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var red = math.matrix(inputData);
var green = math.matrix(inputData);
var blue = math.matrix(inputData);
console.time('someFunction');
var units;
for(units =0; units < 4;units++){
  var i;
  var j;
  var i2;
  var j2;
  var dist;
  var similarity = math.zeros(2500,2500);
  var counter2 = 0;
    for (j = 0; j < red.size()[0];j++){
      for (i = 0; i < red.size()[0];i++){
        var counter1 = 0;
        for (j2 = 0; j2 < red.size()[0];j2++){
          for (i2 = 0; i2 < red.size()[0];i2++){
            var dist = math.sqrt(
			     (red.subset(math.index(i,j)) - 
					red.subset(math.index(i2,j2)))*
				 (red.subset(math.index(i,j)) - 
					red.subset(math.index(i2,j2))) +
				 (green.subset(math.index(i,j)) - 
					green.subset(math.index(i2,j2)))*
				((green.subset(math.index(i,j)) - 
					green.subset(math.index(i2,j2)))) +
				 (blue.subset(math.index(i,j)) - 
					blue.subset(math.index(i2,j2)))*
				 (blue.subset(math.index(i,j)) - 
					blue.subset(math.index(i2,j2)))
			);
            similarity[counter2,counter1] = math.exp(-dist/(2));
            counter1 = counter1 + 1;
          }
        }
        counter2 = counter2 + 1;
      }
    }
  var D = math.zeros(2500,2500);
  for(i = 0; i < similarity.size()[0];i++){
    D[i,i] = math.sum(similarity[i,i]);
  }

  var NL1 = math.zeros(2500,2500);
  for (i = 0; i < similarity.size()[0];i++){
    for (j = 0; j < similarity.size()[1];j++){
      NL1[i,j] = similarity[i,j] / (math.sqrt(D[i,i]) * math.sqrt(D[j,j]));
    }
  }



  var eigResult = numeric.eig(NL1);
  var eigVectors = eigResult.E;
  var eigValues = eigResult.lambda;


  var nEigVec = math.zeros(2500,4);
  var k = 4;
  var counter = 0;
  for (i = (eigVectors.size()[1] - (k - 1)); i < eigVectors.size()[0]; i++){
    for (j = 0; j < 2500; j++){
      nEigVec[j,counter] = eigVectors[j,i];
    }
    counter = counter + 1;
  }

  var n;
  var U = math.zeros(2500,k);
  for (i = 0 ;i < math.size(nEigVec)[0]; i++){
    n = math.sqrt(math.sum(math.dotPow(nEigVec[i], 2)));  
    U[i] = math.dotDivide(nEigVec[i] , n); 
  }
  var cluster;
}
console.timeEnd('someFunction');