = -2.57370107629701;
   fWeightMatrix0to1[25][1] = -2.55014000939531;
   fWeightMatrix0to1[26][1] = -1.71986047177105;
   fWeightMatrix0to1[27][1] = -14.7439910188052;
   fWeightMatrix0to1[28][1] = -1.88351010860012;
   fWeightMatrix0to1[29][1] = 0.949938919936012;
   fWeightMatrix0to1[30][1] = 5.41446221064048;
   fWeightMatrix0to1[31][1] = -0.843014759583919;
   fWeightMatrix0to1[32][1] = 7.20995777227979;
   fWeightMatrix0to1[33][1] = 4.38796745843212;
   fWeightMatrix0to1[34][1] = 17.1202076326946;
   fWeightMatrix0to1[35][1] = 30.8766876604775;
   fWeightMatrix0to1[36][1] = -2.33823964110766;
   fWeightMatrix0to1[37][1] = -4.03206876288541;
   fWeightMatrix0to1[38][1] = 12.4636623543048;
   fWeightMatrix0to1[39][1] = 22.6896990794247;
   fWeightMatrix0to1[0][2] = 0.722426059148722;
   fWeightMatrix0to1[1][2] = -0.0375767975560121;
   fWeightMatrix0to1[2][2] = -0.00316172407523295;
   fWeightMatrix0to1[3][2] = -0.018167134173546;
   fWeightMatrix0to1[4][2] = 0.231692045717475;
   fWeightMatrix0to1[5][2] = -0.941623445146656;
   fWeightMatrix0to1[6][2] = 0.553497319806588;
   fWeightMatrix0to1[7][2] = -1.08662937804894;
   fWeightMatrix0to1[8][2] = 0.164030428711589;
   fWeightMatrix0to1[9][2] = 0.534176723147432;
   fWeightMatrix0to1[10][2] = 0.663335761762991;
   fWeightMatrix0to1[11][2] = -1.97336346715352;
   fWeightMatrix0to1[12][2] = 0.617672585038686;
   fWeightMatrix0to1[13][2] = -0.430131679362087;
   fWeightMatrix0to1[14][2] = 0.304159106606074;
   fWeightMatrix0to1[15][2] = 2.73595052590773;
   fWeightMatrix0to1[16][2] = 0.231196580639058;
   fWeightMatrix0to1[17][2] = 0.747611668105456;
   fWeightMatrix0to1[18][2] = -3.68026627195633;
   fWeightMatrix0to1[19][2] = 0.819619588794784;
   fWeightMatrix0to1[20][2] = 0.134785128456679;
   fWeightMatrix0to1[21][2] = -3.53252789392703;
   fWeightMatrix0to1[22][2] = 0.701187578479455;
   fWeightMatrix0to1[23][2] = 1.09479025616519;
   fWeightMatrix0to1[24][2] = -6.27357129218145;
   fWeightMatrix0to1[25][2] = 0.837192691748897;
   fWeightMatrix0to1[26][2] = -1.07742222752819;
   fWeightMatrix0to1[27][2] = 1.0673278451577;
   fWeightMatrix0to1[28][2] = 0.217839608732314;
   fWeightMatrix0to1[29][2] = -0.886768816550139;
   fWeightMatrix0to1[30][2] = 1.00849523718407;
   fWeightMatrix0to1[31][2] = 0.14207279175103;
   fWeightMatrix0to1[32][2] = -0.321623898183567;
   fWeightMatrix0to1[33][2] = -1.6953300740416;
   fWeightMatrix0to1[34][2] = -0.982923238315134;
   fWeightMatrix0to1[35][2] = 0.0682767698377489;
   fWeightMatrix0to1[36][2] = -1.07626235968342;
   fWeightMatrix0to1[37][2] = -2.19828322119685;
   fWeightMatrix0to1[38][2] = 3.24183324515529;
   fWeightMatrix0to1[39][2] = 0.360475785442933;
   fWeightMatrix0to1[0][3] = -2.03992973912808;
   fWeightMatrix0to1[1][3] = 0.7125070811073;
   fWeightMatrix0to1[2][3] = 0.132931853834265;
   fWeightMatrix0to1[3][3] = -0.81999592754947;
   fWeightMatrix0to1[4][3] = -0.038035500124242;
   fWeightMatrix0to1[5][3] = 2.03489977011725;
   fWeightMatrix0to1[6][3] = 0.770654054882458;
   fWeightMatrix0to1[7][3] = 1.47197437690728;
   fWeightMatrix0to1[8][3] = -1.83997335162846;
   fWeightMatrix0to1[9][3] = -2.70390559108627;
   fWeightMatrix0to1[10][3] = -0.398082990791291;
   fWeightMatrix0to1[11][3] = 2.78793346035049;
   fWeightMatrix0to1[12][3] = -1.24638291982098;
   fWeightMatrix0to1[13][3] = -1.61172438974737;
   fWeightMatrix0to1[14][3] = -0.545130448222593;
   fWeightMatrix0to1[15][3] = 0.420117543564794;
   fWeightMatrix0to1[16][3] = 0.688381857712037;
   fWeightMatrix0to1[17][3] = -0.967371819703812;
   fWeightMatrix0to1[18][3] = 0.995306341323732;
   fWeightMatrix0to1[19][3] = -1.23314686152421;
   fWeightMatrix0to1[20][3] = 0.534705719408635;
   fWeightMatrix0to1[21][3] = 4.64973430863664;
   fWeightMatrix0to1[22][3] = -1.3798248811675;
   fWeightMatrix0to1[23][3] = -0.679890393758186;
   fWeightMatrix0to1[24][3] = 4.10662679534638;
   fWeightMatrix0to1[25][3] = 3.96879540663963;
   fWeightMatrix0to1[26][3] = 4.19129440411054;
   fWeightMatrix0to1[27][3] = -0.199599610817246;
   fWeightMatrix0to1[28][3] = -5.68149665061331;
   fWeightMatrix0to1[29][3] = 1.13815774348436;
   fWeightMatrix0to1[30][3] = -0.0330012997914769;
   fWeightMatrix0to1[31][3] = -0.312330400679413;
   fWeightMatrix0to1[32][3] = 0.233632364339862;
   fWeightMatrix0to1[33][3] = 1.33114221259861;
   fWeightMatrix0to1[34][3] = 0.580613191422669;
   fWeightMatrix0to1[35][3] = 1.73240657476111;
   fWeightMatrix0to1[36][3] = 0.826990542871294;
   fWeightMatrix0to1[37][3] = -0.277777328155605;
   fWeightMatrix0to1[38][3] = -2.71863424212343;
   fWeightMatrix0to1[39][3] = 2.94086598216873;
   fWeightMatrix0to1[0][4] = 0.890829898863861;
   fWeightMatrix0to1[1][4] = 0.323437298337927;
   fWeightMatrix0to1[2][4] = -3.87011675942923;
   fWeightMatrix0to1[3][4] = -4.36829315246646;
   fWeightMatrix0to1[4][4] = 1.16261741991958;
   fWeightMatrix0to1[5][4] = 1.57669007174932;
   fWeightMatrix0to1[6][4] = -0.406508011463011;
   fWeightMatrix0to1[7][4] = -0.571015838729907;
   fWeightMatrix0to1[8][4] = 4.52085551452977;
   fWeightMatrix0to1[9][4] = -0.358805520900437;
   fWeightMatrix0to1[10][4] = 0.70822836975363;
   fWeightMatrix0to1[11][4] = -0.392924541743887;
   fWeightMatrix0to1[12][4] = -0.654381408045302;
   fWeightMatrix0to1[13][4] = -0.875120842892303;
   fWeightMatrix0to1[14][4] = 0.0893567210832876;
   fWeightMatrix0to1[15][4] = 0.249993525147483;
   fWeightMatrix0to1[16][4] = 2.42482124638267;
   fWeightMatrix0to1[17][4] = 4.11298905134741;
   fWeightMatrix0to1[18][4] = -0.569599842422315;
   fWeightMatrix0to1[19][4] = 0.463749914464596;
   fWeightMatrix0to1[20][4] = -0.0941753122272424;
   fWeightMatrix0to1[21][4] = -0.0325480102639016;
   fWeightMatrix0to1[22][4] = -0.00410072782638115;
   fWeightMatrix0to1[23][4] = 2.77369786650863;
   fWeightMatrix0to1[24][4] = 0.196210096844202;
   fWeightMatrix0to1[25][4] = 0.320498272642302;
   fWeightMatrix0to1[26][4] = -0.0603613243759426;
   fWeightMatrix0to1[27][4] = -0.671455234691685;
   fWeightMatrix0to1[28][4] = 0.300773376711446;
   fWeightMatrix0to1[29][4] = -0.536706403269329;
   fWeightMatrix0to1[30][4] = -1.04457732139125;
   fWeightMatrix0to1[31][4] = 0.153812513943302;
   fWeightMatrix0to1[32][4] = -0.0935366076887285;
   fWeightMatrix0to1[33][4] = 0.821280243837823;
   fWeightMatrix0to1[34][4] = -2.08990043243187;
   fWeightMatrix0to1[35][4] = 0.0277099698073226;
   fWeightMatrix0to1[36][4] = 1.82332262321459;
   fWeightMatrix0to1[37][4] = -0.14915021426783;
   fWeightMatrix0to1[38][4] = 3.11623041029656;
   fWeightMatrix0to1[39][4] = -0.0966968540299672;
   fWeightMatrix0to1[0][5] = -0.722324154578293;
   fWeightMatrix0to1[1][5] = 0.329628079967298;
   fWeightMatrix0to1[2][5] = 0.747825353132287;
   fWeightMatrix0to1[3][5] = -0.434710308430368;
   fWeightMatrix0to1[4][5] = -1.15063092698098;
   fWeightMatrix0to1[5][5] = 0.334670038568929;
   fWeightMatrix0to1[6][5] = -0.404847553328421;
   fWeightMatrix0to1[7][5] = -0.841280453127823;
   fWeightMatrix0to1[8][5] = -0.461675541332215;
   fWeightMatrix0to1[9][5] = 0.125184395206807;
   fWeightMatrix0to1[10][5] = -0.545511924116253;
   fWeightMatrix0to1[11][5] = 1.75954431302565;
   fWeightMatrix0to1[12][5] = 0.190529372375309;
   fWeightMatrix0to1[13][5] = 1.01218774799222;
   fWeightMatrix0to1[14][5] = 0.240262174771083;
   fWeightMatrix0to1[15][5] = -2.8294054159815;
   fWeightMatrix0to1[16][5] = -1.69316794130162;
   fWeightMatrix0to1[17][5] = -0.981370752309954;
   fWeightMatrix0to1[18][5] = 3.46131941051511;
   fWeightMatrix0to1[19][5] = -0.977630428304415;
   fWeightMatrix0to1[20][5] = 0.123609486113511;
   fWeightMatrix0to1[21][5] = 2.6763981782542;
   fWeightMatrix0to1[22][5] = -0.14718746797231;
   fWeightMatrix0to1[23][5] = 0.986387983512592;
   fWeightMatrix0to1[24][5] = 5.95019739793205;
   fWeightMatrix0to1[25][5] = -0.757758102232456;
   fWeightMatrix0to1[26][5] = 1.86338394752936;
   fWeightMatrix0to1[27][5] = -1.61786860125842;
   fWeightMatrix0to1[28][5] = -0.782422263757244;
   fWeightMatrix0to1[29][5] = 0.823570017528402;
   fWeightMatrix0to1[30][5] = -2.28311672222767;
