ref: update readme

README.md

@@ -1,6 +1,9 @@
-### Some ground rules
+### Ground rules
-1. Add both node_modules from Slient and Server to your ```gitignore``` file
+
-2. Make a brach with the following naming conventionp, prefix it with your name ```Your-Name Branch-Name```.
+<img class='fullimage' alt='Fin-Track Application Screenshot' src='./assets/CampusPlug.png'/>
+
+1. Add both node_modules from Client and Server to your ```gitignore``` file
+2. Make a brach with the following naming convention, prefix it with your name ```Your-Name Branch-Name```.
 ---
 
 ### Frontend
@@ -19,25 +22,19 @@
 ```
 ---
 
-### Recommendation
+### Recommendation system
-1. `cd recommendation-engine` into the dir and then type command
+1. Install the dependencies `pip install scikit-learn numpy mysql.connector flask flask-cors`
+2. `cd recommendation-engine` into the dir and then type command
 ```Bash
     1. python3 server.py    #Start The Server
 ```
 ---
 
-### Recommendation system
-1. Install the dependencies
-```Bash
-  pip install mysql.connector
-```
----
-
 ### Database
 1. MySql Version 9.2.0
 2. To Create the DataBase use the command bellow:
 ```Bash
     1. mysql -u root
-    2. \. PathToYour/Schema.sql
+    2. \. PathTo/Schema.sql
-    3. \. PathToYour/Init-Data.sql
+    3. \. PathTo/Init-Data.sql
 ```

backend/controllers/product.js

@@ -41,12 +41,7 @@ exports.removeProduct = async (req, res) => {
     await db.execute(`DELETE FROM Image_URL WHERE ProductID = ?`, [productID]);
     await db.execute(`DELETE FROM History WHERE ProductID = ?`, [productID]);
     await db.execute(`DELETE FROM Favorites WHERE ProductID = ?`, [productID]);
-    await db.execute(`DELETE FROM Product_Category WHERE ProductID = ?`, [
+
-      productID,
-    ]);
-    await db.execute(`DELETE FROM Product_Category WHERE ProductID = ?`, [
-      productID,
-    ]);
     await db.execute(`DELETE FROM Transaction WHERE ProductID = ?`, [
       productID,
     ]);

backend/controllers/transaction.js

@@ -96,7 +96,7 @@ exports.getTransactionsByProduct = async (req, res) => {
          MIN(I.URL) AS Image_URL
        FROM Transaction T
        JOIN Product P ON T.ProductID = P.ProductID
-       LEFT JOIN Image_URL I ON P.ProductID = I.ProductID
+       JOIN Image_URL I ON I.ProductID = T.ProductID
        GROUP BY T.TransactionID, T.UserID, T.ProductID, T.Date, T.PaymentStatus, P.Name`,
     );
 
@@ -123,11 +123,19 @@ exports.getTransactionsByUser = async (req, res) => {
          T.Date,
          T.PaymentStatus,
          P.Name AS ProductName,
-         I.URL AS Image_URL
+         MIN(I.URL) AS Image_URL
        FROM Transaction T
        JOIN Product P ON T.ProductID = P.ProductID
-       LEFT JOIN Image_URL I ON P.ProductID = I.ProductID
+       JOIN Image_URL I ON I.ProductID = T.ProductID
-       WHERE T.UserID = ?`,
+       WHERE T.UserID = ?
+   GROUP BY
+   T.TransactionID,
+   T.UserID,
+   T.ProductID,
+   T.Date,
+   T.PaymentStatus,
+   P.Name;
+       `,
       [userID],
     );
 
@@ -155,7 +163,7 @@ exports.getAllTransactions = async (req, res) => {
          MIN(I.URL) AS Image_URL
        FROM Transaction T
        JOIN Product P ON T.ProductID = P.ProductID
-       LEFT JOIN Image_URL I ON P.ProductID = I.ProductID
+      JOIN Image_URL I ON P.ProductID = I.ProductID
        GROUP BY T.TransactionID, T.UserID, T.ProductID, T.Date, T.PaymentStatus, P.Name`,
     );
 
@@ -169,34 +177,6 @@ exports.getAllTransactions = async (req, res) => {
   }
 };
 
-// Update the payment status of a transaction
-exports.updatePaymentStatus = async (req, res) => {
-  const { transactionID, paymentStatus } = req.body;
-
-  try {
-    const [result] = await db.execute(
-      `UPDATE Transaction
-       SET PaymentStatus = ?
