diff --git a/lab07/aaron/e2/upload/dbscan_parallel.cpp b/lab07/aaron/e2/upload/dbscan_parallel.cpp
index 2cf7f56..1075838 100644
--- a/lab07/aaron/e2/upload/dbscan_parallel.cpp
+++ b/lab07/aaron/e2/upload/dbscan_parallel.cpp
@@ -1,4 +1,5 @@
 #include "dbscan_parallel.h"
+#include <atomic>
 #include <cmath>
 #include <iostream>
 
@@ -6,16 +7,17 @@ namespace HPC {
 
 DBSCAN::DBSCAN(int minPts, double eps) : minPoints_(minPts), epsilon_(eps) {}
 
-void DBSCAN::run(const std::vector<Point>& points) {
-  initializeNeighbors();
+void DBSCAN::run(const std::vector<Point> &points) {
 
   dataset_ = points;
   const int n = dataset_.size();
 
+  initializeNeighbors();
+
   int clusterIndex = 0;
-  #pragma omp parallel for
+  // #pragma omp parallel for
   for (int i = 0; i < n; ++i) {
-    Point& point = dataset_[i];
+    Point &point = dataset_[i];
     if (point.clusterID < 0) {
       std::set<int> neighbours = point.neighbors;
       if (neighbours.size() < minPoints_) {
@@ -28,7 +30,7 @@ void DBSCAN::run(const std::vector<Point>& points) {
   }
 }
 
-bool DBSCAN::expandCluster(Point& p, std::set<int>& neighbours, int clusterID) {
+bool DBSCAN::expandCluster(Point &p, std::set<int> &neighbours, int clusterID) {
   p.clusterID = clusterID;
 
   std::set<int> updatedNeighbours = neighbours;
@@ -38,9 +40,9 @@ bool DBSCAN::expandCluster(Point& p, std::set<int>& neighbours, int clusterID) {
     neighbours = updatedNeighbours;
 
     for (int i : neighbours) {
-      Point& pPrime = dataset_[i];
+      Point &pPrime = dataset_[i];
       if (pPrime.clusterID < 0) {
-        pPrime.clusterID = clusterID;  // serves as marking the point as visited
+        pPrime.clusterID = clusterID; // serves as marking the point as visited
         std::set<int> newNeighbours = pPrime.neighbors;
         if (newNeighbours.size() >= minPoints_) {
           updatedNeighbours.merge(newNeighbours);
@@ -51,16 +53,16 @@ bool DBSCAN::expandCluster(Point& p, std::set<int>& neighbours, int clusterID) {
   return true;
 }
 
-std::set<int> DBSCAN::initializeNeighbors() {
-    #pragma omp parallel for
-    for (int i = 0; i < dataset_.size(); ++i) {
-        Point& pointToCheckNeighborsFor = dataset_[i];
-        for (int j = 0; j < dataset_.size(); ++j) {
-            if (pointToCheckNeighborsFor.distance(dataset_[j]) <= epsilon_) {
-              pointToCheckNeighborsFor.neighbors.insert(j);
-            }
-        }
+void DBSCAN::initializeNeighbors() {
+#pragma omp parallel for
+  for (int i = 0; i < dataset_.size(); ++i) {
+    Point &pointToCheckNeighborsFor = dataset_[i];
+    for (int j = 0; j < dataset_.size(); ++j) {
+      if (pointToCheckNeighborsFor.distance(dataset_[j]) <= epsilon_) {
+        pointToCheckNeighborsFor.neighbors.insert(j);
+      }
     }
+  }
 }
 
-}  // namespace HPC
\ No newline at end of file
+} // namespace HPC
diff --git a/lab07/aaron/e2/upload/dbscan_parallel.h b/lab07/aaron/e2/upload/dbscan_parallel.h
index c769070..e13064d 100644
--- a/lab07/aaron/e2/upload/dbscan_parallel.h
+++ b/lab07/aaron/e2/upload/dbscan_parallel.h
@@ -18,7 +18,7 @@ public:
 
 private:
   std::set<int> regionQuery(const Point &point) const;
-  std::set<int> initializeNeighbors();
+  void initializeNeighbors();
   bool expandCluster(Point &point, std::set<int> &neighbours, int clusterID);
 