   fWeightMatrix0to1[31][5] = 0.104638187637462;
   fWeightMatrix0to1[32][5] = 0.0925916528024659;
   fWeightMatrix0to1[33][5] = 2.35249584137186;
   fWeightMatrix0to1[34][5] = 1.05236202501758;
   fWeightMatrix0to1[35][5] = 0.0898615553633045;
   fWeightMatrix0to1[36][5] = -0.0413711683780055;
   fWeightMatrix0to1[37][5] = 3.59367174715157;
   fWeightMatrix0to1[38][5] = -3.11789842735269;
   fWeightMatrix0to1[39][5] = -0.363852526961481;
   fWeightMatrix0to1[0][6] = 2.83475519526088;
   fWeightMatrix0to1[1][6] = -0.977592432785581;
   fWeightMatrix0to1[2][6] = -0.653631297395255;
   fWeightMatrix0to1[3][6] = 1.57344549748468;
   fWeightMatrix0to1[4][6] = 0.388890510628057;
   fWeightMatrix0to1[5][6] = -2.47210773507361;
   fWeightMatrix0to1[6][6] = 0.125261208027174;
   fWeightMatrix0to1[7][6] = -0.384878427744508;
   fWeightMatrix0to1[8][6] = 1.38730040134534;
   fWeightMatrix0to1[9][6] = 3.05086745065725;
   fWeightMatrix0to1[10][6] = 0.253411409116602;
   fWeightMatrix0to1[11][6] = -2.9226328240191;
   fWeightMatrix0to1[12][6] = 1.14496441566029;
   fWeightMatrix0to1[13][6] = 1.30321719179561;
   fWeightMatrix0to1[14][6] = -0.202048811149069;
   fWeightMatrix0to1[15][6] = 3.05515749615037;
   fWeightMatrix0to1[16][6] = -0.141583947764105;
   fWeightMatrix0to1[17][6] = 1.14119272135381;
   fWeightMatrix0to1[18][6] = -1.47107676336936;
   fWeightMatrix0to1[19][6] = 1.52481273582615;
   fWeightMatrix0to1[20][6] = -0.660551011085583;
   fWeightMatrix0to1[21][6] = -4.26472546387833;
   fWeightMatrix0to1[22][6] = 1.70415240811914;
   fWeightMatrix0to1[23][6] = -0.0417024626240797;
   fWeightMatrix0to1[24][6] = -6.70431350715685;
   fWeightMatrix0to1[25][6] = -2.63781398759484;
   fWeightMatrix0to1[26][6] = -6.37495632172847;
   fWeightMatrix0to1[27][6] = 1.00932246612051;
   fWeightMatrix0to1[28][6] = 5.53824187473885;
   fWeightMatrix0to1[29][6] = -0.600001569505054;
   fWeightMatrix0to1[30][6] = 1.2834245520712;
   fWeightMatrix0to1[31][6] = 0.101326512740191;
   fWeightMatrix0to1[32][6] = -0.220496044103959;
   fWeightMatrix0to1[33][6] = -1.31865186414973;
   fWeightMatrix0to1[34][6] = -1.10875225024312;
   fWeightMatrix0to1[35][6] = -1.46051604807928;
   fWeightMatrix0to1[36][6] = -1.31971763060184;
   fWeightMatrix0to1[37][6] = -1.38991831031778;
   fWeightMatrix0to1[38][6] = 2.84835216721492;
   fWeightMatrix0to1[39][6] = -2.50260963748301;
   fWeightMatrix0to1[0][7] = 2.17700844898607;
   fWeightMatrix0to1[1][7] = 0.246254187427182;
   fWeightMatrix0to1[2][7] = -13.1373727791376;
   fWeightMatrix0to1[3][7] = -0.670300977314105;
   fWeightMatrix0to1[4][7] = -9.76142485169089;
   fWeightMatrix0to1[5][7] = -4.03460154561392;
   fWeightMatrix0to1[6][7] = -0.283359757542829;
   fWeightMatrix0to1[7][7] = 0.810920389135611;
   fWeightMatrix0to1[8][7] = -2.04536190576864;
   fWeightMatrix0to1[9][7] = 7.554821333091;
   fWeightMatrix0to1[10][7] = -6.51132851835944;
   fWeightMatrix0to1[11][7] = 6.88245306955636;
   fWeightMatrix0to1[12][7] = 0.4000168695869;
   fWeightMatrix0to1[13][7] = 0.706898605355033;
   fWeightMatrix0to1[14][7] = 0.806947423605413;
   fWeightMatrix0to1[15][7] = -4.35905069590256;
   fWeightMatrix0to1[16][7] = 0.784124456234481;
   fWeightMatrix0to1[17][7] = 1.0637816322069;
   fWeightMatrix0to1[18][7] = -4.4483631361641;
   fWeightMatrix0to1[19][7] = 0.486629605176798;
   fWeightMatrix0to1[20][7] = -3.08118883618918;
   fWeightMatrix0to1[21][7] = -2.15759579690306;
   fWeightMatrix0to1[22][7] = 0.113695122064267;
   fWeightMatrix0to1[23][7] = 0.432536942352691;
   fWeightMatrix0to1[24][7] = 1.19641145454529;
   fWeightMatrix0to1[25][7] = -0.0387833674263748;
   fWeightMatrix0to1[26][7] = 0.457143191473694;
   fWeightMatrix0to1[27][7] = 0.028690373785803;
   fWeightMatrix0to1[28][7] = -12.1391764478097;
   fWeightMatrix0to1[29][7] = -3.24984210576249;
   fWeightMatrix0to1[30][7] = -0.127487847403924;
   fWeightMatrix0to1[31][7] = 0.0503732486134084;
   fWeightMatrix0to1[32][7] = -0.413278142456362;
   fWeightMatrix0to1[33][7] = -0.927585176171917;
   fWeightMatrix0to1[34][7] = -0.287416233624004;
   fWeightMatrix0to1[35][7] = -0.759519844153158;
   fWeightMatrix0to1[36][7] = 4.29651427684786;
   fWeightMatrix0to1[37][7] = 0.0664960362388084;
   fWeightMatrix0to1[38][7] = 0.8589274791751;
   fWeightMatrix0to1[39][7] = -0.790098551207673;
   fWeightMatrix0to1[0][8] = 4.55820177267332;
   fWeightMatrix0to1[1][8] = -0.188215880206729;
   fWeightMatrix0to1[2][8] = 3.02219991086078;
   fWeightMatrix0to1[3][8] = 0.159340674877102;
   fWeightMatrix0to1[4][8] = 0.381380913961943;
   fWeightMatrix0to1[5][8] = 0.102533113974062;
   fWeightMatrix0to1[6][8] = 0.0983522354242071;
   fWeightMatrix0to1[7][8] = 0.28407537083457;
   fWeightMatrix0to1[8][8] = -0.692206470075741;
   fWeightMatrix0to1[9][8] = -0.544720662187688;
   fWeightMatrix0to1[10][8] = -0.0247921064683435;
   fWeightMatrix0to1[11][8] = 0.503255520466497;
   fWeightMatrix0to1[12][8] = -3.46313433909607;
   fWeightMatrix0to1[13][8] = -0.349512468286098;
   fWeightMatrix0to1[14][8] = 0.0654309236914105;
   fWeightMatrix0to1[15][8] = -0.0590765520507726;
   fWeightMatrix0to1[16][8] = -0.244523098410707;
   fWeightMatrix0to1[17][8] = 0.290602916709269;
   fWeightMatrix0to1[18][8] = 0.303147687428075;
   fWeightMatrix0to1[19][8] = 0.318055452576342;
   fWeightMatrix0to1[20][8] = 0.107081375447551;
   fWeightMatrix0to1[21][8] = -1.48299728886714;
   fWeightMatrix0to1[22][8] = -0.0909327229105033;
   fWeightMatrix0to1[23][8] = -0.30225754573243;
   fWeightMatrix0to1[24][8] = 0.945853210105225;
   fWeightMatrix0to1[25][8] = -3.77957764911623;
   fWeightMatrix0to1[26][8] = 0.0725821991352737;
   fWeightMatrix0to1[27][8] = 0.794863263166383;
   fWeightMatrix0to1[28][8] = -0.21690794863593;
   fWeightMatrix0to1[29][8] = -0.246277347155173;
   fWeightMatrix0to1[30][8] = -1.71481911564691;
   fWeightMatrix0to1[31][8] = -0.00161920245730638;
   fWeightMatrix0to1[32][8] = -0.221149218729663;
   fWeightMatrix0to1[33][8] = 0.21534343485075;
   fWeightMatrix0to1[34][8] = -0.049654497686609;
   fWeightMatrix0to1[35][8] = 0.219466844158147;
   fWeightMatrix0to1[36][8] = 0.773074205962546;
   fWeightMatrix0to1[37][8] = -0.0854837333684633;
   fWeightMatrix0to1[38][8] = -0.465878063056828;
   fWeightMatrix0to1[39][8] = -0.0935794589970122;
   fWeightMatrix0to1[0][9] = -0.0359799938607688;
   fWeightMatrix0to1[1][9] = 0.807975701474625;
   fWeightMatrix0to1[2][9] = 1.58690324656937;
   fWeightMatrix0to1[3][9] = 2.81428656443508;
   fWeightMatrix0to1[4][9] = -1.15009040467316;
   fWeightMatrix0to1[5][9] = -3.65178504131522;
   fWeightMatrix0to1[6][9] = 0.552439243598319;
   fWeightMatrix0to1[7][9] = -0.444129093473743;
   fWeightMatrix0to1[8][9] = -0.411396697078044;
   fWeightMatrix0to1[9][9] = -1.80728451168543;
   fWeightMatrix0to1[10][9] = -0.46656600042324;
   fWeightMatrix0to1[11][9] = -3.99561928045577;
   fWeightMatrix0to1[12][9] = -0.749859704883115;
   fWeightMatrix0to1[13][9] = 0.0339662137197906;
   fWeightMatrix0to1[14][9] = -0.474491814976007;
   fWeightMatrix0to1[15][9] = -1.32205010109834;
   fWeightMatrix0to1[16][9] = 1.30661545797882;
   fWeightMatrix0to1[17][9] = 12.0741922742254;
   fWeightMatrix0to1[18][9] = -1.16887208527654;
   fWeightMatrix0to1[19][9] = 11.4896330494085;
   fWeightMatrix0to1[20][9] = 0.0280731645192837;
   fWeightMatrix0to1[21][9] = 0.168633103434076;
   fWeightMatrix0to1[22][9] = 1.29968749166009;
   fWeightMatrix0to1[23][9] = -0.36469617212788;
   fWeightMatrix0to1[24][9] = 2.51108027530648;
   fWeightMatrix0to1[25][9] = 0.0901759559479653;
   fWeightMatrix0to1[26][9] = 5.83217011662193;
   fWeightMatrix0to1[27][9] = -0.775379285166996;
   fWeightMatrix0to1[28][9] = 2.80013612548581;
   fWeightMatrix0to1[29][9] = -0.200402560813137;
   fWeightMatrix0to1[30][9] = 2.05588523286385;
   fWeightMatrix0to1[31][9] = -0.0757269199854222;
   fWeightMatrix0to1[32][9] = 0.1888168396801;
   fWeightMatrix0to1[33][9] = -4.07440491594166;
   fWeightMatrix0to1[34][9] = -0.0498222332827712;
   fWeightMatrix0to1[35][9] = 16.8320038610537;
