示例#1
0
文件: t_view.cpp 项目: kvahed/codeare
int main (int narg, const char** argv) {

	typedef Range<false> R;
	typedef Range<true> CR;

	Matrix<double> M1(10, 1), M2, M3(M1), M4(3, 4), M6(4, 3), M5(3, 4, 2), M7(3, 4, 2), M8, M9, M10, M11;
    M1 = 0.0;
    M2 = M1;

    for (size_t i = 1; i < M1.Size(); ++i)
        M1[i] = i;
    for (size_t i = 1; i < M4.Size(); ++i)
        M4[i] = i;
    for (size_t i = 1; i < M5.Size(); ++i)
        M5[i] = i;

    M3(R(7,-2,2)) = M1(CR(2,4));
    M6(R(3,-2,0),R(0,1)) = M4(CR(0,1),CR(1,2));
    M7(R(2,-2,0),R(0,1),R(0,0)) =  M5(CR(0,1),CR(1,2),CR(0,0));
    M8 = M6(CR(1,-1,0),CR(1,2));
    M6(R(0,1),R(1,2)) = M8;
    M9 = M6(CR("1:-1:0"),CR("1:2"));
    M10 = M6(CR("1:-1:0,1"),CR("1:2"));
    M11 = M6(CR(),CR()) * M6(CR(),CR());
    M11 = M6 * M6(CR(),CR());
    std::cout << M3 << std::endl<< std::endl;
    std::cout << M4 << std::endl<< std::endl;
    std::cout << M6 << std::endl<< std::endl;
    std::cout << M5 << std::endl<< std::endl;
    std::cout << M7 << std::endl<< std::endl;
    std::cout << M8 << std::endl<< std::endl;
    std::cout << M9 << std::endl<< std::endl;
    std::cout << M10 << std::endl<< std::endl;
    std::cout << M11 << std::endl<< std::endl;
    return 0;
}
示例#2
0
void TestMatrix(ostream& os)
{
    // display a headline
    os << "Matrix test\r\n===========\r\n";

    Matrix<int> A(3,3), B(3,3), C(3,3), D(3,3);

    A(0,0) =   1;
    A(0,1) =   3;
    A(0,2) =  -4;
    A(1,0) =   1;
    A(1,1) =   1;
    A(1,2) =  -2;
    A(2,0) =  -1;
    A(2,1) =  -2;
    A(2,2) =   5;

    B(0,0) =   8;
    B(0,1) =   3;
    B(0,2) =   0;
    B(1,0) =   3;
    B(1,1) =  10;
    B(1,2) =   2;
    B(2,0) =   0;
    B(2,1) =   2;
    B(2,2) =   6;

    D(0,0) =   1;
    D(0,1) =   2;
    D(0,2) =  -1;
    D(1,0) =   2;
    D(1,1) =  -1;
    D(1,2) =  -3;
    D(2,0) =   0;
    D(2,1) =  -2;
    D(2,2) =   4;

    os << "\r\nMatrix A = \r\n";
    ShowMatrix(os,A);

    os << "\r\nMatrix B = \r\n";
    ShowMatrix(os,B);

    C = A % B;
    os << "\r\nMatrix C (A % B) = \r\n";
    ShowMatrix(os,C);

    C = A + B;
    os << "\r\nMatrix C (A + B) = \r\n";
    ShowMatrix(os,C);

    C = A;
    C += B;
    os << "\r\nMatrix C (= A, += B) =\r\n";
    ShowMatrix(os,C);

    C = A + 1;
    os << "\r\nMatrix C (= A + 1) =\r\n";
    ShowMatrix(os,C);

    C += 1;
    os << "\r\nMatrix C (+= 1) =\r\n";
    ShowMatrix(os,C);

    C = A - B;
    os << "\r\nMatrix C (A - B) = \r\n";
    ShowMatrix(os,C);

    C = A;
    C -= B;
    os << "\r\nMatrix C (= A, -= B) =\r\n";
    ShowMatrix(os,C);

    C = A - 1;
    os << "\r\nMatrix C (= A - 1) =\r\n";
    ShowMatrix(os,C);

    C -= 1;
    os << "\r\nMatrix C (-= 1) =\r\n";
    ShowMatrix(os,C);

    C = A * B;
    os << "\r\nMatrix C (A * B) = \r\n";
    ShowMatrix(os,C);

    C = A;
    C *= B;
    os << "\r\nMatrix C (= A, *= B) =\r\n";
    ShowMatrix(os,C);

    C = A * 2;
    os << "\r\nMatrix C (= A * 2) =\r\n";
    ShowMatrix(os,C);

    C *= 2;
    os << "\r\nMatrix C (*= 2) =\r\n";
    ShowMatrix(os,C);

    C = B / A;
    os << "\r\nMatrix C (B / A) = \r\n";
    ShowMatrix(os,C);

    C = B;
    C /= A;
    os << "\r\nMatrix C (= B, /= A) =\r\n";
    ShowMatrix(os,C);

    C = A / 2;
    os << "\r\nMatrix C (= A / 2) =\r\n";
    ShowMatrix(os,C);

    C /= 2;
    os << "\r\nMatrix C (/= 2) =\r\n";
    ShowMatrix(os,C);

    C = -A;
    os << "\r\nMatrix C (-A) = \r\n";
    ShowMatrix(os,C);

    // test comparisons
    os << "\r\nMatrix A = \r\n";
    ShowMatrix(os,A);

    os << "\r\nMatrix D = \r\n";
    ShowMatrix(os,D);

    if (A.Equals(D))
        os << "\r\nERROR: A should not equal D";
    else
        os << "\r\nOKAY: A not equal D";

    C = A;
    if (A.Equals(C))
        os << "\r\nOKAY: A equals C\r\n";
    else
        os << "\r\nERROR: A should equal C\r\n";

    Matrix<bool> I(3,3);

    I = (A == D);
    os << "\r\nMatrix I = (A == D)\r\n";
    ShowMatrix(os,I);

    I = (A != D);
    os << "\r\nMatrix I = (A != D)\r\n";
    ShowMatrix(os,I);

    I = (A < D);
    os << "\r\nMatrix I = (A < D)\r\n";
    ShowMatrix(os,I);

    I = (A <= D);
    os << "\r\nMatrix I = (A <= D)\r\n";
    ShowMatrix(os,I);

    I = (A > D);
    os << "\r\nMatrix I = (A > D)\r\n";
    ShowMatrix(os,I);

    I = (A >= D);
    os << "\r\nMatrix I = (A >= D)\r\n";
    ShowMatrix(os,I);

    // check fill function
    C.Fill(9);
    os << "\r\nC filled with 9 =\r\n";
    ShowMatrix(os,C);

    // check Apply functions
    C = Apply(A, Times2);
    os << "\r\nC = A.Apply(Times2)\r\n";
    ShowMatrix(os,C);

    C.Apply(Times2);
    os << "\r\nApply(C,Times2)\r\n";
    ShowMatrix(os,C);

    // check row and column vector functions
    Matrix<int>   S(1,1);
    Matrix<int> r1A(3,1);
    Matrix<int> c0B(1,3);

    r1A = A.VectorRow(1);
    c0B = B.VectorCol(0);

    os << "\r\nMatrix S = \r\n";
    ShowMatrix(os,S);

    os << "\r\nMatrix R1A = \r\n";
    ShowMatrix(os,r1A);

    os << "\r\nMatrix C0B = \r\n";
    ShowMatrix(os,c0B);

    if (r1A.IsRowVector())
        os << "\r\nOKAY: R1A is row vector";
    else
        os << "\r\nERROR: R1A should be a row vector";

    if (!r1A.IsColVector())
        os << "\r\nOKAY: R1A is not a column vector";
    else
        os << "\r\nERROR: R1A should not be a column vector";

    if (!c0B.IsRowVector())
        os << "\r\nOKAY: C0B is not a row vector";
    else
        os << "\r\nERROR: C0B should not be a row vector";

    if (c0B.IsColVector())
        os << "\r\nOKAY: C0B is column vector";
    else
        os << "\r\nERROR: C0B should be a column vector";

    if (c0B.IsVector())
        os << "\r\nOKAY: C0B is a vector";
    else
        os << "\r\nERROR: C0B should be a vector";

    if (!A.IsVector())
        os << "\r\nOKAY: A is not a vector";
    else
        os << "\r\nERROR: A should not be a vector";

    if (!c0B.IsSquare())
        os << "\r\nOKAY: C0B is not square";
    else
        os << "\r\nERROR: C0B should not be square";

    if (A.IsSquare())
        os << "\r\nOKAY: A is square";
    else
        os << "\r\nERROR: A should be square";

    B.Fill(0);

    if (B.IsZero())
        os << "\r\nOKAY: B is zero";
    else
        os << "\r\nERROR: B should be zero";

    if (!A.IsZero())
        os << "\r\nOKAY: A is not zero";
    else
        os << "\r\nERROR: A should not be zero";

    // test inner product
    int ip = r1A.InnerProduct(c0B);
    os << "\r\n\r\ninner product of R1A and C0B = " << ip << "\r\n";