-       WHERE TransactionID = ?`,
-      [paymentStatus, transactionID],
-    );
-
-    if (result.affectedRows === 0) {
-      return res
-        .status(404)
-        .json({ success: false, message: "Transaction not found" });
-    }
-
-    res.json({
-      success: true,
-      message: "Payment status updated successfully",
-    });
-  } catch (error) {
-    console.error("Error updating payment status:", error);
-    res.status(500).json({ error: "Could not update payment status" });
-  }
-};
-
 // Delete a transaction
 exports.deleteTransaction = async (req, res) => {
   const { transactionID } = req.body;
@@ -223,3 +203,24 @@ exports.deleteTransaction = async (req, res) => {
     res.status(500).json({ error: "Could not delete transaction" });
   }
 };
+
+exports.updateTransactionStatus = async (req, res) => {
+  const { transactionID } = req.body;
+
+  try {
+    const [result] = await db.execute(
+      `UPDATE Transaction
+      SET PaymentStatus = 'completed'
+      WHERE TransactionID = ?;`,
+      [transactionID],
+    );
+
+    res.json({
+      success: true,
+      message: "Transaction updated successfully",
+    });
+  } catch (error) {
+    console.error("Error deleting transaction:", error);
+    res.status(500).json({ error: "Could not delete transaction" });
+  }
+};

backend/routes/transaction.js

@@ -5,10 +5,10 @@ const {
   getTransactionsByProduct,
   getTransactionsByUser,
   getAllTransactions,
-  updatePaymentStatus,
   deleteTransaction,
   getTransactionWithPagination,
   removeTransation,
+  updateTransactionStatus,
 } = require("../controllers/transaction");
 const router = express.Router();
 
@@ -18,24 +18,12 @@ router.use((req, res, next) => {
   next();
 });
 
-// Create a new transaction
 router.post("/createTransaction", createTransaction);
-
-// Get all transactions for a specific product
 router.get("/getTransactionsByProduct/:productID", getTransactionsByProduct);
-
-// Get all transactions for a specific user
 router.post("/getTransactionsByUser", getTransactionsByUser);
-
+router.post("/updateStatus", updateTransactionStatus);
-// Get all transactions in the system
 router.post("/getAllTransactions", getAllTransactions);
-
-// Update payment status on a transaction
-router.patch("/updatePaymentStatus", updatePaymentStatus);
-
-// Delete a transaction
 router.delete("/deleteTransaction", deleteTransaction);
-
 router.get("/getTransactions", getTransactionWithPagination);
 router.delete("/:id", removeTransation);
 

frontend/src/App.jsx

@@ -86,54 +86,9 @@ function App() {
 
   // Generate product recommendations
   const generateProductRecommendations = async () => {
-    try {
     setIsGeneratingRecommendations(true);
-
-      // Add a short delay to simulate calculation time
     await new Promise((resolve) => setTimeout(resolve, 500));
-
-      console.log("Generating product recommendations for user:", user.ID);
-
-      // Make API call to get recommendations
-      const response = await fetch(
-        "http://localhost:3030/api/recommendations/generate",
-        {
-          method: "POST",
-          headers: {
-            "Content-Type": "application/json",
-          },
-          body: JSON.stringify({
-            userId: user.ID,
-          }),
-        },
-      );
-
-      if (!response.ok) {
-        throw new Error("Failed to generate recommendations");
-      }
-
-      const result = await response.json();
-
-      if (result.success) {
-        console.log(
-          "Recommendations generated successfully:",
-          result.recommendations,
-        );
-        setRecommendations(result.recommendations);
-
-        // Store recommendations in session storage for access across the app
-        sessionStorage.setItem(
-          "userRecommendations",
-          JSON.stringify(result.recommendations),
-        );
-      } else {
-        console.error("Error generating recommendations:", result.message);
-      }
-    } catch (err) {
-      console.error("Error generating product recommendations:", err);
-    } finally {
     setIsGeneratingRecommendations(false);
-    }
