diff --git a/Makefile b/Makefile
index 9faaf2b..9968f28 100644
--- a/Makefile
+++ b/Makefile
@@ -20,7 +20,7 @@ VAL_FLAGS ?= $(VALZIN_FLAGS) --leak-check=full
 VALZAO_FLAGS ?= $(VAL_FLAGS) --show-leak-kinds=all --track-origins=yes
 
 $(BUILD_DIR)/$(TARGET_EXEC): $(OBJS)
-	$(CC) $(OBJS) -o $@ $(LDFLAGS)
+	$(CC) $(OBJS) -o $@ -lm
 	make clean
 
 # c source
diff --git a/in-exemplos/1-diminuido.txt b/in-exemplos/1-diminuido.txt
new file mode 100644
index 0000000..2443a42
--- /dev/null
+++ b/in-exemplos/1-diminuido.txt
@@ -0,0 +1,15 @@
+Ri7990zl24y6,-25.552615001487293,91.19998350820217
+kAo042ZEgV58F2xuG6c1pG,45.91961412443572,19.546037862743503
+8vk0a7v35sJEp8CS3,-25.207624512915746,89.84175758639395
+635062b43VFr6,47.21131418467521,21.087936867978144
+96JVM7414kFA1q0aJL53f4,-24.850013958961473,88.22958103732545
+j75m17MAr26Y3lko0PW0l2,45.559570839058374,19.422484463556106
+674bNNQE94hGivVe6094n,47.87668240702253,19.21342662113367
+HI5SJafPi5Jy92vSD6Brl,-25.63635895505269,90.25378387169312
+Z1679bWK95,-25.768898230833464,90.75453757082411
+L846915d8986,-25.55539392333997,89.67713152841299
+LcdF18i4qR7my0h0Zdcjr,43.779043258191265,20.553599343782544
+wz7s65223KeH2k47L1m,-26.81689406304054,89.58057375274227
+h28dx1zd982ZrEd6JdV,47.429787884776964,20.66297695852352
+618Ftc38ZQh6,45.69673526840366,19.404034692809553
+gP1A01o4g195H33s1Vpyki,-26.570498220894933,89.42301707358854
diff --git a/in-exemplos/exemplo-doc.txt b/in-exemplos/exemplo-doc.txt
new file mode 100644
index 0000000..432ea5a
--- /dev/null
+++ b/in-exemplos/exemplo-doc.txt
@@ -0,0 +1,10 @@
+A,3.0,7.0
+B,1.0,2.0
+C,7.0,3.0
+D,4.0,7.0
+E,1.0,1.0
+F,6.0,4.0
+G,4.0,6.0
+H,2.0,1.0
+I,6.0,3.0
+J,7.0,4.0
diff --git a/lib/data.h b/lib/data.h
index 35f6d1b..a65170f 100644
--- a/lib/data.h
+++ b/lib/data.h
@@ -15,9 +15,9 @@
 #define _DATA_H_
 
 #include "./fileReader.h"
+#include <math.h>
 
 typedef struct data_t {
-    // [0] is char* Identifier, [1...] is long double* feature;
     void*** dataMatrix;
     size_t i, j;
 } data_t;
@@ -25,6 +25,7 @@ typedef struct data_t {
 
 data_t* loadData(FILE* file, const char* separator);
 void printData(const data_t* dataStruct);
+data_t* getDistances(data_t* data);
 void destroyData(data_t* data);
 
 
diff --git a/src/data.c b/src/data.c
index 8e639dc..8f62458 100644
--- a/src/data.c
+++ b/src/data.c
@@ -1,9 +1,11 @@
 #include "../lib/data.h"
 