    // make some bigger matrices
    Matrix<int> M1(5,5), M2(5,5,3), M3(5,5), M4(5,5);

    const int junk[]  = { 1, 5, 3, 0, 1,
                          0, 2, 0, 4, 5,
                          1, 0, 0, 2, 3,
                          7, 1, 3, 0, 0,
                          2, 1, 0, 4, 6 };

    const int ident[] = { 1, 0, 0, 0, 0,
                          0, 1, 0, 0, 0,
                          0, 0, 1, 0, 0,
                          0, 0, 0, 1, 0,
                          0, 0, 0, 0, 1 };

    const int tridi[] = { 1, 1, 0, 0, 0,
                          1, 1, 1, 0, 0,
                          0, 1, 1, 1, 0,
                          0, 0, 1, 1, 1,
                          0, 0, 0, 1, 1 };

    const int utri[]  = { 1, 1, 1, 1, 1,
                          0, 1, 1, 1, 1,
                          0, 0, 1, 1, 1,
                          0, 0, 0, 1, 1,
                          0, 0, 0, 0, 1 };

    const int ltri[]  = { 1, 0, 0, 0, 0,
                          1, 1, 0, 0, 0,
                          1, 1, 1, 0, 0,
                          1, 1, 1, 1, 0,
                          1, 1, 1, 1, 1 };

    const int perm[]  = { 0, 1, 0, 0, 0,
                          1, 0, 0, 0, 0,
                          0, 0, 0, 1, 0,
                          0, 0, 0, 0, 1,
                          0, 0, 1, 0, 0 };

    const int det[]  = { 3, 5, 3, 8, 1,
                         2, 6, 3, 4, 5,
                         1, 4, 5, 2, 3,
                         7, 1, 3, 6, 8,
                         2, 4, 1, 4, 9 };
    M1 = ident;
    M3 = M1 * 2;
    M4 = junk;

    os << "\r\nmatrix M1 = \r\n";
    ShowMatrix(os,M1);

    os << "\r\nmatrix M2 = \r\n";
    ShowMatrix(os,M2);

    os << "\r\nmatrix M3 = \r\n";
    ShowMatrix(os,M3);

    os << "\r\nmatrix M4 = \r\n";
    ShowMatrix(os,M4);

    if (M1.IsDiagonal())
        os << "\r\nOKAY: M1 is diagonal";
    else
        os << "\r\nERROR: M1 should be diagonal";

    if (M1.IsIdentity())
        os << "\r\nOKAY: M1 is an identity matrix";
    else
        os << "\r\nERROR: M1 should be an identity matrix";

    if (!M2.IsDiagonal())
        os << "\r\nOKAY: M2 is not diagonal";
    else
        os << "\r\nERROR: M2 should not be diagonal";

    if (!M2.IsIdentity())
        os << "\r\nOKAY: M2 is not an identity matrix";
    else
        os << "\r\nERROR: M2 should not be an identity matrix";

    if (M3.IsDiagonal())
        os << "\r\nOKAY: M3 is diagonal";
    else
        os << "\r\nERROR: M3 should be diagonal";

    if (!M3.IsIdentity())
        os << "\r\nOKAY: M3 is not an identity matrix";
    else
        os << "\r\nERROR: M3 should not be an identity matrix";

    if (!M4.IsDiagonal())
        os << "\r\nOKAY: M4 is not diagonal";
    else
        os << "\r\nERROR: M4 should not be diagonal";

    if (!M4.IsIdentity())
        os << "\r\nOKAY: M4 is not an identity matrix";
    else
        os << "\r\nERROR: M4 should not be an identity matrix";

    // tridiagonal tests
    M1 = tridi;
    os << "\r\n\r\nmatrix M1 = \r\n";
    ShowMatrix(os,M1);

    if (M1.IsTridiagonal())
        os << "\r\nOKAY: M1 is tridiagonal";
    else
        os << "\r\nERROR: M1 should be tridiagonal";

    if (!M4.IsTridiagonal())
        os << "\r\nOKAY: M4 is not tridiagonal";
    else
        os << "\r\nERROR: M1 should not be tridiagonal";

    // upper triangular tests
    M1 = utri;
    os << "\r\n\r\nmatrix M1 = \r\n";
    ShowMatrix(os,M1);

    if (M1.IsUpperTriangular())
        os << "\r\nOKAY: M1 is upper-triangular";
    else
        os << "\r\nERROR: M1 should be upper-triangular";

    if (!M4.IsUpperTriangular())
        os << "\r\nOKAY: M4 is not upper-triangular";
    else
        os << "\r\nERROR: M4 should not be upper-triangular";

    // lower triangular tests
    M1 = ltri;
    os << "\r\n\r\nmatrix M1 = \r\n";
    ShowMatrix(os,M1);

    if (M1.IsLowerTriangular())
        os << "\r\nOKAY: M1 is lower-triangular";
    else
        os << "\r\nERROR: M1 should be lower-triangular";

    if (!M4.IsLowerTriangular())
        os << "\r\nOKAY: M4 is not lower-triangular";
    else
        os << "\r\nERROR: M4 should not be lower-triangular";

    // permutation tests
    M1 = perm;
    os << "\r\n\r\nmatrix M1 = \r\n";
    ShowMatrix(os,M1);

    M2 = ident;
    os << "\r\n\r\nmatrix M2 = \r\n";
    ShowMatrix(os,M2);

    if (M1.IsPermutation())
        os << "\r\nOKAY: M1 is permutation matrix";
    else
        os << "\r\nERROR: M1 should be permutation";

    if (M2.IsPermutation())
        os << "\r\nOKAY: M2 is permutation matrix";
    else
        os << "\r\nERROR: M2 should be permutation";

    if (!M4.IsPermutation())
        os << "\r\nOKAY: M4 is not permutation";
    else
        os << "\r\nERROR: M4 should not be permutation";

    // check singularity function
    M1(0,1) = 0;
    os << "\r\n\r\nmatrix M1 = \r\n";
    ShowMatrix(os,M1);

    if (M1.IsSingular())
        os << "\r\nOKAY: M1 is singular";
    else
        os << "\r\nERROR: M1 should be singular";

    if (!M2.IsSingular())
        os << "\r\nOKAY: M2 is not singular";
    else
        os << "\r\nERROR: M2 should not be singular";

    if (!M4.IsSingular())
        os << "\r\nOKAY: M4 is not singular";
    else
        os << "\r\nERROR: M4 should not be singular";

    // change main window heading
    os <<endl
       <<"Matrix Tests (manipulations)" <<endl
       <<"============================" <<endl;
    
    // test minors and determinants
    os << "\r\n\r\nmatrix M4 = \r\n";
    ShowMatrix(os,M4);

    os << "\r\nminor M4(1,1) = \r\n";
    ShowMatrix(os,M4.Minor(1,1));

    os << "\r\nminor M4(0,4) = \r\n";
    ShowMatrix(os,M4.Minor(0,4));

    Matrix<int> M5(2,2), M6(3,3);

    M5(0,0) = 1;
    M5(0,1) = 2;
    M5(1,0) = 3;
    M5(1,1) = 4;

    M6(0,0) = 1;
    M6(0,1) = 3;
    M6(0,2) = 2;
    M6(1,0) = 5;
    M6(1,1) = 4;
    M6(1,2) = 7;
    M6(2,0) = 6;
    M6(2,1) = 9;
    M6(2,2) = 8;

    M4 = det;
    Matrix<int> T4(5,5), T5(2,2), T6(3,3);

    T4 = M4.Transpose();
    T5 = M5.Transpose();
    T6 = M6.Transpose();

    os << "\r\nmatrix M5 = \r\n";
    ShowMatrix(os,M5);

    os << "\r\ndeterminant of M5 = "
           << M5.Determinant() << "\r\n";

    os << "\r\nmatrix T5 = \r\n";
    ShowMatrix(os,T5);

    os << "\r\ndeterminant of T5 = "
           << T5.Determinant() << "\r\n";

    os << "\r\nmatrix M6 = \r\n";
    ShowMatrix(os,M6);

    os << "\r\ndeterminant of M6 = "
           << M6.Determinant() << "\r\n";

    os << "\r\nmatrix T6 = \r\n";
    ShowMatrix(os,T6);

    os << "\r\ndeterminant of T6 = "
           << T6.Determinant() << "\r\n";

    os << "\r\nmatrix M4 = \r\n";
    ShowMatrix(os,M4);

    os << "\r\ndeterminant of M4 = "
           << M4.Determinant() << "\r\n";

    os << "\r\nmatrix T4 = \r\n";
    ShowMatrix(os,T4);

    os << "\r\ndeterminant of T4 = "
           << T4.Determinant() << "\r\n";

    Matrix<int> R;
    os << "\r\nMatrix R (def. constr.) = \r\n";
    ShowMatrix(os,R);

    R.Resize(10,10);
    os << "\r\nMatrix R (now 10x10) = \r\n";
    ShowMatrix(os,R);

    // change main window heading
    os <<endl
       <<"Matrix Tests (double)" <<endl
       <<"=====================" <<endl;
    
    // check <double> Matrix
    os << "\r\nFLOATING POINT!";

    Matrix<double> X(3,4), Y(4,3), Z(3,3);

    X(0,0) =  1.0; X(1,0) =  5.0; X(2,0) =  2.0;
    X(0,1) =  2.0; X(1,1) =  2.0; X(2,1) =  4.0;
    X(0,2) =  0.0; X(1,2) =  3.0; X(2,2) =  3.0;
    X(0,3) =  1.0; X(1,3) =  2.0; X(2,3) =  1.0;