   };
 
   useEffect(() => {
@@ -256,7 +211,6 @@ function App() {
   // Complete signup
   const completeSignUp = async (userData) => {
     try {
-      setIsLoading(true);
       setError("");
 
       console.log("Completing signup for:", userData.email);

frontend/src/pages/Transactions.jsx

@@ -1,32 +1,45 @@
 import { useState, useEffect } from "react";
 import { Link } from "react-router-dom";
 import { Calendar, CreditCard, Trash2 } from "lucide-react";
+import FloatingAlert from "../components/FloatingAlert"; // adjust path if needed
 
 const Transactions = () => {
   const [transactions, setTransactions] = useState([]);
+  const [showAlert, setShowAlert] = useState(false);
+  const storedUser = JSON.parse(sessionStorage.getItem("user"));
+
+  function reloadPage() {
+    const docTimestamp = new Date(performance.timing.domLoading).getTime();
+    const now = Date.now();
+    if (now > docTimestamp) {
+      location.reload();
+    }
+  }
 
   useEffect(() => {
     const fetchTransactions = async () => {
       try {
         const response = await fetch(
-          "http://localhost:3030/api/transaction/getAllTransactions",
+          "http://localhost:3030/api/transaction/getTransactionsByUser",
           {
             method: "POST",
             headers: { "Content-Type": "application/json" },
-            body: JSON.stringify({ userID: 1 }), // replace with actual userID
+            body: JSON.stringify({ userID: storedUser.ID }),
           },
         );
         if (!response.ok) throw new Error(`HTTP ${response.status}`);
         const { transactions: txData } = await response.json();
         if (!Array.isArray(txData)) return;
 
+        console.log(txData);
+
         setTransactions(
           txData.map((tx) => ({
             id: tx.TransactionID,
             productId: tx.ProductID,
-            name: tx.ProductName || "Unnamed Product",
+            name: tx.ProductName,
             price: tx.Price != null ? parseFloat(tx.Price) : null,
-            image: tx.Image_URL || "/default-image.jpg",
+            image: tx.Image_URL,
             date: tx.Date,
             status: tx.PaymentStatus,
           })),
@@ -52,6 +65,7 @@ const Transactions = () => {
       const data = await res.json();
       if (data.success) {
         setTransactions((prev) => prev.filter((tx) => tx.id !== id));
+        reloadPage();
       } else {
         console.error("Delete failed:", data.message);
       }
@@ -60,6 +74,26 @@ const Transactions = () => {
     }
   };
 
+  const updateTransaction = async (id) => {
+    try {
+      const res = await fetch(
+        "http://localhost:3030/api/transaction/updateStatus",
+        {
+          method: "POST",
+          headers: { "Content-Type": "application/json" },
+          body: JSON.stringify({ transactionID: id }),
+        },
+      );
+      const data = await res.json();
+      if (data) {
+        setShowAlert(true);
+        reloadPage();
+      }
+    } catch (err) {
+      console.error("Error deleting transaction:", err);
+    }
+  };
+
   const formatDate = (dateString) => {
     const d = new Date(dateString);
     return d.toLocaleDateString("en-US", {
@@ -71,6 +105,12 @@ const Transactions = () => {
 
   return (
     <div className="max-w-6xl mx-auto">
+      {showAlert && (
+        <FloatingAlert
+          message="Status Updated"
+          onClose={() => setShowAlert(false)}
+        />
+      )}
       <div className="flex justify-between items-center mb-6">
         <h1 className="text-2xl font-bold text-gray-800">My Transactions</h1>
       </div>
@@ -99,28 +139,34 @@ const Transactions = () => {
                 key={tx.id}
                 className="relative border-2 border-gray-200 overflow-hidden hover:shadow-md transition-shadow"
               >
-                {/* Delete Button */}
+                <div className="absolute bottom-2 right-2 flex gap-2 z-10">
+                  <button
+                    onClick={(e) => {
+                      e.preventDefault();
+                      updateTransaction(tx.id);
+                    }}
