diff --git a/README.Rmd b/README.Rmd
index 5aa63fa..862ca01 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -62,4 +62,5 @@ To get started, look at the ["Getting started"](www.schlosslab.org/clustur/) pag
 ## Contributions
 
 For feature request please visit the issue page in github and use the feature
-tag. If you would like to contribute pull request are welcomed!
\ No newline at end of file
+tag. If you would like to contribute pull request are welcomed!
+
diff --git a/src/ColumnDistanceMatrixReader.cpp b/src/ColumnDistanceMatrixReader.cpp
index 925f88e..9dbc6b3 100644
--- a/src/ColumnDistanceMatrixReader.cpp
+++ b/src/ColumnDistanceMatrixReader.cpp
@@ -47,8 +47,9 @@ bool ColumnDistanceMatrixReader::Read(const std::string& filePath) {
 			fileHandle.clear();
 			fileHandle.seekg(0, std::ifstream::beg);
 	}
+
 	while(fileHandle >> firstName >> secondName >> distance && lt == 1){  //let's assume it's a triangular matrix...
-        int itA;
+    int itA;
 		int itB;
 		try {
 			itA = nameToIndexMap.at(firstName);
diff --git a/src/MatrixAdapter.cpp b/src/MatrixAdapter.cpp
index 06dbd08..825b243 100644
--- a/src/MatrixAdapter.cpp
+++ b/src/MatrixAdapter.cpp
@@ -89,14 +89,6 @@ SparseDistanceMatrix MatrixAdapter::CreateSparseMatrix() {
         matrixNames[i] = positionsToNames[i];
     }
 
-
-
-    // for (int i = 0; i < nameSize; i++) {
-    //     positionsOfIndexs[xPosition[i]] = i; // Position of indexes is incorrectly made
-    //     matrixNames[i] = positionsToNames[i];
-    // }
-
-
     for (int i = 0; i < nSeqs;  i++) {
 
         double currentDist = data[i];
@@ -106,13 +98,7 @@ SparseDistanceMatrix MatrixAdapter::CreateSparseMatrix() {
         }
         const int xIndex = xPosition[i]; // Coming from r -> c++, indeces start at 1 in r
         const int yIndex = yPosition[i];
-
-        // const double currentValueX = dataList[yIndex].rowValues[xIndex];
-        // if(currentValueX != 0){ // We already set the value and this is a sparse matrix.
-        //     continue;           // WE do not need to reset the values back to zero.
-        // }                       // This is a catch all in the case of a sparse and square matrix
-        // Since the indexes were reverting back to zero, if the values were found again,
-        // like 2,4 = 0.3, but 4,2 = 0 was found, (its a sparse matrix) so we do not change back the value.
+      
         if(xIndex > yIndex)
             sparseMatrix.addCell(yIndex, PDistCell(xIndex, static_cast<float>(currentDist)));
         else