    Y(0,0) =  0.0; Y(2,0) =  1.0;
    Y(0,1) =  1.0; Y(2,1) =  0.0;
    Y(0,2) =  2.0; Y(2,2) =  5.0;
    Y(1,0) =  1.0; Y(3,0) =  3.0;
    Y(1,1) =  3.0; Y(3,1) =  1.0;
    Y(1,2) =  2.0; Y(3,2) =  2.0;

    os << "\r\nMatrix X = \r\n";
    ShowMatrix(os,X);
    os << "\r\nMatrix Y = \r\n";
    ShowMatrix(os,Y);

    Z = X % Y;
    os << "\r\nMatrix Z (X % Y) = \r\n";
    ShowMatrix(os,Z);

    // check transposition
    Matrix<double> tX;
    tX = X.Transpose();
    os << "\r\nOriginal X =\r\n";
    ShowMatrix(os,X);
    os << "\r\nTranspose X =\r\n";
    ShowMatrix(os,tX);

    X(0,0) =  1; X(0,1) =  3; X(0,2) = -4; X(0,3) =  8;
    X(1,0) =  1; X(1,1) =  1; X(1,2) = -2; X(1,3) =  2;
    X(2,0) = -1; X(2,1) = -2; X(2,2) =  5; X(2,3) = -1;

    os << "\r\nOriginal X =\r\n";
    ShowMatrix(os,X);

    Matrix<double> lX(X.LinSolve());
    os << "\r\nX after elimination =\r\n";
    ShowMatrix(os,X);

    os << "\r\nlinear equation solution =\r\n";
    ShowMatrix(os,lX);

    X(0,0) =  1.0; X(1,0) =  3.0; X(2,0) =  5.0;
    X(0,1) =  2.0; X(1,1) =  5.0; X(2,1) =  6.0;
    X(0,2) =  0.0; X(1,2) =  4.0; X(2,2) =  3.0;
    X(0,3) =  0.1; X(1,3) = 12.5; X(2,3) = 10.3;

    os << "\r\nOriginal X =\r\n";
    ShowMatrix(os,X);

    lX = X.LinSolve();
    os << "\r\nX after elimination =\r\n";
    ShowMatrix(os,X);

    os << "\r\nlinear equation solution =\r\n";
    ShowMatrix(os,lX);

    Matrix<double> Adbl(3,3), Bdbl(3,1);

    Adbl(0,0) =  1.0; Adbl(0,1) =  2.0; Adbl(0,2) =  0.0;
    Adbl(1,0) =  3.0; Adbl(1,1) =  5.0; Adbl(1,2) =  4.0;
    Adbl(2,0) =  5.0; Adbl(2,1) =  6.0; Adbl(2,2) =  3.0;

    Bdbl(0,0) =  0.1;
    Bdbl(1,0) = 12.5;
    Bdbl(2,0) = 10.3;

    os << "\r\n\r\nmatrix Adbl = \r\n";
    ShowMatrix(os,Adbl);

    os << "\r\nmatrix Bdbl = \r\n";
    ShowMatrix(os,Bdbl);

    Matrix<double> alup(Adbl); // copy Adbl before LUP decomp
    os << "\r\nLU decomp of Adbl (before) = \r\n";
    ShowMatrix(os,alup);

    Matrix<size_t> aperm = alup.LUPDecompose();
    os << "\r\nLU decomp of Adbl (after) = \r\n";
    ShowMatrix(os,alup);

    os << "\r\nPermutation of Adbl = \r\n";
    ShowMatrix(os,aperm);

    Matrix<double> asol = alup.LUPSolve(aperm,Bdbl);
    os << "\r\nlinear solution of Adbl and Bdbl = \r\n";
    ShowMatrix(os,asol);

    Matrix<double> ainv = alup.LUPInvert(aperm);
    os << "\r\ninverse of Adbl and Bdbl = \r\n";
    ShowMatrix(os,ainv);

    Matrix<double> aid = Adbl % ainv;
    os << "\r\ninverse dot Adbl = \r\n";
    ShowMatrix(os,aid);

    Grid<size_t> iperm = ainv.LUPDecompose();
    Matrix<double> invinv = ainv.LUPInvert(iperm);
    os << "\r\ninverse of inverse =\r\n";
    ShowMatrix(os,invinv);
}
示例#3
0
int multiple_detector_fit()
{

  std::cout << "Beginning : ... " << std::endl;

  Int_t npoints = 1000;
  Double_t emin = 0.2; 
  Double_t emax = 3.0;

  bool use100m = true;
  bool use470m = true;
  bool use600m = true;


  std::vector<int> baselines;
  std::vector<double> scales;
  std::vector<std::string> names;
  std::vector<double> volume;

  if (use100m) baselines.push_back(100);
  if (use470m) baselines.push_back(470);
  if (use600m) baselines.push_back(600);


  double NULLVec[2][20];
  double OscVec[2][1001][7][20];

  for(int i = 0; i < 20; i++){
    NULLVec[0][i] = 0;
    NULLVec[1][i] = 0;

  }

  for(int u = 0; u < 1000; u++){
    for(int s = 0; s < 7; s++){
      for(int i = 0; i < 20; i++){

	OscVec[0][u][s][i] = 0;
        OscVec[1][u][s][i] = 0;

      }
    }
  }


  int nbinsE = 0;


  if (use100m){

    std::string temp_name = /*"../MatrixFiles/combined_ntuple_100m_nu_processed_numu.root";*/"../MatrixFiles/combined_ntuple_100m_nu_processed_CoreyBins_numu.root";

    TFile temp_file(temp_name.c_str());
    TH1D *NULL_100;
    NULL_100 = (TH1D*)(temp_file.Get("NumuCC"));
    nbinsE = NULL_100->GetNbinsX();
    std::cout << nbinsE << std::endl;
      for(int i = 1; i <= nbinsE; i++){
	  NULLVec[0][i-1] = (NULL_100->GetBinContent(i));
      }

    for(int u = 0; u < npoints; u++){
      for(int s = 0; s < 7; s++){
	TH1D *OSC_100;
	TString upoint = Form("%d",u);
	TString name = "Universe_";
	TString name2 = "_MultiSim_";
	TString mul = Form("%d",s);
	
	name += upoint;
	name += name2;
	name += mul;	
       
	OSC_100 = (TH1D*)(temp_file.Get(name));
          for(int i = 1; i <= nbinsE; i++){
              OscVec[0][u][s][i-1] = (OSC_100->GetBinContent(i));
	      //	      if(OscVec[0][u][s][i-1] != OscVec[0][u][s][i-1]) std::cout << "erm" <<std::endl;

	  }

	delete OSC_100;
      }
    }
    
    delete NULL_100;
    temp_file.Close();
  }

  if (use470m){
    std::string temp_name = /*"../MatrixFiles/combined_ntuple_600m_onaxis_nu_processed_numu.root";*/"../MatrixFiles/combined_ntuple_600m_onaxis_nu_processed_CoreyBins_numu.root";

    TFile temp_file(temp_name.c_str());
    TH1D *NULL_470;
    NULL_470 = (TH1D*)(temp_file.Get("NumuCC"));
    nbinsE = NULL_470->GetNbinsX();
    std::cout << nbinsE<< std::endl;
      for(int i = 1; i <= nbinsE; i++){
	  NULLVec[1][i-1] = (NULL_470->GetBinContent(i));
      }

    for(int u = 0; u < npoints; u++){
      for(int s = 0; s < 7; s++){
	TH1D *OSC_470;
	TString upoint = Form("%d",u);//std::to_string(u);
	TString name = "Universe_";
	TString name2 = "_MultiSim_";
	TString mul = Form("%d",s);// = std::to_string(s);
	
	name += upoint;
	name += name2;
	name += mul;	
       
	OSC_470 = (TH1D*)(temp_file.Get(name));
          for(int i = 1; i <= nbinsE; i++){
	    OscVec[1][u][s][i-1] = (OSC_470->GetBinContent(i));
	    if(OscVec[1][u][s][i-1] != OscVec[1][u][s][i-1])  OscVec[1][u][s][i-1] = NULLVec[1][i-1];//std::cout << "erm, u :" << u << " s : " << s << " E : " << i  <<std::endl;

	  }

	delete OSC_470;
      }
    }
    
    delete NULL_470;
    temp_file.Close();
  }

  int nL = 2;
  int mbins = (nbinsE*nL);
 
  TMatrix M6 (mbins,mbins);
  TMatrix M5 (mbins,mbins);
  TMatrix M4 (mbins,mbins);
  TMatrix M3 (mbins,mbins);
  TMatrix M2 (mbins,mbins);
  TMatrix M1 (mbins,mbins);
  TMatrix M0 (mbins,mbins);
  
  TMatrix C6 (mbins,mbins);
  TMatrix C5 (mbins,mbins);
  TMatrix C4 (mbins,mbins);
  TMatrix C3 (mbins,mbins);
  TMatrix C2 (mbins,mbins);
  TMatrix C1 (mbins,mbins);
  TMatrix C0 (mbins,mbins);

  int N = 0;

  TH1D *Fig6 = new TH1D("Fig6",";;",mbins,0,mbins);
  TH1D *Fig5 = new TH1D("Fig5",";;",mbins,0,mbins);
  TH1D *Fig4 = new TH1D("Fig4",";;",mbins,0,mbins);
  TH1D *Fig3 = new TH1D("Fig3",";;",mbins,0,mbins);
  TH1D *Fig2 = new TH1D("Fig2",";;",mbins,0,mbins);
  TH1D *Fig1 = new TH1D("Fig1",";;",mbins,0,mbins);
  TH1D *Fig0 = new TH1D("Fig0",";;",mbins,0,mbins);

  int Erri = 0, Errj = 0;

  std::cout << "Filling Error Matrix..." << std::endl;

  for(int Lrow = 0; Lrow < 2; Lrow++){
    for(int Erow = 0; Erow < nbinsE; Erow++){