+                    className="text-emerald-600 hover:text-emerald-700 text-sm font-medium"
+                  >
+                    Complete
+                  </button>
                   <button
                     onClick={(e) => {
                       e.preventDefault();
                       deleteTransaction(tx.id);
                     }}
-                  className="absolute bottom-2 right-2 text-red-500 hover:text-red-600 z-10"
+                    className="text-red-500 hover:text-red-600"
                   >
                     <Trash2 size={20} />
                   </button>
+                </div>
 
                 <Link to={`/product/${tx.productId}`}>
                   <div className="h-48 bg-gray-200 flex items-center justify-center">
-                    {tx.image ? (
                     <img
                       src={tx.image}
                       alt={tx.name}
                       className="w-full h-full object-cover"
                     />
-                    ) : (
-                      <div className="text-gray-400">No image</div>
-                    )}
                   </div>
                   <div className="p-4">
                     <h3 className="text-lg font-semibold text-gray-800">

mysql-code/Init-Data.sql

@@ -2,8 +2,6 @@
 SET
     FOREIGN_KEY_CHECKS = 0;
 
-TRUNCATE TABLE Product_Category;
-
 TRUNCATE TABLE Favorites;
 
 TRUNCATE TABLE History;
@@ -344,62 +342,6 @@ VALUES
     ('/Uploads/Bluetooth-Speaker.jpg', 19),
     ('/Uploads/Backpack.jpg', 20);
 
--- Insert Product-Category relationships (products with multiple categories)
-INSERT INTO
-    Product_Category (ProductID, CategoryID)
-VALUES
-    (1, 1),
-    (1, 17),
-    (1, 20), -- Calculus book: Textbooks, School Supplies, Math Resources
-    (2, 2),
-    (2, 11),
-    (2, 25), -- Laptop: Electronics, Computer Accessories, Smartphones & Tablets
-    (3, 3),
-    (3, 18),
-    (3, 24), -- Desk: Furniture, Office Furniture, Dorm Essentials
-    (4, 4),
-    (4, 26), -- Hoodie: Clothing, Winter Clothing
-    (5, 5),
-    (5, 13), -- Basketball: Sports Equipment, Fitness Equipment
-    (6, 6),
-    (6, 23), -- Guitar: Musical Instruments, Audio Equipment
-    (7, 1),
-    (7, 15),
-    (7, 20), -- Physics book: Textbooks, Lab Equipment, Math & Science Resources
-    (8, 8),
-    (8, 24), -- Mini Fridge: Kitchen Appliances, Dorm Essentials
-    (9, 9),
-    (9, 2), -- PS5 Controller: Gaming, Electronics
-    (10, 10),
-    (10, 5),
-    (10, 13), -- Mountain Bike: Bicycles, Sports Equipment, Fitness Equipment
-    (11, 11),
-    (11, 2), -- Mouse: Computer Accessories, Electronics
-    (12, 15),
-    (12, 17), -- Lab Coat: Lab Equipment, School Supplies
-    (13, 12),
-    (13, 17),
-    (13, 20), -- Calculator: Stationery, School Supplies, Math & Science Resources
-    (14, 13),
-    (14, 5), -- Yoga Mat: Fitness Equipment, Sports Equipment
-    (15, 26),
-    (15, 4),
-    (15, 14), -- Winter Jacket: Winter Clothing, Clothing, Winter Sports
-    (16, 1),
-    (16, 17),
-    (16, 19), -- CS Book: Textbooks, School Supplies, Books (Non-textbook)
-    (17, 24),
-    (17, 2), -- Desk Lamp: Dorm Essentials, Electronics
-    (18, 12),
-    (18, 17),
-    (18, 20), -- Scientific Calculator: Stationery, School Supplies, Math & Science
-    (19, 23),
-    (19, 2),
-    (19, 24), -- Bluetooth Speaker: Audio Equipment, Electronics, Dorm Essentials
-    (20, 22),
-    (20, 17),
-    (20, 24);
-
 -- Insert History records
 INSERT INTO
     History (HistoryID, UserID, ProductID)
@@ -428,7 +370,6 @@ VALUES
     (1, 5), -- User 4 likes Basketball
     (2, 8);
 
--- User 5 likes Mini Fridge
 -- Insert Transactions
 INSERT INTO
     Transaction (

mysql-code/Schema.sql

@@ -105,15 +105,6 @@ CREATE TABLE Favorites (
     UNIQUE (UserID, ProductID)
 );
 
--- Product-Category Junction Table (Many-to-Many)
-CREATE TABLE Product_Category (
-    ProductID INT,
-    CategoryID INT,
-    PRIMARY KEY (ProductID, CategoryID),
-    FOREIGN KEY (ProductID) REFERENCES Product (ProductID) ON DELETE CASCADE,
-    FOREIGN KEY (CategoryID) REFERENCES Category (CategoryID) ON DELETE CASCADE