   // void merge(std::vector<int>& n, const std::vector<int>& nPrime) const;
diff --git a/lab07/aaron/e2/upload/makefile b/lab07/aaron/e2/upload/makefile
index 17c1d54..d60d9e5 100644
--- a/lab07/aaron/e2/upload/makefile
+++ b/lab07/aaron/e2/upload/makefile
@@ -6,11 +6,11 @@
 
 # SOURCE_FILES: The source files of the algorithm, used for each build.
 # You can add more source files here if needed.
-SOURCE_FILES = dbscan_serial.cpp point.cpp
+SOURCE_FILES = dbscan_parallel.cpp point.cpp
 
 # Main rogram, used to cluster the data and save the result.
 # PROGRAM_NAME: The name of the program that will be generated after compilation.
-PROGRAM_NAME = dbscan_serial
+PROGRAM_NAME = dbscan_parallel
 RUN_MAIN = run.cpp
 
 # Benchmark program: This program is used to benchmark the performance of the algorithm.
diff --git a/lab07/aaron/e2/upload/point.cpp b/lab07/aaron/e2/upload/point.cpp
index f2fca1b..13b4181 100644
--- a/lab07/aaron/e2/upload/point.cpp
+++ b/lab07/aaron/e2/upload/point.cpp
@@ -1,20 +1,16 @@
-#include <iostream>
 #include <fstream>
+#include <iostream>
 
 #include "point.h"
 
-Point::Point(const std::vector<double>& coordinatesIn)
+Point::Point(const std::vector<double> &coordinatesIn)
     : coordinates(coordinatesIn) {}
 
-double& Point::operator()(int i) {
-  return coordinates[i];
-}
+double &Point::operator()(int i) { return coordinates[i]; }
 
-const double& Point::operator()(int i) const {
-  return coordinates[i];
-}
+const double &Point::operator()(int i) const { return coordinates[i]; }
 
-double Point::distance(const Point& other) const {
+double Point::distance(const Point &other) const {
   double distance = 0;
   for (int i = 0; i < coordinates.size(); ++i) {
     const double p = coordinates[i];
@@ -25,7 +21,7 @@ double Point::distance(const Point& other) const {
   return distance;
 }
 
-std::vector<Point> readPointsFromFile(const std::string& filename) {
+std::vector<Point> readPointsFromFile(const std::string &filename) {
   std::vector<Point> points;
   std::ifstream fin(filename);
 
@@ -38,18 +34,19 @@ std::vector<Point> readPointsFromFile(const std::string& filename) {
   return points;
 }
 
-std::ostream& operator<<(std::ostream& os, const Point& point) {
+std::ostream &operator<<(std::ostream &os, const Point &point) {
   for (auto coordinate : point.coordinates) {
     os << coordinate << "\t";
   }
   os << point.clusterID;
+  os << "\t" << point.neighbors.size();
   return os;
 }
 
-void writePointsToFile(const std::vector<Point>& points,
-                       const std::string& filename) {
+void writePointsToFile(const std::vector<Point> &points,
+                       const std::string &filename) {
   std::ofstream fout(filename);
   for (auto point : points) {
     fout << point << "\n";
   }
-}
\ No newline at end of file
+}
diff --git a/pyproject.toml b/pyproject.toml
index 955c52c..3d33f45 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,6 +7,7 @@ requires-python = ">=3.13"
 dependencies = [
     "matplotlib>=3.10.1",
     "pandas>=2.2.3",
+    "scikit-learn>=1.6.1",
 ]
 
 [dependency-groups]
diff --git a/uv.lock b/uv.lock
index e6580c2..0601408 100644
--- a/uv.lock
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 dependencies = [
     { name = "numpy" },
 ]
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@@ -79,6 +79,7 @@ source = { virtual = "." }
 dependencies = [
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     { name = "pandas" },
+    { name = "scikit-learn" },
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     { name = "pandas", specifier = ">=2.2.3" },
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 [package.metadata.requires-dev]
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