   fWeightMatrix0to1[36][9] = -1.37131669568988;
   fWeightMatrix0to1[37][9] = -2.57018241282686;
   fWeightMatrix0to1[38][9] = 8.58958244700342;
   fWeightMatrix0to1[39][9] = 13.5565759620657;
   fWeightMatrix0to1[0][10] = -2.00439962611204;
   fWeightMatrix0to1[1][10] = 0.337530915886813;
   fWeightMatrix0to1[2][10] = -0.286944936532569;
   fWeightMatrix0to1[3][10] = 0.2222345710446;
   fWeightMatrix0to1[4][10] = 1.39605167938399;
   fWeightMatrix0to1[5][10] = -0.724458975325822;
   fWeightMatrix0to1[6][10] = 0.093143032643631;
   fWeightMatrix0to1[7][10] = 0.67382104836309;
   fWeightMatrix0to1[8][10] = -1.43627292280752;
   fWeightMatrix0to1[9][10] = -0.487945198687075;
   fWeightMatrix0to1[10][10] = -0.0914968556462427;
   fWeightMatrix0to1[11][10] = 1.28792513355308;
   fWeightMatrix0to1[12][10] = -6.12745245679698;
   fWeightMatrix0to1[13][10] = -1.55002014677357;
   fWeightMatrix0to1[14][10] = -0.415198452184007;
   fWeightMatrix0to1[15][10] = -0.0933871918638234;
   fWeightMatrix0to1[16][10] = 10.4330506896977;
   fWeightMatrix0to1[17][10] = -0.0351449867751077;
   fWeightMatrix0to1[18][10] = 4.36278802875837;
   fWeightMatrix0to1[19][10] = -0.204175260088663;
   fWeightMatrix0to1[20][10] = -0.0670226188094653;
   fWeightMatrix0to1[21][10] = -3.10787245985682;
   fWeightMatrix0to1[22][10] = 1.14110744430628;
   fWeightMatrix0to1[23][10] = -3.64831789937543;
   fWeightMatrix0to1[24][10] = -0.738850640441179;
   fWeightMatrix0to1[25][10] = -5.69806546955916;
   fWeightMatrix0to1[26][10] = -0.227527744707638;
   fWeightMatrix0to1[27][10] = 0.647344246909804;
   fWeightMatrix0to1[28][10] = -0.211564832039885;
   fWeightMatrix0to1[29][10] = -0.208344085542804;
   fWeightMatrix0to1[30][10] = 0.156298465247587;
   fWeightMatrix0to1[31][10] = -0.0168642713539009;
   fWeightMatrix0to1[32][10] = -0.107722683538321;
   fWeightMatrix0to1[33][10] = 1.72222582388167;
   fWeightMatrix0to1[34][10] = 0.143902763187547;
   fWeightMatrix0to1[35][10] = 0.532462146336952;
   fWeightMatrix0to1[36][10] = 1.44202141187925;
   fWeightMatrix0to1[37][10] = -0.187619195744729;
   fWeightMatrix0to1[38][10] = -0.827502815256159;
   fWeightMatrix0to1[39][10] = -1.27019304115011;
   fWeightMatrix0to1[0][11] = -19.6297491759677;
   fWeightMatrix0to1[1][11] = -5.54033043621462;
   fWeightMatrix0to1[2][11] = -3.19826053359551;
   fWeightMatrix0to1[3][11] = -8.85222013005058;
   fWeightMatrix0to1[4][11] = 29.4672880538711;
   fWeightMatrix0to1[5][11] = 24.8306998500129;
   fWeightMatrix0to1[6][11] = 3.30402677323114;
   fWeightMatrix0to1[7][11] = 0.893685126884925;
   fWeightMatrix0to1[8][11] = -1.93586994126992;
   fWeightMatrix0to1[9][11] = -27.867117618129;
   fWeightMatrix0to1[10][11] = 4.47960027327089;
   fWeightMatrix0to1[11][11] = -41.7991424893131;
   fWeightMatrix0to1[12][11] = 2.34613286000465;
   fWeightMatrix0to1[13][11] = 4.87058870028478;
   fWeightMatrix0to1[14][11] = 0.886356185139255;
   fWeightMatrix0to1[15][11] = -3.22491441326763;
   fWeightMatrix0to1[16][11] = 13.139319139951;
   fWeightMatrix0to1[17][11] = 22.6223922730767;
   fWeightMatrix0to1[18][11] = 13.35208178431;
   fWeightMatrix0to1[19][11] = 3.59505343874967;
   fWeightMatrix0to1[20][11] = 1.17590825637756;
   fWeightMatrix0to1[21][11] = 6.72032473423443;
   fWeightMatrix0to1[22][11] = -0.17037938996787;
   fWeightMatrix0to1[23][11] = -3.98867656051231;
   fWeightMatrix0to1[24][11] = 2.92045465654186;
   fWeightMatrix0to1[25][11] = -1.77450906150335;
   fWeightMatrix0to1[26][11] = -3.85162954594769;
   fWeightMatrix0to1[27][11] = -7.58523785598625;
   fWeightMatrix0to1[28][11] = 10.6269107407912;
   fWeightMatrix0to1[29][11] = 3.23492277070244;
   fWeightMatrix0to1[30][11] = -1.08047136642683;
   fWeightMatrix0to1[31][11] = -0.437560900909121;
   fWeightMatrix0to1[32][11] = 0.710641299539234;
   fWeightMatrix0to1[33][11] = 10.298983674613;
   fWeightMatrix0to1[34][11] = -7.89925026413752;
   fWeightMatrix0to1[35][11] = -31.187242956208;
   fWeightMatrix0to1[36][11] = -1.58396051833776;
   fWeightMatrix0to1[37][11] = -20.5472167834393;
   fWeightMatrix0to1[38][11] = 21.4195351550634;
   fWeightMatrix0to1[39][11] = -10.4096063189604;
   fWeightMatrix0to1[0][12] = 12.0033926738284;
   fWeightMatrix0to1[1][12] = -5.57446125256441;
   fWeightMatrix0to1[2][12] = 2.19345690097032;
   fWeightMatrix0to1[3][12] = 0.950556912594228;
   fWeightMatrix0to1[4][12] = -10.3946002041185;
   fWeightMatrix0to1[5][12] = 15.7213825336388;
   fWeightMatrix0to1[6][12] = -3.96333415926538;
   fWeightMatrix0to1[7][12] = -0.495112703705143;
   fWeightMatrix0to1[8][12] = -0.728941090301379;
   fWeightMatrix0to1[9][12] = -8.06422102659293;
   fWeightMatrix0to1[10][12] = 2.39746547119319;
   fWeightMatrix0to1[11][12] = -2.48939570214486;
   fWeightMatrix0to1[12][12] = 2.34921799083806;
   fWeightMatrix0to1[13][12] = 0.654469916726415;
   fWeightMatrix0to1[14][12] = 0.72882273774698;
   fWeightMatrix0to1[15][12] = 2.15302780265161;
   fWeightMatrix0to1[16][12] = 23.1259190738415;
   fWeightMatrix0to1[17][12] = 2.3956657069278;
   fWeightMatrix0to1[18][12] = -1.05789428867916;
   fWeightMatrix0to1[19][12] = -6.99164638952736;
   fWeightMatrix0to1[20][12] = -0.413929153433138;
   fWeightMatrix0to1[21][12] = -1.10451853722563;
   fWeightMatrix0to1[22][12] = 1.56650284222064;
   fWeightMatrix0to1[23][12] = 4.61462838583814;
   fWeightMatrix0to1[24][12] = 1.46815591060608;
   fWeightMatrix0to1[25][12] = -3.02787290379498;
   fWeightMatrix0to1[26][12] = 0.0665581670546565;
   fWeightMatrix0to1[27][12] = -16.674449769042;
   fWeightMatrix0to1[28][12] = 11.9970980491256;
   fWeightMatrix0to1[29][12] = 3.31201927133965;
   fWeightMatrix0to1[30][12] = 2.5702835888413;
   fWeightMatrix0to1[31][12] = -0.749791044432571;
   fWeightMatrix0to1[32][12] = 4.03277814750462;
   fWeightMatrix0to1[33][12] = 0.0147401370420532;
   fWeightMatrix0to1[34][12] = 62.5469643230986;
   fWeightMatrix0to1[35][12] = -5.90816834836625;
   fWeightMatrix0to1[36][12] = -1.50910399463086;
   fWeightMatrix0to1[37][12] = -4.05907582535357;
   fWeightMatrix0to1[38][12] = 13.801176866372;
   fWeightMatrix0to1[39][12] = -9.81792909917281;
   fWeightMatrix0to1[0][13] = 27.0795866052924;
   fWeightMatrix0to1[1][13] = -5.30596172042757;
   fWeightMatrix0to1[2][13] = -1.60602105607953;
   fWeightMatrix0to1[3][13] = -17.0552982850742;
   fWeightMatrix0to1[4][13] = 4.30541989220667;
   fWeightMatrix0to1[5][13] = 4.85185145642077;
   fWeightMatrix0to1[6][13] = 2.78967806606325;
   fWeightMatrix0to1[7][13] = 2.37637625961978;
   fWeightMatrix0to1[8][13] = 0.638843495589512;
   fWeightMatrix0to1[9][13] = -30.6102402125796;
   fWeightMatrix0to1[10][13] = 2.01250245006594;
   fWeightMatrix0to1[11][13] = -11.3124015094967;
   fWeightMatrix0to1[12][13] = -9.59541952277911;
   fWeightMatrix0to1[13][13] = 2.26097673298273;
   fWeightMatrix0to1[14][13] = -1.0713477631702;
   fWeightMatrix0to1[15][13] = -1.61847747098548;
   fWeightMatrix0to1[16][13] = 15.6773619235915;
   fWeightMatrix0to1[17][13] = -47.6559951651367;
   fWeightMatrix0to1[18][13] = 0.851228269422024;
   fWeightMatrix0to1[19][13] = -49.4857856991064;
   fWeightMatrix0to1[20][13] = 0.927192321539498;
   fWeightMatrix0to1[21][13] = -1.15127118887368;
   fWeightMatrix0to1[22][13] = -2.00865400137102;
   fWeightMatrix0to1[23][13] = -1.05276507740246;
   fWeightMatrix0to1[24][13] = 2.23993348199653;
   fWeightMatrix0to1[25][13] = -2.24172974344264;
   fWeightMatrix0to1[26][13] = -4.40628305516996;
   fWeightMatrix0to1[27][13] = -9.82156930266113;
   fWeightMatrix0to1[28][13] = 18.7028324567514;
   fWeightMatrix0to1[29][13] = 0.0577760046857048;
   fWeightMatrix0to1[30][13] = 0.459509354859204;
   fWeightMatrix0to1[31][13] = 0.743580528241779;
   fWeightMatrix0to1[32][13] = -2.44735662952329;
   fWeightMatrix0to1[33][13] = -4.65068850304556;
   fWeightMatrix0to1[34][13] = -6.48010755968785;
   fWeightMatrix0to1[35][13] = -24.2989381896033;
   fWeightMatrix0to1[36][13] = -3.93042929596319;
   fWeightMatrix0to1[37][13] = -7.24887880997947;
   fWeightMatrix0to1[38][13] = 7.49993130945104;
   fWeightMatrix0to1[39][13] = -52.2398287826495;