-void printData(const data_t *dataStruct) {
-    for (int i = 0; i < dataStruct->i; i++) {
+// TODO - Check if a Macro to derefence (*((long double*)b[i])) is viable
+
+void printData(const data_t* dataStruct) {
+    for (size_t i = 0; i < dataStruct->i; i++) {
         printf("%s", (char*)dataStruct->dataMatrix[i][0]);
-        for (int j = 1; j < dataStruct->j; j++) {
+        for (size_t j = 1; j < dataStruct->j; j++) {
             printf(",%.15Lf", *((long double*)dataStruct->dataMatrix[i][j]));
         }
         puts("");
@@ -12,8 +14,8 @@ void printData(const data_t *dataStruct) {
 
 // TODO check before freeing -- don't check whole array
 void destroyData(data_t* data) {
-    for(size_t i = 0; i < data->i; i++) {
-        for(size_t j = 0; j < data->j; j++){
+    for (size_t i = 0; i < data->i; i++) {
+        for (size_t j = 0; j < data->j; j++) {
             free(data->dataMatrix[i][j]);
         }
         free(data->dataMatrix[i]);
@@ -44,13 +46,65 @@ data_t* loadData(FILE* file, const char* separator) {
     }
 
     // void** line = NULL;
-    for (int i = 0; i < dataStruct->i; i++) {
+    for (size_t i = 0; i < dataStruct->i; i++) {
         dataStruct->dataMatrix[i] = readLine(file, separator, buffer, &bufferSize, &dataStruct->j);
     }
 
     return dataStruct;
 }
 
+long double distance(long double** a, long double** b, size_t dimensions) {
+    long double accumulator = 0;
+    for (size_t i = 1; i <= dimensions; i++) {
+        // printf("dim = %ld Val a = %Lf b = %Lf\n", dimensions, *a[i], *b[i]);
+        if ((*a[i]) < (*b[i])) {
+            accumulator += ((*b[i]) - (*a[i])) * ((*b[i]) - (*a[i]));
+        } else {
+            accumulator += ((*a[i]) - (*b[i])) * ((*a[i]) - (*b[i]));
+        }
+    }
+    // TODO Try using sqrtl. Defined in <tgmath.h>
+    return sqrt(accumulator);
+}
+
 data_t* getDistances(data_t* data) {
+    data_t* distances = (data_t*)malloc(sizeof(data_t));
+    if (distances == NULL) {
+        perror("Error allocating new distancesure. Exiting");
+        exit(1);
+    };
+
+    distances->i = data->i;
+    // Data has [0] as identifiers, won't be using for calculations;
+    distances->j = data->j - 1;
+    // 0 will always be id, read as `char*`.
+    distances->dataMatrix = (void***)malloc(sizeof(long double**) * distances->i);
+    if (distances->dataMatrix == NULL) {
+        perror("Error allocating new dataString lines. Exiting");
+        exit(1);
+    }
+
+
+    for (size_t i = 0; i < distances->i; i++) {
+        printf("Lin %ld\t", i);
+        distances->dataMatrix[i] = (void**)malloc(sizeof(void*) * i);
+        if (distances->dataMatrix[i] == NULL) {
+            perror("Error allocating new dataString lines on distances struct. Exiting");
+            exit(1);
+        }
+        for (size_t j = 0; j < i; j++) {
+            distances->dataMatrix[i][j] = (long double*)malloc(sizeof(long double));
+            if (distances->dataMatrix[i] == NULL) {
+                perror("Error allocating new dataString lines on distances struct. Exiting");
+                exit(1);
+            }
+            *((long double*)distances->dataMatrix[i][j]) = distance((long double**)data->dataMatrix[i], (long double**)data->dataMatrix[j], distances->j);
+            printf("%.2Lf\t", *((long double*)distances->dataMatrix[i][j]));
+        }
+        puts("");
+    }
+
+    // destroyData(distances);
+
     return NULL;
 }
diff --git a/src/main.c b/src/main.c
index a1664c5..3e6bdd5 100644
--- a/src/main.c
+++ b/src/main.c
@@ -14,7 +14,9 @@ int main(int argc, char** argv) {
     data_t* data = loadData(file, ",");
     closeFile(file);
 
-    printData(data);
+    getDistances(data);
+
+    // printData(data);
 
     destroyData(data);