      Errj = 0;

      for(int Lcol = 0; Lcol < 2; Lcol++){
        for(int Ecol = 0; Ecol < nbinsE; Ecol++){

          M6 (Erri,Errj) = 0;
          M5 (Erri,Errj) = 0;
          M4 (Erri,Errj) = 0;
          M3 (Erri,Errj) = 0;
          M2 (Erri,Errj) = 0;
          M1 (Erri,Errj) = 0;
          M0 (Erri,Errj) = 0;

	  N = 0;

	  for(int u = 0; u < npoints; u++){

	    M6 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][6][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][6][Ecol]);
            M5 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][5][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][5][Ecol]);
            M4 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][4][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][4][Ecol]);
            M3 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][3][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][3][Ecol]);
            M2 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][2][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][2][Ecol]);
            M1 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][1][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][1][Ecol]);
            M0 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][0][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][0][Ecol]);

	    N++;
	    
	  }

	  M6 (Erri,Errj) /= N;
          M5 (Erri,Errj) /= N;
          M4 (Erri,Errj) /= N;
          M3 (Erri,Errj) /= N;
          M2 (Erri,Errj) /= N;
          M1 (Erri,Errj) /= N;
	  M0 (Erri,Errj) /= N;


	  
	  M6 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M5 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M4 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M3 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M2 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M1 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M0 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
	  
	  if(Erri == Errj) Fig6->SetBinContent(Erri+1, sqrt(M6 (Erri,Errj)));
      if(Erri == Errj) Fig5->SetBinContent(Erri+1, sqrt(M5 (Erri,Errj)));
      if(Erri == Errj) Fig4->SetBinContent(Erri+1, sqrt(M4 (Erri,Errj)));
      if(Erri == Errj) Fig3->SetBinContent(Erri+1, sqrt(M3 (Erri,Errj)));
      if(Erri == Errj) Fig2->SetBinContent(Erri+1, sqrt(M2 (Erri,Errj)));
      if(Erri == Errj) Fig1->SetBinContent(Erri+1, sqrt(M1 (Erri,Errj)));
      if(Erri == Errj) Fig0->SetBinContent(Erri+1, sqrt(M0 (Erri,Errj)));

      std::cout << M6 (Erri,Errj) << "\t";

          Errj++;

	}}

      Erri++;

    }}

  for(int i = 0; i < Erri; i++){
    for(int j = 0; j < Errj; j++){

      C6 (i,j) = M6(i,j) / sqrt(M6 (i,i) * M6 (j,j));
      C5 (i,j) = M5(i,j) / sqrt(M5 (i,i) * M5 (j,j));
      C4 (i,j) = M4(i,j) / sqrt(M4 (i,i) * M4 (j,j));
      C3 (i,j) = M3(i,j) / sqrt(M3 (i,i) * M3 (j,j));
      C2 (i,j) = M2(i,j) / sqrt(M2 (i,i) * M2 (j,j));
      C1 (i,j) = M1(i,j) / sqrt(M1 (i,i) * M1 (j,j));
      C0 (i,j) = M0(i,j) / sqrt(M0 (i,i) * M0 (j,j));

    }
  }
  
  std::cout << "...Error Matrix Filled" << std::endl;


  TCanvas* c6 = new TCanvas("c6","",700,700);
  c6->SetLeftMargin(.1);
  c6->SetBottomMargin(.1);
  c6->SetTopMargin(.075);
  c6->SetRightMargin(.15);
  c6->cd();

  M6.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //  TMatrixFBase->GetZaxis()->SetRangeUser(-0.05,0.4);
  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //  TMatrixFBase->GetZaxis()->SetTitle("Fractional Error Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kBlue);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);



  TLatex *ND = new TLatex(.15,.01,"LAr1-ND (100m) ");
  ND->SetNDC();
  ND->SetTextFont(62);
  ND->SetTextSize(0.04);
  ND->Draw();

  TLatex *MD = new TLatex(.5,.01,"T600 (600m, on axis)");
  MD->SetNDC();
  MD->SetTextFont(62);
  MD->SetTextSize(0.04);
  MD->Draw();

  TLatex *ND45 = new TLatex(.05,.15,"LAr1-ND (100m) ");
  ND45->SetNDC();
  ND45->SetTextAngle(90);
  ND45->SetTextFont(62);
  ND45->SetTextSize(0.04);
  ND45->Draw();

  TLatex *MD45 = new TLatex(.05,.54,"T600 (600m, on axis)");
  MD45->SetNDC();
  MD45->SetTextAngle(90);
  MD45->SetTextFont(62);
  MD45->SetTextSize(0.04);
  MD45->Draw();

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} Flux Fractional Error Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  //  c6->Print("total_matrix.pdf");



  TCanvas* c61 = new TCanvas("c61","",700,700);
  c61->SetLeftMargin(.1);
  c61->SetBottomMargin(.1);
  c61->SetTopMargin(.075);
  c61->SetRightMargin(.15);
  c61->cd();

  C6.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);
  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kYellow);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);


  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} Flux Correlation Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  //  c61->Print("total_correlation_matrix.pdf");

 

  TCanvas* c5 = new TCanvas("c5","",700,700);
  c5->SetLeftMargin(.1);
  c5->SetBottomMargin(.1);
  c5->SetTopMargin(.075);
  c5->SetRightMargin(.15);
  c5->cd();

  M5.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-0.005,0.045);
  
TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //  TMatrixFBase->GetZaxis()->SetTitle("K^{+} Covariance Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kBlue);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} K#lower[-0.15]{+} Fractional Error Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();




  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();

  //  c5->Print("mult5_matrix.pdf");

  TCanvas* c51 = new TCanvas("c51","",700,700);
  c51->SetLeftMargin(.1);
  c51->SetBottomMargin(.1);
  c51->SetTopMargin(.075);
  c51->SetRightMargin(.15);
  c51->cd();

  C5.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-1,1);
  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //  TMatrixFBase->GetZaxis()->SetTitle("K#lower[-0.15]{+} Correlation Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kYellow);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} K#lower[-0.15]{+} Correlation Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();



  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();

  //  c51->Print("mult5_correlation_matrix.pdf");

  TCanvas* c4 = new TCanvas("c4","",700,700);
  c4->SetLeftMargin(.1);
  c4->SetBottomMargin(.1);
  c4->SetTopMargin(.075);
  c4->SetRightMargin(.15);
  c4->cd();

  M4.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-0.005,0.045);
  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //TMatrixFBase->GetZaxis()->SetTitle("K#lower[-0.15]{-} Covariance Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kBlue);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} K#lower[-0.15]{-} Fractional Error Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();



  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();


  //  c4->Print("mult4_matrix.pdf");

  TCanvas* c41 = new TCanvas("c41","",700,700);
  c41->SetLeftMargin(.1);
  c41->SetBottomMargin(.1);
  c41->SetTopMargin(.075);
  c41->SetRightMargin(.15);
  c41->cd();

  C4.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-1,1);

  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //  TMatrixFBase->GetZaxis()->SetTitle("K#lower[-0.15]{-} Correlation Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kYellow);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} K#lower[-0.15]{-} Correlation Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();


  //  c41->Print("mult4_correlation_matrix.pdf");



  TCanvas* c3 = new TCanvas("c3","",700,700);
  c3->SetLeftMargin(.1);
  c3->SetBottomMargin(.1);
  c3->SetTopMargin(.075);
  c3->SetRightMargin(.15);
  c3->cd();

  M3.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-0.005,0.045);

  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //TMatrixFBase->GetZaxis()->SetTitle("K#lower[-0.15]{0} Covariance Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kBlue);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} K#lower[-0.15]{0} Fractional Error Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();


  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();


  //  c3->Print("mult3_matrix.pdf");

  TCanvas* c31 = new TCanvas("c31","",700,700);
  c31->SetLeftMargin(.1);
  c31->SetBottomMargin(.1);
  c31->SetTopMargin(.075);
  c31->SetRightMargin(.15);
  c31->cd();

  C3.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-1,1);

  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //TMatrixFBase->GetZaxis()->SetTitle("K#lower[-0.15]{0} Correlation Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kYellow);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} K#lower[-0.15]{0} Correlation Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();



  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();


  //  c31->Print("mult3_correlation_matrix.pdf");


  TCanvas* c2 = new TCanvas("c2","",700,700);
  c2->SetLeftMargin(.1);
  c2->SetBottomMargin(.1);
  c2->SetTopMargin(.075);
  c2->SetRightMargin(.15);
  c2->cd();

  M2.Draw("COLZ");
  gStyle->SetPalette(56,0);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-0.005,0.045);
  TMatrixFBase->SetContour(999);
  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //TMatrixFBase->GetZaxis()->SetTitle("#pi#lower[-0.15]{+} Covariance Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kBlue);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} #pi#lower[-0.15]{+} Fractional Error Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();



  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();


  //  c2->Print("mult2_matrix.pdf");

  TCanvas* c21 = new TCanvas("c21","",700,700);
  c21->SetLeftMargin(.1);
  c21->SetBottomMargin(.1);
  c21->SetTopMargin(.075);
  c21->SetRightMargin(.15);
  c21->cd();

  C2.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-1,1);