   fWeightMatrix0to1[0][14] = 17.8247990055658;
   fWeightMatrix0to1[1][14] = 0.817517753644808;
   fWeightMatrix0to1[2][14] = 0.4615700199426;
   fWeightMatrix0to1[3][14] = -6.93100208832939;
   fWeightMatrix0to1[4][14] = -0.206112060436914;
   fWeightMatrix0to1[5][14] = -12.4664012070925;
   fWeightMatrix0to1[6][14] = -0.985323285220662;
   fWeightMatrix0to1[7][14] = -1.52871015008692;
   fWeightMatrix0to1[8][14] = -1.72044345854463;
   fWeightMatrix0to1[9][14] = -13.6262465378683;
   fWeightMatrix0to1[10][14] = 1.74228475790198;
   fWeightMatrix0to1[11][14] = -4.05323990868486;
   fWeightMatrix0to1[12][14] = -10.3936551423155;
   fWeightMatrix0to1[13][14] = 3.68378219903834;
   fWeightMatrix0to1[14][14] = 0.776648677872018;
   fWeightMatrix0to1[15][14] = -1.69662068113311;
   fWeightMatrix0to1[16][14] = 12.1483985628638;
   fWeightMatrix0to1[17][14] = -39.0727615310995;
   fWeightMatrix0to1[18][14] = -0.972006230243903;
   fWeightMatrix0to1[19][14] = -41.6877697516306;
   fWeightMatrix0to1[20][14] = 0.398804586887743;
   fWeightMatrix0to1[21][14] = -1.44174481219395;
   fWeightMatrix0to1[22][14] = -1.02244728555724;
   fWeightMatrix0to1[23][14] = -1.46102881179993;
   fWeightMatrix0to1[24][14] = 2.15075511184972;
   fWeightMatrix0to1[25][14] = -4.37391648421727;
   fWeightMatrix0to1[26][14] = -2.43493627945538;
   fWeightMatrix0to1[27][14] = -6.69339823944499;
   fWeightMatrix0to1[28][14] = 11.211715744319;
   fWeightMatrix0to1[29][14] = -0.835646231849479;
   fWeightMatrix0to1[30][14] = -3.41071922248217;
   fWeightMatrix0to1[31][14] = 1.23916968825548;
   fWeightMatrix0to1[32][14] = -2.84943111772197;
   fWeightMatrix0to1[33][14] = -2.17538466354267;
   fWeightMatrix0to1[34][14] = -5.10489752763952;
   fWeightMatrix0to1[35][14] = -16.8086543604166;
   fWeightMatrix0to1[36][14] = 1.79052866684598;
   fWeightMatrix0to1[37][14] = -2.62281180751639;
   fWeightMatrix0to1[38][14] = 4.10600978016813;
   fWeightMatrix0to1[39][14] = -24.3255700651786;
   fWeightMatrix0to1[0][15] = 13.6163055188291;
   fWeightMatrix0to1[1][15] = 2.07993632406994;
   fWeightMatrix0to1[2][15] = 2.73891037608672;
   fWeightMatrix0to1[3][15] = -4.17390870034889;
   fWeightMatrix0to1[4][15] = -10.4258470474906;
   fWeightMatrix0to1[5][15] = -13.1679809808631;
   fWeightMatrix0to1[6][15] = -1.83479689917351;
   fWeightMatrix0to1[7][15] = -0.716766306663459;
   fWeightMatrix0to1[8][15] = -2.27971437135655;
   fWeightMatrix0to1[9][15] = -2.15332111044815;
   fWeightMatrix0to1[10][15] = -1.60969915195474;
   fWeightMatrix0to1[11][15] = 6.23138755423244;
   fWeightMatrix0to1[12][15] = -11.320257434663;
   fWeightMatrix0to1[13][15] = 2.10416662441364;
   fWeightMatrix0to1[14][15] = -1.72487521472579;
   fWeightMatrix0to1[15][15] = 1.12301469184046;
   fWeightMatrix0to1[16][15] = 5.7988572572879;
   fWeightMatrix0to1[17][15] = 3.18500170280167;
   fWeightMatrix0to1[18][15] = -4.07167885096719;
   fWeightMatrix0to1[19][15] = -31.2113095133856;
   fWeightMatrix0to1[20][15] = 1.42101357304447;
   fWeightMatrix0to1[21][15] = -1.09811591933321;
   fWeightMatrix0to1[22][15] = -0.571653777481068;
   fWeightMatrix0to1[23][15] = 0.412820245271596;
   fWeightMatrix0to1[24][15] = 1.08398975066497;
   fWeightMatrix0to1[25][15] = -3.91359447752657;
   fWeightMatrix0to1[26][15] = -4.02243062994133;
   fWeightMatrix0to1[27][15] = -3.74925977090158;
   fWeightMatrix0to1[28][15] = 5.2838341401175;
   fWeightMatrix0to1[29][15] = -2.17127830456663;
   fWeightMatrix0to1[30][15] = 0.476494236748211;
   fWeightMatrix0to1[31][15] = -0.463748634290457;
   fWeightMatrix0to1[32][15] = 0.485811050119905;
   fWeightMatrix0to1[33][15] = -4.64703800559145;
   fWeightMatrix0to1[34][15] = 1.10367328221208;
   fWeightMatrix0to1[35][15] = -7.56797770371944;
   fWeightMatrix0to1[36][15] = 1.02823374478693;
   fWeightMatrix0to1[37][15] = 3.28955186579635;
   fWeightMatrix0to1[38][15] = 6.19085237821884;
   fWeightMatrix0to1[39][15] = -11.1873727580162;
   fWeightMatrix0to1[0][16] = -2.66147502202357;
   fWeightMatrix0to1[1][16] = -1.91608462956758;
   fWeightMatrix0to1[2][16] = 0.480531554601935;
   fWeightMatrix0to1[3][16] = 0.728419275275092;
   fWeightMatrix0to1[4][16] = -2.62283026784226;
   fWeightMatrix0to1[5][16] = -3.6394361422932;
   fWeightMatrix0to1[6][16] = -1.46441681699482;
   fWeightMatrix0to1[7][16] = 1.83229359745335;
   fWeightMatrix0to1[8][16] = 0.443524810176419;
   fWeightMatrix0to1[9][16] = 2.21284609967581;
   fWeightMatrix0to1[10][16] = -0.135919597522073;
   fWeightMatrix0to1[11][16] = -6.90490005657673;
   fWeightMatrix0to1[12][16] = -0.86374026957936;
   fWeightMatrix0to1[13][16] = -1.47213146143371;
   fWeightMatrix0to1[14][16] = -0.465528820346722;
   fWeightMatrix0to1[15][16] = -0.3026695479218;
   fWeightMatrix0to1[16][16] = -3.03812648174192;
   fWeightMatrix0to1[17][16] = -0.0500123259386474;
   fWeightMatrix0to1[18][16] = -0.13107885346623;
   fWeightMatrix0to1[19][16] = 0.739730084116879;
   fWeightMatrix0to1[20][16] = -1.43924642557157;
   fWeightMatrix0to1[21][16] = 2.79625360278215;
   fWeightMatrix0to1[22][16] = 1.63261880369053;
   fWeightMatrix0to1[23][16] = -1.23719823119957;
   fWeightMatrix0to1[24][16] = -0.427385537458075;
   fWeightMatrix0to1[25][16] = -1.22516812847764;
   fWeightMatrix0to1[26][16] = 1.85295025419728;
   fWeightMatrix0to1[27][16] = 3.27435530016483;
   fWeightMatrix0to1[28][16] = -0.486764192798941;
   fWeightMatrix0to1[29][16] = -1.03525408708626;
   fWeightMatrix0to1[30][16] = -0.825746282195575;
   fWeightMatrix0to1[31][16] = -0.822843120945569;
   fWeightMatrix0to1[32][16] = -1.54861187176941;
   fWeightMatrix0to1[33][16] = -2.71993927521619;
   fWeightMatrix0to1[34][16] = -17.9084671769492;
   fWeightMatrix0to1[35][16] = 2.07618394980346;
   fWeightMatrix0to1[36][16] = 0.0338734776031101;
   fWeightMatrix0to1[37][16] = -4.16834570086439;
   fWeightMatrix0to1[38][16] = -5.90690426334288;
   fWeightMatrix0to1[39][16] = -17.7417787240045;
   fWeightMatrix0to1[0][17] = 1.98049970740696;
   fWeightMatrix0to1[1][17] = 0.315327613762243;
   fWeightMatrix0to1[2][17] = 1.57491558343805;
   fWeightMatrix0to1[3][17] = -0.990212507268359;
   fWeightMatrix0to1[4][17] = 2.10740669792431;
   fWeightMatrix0to1[5][17] = 0.708930413132922;
   fWeightMatrix0to1[6][17] = 2.09009847029513;
   fWeightMatrix0to1[7][17] = -0.716871374592399;
   fWeightMatrix0to1[8][17] = -1.21665368417266;
   fWeightMatrix0to1[9][17] = -2.07660582376901;
   fWeightMatrix0to1[10][17] = 0.638125798487239;
   fWeightMatrix0to1[11][17] = -4.88160244017229;
   fWeightMatrix0to1[12][17] = 1.38341789286491;
   fWeightMatrix0to1[13][17] = 0.749544147517644;
   fWeightMatrix0to1[14][17] = -0.077440103229507;
   fWeightMatrix0to1[15][17] = 0.730911869442345;
   fWeightMatrix0to1[16][17] = 1.10142691995433;
   fWeightMatrix0to1[17][17] = 1.16031696486971;
   fWeightMatrix0to1[18][17] = -2.53603721710447;
   fWeightMatrix0to1[19][17] = -0.406298785094661;
   fWeightMatrix0to1[20][17] = 1.31195745389382;
   fWeightMatrix0to1[21][17] = 2.72598311078275;
   fWeightMatrix0to1[22][17] = 1.25855556502797;
   fWeightMatrix0to1[23][17] = 0.0787519653030185;
   fWeightMatrix0to1[24][17] = -0.274425516374045;
   fWeightMatrix0to1[25][17] = -0.155788332804088;
   fWeightMatrix0to1[26][17] = -0.867107377932719;
   fWeightMatrix0to1[27][17] = -0.965554704547771;
   fWeightMatrix0to1[28][17] = -0.42496912328244;
   fWeightMatrix0to1[29][17] = -0.538050581826747;
   fWeightMatrix0to1[30][17] = 0.369718643583161;
   fWeightMatrix0to1[31][17] = 1.1708542235163;
   fWeightMatrix0to1[32][17] = 0.487731916825984;
   fWeightMatrix0to1[33][17] = -0.337431206022858;
   fWeightMatrix0to1[34][17] = 4.99871283432115;
   fWeightMatrix0to1[35][17] = 0.225865895920969;
   fWeightMatrix0to1[36][17] = -0.23725969738475;
   fWeightMatrix0to1[37][17] = -5.39497006265193;
   fWeightMatrix0to1[38][17] = 2.50495558883123;
   fWeightMatrix0to1[39][17] = -15.9641282172529;
   fWeightMatrix0to1[0][18] = -0.44969975695014;
   fWeightMatrix0to1[1][18] = 0.357989630668881;
   fWeightMatrix0to1[2][18] = 4.6838968338627;
   fWeightMatrix0to1[3][18] = -10.1276829685907;
