diff --git a/README.md b/README.md
index 1f0c9ed..7577a2a 100644
--- a/README.md
+++ b/README.md
@@ -2,8 +2,14 @@
 Run knn on audio data which has been converted to images to find similar audio clips
 
 ## Ffmpeg preporcessing command to create spectrogram image
+Spectogramspectrogram
+
 `for %f in (*.wav) do ffmpeg -y -i "%f" -ar 44100 -lavfi "showspectrumpic=s=256x256:scale=log:legend=0" "img\%~nf.png"`
 
+With loudnorm to try to improve performance
+
+`for %f in (*.wav) do ffmpeg -y -i "%f" -ar 44100 -lavfi "loudnorm,showspectrumpic=s=256x256:scale=log:legend=0" "img\%~nf.png"`
+
 ## stb_image.h
 Used for gathering the image data
 
@@ -12,5 +18,5 @@ Used for gathering the image data
 
 ### Todo
 - [x] Load all images from directory
-- [ ] Do knn algorithm
+- [x] Do knn algorithm
 - [ ] Use opencl to accelerate algorithm execution
\ No newline at end of file
diff --git a/src/main.c b/src/main.c
index 1ba2b35..0f110e0 100644
--- a/src/main.c
+++ b/src/main.c
@@ -1,14 +1,33 @@
 #include <stdio.h>
+#include <math.h>
+#include <string.h>
 #include <windows.h>
 
 #define STB_IMAGE_IMPLEMENTATION
 #include "stb_image.h"
 
 
-struct AudioData{
+typedef struct AudioData{
     unsigned char *data;
     char *fileName;
-};
+}AudioData;
+
+
+float EuclideanDistance(AudioData *im1,AudioData *im2){
+    // Using hard coded x,y for now
+    int x,y;
+    x=256;
+    y=256;
+    float distance=0;
+
+    for(int i=0;i<(x*y);i++){
+        float d = (float)im1->data[i] - (float)im2->data[i];
+        distance += d * d;
+    }
+
+
+    return sqrtf(distance);
+}
 
 int main(){
 
@@ -21,7 +40,6 @@ int main(){
 
     // Getting first file out of the loop
     myHandle=FindFirstFileA(directory,&FindFileData);
-    printf("%s\n",FindFileData.cFileName);
     char path[MAX_PATH];
     snprintf(path, MAX_PATH, "esc-50-audio/img/%s", FindFileData.cFileName);
     audioData[0].data = stbi_load(path, &x, &y, NULL, 1);
@@ -29,8 +47,9 @@ int main(){
     audioData[0].fileName = _strdup(path);
 
     int counter=1;
+    // Gets all other files
     while(FindNextFileA(myHandle,&FindFileData)&& counter<2000){
-        printf("%s\n",FindFileData.cFileName);
+        // printf("%s\n",FindFileData.cFileName);
         snprintf(path, MAX_PATH, "esc-50-audio/img/%s", FindFileData.cFileName);
         audioData[counter].data = stbi_load(path, &x, &y, NULL, 1);
         audioData[counter].fileName = _strdup(path);
@@ -44,7 +63,29 @@ int main(){
         distanceArrays[i]=calloc(2000,sizeof(float));
     }
 
+    // Searches for index of specific image
+    char img[]="esc-50-audio/img/1-32318-A-0.png";
+    int fileindex;
+    for(int i=0;i<counter;i++){
+        if(strcmp(img,audioData[i].fileName)==0){
+            fileindex=i;
+            break;
+        }
+    }
+    float distance=EuclideanDistance(&audioData[fileindex],&audioData[0]);
+    int closest=fileindex;
 
+    for(int i=0;i<counter;i++){
+        if(strcmp(img,audioData[i].fileName)!=0){
+            float newdistance=EuclideanDistance(&audioData[fileindex],&audioData[i]);
+            if(newdistance<distance){
+                closest=i;
+                distance=newdistance;
+            }
+        }
+
+    }
+    printf("Closest : %s",audioData[closest].fileName);
 
     // Freeing the memory of images
     for(int i=0;i<counter;i++){