  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //TMatrixFBase->GetZaxis()->SetTitle("#pi#lower[-0.15]{+} Correlation Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kYellow);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} #pi#lower[-0.15]{+} Correlation Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();


  //  c21->Print("mult2_correlation_matrix.pdf");


  TCanvas* c1 = new TCanvas("c1","",700,700);
  c1->SetLeftMargin(.1);
  c1->SetBottomMargin(.1);
  c1->SetTopMargin(.075);
  c1->SetRightMargin(.15);
  c1->cd();

  M1.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-0.005,0.045);

  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //TMatrixFBase->GetZaxis()->SetTitle("#pi#lower[-0.15]{-} Covariance Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kBlue);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} #pi#lower[-0.15]{-} Fractional Error Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();


  //  c1->Print("mult1_matrix.pdf");

  TCanvas* c11 = new TCanvas("c11","",700,700);
  c11->SetLeftMargin(.1);
  c11->SetBottomMargin(.1);
  c11->SetTopMargin(.075);
  c11->SetRightMargin(.15);
  c11->cd();

  C1.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-1,1);

  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //  TMatrixFBase->GetZaxis()->SetTitle("#pi#lower[-0.15]{-} Correlation Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kYellow);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} #pi#lower[-0.15]{-} Correlation Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();


  //  c11->Print("mult1_correlation_matrix.pdf");


  TCanvas* c0 = new TCanvas("c0","",700,700);
  c0->SetLeftMargin(.1);
  c0->SetBottomMargin(.1);
  c0->SetTopMargin(.075);
  c0->SetRightMargin(.15);
  c0->cd();

  M0.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-0.005,0.045);

  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //  TMatrixFBase->GetZaxis()->SetTitle("Beam UniSim Covariance Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kBlue);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} Beam Fractional Error Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();


  //  c0->Print("mult0_matrix.pdf");

  TCanvas* c01 = new TCanvas("c01","",700,700);
  c01->SetLeftMargin(.1);
  c01->SetBottomMargin(.1);
  c01->SetTopMargin(.075);
  c01->SetRightMargin(.15);
  c01->cd();

  C0.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //TMatrixFBase->GetZaxis()->SetRangeUser(-1,1);

  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //  TMatrixFBase->GetZaxis()->SetTitle("Beam UniSim Correlation Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  TLine *split = new TLine();
  split->SetLineStyle(2);
  split->SetLineWidth(5);
  split->SetLineColor(kYellow);
  split->DrawLineNDC(.1,.51,.849,.51);
  split->DrawLineNDC(.475,.101,.475,.930);
  add_plot_label("|            0.2 #minus 3.0 GeV            |            0.2 #minus 3.0 GeV            | ", 0.48,0.08,0.03);

  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} Beam Correlation Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  ND->Draw();
  MD->Draw();
  ND45->Draw();
  MD45->Draw();

  //  c01->Print("mult0_correlation_matrix.pdf");
 
  TCanvas* c86 = new TCanvas("c86","",800,400);
  c86->SetLeftMargin(.1);
  c86->SetBottomMargin(.1);
  c86->SetTopMargin(.05);
  c86->SetRightMargin(.05);
  c86->cd();

  Fig6->GetYaxis()->SetTitle("Fractional Error");
  Fig6->GetYaxis()->SetTitleFont(62);
  Fig6->GetXaxis()->SetTitleFont(62);
  Fig6->GetYaxis()->SetLabelFont(62);
  Fig6->GetXaxis()->SetLabelFont(62);
  Fig6->GetYaxis()->CenterTitle();
  Fig6->GetYaxis()->SetTitleSize(0.06);
  Fig6->GetYaxis()->SetTitleOffset(0.8);
  Fig6->GetXaxis()->SetLabelSize(0.06);
  Fig6->GetYaxis()->SetLabelSize(0.06);
  Fig6->GetXaxis()->SetTitleOffset(1.5);
  Fig6->SetStats(0);
  Fig6->SetMinimum(-0.01);
  Fig6->SetMaximum(0.21);
  Fig6->SetMarkerStyle(8);
  Fig6->GetYaxis()->SetNdivisions(509);
  Fig6->GetXaxis()->SetNdivisions(509);
  Fig6->Draw("P");
  split->SetLineColor(1);
  split->SetLineWidth(2);
  split->DrawLine(19,-0.01,19,0.21);

  TLatex *ND = new TLatex(.23,.85,"LAr1-ND (100m) ");
  ND->SetNDC();
  ND->SetTextFont(62);
  ND->SetTextSize(0.05);
  ND->Draw();

  TLatex *MD = new TLatex(.65,.85,"T600 (600m, on axis)");
  MD->SetNDC();
  MD->SetTextFont(62);
  MD->SetTextSize(0.05);
  MD->Draw();

  //  c86->Print("FractionalErrors_Total.pdf");

  TCanvas* c85 = new TCanvas("c85","",800,400);
  c85->SetLeftMargin(.1);
  c85->SetBottomMargin(.1);
  c85->SetTopMargin(.05);
  c85->SetRightMargin(.05);
  c85->cd();

  Fig5->GetYaxis()->SetTitle("K#lower[-0.2]{+} Fractional Error");
  Fig5->GetYaxis()->SetTitleFont(62);
  Fig5->GetXaxis()->SetTitleFont(62);
  Fig5->GetYaxis()->SetLabelFont(62);
  Fig5->GetXaxis()->SetLabelFont(62);
  Fig5->GetYaxis()->CenterTitle();
  Fig5->GetYaxis()->SetTitleSize(0.06);
  Fig5->GetYaxis()->SetTitleOffset(0.8);
  Fig5->GetXaxis()->SetLabelSize(0.06);
  Fig5->GetYaxis()->SetLabelSize(0.06);
  Fig5->GetXaxis()->SetTitleOffset(1.5);
  Fig5->SetStats(0);
  Fig5->SetMinimum(-0.01);
  Fig5->SetMaximum(0.21);
  Fig5->SetMarkerStyle(8);
  Fig5->GetYaxis()->SetNdivisions(509);
  Fig5->GetXaxis()->SetNdivisions(509);
  Fig5->Draw("P");
  split->SetLineColor(1);
  split->SetLineWidth(2);
  split->DrawLine(19,-0.01,19,0.21);
  ND->Draw();
  MD->Draw();

  //  c85->Print("FractionalErrors_Kplus.pdf");

  
  TCanvas* c84 = new TCanvas("c84","",800,400);
  c84->SetLeftMargin(.1);
  c84->SetBottomMargin(.1);
  c84->SetTopMargin(.05);
  c84->SetRightMargin(.05);
  c84->cd();

  Fig4->GetYaxis()->SetTitle("K#lower[-0.2]{-} Fractional Error");
  Fig4->GetYaxis()->SetTitleFont(62);
  Fig4->GetXaxis()->SetTitleFont(62);
  Fig4->GetYaxis()->SetLabelFont(62);
  Fig4->GetXaxis()->SetLabelFont(62);
  Fig4->GetYaxis()->CenterTitle();
  Fig4->GetYaxis()->SetTitleSize(0.06);
  Fig4->GetYaxis()->SetTitleOffset(0.8);
  Fig4->GetXaxis()->SetLabelSize(0.06);
  Fig4->GetYaxis()->SetLabelSize(0.06);
  Fig4->GetXaxis()->SetTitleOffset(1.5);
  Fig4->SetStats(0);
  Fig4->SetMinimum(-0.01);
  Fig4->SetMaximum(0.21);
  Fig4->SetMarkerStyle(8);
  Fig4->GetYaxis()->SetNdivisions(509);
  Fig4->GetXaxis()->SetNdivisions(509);
  Fig4->Draw("P");
  split->SetLineColor(1);
  split->SetLineWidth(2);
  split->DrawLine(19,-0.01,19,0.21);
  ND->Draw();
  MD->Draw();

  //  c84->Print("FractionalErrors_Kmin.pdf");


  TCanvas* c83 = new TCanvas("c83","",800,400);
  c83->SetLeftMargin(.1);
  c83->SetBottomMargin(.1);
  c83->SetTopMargin(.05);
  c83->SetRightMargin(.05);
  c83->cd();

  Fig3->GetYaxis()->SetTitle("K#lower[-0.2]{0} Fractional Error");
  Fig3->GetYaxis()->SetTitleFont(62);
  Fig3->GetXaxis()->SetTitleFont(62);
  Fig3->GetYaxis()->SetLabelFont(62);
  Fig3->GetXaxis()->SetLabelFont(62);
  Fig3->GetYaxis()->CenterTitle();
  Fig3->GetYaxis()->SetTitleSize(0.06);
  Fig3->GetYaxis()->SetTitleOffset(0.8);
  Fig3->GetXaxis()->SetLabelSize(0.06);
  Fig3->GetYaxis()->SetLabelSize(0.06);
  Fig3->GetXaxis()->SetTitleOffset(1.5);
  Fig3->SetStats(0);
  Fig3->SetMinimum(-0.01);
  Fig3->SetMaximum(0.21);
  Fig3->SetMarkerStyle(8);
  Fig3->GetYaxis()->SetNdivisions(509);
  Fig3->GetXaxis()->SetNdivisions(509);
  Fig3->Draw("P");
  split->SetLineColor(1);
  split->SetLineWidth(2);
  split->DrawLine(19,-0.01,19,0.21);
  ND->Draw();
  MD->Draw();

  //  c83->Print("FractionalErrors_K0.pdf");