   fWeightMatrix0to1[4][18] = 0.0208600781899335;
   fWeightMatrix0to1[5][18] = -0.310508120196748;
   fWeightMatrix0to1[6][18] = 0.0461795313910311;
   fWeightMatrix0to1[7][18] = 0.376785421315273;
   fWeightMatrix0to1[8][18] = 0.813713023182555;
   fWeightMatrix0to1[9][18] = 0.456740197338929;
   fWeightMatrix0to1[10][18] = 0.80448623230269;
   fWeightMatrix0to1[11][18] = -6.88521002822364;
   fWeightMatrix0to1[12][18] = 0.407652345588213;
   fWeightMatrix0to1[13][18] = 2.93735104025189;
   fWeightMatrix0to1[14][18] = -1.20057092294753;
   fWeightMatrix0to1[15][18] = 0.186175434066828;
   fWeightMatrix0to1[16][18] = 0.108411625233413;
   fWeightMatrix0to1[17][18] = 0.51961286892826;
   fWeightMatrix0to1[18][18] = -0.481316767049547;
   fWeightMatrix0to1[19][18] = 0.334650136597086;
   fWeightMatrix0to1[20][18] = -0.0616911706099475;
   fWeightMatrix0to1[21][18] = 4.93191586815216;
   fWeightMatrix0to1[22][18] = -2.84351635928271;
   fWeightMatrix0to1[23][18] = -0.198551989500315;
   fWeightMatrix0to1[24][18] = -3.34694284379527;
   fWeightMatrix0to1[25][18] = -0.904260820953205;
   fWeightMatrix0to1[26][18] = -0.317813225089793;
   fWeightMatrix0to1[27][18] = 2.22233809772598;
   fWeightMatrix0to1[28][18] = 0.258921957592353;
   fWeightMatrix0to1[29][18] = -0.0157378116178937;
   fWeightMatrix0to1[30][18] = -6.6913345042342;
   fWeightMatrix0to1[31][18] = -0.626791597082986;
   fWeightMatrix0to1[32][18] = 6.91874582434842;
   fWeightMatrix0to1[33][18] = 4.94791893284293;
   fWeightMatrix0to1[34][18] = 0.490956088583403;
   fWeightMatrix0to1[35][18] = 0.376724226868475;
   fWeightMatrix0to1[36][18] = 3.28877029463396;
   fWeightMatrix0to1[37][18] = -1.51508070918632;
   fWeightMatrix0to1[38][18] = -0.555413232882397;
   fWeightMatrix0to1[39][18] = -14.2545115283709;
   fWeightMatrix0to1[0][19] = -2.94288130356629;
   fWeightMatrix0to1[1][19] = 0.489309439930383;
   fWeightMatrix0to1[2][19] = -1.59580367668225;
   fWeightMatrix0to1[3][19] = -7.4928250615868;
   fWeightMatrix0to1[4][19] = -0.893900661585758;
   fWeightMatrix0to1[5][19] = -5.69574175792197;
   fWeightMatrix0to1[6][19] = -0.626852167700282;
   fWeightMatrix0to1[7][19] = -0.209626606836156;
   fWeightMatrix0to1[8][19] = -2.33051501209544;
   fWeightMatrix0to1[9][19] = -7.97666520832539;
   fWeightMatrix0to1[10][19] = -2.46741601577326;
   fWeightMatrix0to1[11][19] = -5.21443249892802;
   fWeightMatrix0to1[12][19] = -2.47230071370674;
   fWeightMatrix0to1[13][19] = 2.20060695112045;
   fWeightMatrix0to1[14][19] = 1.10222819886253;
   fWeightMatrix0to1[15][19] = -4.4144227174813;
   fWeightMatrix0to1[16][19] = -2.93994011172961;
   fWeightMatrix0to1[17][19] = -0.785855609931714;
   fWeightMatrix0to1[18][19] = 0.622753129224229;
   fWeightMatrix0to1[19][19] = -0.0827200322295246;
   fWeightMatrix0to1[20][19] = -0.751295418703975;
   fWeightMatrix0to1[21][19] = 3.06296633435623;
   fWeightMatrix0to1[22][19] = -0.195141713680289;
   fWeightMatrix0to1[23][19] = -0.593180464149557;
   fWeightMatrix0to1[24][19] = -2.27494401160439;
   fWeightMatrix0to1[25][19] = -0.284756814298471;
   fWeightMatrix0to1[26][19] = 1.00686733221825;
   fWeightMatrix0to1[27][19] = -0.85759740660135;
   fWeightMatrix0to1[28][19] = -0.33970686897558;
   fWeightMatrix0to1[29][19] = -2.37221986917316;
   fWeightMatrix0to1[30][19] = -0.953017310895629;
   fWeightMatrix0to1[31][19] = -1.26922172188047;
   fWeightMatrix0to1[32][19] = 0.858877025386197;
   fWeightMatrix0to1[33][19] = -8.11302931025347;
   fWeightMatrix0to1[34][19] = -0.938339982404884;
   fWeightMatrix0to1[35][19] = -0.668419288397122;
   fWeightMatrix0to1[36][19] = -0.919051613517117;
   fWeightMatrix0to1[37][19] = -0.165039667753764;
   fWeightMatrix0to1[38][19] = -0.955002620865813;
   fWeightMatrix0to1[39][19] = -16.7526653210515;
   fWeightMatrix0to1[0][20] = 0.087802142543991;
   fWeightMatrix0to1[1][20] = -0.591592347027736;
   fWeightMatrix0to1[2][20] = 4.37593540617927;
   fWeightMatrix0to1[3][20] = -3.23498826730964;
   fWeightMatrix0to1[4][20] = -0.0680974945343976;
   fWeightMatrix0to1[5][20] = 0.428466195246685;
   fWeightMatrix0to1[6][20] = -0.057791810566917;
   fWeightMatrix0to1[7][20] = 1.25068388275032;
   fWeightMatrix0to1[8][20] = 0.16085092309695;
   fWeightMatrix0to1[9][20] = 2.20212387464031;
   fWeightMatrix0to1[10][20] = 2.19367839163576;
   fWeightMatrix0to1[11][20] = -4.87622942758296;
   fWeightMatrix0to1[12][20] = 0.021528828372987;
   fWeightMatrix0to1[13][20] = -1.28401052993088;
   fWeightMatrix0to1[14][20] = 1.36827123717248;
   fWeightMatrix0to1[15][20] = 1.18971481933856;
   fWeightMatrix0to1[16][20] = -11.0177247539523;
   fWeightMatrix0to1[17][20] = 0.265545196611513;
   fWeightMatrix0to1[18][20] = -0.0503887279159352;
   fWeightMatrix0to1[19][20] = 10.4869001650604;
   fWeightMatrix0to1[20][20] = -0.119124893893524;
   fWeightMatrix0to1[21][20] = 0.159060272891644;
   fWeightMatrix0to1[22][20] = -0.190928798863194;
   fWeightMatrix0to1[23][20] = -0.279182656289179;
   fWeightMatrix0to1[24][20] = 2.00177367110925;
   fWeightMatrix0to1[25][20] = 1.22721414559936;
   fWeightMatrix0to1[26][20] = -0.166046550477853;
   fWeightMatrix0to1[27][20] = -0.0650611068575601;
   fWeightMatrix0to1[28][20] = -0.0913685904063456;
   fWeightMatrix0to1[29][20] = 1.65683725480976;
   fWeightMatrix0to1[30][20] = -0.169280734212764;
   fWeightMatrix0to1[31][20] = 0.205334268667452;
   fWeightMatrix0to1[32][20] = 0.707600000742249;
   fWeightMatrix0to1[33][20] = -0.62527046396116;
   fWeightMatrix0to1[34][20] = -5.8391641324918;
   fWeightMatrix0to1[35][20] = 18.6596690317703;
   fWeightMatrix0to1[36][20] = 0.135127090492891;
   fWeightMatrix0to1[37][20] = 2.05832618970992;
   fWeightMatrix0to1[38][20] = 1.14039643551811;
   fWeightMatrix0to1[39][20] = 0.169141377280951;
   fWeightMatrix0to1[0][21] = 1.09301089630602;
   fWeightMatrix0to1[1][21] = 0.994483764638328;
   fWeightMatrix0to1[2][21] = -2.05553624170886;
   fWeightMatrix0to1[3][21] = 0.504291301542656;
   fWeightMatrix0to1[4][21] = 0.443113119983937;
   fWeightMatrix0to1[5][21] = 2.96427452692946;
   fWeightMatrix0to1[6][21] = -0.663835833615983;
   fWeightMatrix0to1[7][21] = 0.144047588311207;
   fWeightMatrix0to1[8][21] = 0.241446427192593;
   fWeightMatrix0to1[9][21] = -0.876608735479839;
   fWeightMatrix0to1[10][21] = -1.46238189250565;
   fWeightMatrix0to1[11][21] = -6.33111200199894;
   fWeightMatrix0to1[12][21] = -1.38178681555966;
   fWeightMatrix0to1[13][21] = 1.53714840470847;
   fWeightMatrix0to1[14][21] = 0.800500293375595;
   fWeightMatrix0to1[15][21] = 4.47001391276928;
   fWeightMatrix0to1[16][21] = 1.58345002272369;
   fWeightMatrix0to1[17][21] = -1.20482818590835;
   fWeightMatrix0to1[18][21] = 0.376628890194151;
   fWeightMatrix0to1[19][21] = -0.613360787993488;
   fWeightMatrix0to1[20][21] = 0.19965973027406;
   fWeightMatrix0to1[21][21] = 2.77502314169934;
   fWeightMatrix0to1[22][21] = -0.0793275486502769;
   fWeightMatrix0to1[23][21] = 1.69202605301084;
   fWeightMatrix0to1[24][21] = 0.581081301480376;
   fWeightMatrix0to1[25][21] = 1.28857342280909;
   fWeightMatrix0to1[26][21] = -1.0841850822962;
   fWeightMatrix0to1[27][21] = -2.64361753861094;
   fWeightMatrix0to1[28][21] = 1.09572319279294;
   fWeightMatrix0to1[29][21] = 1.1768473828065;
   fWeightMatrix0to1[30][21] = 0.47370286338994;
   fWeightMatrix0to1[31][21] = 1.2563515680758;
   fWeightMatrix0to1[32][21] = 1.05787598121029;
   fWeightMatrix0to1[33][21] = 2.78347290931889;
   fWeightMatrix0to1[34][21] = 18.7623899483494;
   fWeightMatrix0to1[35][21] = -2.31722938209446;
   fWeightMatrix0to1[36][21] = -0.312817041595468;
   fWeightMatrix0to1[37][21] = -5.42798230368129;
   fWeightMatrix0to1[38][21] = 3.04186371736848;
   fWeightMatrix0to1[39][21] = -14.8734609185931;
   fWeightMatrix0to1[0][22] = -4.7960627251315;
   fWeightMatrix0to1[1][22] = 0.42191069453899;
   fWeightMatrix0to1[2][22] = -0.300151928855142;
   fWeightMatrix0to1[3][22] = 4.18128112921573;
   fWeightMatrix0to1[4][22] = -4.74682958706763;
   fWeightMatrix0to1[5][22] = -7.52045749655469;
   fWeightMatrix0to1[6][22] = -2.61828092128122;