-);
-
 -- Login Authentication table
 CREATE TABLE AuthVerification (
     UserID INT AUTO_INCREMENT PRIMARY KEY,

recommondation-engine/app.py

@@ -19,9 +19,9 @@ def delete_user_recommendations(user_id):
     cursor = db_con.cursor()
 
     try:
-        cursor.execute("DELETE FROM Recommendation WHERE UserID = %s", (user_id,))
-        db_con.commit()
         print(f"Deleted existing recommendations for user {user_id}")
+        cursor.execute(f"DELETE FROM Recommendation WHERE UserID = {user_id}")
+        db_con.commit()
         logging.info(f"Deleted existing recommendations for user {user_id}")
         return True
     except Exception as e:
@@ -32,14 +32,12 @@ def delete_user_recommendations(user_id):
         cursor.close()
         db_con.close()
 
-def get_random_products(count=10, exclude_list=None):
+def get_random_products(count=0, exclude_list=None):
-    """Get random products from the database, excluding any in the exclude_list"""
     db_con = database()
     cursor = db_con.cursor()
 
     try:
         if exclude_list and len(exclude_list) > 0:
-            # Convert exclude_list to string for SQL IN clause
             exclude_str = ', '.join(map(str, exclude_list))
             cursor.execute(f"SELECT ProductID FROM Product WHERE ProductID NOT IN ({exclude_str}) ORDER BY RAND() LIMIT {count}")
         else:
@@ -55,13 +53,11 @@ def get_random_products(count=10, exclude_list=None):
         cursor.close()
         db_con.close()
 
-def get_popular_products(count=10):
+def get_popular_products(count=5):
-    """Get popular products based on history table frequency"""
     db_con = database()
     cursor = db_con.cursor()
 
     try:
-        # Get products that appear most frequently in history
         cursor.execute("""
             SELECT ProductID, COUNT(*) as count
             FROM History
@@ -72,7 +68,6 @@ def get_popular_products(count=10):
 
         popular_products = [row[0] for row in cursor.fetchall()]
 
-        # If not enough popular products, supplement with random ones
         if len(popular_products) < count:
             random_products = get_random_products(count - len(popular_products), popular_products)
             popular_products.extend(random_products)
@@ -81,23 +76,20 @@ def get_popular_products(count=10):
 
     except Exception as e:
         logging.error(f"Error getting popular products: {str(e)}")
-        return get_random_products(count)  # Fallback to random products
+        return get_random_products(count)
     finally:
         cursor.close()
         db_con.close()
 
 def has_user_history_or_recommendations(user_id):
-    """Check if user exists in History or Recommendation table"""
     db_con = database()
     cursor = db_con.cursor()
 
     try:
-        # Check if user has history
+        cursor.execute(f"SELECT COUNT(*) FROM History WHERE UserID = {user_id}" )
-        cursor.execute("SELECT COUNT(*) FROM History WHERE UserID = %s", (user_id,))
         history_count = cursor.fetchone()[0]
 
-        # Check if user has recommendations
+        cursor.execute(f"SELECT COUNT(*) FROM Recommendation WHERE UserID = {user_id}")
-        cursor.execute("SELECT COUNT(*) FROM Recommendation WHERE UserID = %s", (user_id,))
         recommendation_count = cursor.fetchone()[0]
 
         return history_count > 0 or recommendation_count > 0
@@ -120,13 +112,11 @@ def get_all_products():
         select_clause = "SELECT p.ProductID"
         for category in categories:
             category_id = category[0]
-            select_clause += f", MAX(CASE WHEN pc.CategoryID = {category_id} THEN 1 ELSE 0 END) AS `Cat_{category_id}`"
+            select_clause += f", MAX(CASE WHEN p.CategoryID = {category_id} THEN 1 ELSE 0 END) AS `Cat_{category_id}`"
 
         final_query = f"""
             {select_clause}
             FROM Product p
-            LEFT JOIN Product_Category pc ON p.ProductID = pc.ProductID
-            LEFT JOIN Category c ON pc.CategoryID = c.CategoryID
             GROUP BY p.ProductID;
             """
 
@@ -137,13 +127,13 @@ def get_all_products():