  TCanvas* c82 = new TCanvas("c82","",800,400);
  c82->SetLeftMargin(.1);
  c82->SetBottomMargin(.1);
  c82->SetTopMargin(.05);
  c82->SetRightMargin(.05);
  c82->cd();

  Fig2->GetYaxis()->SetTitle("#pi#lower[-0.2]{+} Fractional Error");
  Fig2->GetYaxis()->SetTitleFont(62);
  Fig2->GetXaxis()->SetTitleFont(62);
  Fig2->GetYaxis()->SetLabelFont(62);
  Fig2->GetXaxis()->SetLabelFont(62);
  Fig2->GetYaxis()->CenterTitle();
  Fig2->GetYaxis()->SetTitleSize(0.06);
  Fig2->GetYaxis()->SetTitleOffset(0.8);
  Fig2->GetXaxis()->SetLabelSize(0.06);
  Fig2->GetYaxis()->SetLabelSize(0.06);
  Fig2->GetXaxis()->SetTitleOffset(1.5);
  Fig2->SetStats(0);
  Fig2->SetMinimum(-0.01);
  Fig2->SetMaximum(0.21);
  Fig2->SetMarkerStyle(8);
  Fig2->GetYaxis()->SetNdivisions(509);
  Fig2->GetXaxis()->SetNdivisions(509);
  Fig2->Draw("P");
  split->SetLineColor(1);
  split->SetLineWidth(2);
  split->DrawLine(19,-0.01,19,0.21);
  ND->Draw();
  MD->Draw();

  //  c82->Print("FractionalErrors_piplus.pdf");


  TCanvas* c81 = new TCanvas("c81","",800,400);
  c81->SetLeftMargin(.1);
  c81->SetBottomMargin(.1);
  c81->SetTopMargin(.05);
  c81->SetRightMargin(.05);
  c81->cd();

  Fig1->GetYaxis()->SetTitle("#pi#lower[-0.2]{-} Fractional Error");
  Fig1->GetYaxis()->SetTitleFont(62);
  Fig1->GetXaxis()->SetTitleFont(62);
  Fig1->GetYaxis()->SetLabelFont(62);
  Fig1->GetXaxis()->SetLabelFont(62);
  Fig1->GetYaxis()->CenterTitle();
  Fig1->GetYaxis()->SetTitleSize(0.06);
  Fig1->GetYaxis()->SetTitleOffset(0.8);
  Fig1->GetXaxis()->SetLabelSize(0.06);
  Fig1->GetYaxis()->SetLabelSize(0.06);
  Fig1->GetXaxis()->SetTitleOffset(1.5);
  Fig1->SetStats(0);
  Fig1->SetMinimum(-0.01);
  Fig1->SetMaximum(0.21);
  Fig1->SetMarkerStyle(8);
  Fig1->GetYaxis()->SetNdivisions(509);
  Fig1->GetXaxis()->SetNdivisions(509);
  Fig1->Draw("P");
  split->SetLineColor(1);
  split->SetLineWidth(2);
  split->DrawLine(19,-0.01,19,0.21);
  ND->Draw();
  MD->Draw();

  //  c81->Print("FractionalErrors_pimin.pdf");


  TCanvas* c80 = new TCanvas("c80","",800,400);
  c80->SetLeftMargin(.1);
  c80->SetBottomMargin(.1);
  c80->SetTopMargin(.05);
  c80->SetRightMargin(.05);
  c80->cd();

  Fig0->GetYaxis()->SetTitle("Beam Fractional Error");
  Fig0->GetYaxis()->SetTitleFont(62);
  Fig0->GetXaxis()->SetTitleFont(62);
  Fig0->GetYaxis()->SetLabelFont(62);
  Fig0->GetXaxis()->SetLabelFont(62);
  Fig0->GetYaxis()->CenterTitle();
  Fig0->GetYaxis()->SetTitleSize(0.06);
  Fig0->GetYaxis()->SetTitleOffset(0.8);
  Fig0->GetXaxis()->SetLabelSize(0.06);
  Fig0->GetYaxis()->SetLabelSize(0.06);
  Fig0->GetXaxis()->SetTitleOffset(1.5);
  Fig0->SetStats(0);
  Fig0->SetMinimum(-0.01);
  Fig0->SetMaximum(0.21);
  Fig0->SetMarkerStyle(8);
  Fig0->GetYaxis()->SetNdivisions(509);
  Fig0->GetXaxis()->SetNdivisions(509);
  Fig0->Draw("P");
  split->SetLineColor(1);
  split->SetLineWidth(2);
  split->DrawLine(19,-0.01,19,0.21);
  ND->Draw();
  MD->Draw();

  //  c80->Print("FractionalErrors_beam.pdf");

 
  cout<<"\nEnd of routine.\n";

  return 0;

}
示例#4
0
void FastMatmulRecursive(LockAndCounter& locker, MemoryManager<Scalar>& mem_mngr, Matrix<Scalar>& A, Matrix<Scalar>& B, Matrix<Scalar>& C, int total_steps, int steps_left, int start_index, double x, int num_threads, Scalar beta) {
    // Update multipliers
    C.UpdateMultiplier(A.multiplier());
    C.UpdateMultiplier(B.multiplier());
    A.set_multiplier(Scalar(1.0));
    B.set_multiplier(Scalar(1.0));
    // Base case for recursion
    if (steps_left == 0) {
        MatMul(A, B, C);
        return;
    }

    Matrix<Scalar> A11 = A.Subblock(2, 2, 1, 1);
    Matrix<Scalar> A12 = A.Subblock(2, 2, 1, 2);
    Matrix<Scalar> A21 = A.Subblock(2, 2, 2, 1);
    Matrix<Scalar> A22 = A.Subblock(2, 2, 2, 2);
    Matrix<Scalar> B11 = B.Subblock(2, 2, 1, 1);
    Matrix<Scalar> B12 = B.Subblock(2, 2, 1, 2);
    Matrix<Scalar> B21 = B.Subblock(2, 2, 2, 1);
    Matrix<Scalar> B22 = B.Subblock(2, 2, 2, 2);
    Matrix<Scalar> C11 = C.Subblock(2, 2, 1, 1);
    Matrix<Scalar> C12 = C.Subblock(2, 2, 1, 2);
    Matrix<Scalar> C21 = C.Subblock(2, 2, 2, 1);
    Matrix<Scalar> C22 = C.Subblock(2, 2, 2, 2);


    // Matrices to store the results of multiplications.
#ifdef _PARALLEL_
    Matrix<Scalar> M1(mem_mngr.GetMem(start_index, 1, total_steps - steps_left, M), C11.m(), C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M2(mem_mngr.GetMem(start_index, 2, total_steps - steps_left, M), C11.m(), C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M3(mem_mngr.GetMem(start_index, 3, total_steps - steps_left, M), C11.m(), C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M4(mem_mngr.GetMem(start_index, 4, total_steps - steps_left, M), C11.m(), C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M5(mem_mngr.GetMem(start_index, 5, total_steps - steps_left, M), C11.m(), C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M6(mem_mngr.GetMem(start_index, 6, total_steps - steps_left, M), C11.m(), C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M7(mem_mngr.GetMem(start_index, 7, total_steps - steps_left, M), C11.m(), C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M8(mem_mngr.GetMem(start_index, 8, total_steps - steps_left, M), C11.m(), C11.m(), C11.n(), C.multiplier());
#else
    Matrix<Scalar> M1(C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M2(C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M3(C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M4(C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M5(C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M6(C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M7(C11.m(), C11.n(), C.multiplier());
    Matrix<Scalar> M8(C11.m(), C11.n(), C.multiplier());
#endif
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    bool sequential1 = should_launch_task(8, total_steps, steps_left, start_index, 1, num_threads);
    bool sequential2 = should_launch_task(8, total_steps, steps_left, start_index, 2, num_threads);
    bool sequential3 = should_launch_task(8, total_steps, steps_left, start_index, 3, num_threads);
    bool sequential4 = should_launch_task(8, total_steps, steps_left, start_index, 4, num_threads);
    bool sequential5 = should_launch_task(8, total_steps, steps_left, start_index, 5, num_threads);
    bool sequential6 = should_launch_task(8, total_steps, steps_left, start_index, 6, num_threads);
    bool sequential7 = should_launch_task(8, total_steps, steps_left, start_index, 7, num_threads);
    bool sequential8 = should_launch_task(8, total_steps, steps_left, start_index, 8, num_threads);
#else
    bool sequential1 = false;
    bool sequential2 = false;
    bool sequential3 = false;
    bool sequential4 = false;
    bool sequential5 = false;
    bool sequential6 = false;
    bool sequential7 = false;
    bool sequential8 = false;
#endif



    // M1 = (1 * A11) * (1 * B11)
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    # pragma omp task if(sequential1) shared(mem_mngr, locker) untied
    {
#endif
        M1.UpdateMultiplier(Scalar(1));
        M1.UpdateMultiplier(Scalar(1));
        FastMatmulRecursive(locker, mem_mngr, A11, B11, M1, total_steps, steps_left - 1, (start_index + 1 - 1) * 8, x, num_threads, Scalar(0.0));
#ifndef _PARALLEL_
#endif
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
        locker.Decrement();
    }
    if (should_task_wait(8, total_steps, steps_left, start_index, 1, num_threads)) {
        # pragma omp taskwait
# if defined(_PARALLEL_) && (_PARALLEL_ == _HYBRID_PAR_)
        SwitchToDFS(locker, num_threads);
# endif
    }
#endif