   fWeightMatrix0to1[7][22] = 0.066419250442524;
   fWeightMatrix0to1[8][22] = 4.69253521690852;
   fWeightMatrix0to1[9][22] = 7.87157750844264;
   fWeightMatrix0to1[10][22] = 2.12285153947542;
   fWeightMatrix0to1[11][22] = 5.99682033661253;
   fWeightMatrix0to1[12][22] = 4.55392318122387;
   fWeightMatrix0to1[13][22] = 1.2201474308089;
   fWeightMatrix0to1[14][22] = 1.02018410560735;
   fWeightMatrix0to1[15][22] = -0.923330020158155;
   fWeightMatrix0to1[16][22] = -5.55593237296065;
   fWeightMatrix0to1[17][22] = 4.25157210353446;
   fWeightMatrix0to1[18][22] = -1.93934641201063;
   fWeightMatrix0to1[19][22] = 11.5868148818129;
   fWeightMatrix0to1[20][22] = -1.99499127994968;
   fWeightMatrix0to1[21][22] = 3.71237004861802;
   fWeightMatrix0to1[22][22] = 0.802569021603564;
   fWeightMatrix0to1[23][22] = -2.09613610957872;
   fWeightMatrix0to1[24][22] = 2.07298741867133;
   fWeightMatrix0to1[25][22] = -0.913580771211545;
   fWeightMatrix0to1[26][22] = 6.62297297862608;
   fWeightMatrix0to1[27][22] = 6.12327825355772;
   fWeightMatrix0to1[28][22] = 11.9356913907109;
   fWeightMatrix0to1[29][22] = -0.859902895773413;
   fWeightMatrix0to1[30][22] = 3.03409017070208;
   fWeightMatrix0to1[31][22] = -0.904109800805384;
   fWeightMatrix0to1[32][22] = -1.61289177299513;
   fWeightMatrix0to1[33][22] = 0.534066502753825;
   fWeightMatrix0to1[34][22] = -6.86452738708816;
   fWeightMatrix0to1[35][22] = 17.7089744787913;
   fWeightMatrix0to1[36][22] = 1.22725783948374;
   fWeightMatrix0to1[37][22] = 4.99182714823711;
   fWeightMatrix0to1[38][22] = -10.1997320891218;
   fWeightMatrix0to1[39][22] = 9.39348061461934;
   fWeightMatrix0to1[0][23] = 4.58528775620576;
   fWeightMatrix0to1[1][23] = 1.90900627538982;
   fWeightMatrix0to1[2][23] = -5.2185698851327;
   fWeightMatrix0to1[3][23] = -2.69375860945221;
   fWeightMatrix0to1[4][23] = 15.6923687351956;
   fWeightMatrix0to1[5][23] = 8.44843803893982;
   fWeightMatrix0to1[6][23] = 1.64673449628077;
   fWeightMatrix0to1[7][23] = 0.156253394687592;
   fWeightMatrix0to1[8][23] = 4.11962171429622;
   fWeightMatrix0to1[9][23] = -3.60096235254094;
   fWeightMatrix0to1[10][23] = 0.0813103268356752;
   fWeightMatrix0to1[11][23] = -4.82388984061797;
   fWeightMatrix0to1[12][23] = 5.21504559036881;
   fWeightMatrix0to1[13][23] = 3.95696429928615;
   fWeightMatrix0to1[14][23] = 1.59414366751078;
   fWeightMatrix0to1[15][23] = 0.334233795694956;
   fWeightMatrix0to1[16][23] = 2.26562176472004;
   fWeightMatrix0to1[17][23] = 0.750404401403304;
   fWeightMatrix0to1[18][23] = 1.63913312368692;
   fWeightMatrix0to1[19][23] = -6.29143906143148;
   fWeightMatrix0to1[20][23] = 2.44391360889635;
   fWeightMatrix0to1[21][23] = -10.1015357623097;
   fWeightMatrix0to1[22][23] = -1.80008036032795;
   fWeightMatrix0to1[23][23] = 4.28012910884157;
   fWeightMatrix0to1[24][23] = -4.85434676261553;
   fWeightMatrix0to1[25][23] = -0.583296759222238;
   fWeightMatrix0to1[26][23] = -2.46615926241855;
   fWeightMatrix0to1[27][23] = -9.32754890854182;
   fWeightMatrix0to1[28][23] = 26.917730265201;
   fWeightMatrix0to1[29][23] = 3.84965746571049;
   fWeightMatrix0to1[30][23] = -8.07426334471926;
   fWeightMatrix0to1[31][23] = -0.924856526794975;
   fWeightMatrix0to1[32][23] = 10.8780411559624;
   fWeightMatrix0to1[33][23] = 1.82899943609354;
   fWeightMatrix0to1[34][23] = -14.7778294293065;
   fWeightMatrix0to1[35][23] = 3.25727461097446;
   fWeightMatrix0to1[36][23] = -5.82705303988708;
   fWeightMatrix0to1[37][23] = -13.3267266365469;
   fWeightMatrix0to1[38][23] = -4.44757444383943;
   fWeightMatrix0to1[39][23] = -20.7053105867445;
   fWeightMatrix0to1[0][24] = 0.28733295171132;
   fWeightMatrix0to1[1][24] = 3.50531174132456;
   fWeightMatrix0to1[2][24] = 7.88373052000748;
   fWeightMatrix0to1[3][24] = 4.88543869966549;
   fWeightMatrix0to1[4][24] = -10.7695667514066;
   fWeightMatrix0to1[5][24] = -5.70825220550238;
   fWeightMatrix0to1[6][24] = 0.183100283172333;
   fWeightMatrix0to1[7][24] = -0.474738381763283;
   fWeightMatrix0to1[8][24] = 2.7360975351603;
   fWeightMatrix0to1[9][24] = 6.87152538141707;
   fWeightMatrix0to1[10][24] = -0.0919451340307739;
   fWeightMatrix0to1[11][24] = 3.98793313117309;
   fWeightMatrix0to1[12][24] = 2.44211826816232;
   fWeightMatrix0to1[13][24] = -0.478456042833498;
   fWeightMatrix0to1[14][24] = -1.58410740163432;
   fWeightMatrix0to1[15][24] = 2.09852230451133;
   fWeightMatrix0to1[16][24] = 3.16405880802341;
   fWeightMatrix0to1[17][24] = -4.86166670474006;
   fWeightMatrix0to1[18][24] = -2.22669836843939;
   fWeightMatrix0to1[19][24] = 10.0979955119281;
   fWeightMatrix0to1[20][24] = -0.499263787225423;
   fWeightMatrix0to1[21][24] = 6.19642430905926;
   fWeightMatrix0to1[22][24] = 1.44187035852536;
   fWeightMatrix0to1[23][24] = -2.07953440019909;
   fWeightMatrix0to1[24][24] = 3.02921213966258;
   fWeightMatrix0to1[25][24] = -2.58137969288518;
   fWeightMatrix0to1[26][24] = 1.82507547113248;
   fWeightMatrix0to1[27][24] = 3.7768686035788;
   fWeightMatrix0to1[28][24] = 2.28398226973436;
   fWeightMatrix0to1[29][24] = -2.89317084969984;
   fWeightMatrix0to1[30][24] = 4.96824395552374;
   fWeightMatrix0to1[31][24] = 1.81724034028651;
   fWeightMatrix0to1[32][24] = -2.25660607709522;
   fWeightMatrix0to1[33][24] = -1.72739768951124;
   fWeightMatrix0to1[34][24] = 21.7000494146356;
   fWeightMatrix0to1[35][24] = 8.94881327728077;
   fWeightMatrix0to1[36][24] = 4.26983760257701;
   fWeightMatrix0to1[37][24] = 8.49006568862749;
   fWeightMatrix0to1[38][24] = -3.04994251632128;
   fWeightMatrix0to1[39][24] = 10.9885771510609;
   fWeightMatrix0to1[0][25] = -3.94156545838721;
   fWeightMatrix0to1[1][25] = -0.145785094863646;
   fWeightMatrix0to1[2][25] = -1.79240027261387;
   fWeightMatrix0to1[3][25] = -1.04879158458379;
   fWeightMatrix0to1[4][25] = -2.37416134749417;
   fWeightMatrix0to1[5][25] = -4.59418452558084;
   fWeightMatrix0to1[6][25] = -1.6687458351364;
   fWeightMatrix0to1[7][25] = 0.234380199596492;
   fWeightMatrix0to1[8][25] = 0.238292237975148;
   fWeightMatrix0to1[9][25] = 0.00182868255687876;
   fWeightMatrix0to1[10][25] = -0.294263452988498;
   fWeightMatrix0to1[11][25] = 3.027109729044;
   fWeightMatrix0to1[12][25] = 1.0652883293813;
   fWeightMatrix0to1[13][25] = -1.24420412055943;
   fWeightMatrix0to1[14][25] = -3.58479303074282;
   fWeightMatrix0to1[15][25] = -0.0483706904781337;
   fWeightMatrix0to1[16][25] = 1.85762975527199;
   fWeightMatrix0to1[17][25] = 0.31171294026151;
   fWeightMatrix0to1[18][25] = -1.33195762740057;
   fWeightMatrix0to1[19][25] = 12.4196268381018;
   fWeightMatrix0to1[20][25] = -0.377234549381073;
   fWeightMatrix0to1[21][25] = 0.0691295799199717;
   fWeightMatrix0to1[22][25] = 0.0906677211373658;
   fWeightMatrix0to1[23][25] = -0.694832937528986;
   fWeightMatrix0to1[24][25] = -2.90936261155023;
   fWeightMatrix0to1[25][25] = 0.0587791842264302;
   fWeightMatrix0to1[26][25] = 0.0789305801010805;
   fWeightMatrix0to1[27][25] = 0.10426896887519;
   fWeightMatrix0to1[28][25] = 0.626453897034059;
   fWeightMatrix0to1[29][25] = -3.64352524073728;
   fWeightMatrix0to1[30][25] = 0.43685441130812;
   fWeightMatrix0to1[31][25] = 1.25726802254426;
   fWeightMatrix0to1[32][25] = -1.40298394842837;
   fWeightMatrix0to1[33][25] = -0.845815183292552;
   fWeightMatrix0to1[34][25] = -7.80950745108363;
   fWeightMatrix0to1[35][25] = 3.56594366224719;
   fWeightMatrix0to1[36][25] = 0.984056961105182;
   fWeightMatrix0to1[37][25] = 7.21888563053249;
   fWeightMatrix0to1[38][25] = -0.547093195603295;
   fWeightMatrix0to1[39][25] = 0.431684315990205;
   fWeightMatrix0to1[0][26] = -0.181398415306927;
   fWeightMatrix0to1[1][26] = 0.789676362558065;
   fWeightMatrix0to1[2][26] = -1.64315938386144;
   fWeightMatrix0to1[3][26] = -3.43715968724205;
   fWeightMatrix0to1[4][26] = 4.71626572492645;
   fWeightMatrix0to1[5][26] = -0.367133991149231;
   fWeightMatrix0to1[6][26] = 1.79799740197795;
   fWeightMatrix0to1[7][26] = -0.380403869553531;
   fWeightMatrix0to1[8][26] = 0.206851762872306;
   fWeightMatrix0to1[9][26] = 0.175982807768789;
   fWeightMatrix0to1[10][26] = -2.0174673293936;
