diff --git a/FinalProject/Matrix.txt b/FinalProject/Matrix.txt
index 52b9d03..2dd9597 100644
--- a/FinalProject/Matrix.txt
+++ b/FinalProject/Matrix.txt
@@ -4,6 +4,7 @@
 1 4 1 5
 2 6 7 2
 
-9 8 7
-6 5 4
-3 2 1
\ No newline at end of file
+9 8 7 3
+6 5 4 5
+3 2 1 7
+7 6 9 10
\ No newline at end of file
diff --git a/FinalProject/a.out b/FinalProject/a.out
index 0515b85..9c51523 100755
Binary files a/FinalProject/a.out and b/FinalProject/a.out differ
diff --git a/FinalProject/main.cpp b/FinalProject/main.cpp
index 703c48b..7a4c9fd 100644
--- a/FinalProject/main.cpp
+++ b/FinalProject/main.cpp
@@ -17,9 +17,9 @@ std::vector<std::vector<double> > AB_serial = std::vector<std::vector<double> >(
 
 
 void print_matrix(std::vector<std::vector<double> > mat);
-void serial_version();
+void serial_matrix_multiplication();
 void compute_interval(int start, int interval);
-void multiplyMatrix(int rank, int size);
+void parallel_matrix_multiplication(int rank, int size);
 void read_in_matrices();
 void print_help();
 void determinant();
@@ -54,7 +54,7 @@ int main(int argc, char** argv) {
     MPI_Barrier(MCW);
     MPI_Bcast(&user_input, 1, MPI_INT, 0, MCW );
     if (user_input == '1')
-      multiplyMatrix(rank, size);
+      parallel_matrix_multiplication(rank, size);
     else if (user_input == '2'){
       if(!rank)
         reduced_row();
@@ -186,7 +186,7 @@ void print_matrix(std::vector<std::vector<double> >mat) {
   myfile << endl;
   cout << endl;
 }
-void serial_version(){
+void serial_matrix_multiplication(){
   for (int i = 0; i <N; i++){
     for (int j = 0; j < N;j++){
       AB_serial[i][j] = 0;
@@ -206,7 +206,7 @@ void compute_interval(int start,int interval){
     }
   }
 }
-void multiplyMatrix(int rank, int size){
+void parallel_matrix_multiplication(int rank, int size){
   double time1,time2,time3;
   if(!rank){
     read_in_matrices();
@@ -229,7 +229,6 @@ void multiplyMatrix(int rank, int size){
   int remainder = N % size;
   MPI_Bcast(&interval, 1, MPI_INT, 0, MCW);
   MPI_Bcast(&remainder, 1, MPI_INT, 0, MCW);
-  // Record start time
   MPI_Barrier(MCW);
   time1 = MPI_Wtime();
   if (!rank) {
@@ -259,23 +258,23 @@ void multiplyMatrix(int rank, int size){
   time2 = MPI_Wtime();
 
   if (!rank){
-    serial_version();
+    serial_matrix_multiplication();
     time3 = MPI_Wtime();
-    cout << size << " processors computed in time: " << time2-time1 << endl;
-    cout << "Serial version computed in time: " << time3-time2 << endl;
+    cout << size << " processors completed in: " << time2-time1 << " seconds"<<endl;
+    cout << "Serial version completed in: " << time3-time2 << " seconds"<<endl;
     cout << "Matrix A: " << endl;
-    myfile << size << " processors computed in time: " << time2-time1 << endl;
-    myfile << "Serial version computed in time: " << time3-time2 << endl;
+    myfile << size << " processors completed in: " << time2-time1 << " seconds"<<endl;
+    myfile << "Serial version completed in: " << time3-time2 << " seconds"<<endl;
     myfile << "Matrix A: " << endl;
     print_matrix(A);
-    cout << "multiplied Matrix B:" << endl;
-    myfile << "multiplied Matrix B:" << endl;
+    cout << "Matrix B:" << endl;
+    myfile << "Matrix B:" << endl;
     print_matrix(B);
-    cout << "serial version gives:" << endl;
-    myfile << "serial version gives:" << endl;
+    cout << "serial version AB:" << endl;
+    myfile << "serial version AB:" << endl;
     print_matrix(AB_serial);
-    cout << "gives matrix AB:" << endl;
-    myfile << "gives matrix AB:" << endl;
+    cout << "parallel matrix AB:" << endl;
+    myfile << "parallel matrix AB:" << endl;
     print_matrix(AB);
 
   }
diff --git a/FinalProject/results.txt b/FinalProject/results.txt
index ad4fbaf..a886850 100644
--- a/FinalProject/results.txt
+++ b/FinalProject/results.txt
@@ -1,3 +1,81 @@
+4 processors completed in: 0.000195 seconds
+Serial version completed in: 2e-06 seconds
+Matrix A: 
+0 3 2 1 
+3 2 2 2 
+1 4 1 5 
+2 6 7 2 
+
+Matrix B:
+9 8 7 6 
+5 4 3 2 
+1 0 0 0 
+0 0 0 0 
+
+serial version AB:
+17 12 9 6 
+39 32 27 22 
+30 24 19 14 
+55 40 32 24 
+
+parallel matrix AB:
+17 12 9 6 
+39 32 27 22 
+30 24 19 14 
+55 40 32 24 
+
+4 processors completed in: 8.5e-05 seconds
+Serial version completed in: 2e-06 seconds
+Matrix A: 
+0 3 2 1 
+3 2 2 2 
+1 4 1 5 
+2 6 7 2 
+
+Matrix B:
+9 8 7 3 
+6 5 4 5 
+3 2 1 7 
+7 6 9 10 
+
+serial version AB:
+31 25 23 39 
+59 50 49 53 
+71 60 69 80 
+89 72 63 105 
+
+parallel matrix AB:
+31 25 23 39 
+59 50 49 53 
+71 60 69 80 
+89 72 63 105 
+
+4 processors completed in: 7.2e-05 seconds
+Serial version completed in: 2e-06 seconds
+Matrix A: 
+0 3 2 1 
+3 2 2 2 
+1 4 1 5 
+2 6 7 2 
+
+Matrix B:
+9 8 7 3 
+6 5 4 5 
+3 2 1 7 
+7 6 9 10 
+
+serial version AB:
+31 25 23 39 
+59 50 49 53 
+71 60 69 80 
+89 72 63 105 
+
+parallel matrix AB:
+31 25 23 39 
+59 50 49 53 
+71 60 69 80 
+89 72 63 105 
+
 Reduced Row: 
 3 2 2 2 
 0 4.66667 5.66667 0.666667