    // M2 = (1 * A12) * (1 * B21)
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    # pragma omp task if(sequential2) shared(mem_mngr, locker) untied
    {
#endif
        M2.UpdateMultiplier(Scalar(1));
        M2.UpdateMultiplier(Scalar(1));
        FastMatmulRecursive(locker, mem_mngr, A12, B21, M2, total_steps, steps_left - 1, (start_index + 2 - 1) * 8, x, num_threads, Scalar(0.0));
#ifndef _PARALLEL_
#endif
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
        locker.Decrement();
    }
    if (should_task_wait(8, total_steps, steps_left, start_index, 2, num_threads)) {
        # pragma omp taskwait
# if defined(_PARALLEL_) && (_PARALLEL_ == _HYBRID_PAR_)
        SwitchToDFS(locker, num_threads);
# endif
    }
#endif

    // M3 = (1 * A11) * (1 * B12)
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    # pragma omp task if(sequential3) shared(mem_mngr, locker) untied
    {
#endif
        M3.UpdateMultiplier(Scalar(1));
        M3.UpdateMultiplier(Scalar(1));
        FastMatmulRecursive(locker, mem_mngr, A11, B12, M3, total_steps, steps_left - 1, (start_index + 3 - 1) * 8, x, num_threads, Scalar(0.0));
#ifndef _PARALLEL_
#endif
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
        locker.Decrement();
    }
    if (should_task_wait(8, total_steps, steps_left, start_index, 3, num_threads)) {
        # pragma omp taskwait
# if defined(_PARALLEL_) && (_PARALLEL_ == _HYBRID_PAR_)
        SwitchToDFS(locker, num_threads);
# endif
    }
#endif

    // M4 = (1 * A12) * (1 * B22)
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    # pragma omp task if(sequential4) shared(mem_mngr, locker) untied
    {
#endif
        M4.UpdateMultiplier(Scalar(1));
        M4.UpdateMultiplier(Scalar(1));
        FastMatmulRecursive(locker, mem_mngr, A12, B22, M4, total_steps, steps_left - 1, (start_index + 4 - 1) * 8, x, num_threads, Scalar(0.0));
#ifndef _PARALLEL_
#endif
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
        locker.Decrement();
    }
    if (should_task_wait(8, total_steps, steps_left, start_index, 4, num_threads)) {
        # pragma omp taskwait
# if defined(_PARALLEL_) && (_PARALLEL_ == _HYBRID_PAR_)
        SwitchToDFS(locker, num_threads);
# endif
    }
#endif

    // M5 = (1 * A21) * (1 * B11)
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    # pragma omp task if(sequential5) shared(mem_mngr, locker) untied
    {
#endif
        M5.UpdateMultiplier(Scalar(1));
        M5.UpdateMultiplier(Scalar(1));
        FastMatmulRecursive(locker, mem_mngr, A21, B11, M5, total_steps, steps_left - 1, (start_index + 5 - 1) * 8, x, num_threads, Scalar(0.0));
#ifndef _PARALLEL_
#endif
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
        locker.Decrement();
    }
    if (should_task_wait(8, total_steps, steps_left, start_index, 5, num_threads)) {
        # pragma omp taskwait
# if defined(_PARALLEL_) && (_PARALLEL_ == _HYBRID_PAR_)
        SwitchToDFS(locker, num_threads);
# endif
    }
#endif

    // M6 = (1 * A22) * (1 * B21)
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    # pragma omp task if(sequential6) shared(mem_mngr, locker) untied
    {
#endif
        M6.UpdateMultiplier(Scalar(1));
        M6.UpdateMultiplier(Scalar(1));
        FastMatmulRecursive(locker, mem_mngr, A22, B21, M6, total_steps, steps_left - 1, (start_index + 6 - 1) * 8, x, num_threads, Scalar(0.0));
#ifndef _PARALLEL_
#endif
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
        locker.Decrement();
    }
    if (should_task_wait(8, total_steps, steps_left, start_index, 6, num_threads)) {
        # pragma omp taskwait
# if defined(_PARALLEL_) && (_PARALLEL_ == _HYBRID_PAR_)
        SwitchToDFS(locker, num_threads);
# endif
    }
#endif

    // M7 = (1 * A21) * (1 * B12)
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    # pragma omp task if(sequential7) shared(mem_mngr, locker) untied
    {
#endif
        M7.UpdateMultiplier(Scalar(1));
        M7.UpdateMultiplier(Scalar(1));
        FastMatmulRecursive(locker, mem_mngr, A21, B12, M7, total_steps, steps_left - 1, (start_index + 7 - 1) * 8, x, num_threads, Scalar(0.0));
#ifndef _PARALLEL_
#endif
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
        locker.Decrement();
    }
    if (should_task_wait(8, total_steps, steps_left, start_index, 7, num_threads)) {
        # pragma omp taskwait
# if defined(_PARALLEL_) && (_PARALLEL_ == _HYBRID_PAR_)
        SwitchToDFS(locker, num_threads);
# endif
    }
#endif

    // M8 = (1 * A22) * (1 * B22)
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    # pragma omp task if(sequential8) shared(mem_mngr, locker) untied
    {
#endif
        M8.UpdateMultiplier(Scalar(1));
        M8.UpdateMultiplier(Scalar(1));
        FastMatmulRecursive(locker, mem_mngr, A22, B22, M8, total_steps, steps_left - 1, (start_index + 8 - 1) * 8, x, num_threads, Scalar(0.0));
#ifndef _PARALLEL_
#endif
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
        locker.Decrement();
    }
    if (should_task_wait(8, total_steps, steps_left, start_index, 8, num_threads)) {
        # pragma omp taskwait
    }
#endif

    M_Add1(M1, M2, C11, x, false, beta);
    M_Add2(M3, M4, C12, x, false, beta);
    M_Add3(M5, M6, C21, x, false, beta);
    M_Add4(M7, M8, C22, x, false, beta);

    // Handle edge cases with dynamic peeling
#if defined(_PARALLEL_) && (_PARALLEL_ == _BFS_PAR_ || _PARALLEL_ == _HYBRID_PAR_)
    if (total_steps == steps_left) {
        mkl_set_num_threads_local(num_threads);
        mkl_set_dynamic(0);
    }
#endif
    DynamicPeeling(A, B, C, 2, 2, 2, beta);
}
示例#5
0
int multiple_detector_fit()
{

  std::cout << "Beginning : ... " << std::endl;

  Int_t npoints = 1000;
  Double_t emin = 0.2; 
  Double_t emax = 3.0;

  bool use100m = false;
  bool use470m = true;
  bool use600m = false;


  std::vector<int> baselines;
  std::vector<double> scales;
  std::vector<std::string> names;
  std::vector<double> volume;

  if (use100m) baselines.push_back(100);
  if (use470m) baselines.push_back(470);
  if (use600m) baselines.push_back(600);
  int nL = baselines.size();

  double NULLVec[3][20];
  double OscVec[3][1001][7][20];

  for(int i = 0; i < 20; i++){
    NULLVec[0][i] = 0;
    NULLVec[1][i] = 0;
    NULLVec[2][i] = 0;

  }

  for(int u = 0; u < 1000; u++){
    for(int s = 0; s < 7; s++){
      for(int i = 0; i < 20; i++){

	OscVec[0][u][s][i] = 0;
        OscVec[1][u][s][i] = 0;
        OscVec[2][u][s][i] = 0;

      }
    }
  }


  int nbinsE = 0;

  int counter = 0;
  if (use100m){

    std::string temp_name = "../MatrixFiles/combined_ntuple_100m_nu_processed_numu.root";

    TFile temp_file(temp_name.c_str());
    TH1D *NULL_100;
    NULL_100 = (TH1D*)(temp_file.Get("NumuCC"));
    nbinsE = NULL_100->GetNbinsX();
    std::cout << nbinsE << std::endl;
      for(int i = 1; i <= nbinsE; i++){
	  NULLVec[counter][i-1] = (NULL_100->GetBinContent(i));
      }

    for(int u = 0; u < npoints; u++){
      for(int s = 0; s < 7; s++){
	TH1D *OSC_100;
	TString upoint = Form("%d",u);
	TString name = "Universe_";
	TString name2 = "_MultiSim_";
	TString mul = Form("%d",s);
	
	name += upoint;
	name += name2;
	name += mul;	
       
	OSC_100 = (TH1D*)(temp_file.Get(name));
          for(int i = 1; i <= nbinsE; i++){
              OscVec[counter][u][s][i-1] = (OSC_100->GetBinContent(i));
	      //	      if(OscVec[0][u][s][i-1] != OscVec[0][u][s][i-1]) std::cout << "erm" <<std::endl;

	  }

	delete OSC_100;
      }
    }
    counter++;
    delete NULL_100;
    temp_file.Close();
  }

  if (use470m){
    std::string temp_name = "../MatrixFiles/combined_ntuple_470m_nu_processed_numu.root";

    TFile temp_file(temp_name.c_str());
    TH1D *NULL_470;
    NULL_470 = (TH1D*)(temp_file.Get("NumuCC"));
    nbinsE = NULL_470->GetNbinsX();
    std::cout << nbinsE<< std::endl;
      for(int i = 1; i <= nbinsE; i++){
	  NULLVec[counter][i-1] = (NULL_470->GetBinContent(i));
      }

    for(int u = 0; u < npoints; u++){
      for(int s = 0; s < 7; s++){
	TH1D *OSC_470;
	TString upoint = Form("%d",u);//std::to_string(u);
	TString name = "Universe_";
	TString name2 = "_MultiSim_";
	TString mul = Form("%d",s);// = std::to_string(s);
	
	name += upoint;
	name += name2;
	name += mul;	
       