   fWeightMatrix0to1[11][26] = -0.27344309022387;
   fWeightMatrix0to1[12][26] = -1.90394284637708;
   fWeightMatrix0to1[13][26] = -1.14616709498192;
   fWeightMatrix0to1[14][26] = -3.10958793267316;
   fWeightMatrix0to1[15][26] = -1.70932598787822;
   fWeightMatrix0to1[16][26] = 0.498385966607062;
   fWeightMatrix0to1[17][26] = 1.31700139144094;
   fWeightMatrix0to1[18][26] = -0.423633272980981;
   fWeightMatrix0to1[19][26] = 5.79098173423624;
   fWeightMatrix0to1[20][26] = 1.53032667481056;
   fWeightMatrix0to1[21][26] = -0.60728254295477;
   fWeightMatrix0to1[22][26] = -0.997448032556896;
   fWeightMatrix0to1[23][26] = 2.37451420458375;
   fWeightMatrix0to1[24][26] = -0.213802860227188;
   fWeightMatrix0to1[25][26] = 1.28511258208452;
   fWeightMatrix0to1[26][26] = 0.3197495929146;
   fWeightMatrix0to1[27][26] = -1.67920028856499;
   fWeightMatrix0to1[28][26] = 3.36356285195968;
   fWeightMatrix0to1[29][26] = -2.42723504161354;
   fWeightMatrix0to1[30][26] = -0.18048957681739;
   fWeightMatrix0to1[31][26] = 0.643145953959801;
   fWeightMatrix0to1[32][26] = 2.54984992008732;
   fWeightMatrix0to1[33][26] = -0.733041256093771;
   fWeightMatrix0to1[34][26] = -9.43743481409533;
   fWeightMatrix0to1[35][26] = -0.522124427775193;
   fWeightMatrix0to1[36][26] = -2.40949728145675;
   fWeightMatrix0to1[37][26] = 3.15250406784782;
   fWeightMatrix0to1[38][26] = -2.63210200564863;
   fWeightMatrix0to1[39][26] = -4.47466640087846;
   fWeightMatrix0to1[0][27] = 3.93886259372349;
   fWeightMatrix0to1[1][27] = -0.322188816105658;
   fWeightMatrix0to1[2][27] = 1.68208975371767;
   fWeightMatrix0to1[3][27] = -1.8322648282071;
   fWeightMatrix0to1[4][27] = -2.50572655944794;
   fWeightMatrix0to1[5][27] = -1.83311948767366;
   fWeightMatrix0to1[6][27] = 0.0808632310412835;
   fWeightMatrix0to1[7][27] = -1.23694411536186;
   fWeightMatrix0to1[8][27] = -1.5753093322502;
   fWeightMatrix0to1[9][27] = -0.243751664795235;
   fWeightMatrix0to1[10][27] = -2.16099542871938;
   fWeightMatrix0to1[11][27] = -3.71087311593412;
   fWeightMatrix0to1[12][27] = 0.754130378570787;
   fWeightMatrix0to1[13][27] = -0.90121444558644;
   fWeightMatrix0to1[14][27] = -2.3823232958688;
   fWeightMatrix0to1[15][27] = 4.88772288017298;
   fWeightMatrix0to1[16][27] = 8.86914305471135;
   fWeightMatrix0to1[17][27] = -1.80749941239084;
   fWeightMatrix0to1[18][27] = 0.064512085510506;
   fWeightMatrix0to1[19][27] = 11.3972463753304;
   fWeightMatrix0to1[20][27] = -1.17591039348214;
   fWeightMatrix0to1[21][27] = 0.506138209186508;
   fWeightMatrix0to1[22][27] = 0.460239077019364;
   fWeightMatrix0to1[23][27] = -1.56425436220195;
   fWeightMatrix0to1[24][27] = 1.22869356605149;
   fWeightMatrix0to1[25][27] = -1.06352404381799;
   fWeightMatrix0to1[26][27] = -0.76416538383775;
   fWeightMatrix0to1[27][27] = 1.37784235643457;
   fWeightMatrix0to1[28][27] = -3.98289745041716;
   fWeightMatrix0to1[29][27] = -2.90344620882844;
   fWeightMatrix0to1[30][27] = -0.551959091918385;
   fWeightMatrix0to1[31][27] = -1.69151321797259;
   fWeightMatrix0to1[32][27] = -2.01532996102383;
   fWeightMatrix0to1[33][27] = 1.72694003070217;
   fWeightMatrix0to1[34][27] = 17.3405500422443;
   fWeightMatrix0to1[35][27] = -3.29635611809649;
   fWeightMatrix0to1[36][27] = 1.70572020757261;
   fWeightMatrix0to1[37][27] = 6.43979126576265;
   fWeightMatrix0to1[38][27] = 3.58054223272772;
   fWeightMatrix0to1[39][27] = 3.46645672868256;
   fWeightMatrix0to1[0][28] = -0.112515523641926;
   fWeightMatrix0to1[1][28] = 4.69967287795567;
   fWeightMatrix0to1[2][28] = 0.159108562240569;
   fWeightMatrix0to1[3][28] = -0.142705270868074;
   fWeightMatrix0to1[4][28] = 0.0317074764539639;
   fWeightMatrix0to1[5][28] = 4.65356902213055;
   fWeightMatrix0to1[6][28] = 0.142104479606479;
   fWeightMatrix0to1[7][28] = -0.103389104323833;
   fWeightMatrix0to1[8][28] = 1.06698622179219;
   fWeightMatrix0to1[9][28] = 0.922348624994763;
   fWeightMatrix0to1[10][28] = 0.231656579596721;
   fWeightMatrix0to1[11][28] = 0.384041837563949;
   fWeightMatrix0to1[12][28] = 0.00790425690099812;
   fWeightMatrix0to1[13][28] = -0.12245132775069;
   fWeightMatrix0to1[14][28] = 5.94530174308638;
   fWeightMatrix0to1[15][28] = -1.10486008018314;
   fWeightMatrix0to1[16][28] = 0.153423066850116;
   fWeightMatrix0to1[17][28] = 0.135968654808739;
   fWeightMatrix0to1[18][28] = 0.0914959344701164;
   fWeightMatrix0to1[19][28] = 0.746251137975006;
   fWeightMatrix0to1[20][28] = -0.148051885231005;
   fWeightMatrix0to1[21][28] = 0.070819177624668;
   fWeightMatrix0to1[22][28] = 0.191656512406733;
   fWeightMatrix0to1[23][28] = -0.0239796308545282;
   fWeightMatrix0to1[24][28] = 1.96142009553605;
   fWeightMatrix0to1[25][28] = 0.031259159814031;
   fWeightMatrix0to1[26][28] = 0.520631821971445;
   fWeightMatrix0to1[27][28] = 2.11652859685921;
   fWeightMatrix0to1[28][28] = -0.00734211384914841;
   fWeightMatrix0to1[29][28] = 6.31042802499705;
   fWeightMatrix0to1[30][28] = -0.765771302503497;
   fWeightMatrix0to1[31][28] = -1.19462909962934;
   fWeightMatrix0to1[32][28] = 15.4829878811505;
   fWeightMatrix0to1[33][28] = -1.02007590541741;
   fWeightMatrix0to1[34][28] = -0.0909089546142227;
   fWeightMatrix0to1[35][28] = 0.791449333162459;
   fWeightMatrix0to1[36][28] = -0.0370376073397279;
   fWeightMatrix0to1[37][28] = -14.1809687778275;
   fWeightMatrix0to1[38][28] = -0.39605952618763;
   fWeightMatrix0to1[39][28] = 0.119100075831691;
   fWeightMatrix0to1[0][29] = -13.5185857009002;
   fWeightMatrix0to1[1][29] = -2.34097607421206;
   fWeightMatrix0to1[2][29] = -1.52711062983851;
   fWeightMatrix0to1[3][29] = 10.1133307421252;
   fWeightMatrix0to1[4][29] = -0.238317215111708;
   fWeightMatrix0to1[5][29] = -4.39569035158883;
   fWeightMatrix0to1[6][29] = -1.58792239114071;
   fWeightMatrix0to1[7][29] = 0.795465505408345;
   fWeightMatrix0to1[8][29] = 2.98005999282592;
   fWeightMatrix0to1[9][29] = 4.60589988845989;
   fWeightMatrix0to1[10][29] = -0.0531587439930644;
   fWeightMatrix0to1[11][29] = 5.90878137139841;
   fWeightMatrix0to1[12][29] = 9.92950451837911;
   fWeightMatrix0to1[13][29] = -1.29414599120943;
   fWeightMatrix0to1[14][29] = -1.57297805792344;
   fWeightMatrix0to1[15][29] = -2.13045564904493;
   fWeightMatrix0to1[16][29] = -21.0469018084603;
   fWeightMatrix0to1[17][29] = 11.7877373831174;
   fWeightMatrix0to1[18][29] = -0.225139949831821;
   fWeightMatrix0to1[19][29] = 10.4827109332879;
   fWeightMatrix0to1[20][29] = -1.03647338138215;
   fWeightMatrix0to1[21][29] = -0.39244314011411;
   fWeightMatrix0to1[22][29] = 1.11817924020207;
   fWeightMatrix0to1[23][29] = -0.593125289013821;
   fWeightMatrix0to1[24][29] = 2.80608683463873;
   fWeightMatrix0to1[25][29] = -1.83261389560924;
   fWeightMatrix0to1[26][29] = 1.34449563768092;
   fWeightMatrix0to1[27][29] = 7.2293470751403;
   fWeightMatrix0to1[28][29] = 3.76748832159807;
   fWeightMatrix0to1[29][29] = -0.49214466944216;
   fWeightMatrix0to1[30][29] = 0.316128785316722;
   fWeightMatrix0to1[31][29] = -0.896749764372541;
   fWeightMatrix0to1[32][29] = -7.59276787157704;
   fWeightMatrix0to1[33][29] = -0.0296970198168629;
   fWeightMatrix0to1[34][29] = -26.6357645187674;
   fWeightMatrix0to1[35][29] = 17.0792676054516;
   fWeightMatrix0to1[36][29] = -1.02902159497668;
   fWeightMatrix0to1[37][29] = 0.242762969841051;
   fWeightMatrix0to1[38][29] = -10.358965113646;
   fWeightMatrix0to1[39][29] = 17.3397638517325;
   // weight matrix from layer 1 to 2
   fWeightMatrix1to2[0][0] = -0.475644776461643;
   fWeightMatrix1to2[0][1] = -2.00246899812715;
   fWeightMatrix1to2[0][2] = 1.72449160680603;
   fWeightMatrix1to2[0][3] = 0.754328581635801;
   fWeightMatrix1to2[0][4] = -0.902104436730365;
   fWeightMatrix1to2[0][5] = -0.614001839375489;
   fWeightMatrix1to2[0][6] = -1.29948196510425;
   fWeightMatrix1to2[0][7] = 0.488783510152483;
   fWeightMatrix1to2[0][8] = -4.34544793548238;
   fWeightMatrix1to2[0][9] = 0.518439252262731;
   fWeightMatrix1to2[0][10] = 1.18729674292249;
   fWeightMatrix1to2[0][11] = 0.899312846469003;
   fWeightMatrix1to2[0][12] = 2.85996980331996;
   fWeightMatrix1to2[0][13] = 0.884442962451632;
   fWeightMatrix1to2[0][14] = -1.01956488139475;
   fWeightMatrix1to2[0][15] = -0.234082086737085;
   fWeightMatrix1to2[0][16] = -0.476221957241889;
   fWeightMatrix1to2[0][17] = 1.15115061264665;
   fWeightMatrix1to2[0][18] = -0.434332986183012;
   fWeightMatrix1to2[0][19] = 0.495768835459758;
   fWeightMatrix1to2[0][20] = 0.224598792485742;
   fWeightMatrix1to2[0][21] = 1.18339800886226;
   fWeightMatrix1to2[0][22] = 0.680471163212685;
   fWeightMatrix1to2[0][23] = -0.433468353092814;
   fWeightMatrix1to2[0][24] = 0.971034673931323;
   fWeightMatrix1to2[0][25] = -2.91388533087049;
   fWeightMatrix1to2[0][26] = 0.955550429824512;
   fWeightMatrix1to2[0][27] = 0.51029784857775;
   fWeightMatrix1to2[0][28] = -1.3959663760623;
   fWeightMatrix1to2[0][29] = -0.599303942700794;
   fWeightMatrix1to2[0][30] = 0.643320089557111;
   fWeightMatrix1to2[0][31] = -1.38691435725977;
   fWeightMatrix1to2[0][32] = -2.12950867520025;
   fWeightMatrix1to2[0][33] = -1.12762195665649;
   fWeightMatrix1to2[0][34] = -3.16805035162388;
   fWeightMatrix1to2[0][35] = 0.913722226876024;
   fWeightMatrix1to2[0][36] = 0.448092520826801;
   fWeightMatrix1to2[0][37] = 0.55244787227173;
   fWeightMatrix1to2[0][38] = -1.0294714896731;
   fWeightMatrix1to2[0][39] = 0.638533111118276;
   fWeightMatrix1to2[0][40] = -5.68403483120105;
}

inline double ReadPion_Downstream_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;
   }

   for (int l=0; l<fLayers; l++)
      for (int i=0; i<fLayerSize[l]; i++) fWeights[l][i]=0;

   for (int l=0; l<fLayers-1; l++)
      fWeights[l][fLayerSize[l]-1]=1;

   for (int i=0; i<fLayerSize[0]-1; i++)
      fWeights[0][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] * fWeights[0][i];
         fWeights[1][o] += inputVal;
      }
      fWeights[1][o] = ActivationFnc(fWeights[1][o]);
   }
   // layer 1 to 2
   for (int o=0; o<fLayerSize[2]; o++) {
      for (int i=0; i<fLayerSize[1]; i++) {
         double inputVal = fWeightMatrix1to2[o][i] * fWeights[1][i];
         fWeights[2][o] += inputVal;
      }
      fWeights[2][o] = OutputActivationFnc(fWeights[2][o]);
   }

   return fWeights[2][0];
}

double ReadPion_Downstream_TMVA::ActivationFnc(double x) const {
   // hyperbolic tan
   return tanh(x);
}
double ReadPion_Downstream_TMVA::OutputActivationFnc(double x) const {
   // sigmoid
   return 1.0/(1.0+exp(-x));
}
   
// Clean up
inline void ReadPion_Downstream_TMVA::Clear() 
{
   // clean up the arrays
   for (int lIdx = 0; lIdx < 3; lIdx++) {
      delete[] fWeights[lIdx];
   }
}
   inline double ReadPion_Downstream_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 ReadPion_Downstream_TMVA::InitTransform_1()
{
   // Normalization transformation, initialisation
   fMin_1[0][0] = 1129.02001953;
   fMax_1[0][0] = 749656.5;
   fMin_1[1][0] = 1128.9699707;
   fMax_1[1][0] = 2104797.5;
   fMin_1[2][0] = 1128.9699707;
   fMax_1[2][0] = 2104797.5;
   fMin_1[0][1] = 1.27196741104;
   fMax_1[0][1] = 33793.3164062;
   fMin_1[1][1] = 0.757160842419;
   fMax_1[1][1] = 68115.1796875;
   fMin_1[2][1] = 0.757160842419;
   fMax_1[2][1] = 68115.1796875;
   fMin_1[0][2] = 0.0221425648779;
   fMax_1[0][2] = 3.9998562336;
   fMin_1[1][2] = 0.0641472637653;
   fMax_1[1][2] = 3.99984502792;
   fMin_1[2][2] = 0.0221425648779;
   fMax_1[2][2] = 3.9998562336;
   fMin_1[0][3] = 5;
   fMax_1[0][3] = 31;
   fMin_1[1][3] = 5;
   fMax_1[1][3] = 30;
   fMin_1[2][3] = 5;
   fMax_1[2][3] = 31;
   fMin_1[0][4] = 0.000320251216181;
   fMax_1[0][4] = 0.399978101254;
   fMin_1[1][4] = 6.29367423244e-05;
   fMax_1[1][4] = 0.39999589324;
   fMin_1[2][4] = 6.29367423244e-05;
   fMax_1[2][4] = 0.39999589324;
   fMin_1[0][5] = 0.00335182389244;
   fMax_1[0][5] = 66.1039657593;
   fMin_1[1][5] = 0.000378800497856;
   fMax_1[1][5] = 79.4576568604;
   fMin_1[2][5] = 0.000378800497856;
   fMax_1[2][5] = 79.4576568604;
   fMin_1[0][6] = 1;
   fMax_1[0][6] = 27;
   fMin_1[1][6] = 1;
   fMax_1[1][6] = 26;
   fMin_1[2][6] = 1;
   fMax_1[2][6] = 27;
   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] = 119.185096741;
   fMin_1[1][11] = -999;
   fMax_1[1][11] = 170.319702148;
   fMin_1[2][11] = -999;
   fMax_1[2][11] = 170.319702148;
   fMin_1[0][12] = -999;
   fMax_1[0][12] = 78.072303772;
   fMin_1[1][12] = -999;
   fMax_1[1][12] = 119.505096436;
   fMin_1[2][12] = -999;
   fMax_1[2][12] = 119.505096436;
   fMin_1[0][13] = -999;
   fMax_1[0][13] = 63.4808998108;
   fMin_1[1][13] = -999;
   fMax_1[1][13] = 158.696304321;
   fMin_1[2][13] = -999;
   fMax_1[2][13] = 158.696304321;
   fMin_1[0][14] = -999;
   fMax_1[0][14] = 59.1244010925;
   fMin_1[1][14] = -999;
   fMax_1[1][14] = 121.268501282;
   fMin_1[2][14] = -999;
   fMax_1[2][14] = 121.268501282;
   fMin_1[0][15] = -999;
   fMax_1[0][15] = 59.1244010925;
   fMin_1[1][15] = -999;
   fMax_1[1][15] = 72.5792007446;
   fMin_1[2][15] = -999;
   fMax_1[2][15] = 72.5792007446;
   fMin_1[0][16] = -999;
   fMax_1[0][16] = 0.0244999993593;
   fMin_1[1][16] = -999;
   fMax_1[1][16] = 0.0247000008821;
   fMin_1[2][16] = -999;
   fMax_1[2][16] = 0.0247000008821;
   fMin_1[0][17] = -999;
   fMax_1[0][17] = 0;
   fMin_1[1][17] = -999;
   fMax_1[1][17] = 0;
   fMin_1[2][17] = -999;
   fMax_1[2][17] = 0;
   fMin_1[0][18] = 0;
   fMax_1[0][18] = 1;
   fMin_1[1][18] = 0;
   fMax_1[1][18] = 1;
   fMin_1[2][18] = 0;
   fMax_1[2][18] = 1;
   fMin_1[0][19] = 0;
   fMax_1[0][19] = 35;
   fMin_1[1][19] = 0;
   fMax_1[1][19] = 36;
   fMin_1[2][19] = 0;
   fMax_1[2][19] = 36;
   fMin_1[0][20] = 0;
   fMax_1[0][20] = 1;
   fMin_1[1][20] = 0;
   fMax_1[1][20] = 1;
   fMin_1[2][20] = 0;
   fMax_1[2][20] = 1;
   fMin_1[0][21] = 0;
   fMax_1[0][21] = 1;
   fMin_1[1][21] = 0;
   fMax_1[1][21] = 1;
   fMin_1[2][21] = 0;
   fMax_1[2][21] = 1;
   fMin_1[0][22] = 0;
   fMax_1[0][22] = 1;
   fMin_1[1][22] = 0;
   fMax_1[1][22] = 1;
   fMin_1[2][22] = 0;
   fMax_1[2][22] = 1;
   fMin_1[0][23] = -999;
   fMax_1[0][23] = 4.34127378464;
   fMin_1[1][23] = -999;
   fMax_1[1][23] = 4.34127378464;
   fMin_1[2][23] = -999;
   fMax_1[2][23] = 4.34127378464;
   fMin_1[0][24] = -999;
   fMax_1[0][24] = 2.64517307281;
   fMin_1[1][24] = -999;
   fMax_1[1][24] = 2.64517307281;
   fMin_1[2][24] = -999;
   fMax_1[2][24] = 2.64517307281;
   fMin_1[0][25] = 0;
   fMax_1[0][25] = 1;
   fMin_1[1][25] = 0;
   fMax_1[1][25] = 1;
   fMin_1[2][25] = 0;
   fMax_1[2][25] = 1;
   fMin_1[0][26] = -999;
   fMax_1[0][26] = 3.00366544724;
   fMin_1[1][26] = -999;
   fMax_1[1][26] = 3.00366544724;
   fMin_1[2][26] = -999;
   fMax_1[2][26] = 3.00366544724;
   fMin_1[0][27] = -999;
   fMax_1[0][27] = 2.61016368866;
   fMin_1[1][27] = -999;
   fMax_1[1][27] = 2.61016368866;
   fMin_1[2][27] = -999;
   fMax_1[2][27] = 2.61016368866;
   fMin_1[0][28] = -999;
   fMax_1[0][28] = 3.46313500404;
   fMin_1[1][28] = -999;
   fMax_1[1][28] = 3.46313500404;
   fMin_1[2][28] = -999;
   fMax_1[2][28] = 3.46313500404;
}

//_______________________________________________________________________
inline void ReadPion_Downstream_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 = 29;

   // 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);
      indicesGet.push_back( 19);
      indicesGet.push_back( 20);
      indicesGet.push_back( 21);
      indicesGet.push_back( 22);
      indicesGet.push_back( 23);
      indicesGet.push_back( 24);
      indicesGet.push_back( 25);
      indicesGet.push_back( 26);
      indicesGet.push_back( 27);
      indicesGet.push_back( 28);
   } 
   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);
      indicesPut.push_back( 19);
      indicesPut.push_back( 20);
      indicesPut.push_back( 21);
      indicesPut.push_back( 22);
      indicesPut.push_back( 23);
      indicesPut.push_back( 24);
      indicesPut.push_back( 25);
      indicesPut.push_back( 26);
      indicesPut.push_back( 27);
      indicesPut.push_back( 28);
   } 

   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<29;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 ReadPion_Downstream_TMVA::InitTransform()
{
   InitTransform_1();
}

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