	OSC_470 = (TH1D*)(temp_file.Get(name));
          for(int i = 1; i <= nbinsE; i++){
	    OscVec[counter][u][s][i-1] = (OSC_470->GetBinContent(i));
	  }

	delete OSC_470;
      }
    }
    counter++;
    delete NULL_470;
    temp_file.Close();
  }

  if (use600m){
    std::string temp_name = "../MatrixFiles/combined_ntuple_600m_onaxis_nu_processed_numu.root";

    TFile temp_file(temp_name.c_str());
    TH1D *NULL_600;
    NULL_600 = (TH1D*)(temp_file.Get("NumuCC"));
    nbinsE = NULL_600->GetNbinsX();
    std::cout << nbinsE<< std::endl;
      for(int i = 1; i <= nbinsE; i++){
	  NULLVec[counter][i-1] = (NULL_600->GetBinContent(i));
      }

    for(int u = 0; u < npoints; u++){
      for(int s = 0; s < 7; s++){
	TH1D *OSC_600;
	TString upoint = Form("%d",u);//std::to_string(u);
	TString name = "Universe_";
	TString name2 = "_MultiSim_";
	TString mul = Form("%d",s);// = std::to_string(s);
	
	name += upoint;
	name += name2;
	name += mul;	
       
	OSC_600 = (TH1D*)(temp_file.Get(name));
          for(int i = 1; i <= nbinsE; i++){
	    OscVec[counter][u][s][i-1] = (OSC_600->GetBinContent(i));

	  }

	delete OSC_600;
      }
    }
    counter++;    
    delete NULL_600;
    temp_file.Close();
  }


  //  int nL = 3;
  int mbins = (nbinsE*nL);
 
  TMatrix M6 (mbins,mbins);
  TMatrix M5 (mbins,mbins);
  TMatrix M4 (mbins,mbins);
  TMatrix M3 (mbins,mbins);
  TMatrix M2 (mbins,mbins);
  TMatrix M1 (mbins,mbins);
  TMatrix M0 (mbins,mbins);
  
  TMatrix C6 (mbins,mbins);
  TMatrix C5 (mbins,mbins);
  TMatrix C4 (mbins,mbins);
  TMatrix C3 (mbins,mbins);
  TMatrix C2 (mbins,mbins);
  TMatrix C1 (mbins,mbins);
  TMatrix C0 (mbins,mbins);

  int N = 0;

  TH1D *Fig6 = new TH1D("Fig6",";;",mbins,0,mbins);
  TH1D *Fig5 = new TH1D("Fig5",";;",mbins,0,mbins);
  TH1D *Fig4 = new TH1D("Fig4",";;",mbins,0,mbins);
  TH1D *Fig3 = new TH1D("Fig3",";;",mbins,0,mbins);
  TH1D *Fig2 = new TH1D("Fig2",";;",mbins,0,mbins);
  TH1D *Fig1 = new TH1D("Fig1",";;",mbins,0,mbins);
  TH1D *Fig0 = new TH1D("Fig0",";;",mbins,0,mbins);

  int Erri = 0, Errj = 0;

  std::cout << "Filling Error Matrix..." << std::endl;

  for(int Lrow = 0; Lrow < nL; Lrow++){
    for(int Erow = 0; Erow < nbinsE; Erow++){

      Errj = 0;

      for(int Lcol = 0; Lcol < nL; Lcol++){
        for(int Ecol = 0; Ecol < nbinsE; Ecol++){

          M6 (Erri,Errj) = 0;
          M5 (Erri,Errj) = 0;
          M4 (Erri,Errj) = 0;
          M3 (Erri,Errj) = 0;
          M2 (Erri,Errj) = 0;
          M1 (Erri,Errj) = 0;
          M0 (Erri,Errj) = 0;

	  N = 0;

	  for(int u = 0; u < npoints; u++){

	    M6 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][6][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][6][Ecol]);
            M5 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][5][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][5][Ecol]);
            M4 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][4][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][4][Ecol]);
            M3 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][3][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][3][Ecol]);
            M2 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][2][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][2][Ecol]);
            M1 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][1][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][1][Ecol]);
            M0 (Erri,Errj) += (NULLVec[Lrow][Erow]-OscVec[Lrow][u][0][Erow])*(NULLVec[Lcol][Ecol]-OscVec[Lcol][u][0][Ecol]);

	    N++;
	    
	  }

	  M6 (Erri,Errj) /= N;
          M5 (Erri,Errj) /= N;
          M4 (Erri,Errj) /= N;
          M3 (Erri,Errj) /= N;
          M2 (Erri,Errj) /= N;
          M1 (Erri,Errj) /= N;
	  M0 (Erri,Errj) /= N;


	  
	  M6 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M5 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M4 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M3 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M2 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M1 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
          M0 (Erri,Errj) /= NULLVec[Lrow][Erow]*NULLVec[Lcol][Ecol];
	  
	  if(Erri == Errj) Fig6->SetBinContent(Erri+1, sqrt(M6 (Erri,Errj)));
      if(Erri == Errj) Fig5->SetBinContent(Erri+1, sqrt(M5 (Erri,Errj)));
      if(Erri == Errj) Fig4->SetBinContent(Erri+1, sqrt(M4 (Erri,Errj)));
      if(Erri == Errj) Fig3->SetBinContent(Erri+1, sqrt(M3 (Erri,Errj)));
      if(Erri == Errj) Fig2->SetBinContent(Erri+1, sqrt(M2 (Erri,Errj)));
      if(Erri == Errj) Fig1->SetBinContent(Erri+1, sqrt(M1 (Erri,Errj)));
      if(Erri == Errj) Fig0->SetBinContent(Erri+1, sqrt(M0 (Erri,Errj)));


          Errj++;

	}}

      Erri++;

    }}

  for(int i = 0; i < Erri; i++){
    for(int j = 0; j < Errj; j++){

      C6 (i,j) = M6(i,j) / sqrt(M6 (i,i) * M6 (j,j));
      C5 (i,j) = M5(i,j) / sqrt(M5 (i,i) * M5 (j,j));
      C4 (i,j) = M4(i,j) / sqrt(M4 (i,i) * M4 (j,j));
      C3 (i,j) = M3(i,j) / sqrt(M3 (i,i) * M3 (j,j));
      C2 (i,j) = M2(i,j) / sqrt(M2 (i,i) * M2 (j,j));
      C1 (i,j) = M1(i,j) / sqrt(M1 (i,i) * M1 (j,j));
      C0 (i,j) = M0(i,j) / sqrt(M0 (i,i) * M0 (j,j));

    }
  }
  
  std::cout << "...Error Matrix Filled" << std::endl;


  TCanvas* c6 = new TCanvas("c6","",700,700);
  c6->SetLeftMargin(.1);
  c6->SetBottomMargin(.1);
  c6->SetTopMargin(.075);
  c6->SetRightMargin(.15);
  c6->cd();

  M6.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  //  TMatrixFBase->GetZaxis()->SetRangeUser(-0.05,0.4);
  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  //  TMatrixFBase->GetZaxis()->SetTitle("Fractional Error Matrix");
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);

  add_plot_label("  0.2 GeV               #minus             3.0 GeV ", 0.48,0.07,0.04);



  TLatex *MD = new TLatex(.3,.01,"MicroBooNE (470m)");
  MD->SetNDC();
  MD->SetTextFont(62);
  MD->SetTextSize(0.04);
  MD->Draw();

  TLatex *MD45 = new TLatex(.05,.3,"MicroBooNE (470m)");
  MD45->SetNDC();
  MD45->SetTextAngle(90);
  MD45->SetTextFont(62);
  MD45->SetTextSize(0.04);
  MD45->Draw();


  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} Flux Fractional Error Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  c6->Print("total_1Det_matrix.pdf");



  TCanvas* c61 = new TCanvas("c61","",700,700);
  c61->SetLeftMargin(.1);
  c61->SetBottomMargin(.1);
  c61->SetTopMargin(.075);
  c61->SetRightMargin(.15);
  c61->cd();

  C6.Draw("COLZ");
  gStyle->SetPalette(56,0);
  TMatrixFBase->SetContour(999);
  TMatrixFBase->GetZaxis()->SetTitleFont(62);
  TMatrixFBase->GetZaxis()->SetLabelFont(62);
  TMatrixFBase->GetZaxis()->SetTitleSize(0.045);
  TMatrixFBase->GetZaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetXaxis()->SetTitle("");
  TMatrixFBase->GetXaxis()->SetLabelSize(0);
  TMatrixFBase->GetXaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetTitle("");
  TMatrixFBase->GetYaxis()->SetTitleOffset(1.5);
  TMatrixFBase->GetYaxis()->SetLabelSize(0);
  TMatrixFBase->SetStats(0);
  add_plot_label("  0.2 GeV               #minus             3.0 GeV ", 0.48,0.07,0.04);

 
  MD->Draw();

  MD45->Draw();


  TLatex *Total = new TLatex(.2,.96,"#nu#lower[0.3]{#mu} Flux Correlation Matrix");
  Total->SetNDC();
  Total->SetTextFont(62);
  Total->SetTextSize(0.045);
  Total->Draw();

  c61->Print("total_1Det_correlation_matrix.pdf");

 
  cout<<"\nEnd of routine.\n";

  return 0;

}