         product_ids = []
         for row in results:
             text_list = list(row)
-            product_id = text_list.pop(0)  # Save the product ID before removing it
+            product_id = text_list.pop(0)
             final.append(text_list)
             product_ids.append(product_id)
 
         cursor.close()
         db_con.close()
-        return final, product_ids  # Return both feature vectors and product IDs
+        return final, product_ids
     except Exception as e:
         logging.error(f"Error getting all products: {str(e)}")
         cursor.close()
@@ -160,15 +150,13 @@ def get_user_history(user_id):
 
         select_clause = "SELECT p.ProductID"
         for category in categories:
-            category_id = category[0] # get the uid of the category and then append that to the new column
+            category_id = category[0]
-            select_clause += f", MAX(CASE WHEN pc.CategoryID = {category_id} THEN 1 ELSE 0 END) AS `Cat_{category_id}`"
+            select_clause += f", MAX(CASE WHEN p.CategoryID = {category_id} THEN 1 ELSE 0 END) AS `Cat_{category_id}`"
 
         final_query = f"""
             {select_clause}
             FROM Product p
-            LEFT JOIN Product_Category pc ON p.ProductID = pc.ProductID
+            WHERE p.ProductID IN (SELECT ProductID FROM History WHERE UserID = {user_id})
-            LEFT JOIN Category c ON pc.CategoryID = c.CategoryID
-            where p.ProductID in (select ProductID from History where UserID = {user_id})
             GROUP BY p.ProductID;
             """
 
@@ -191,82 +179,63 @@ def get_user_history(user_id):
 
 def get_recommendations(user_id, top_n=5):
     try:
-        # Always delete existing recommendations first
         delete_user_recommendations(user_id)
 
-        # Check if user has history or recommendations
         if not has_user_history_or_recommendations(user_id):
-            # Cold start: return random products
             random_recs = get_random_products(top_n)
-            # Store these random recommendations
+            recommendation_upload(user_id, random_recs)
-            history_upload(user_id, random_recs)
 
-            # Add 5 more unique random products
             additional_random = get_random_products(5, random_recs)
-            history_upload(user_id, additional_random)
+            recommendation_upload(user_id, additional_random)
 
             return random_recs + additional_random
 
-        # Get all products and user history with their category vectors
         all_product_features, all_product_ids = get_all_products()
         user_history = get_user_history(user_id)
 
         if not user_history:
-            # User exists but has no history yet
             popular_recs = get_popular_products(top_n)
-            history_upload(user_id, popular_recs)
+            recommendation_upload(user_id, popular_recs)
 
-            # Add 5 more unique random products
             additional_random = get_random_products(5, popular_recs)
-            history_upload(user_id, additional_random)
+            recommendation_upload(user_id, additional_random)
 
             return popular_recs + additional_random
 
-        # Calculate similarity between all products and user history
+        user_profile = np.mean(user_history, axis=0)
-        user_profile = np.mean(user_history, axis=0)  # Average user preferences
         similarities = cosine_similarity([user_profile], all_product_features)
-        print(similarities)
 
-        # Get indices of the top N products sorted by similarity
         product_indices = similarities[0].argsort()[-top_n:][::-1]
 
-        # Get the actual product IDs using the indices
         recommended_product_ids = [all_product_ids[i] for i in product_indices]
+        print(recommended_product_ids)
 
-        # Upload the core recommendations to the database
+        recommendation_upload(user_id, recommended_product_ids)
-        history_upload(user_id, recommended_product_ids)
 
-        # Add 5 more unique random products that aren't in the recommendations
         additional_random = get_random_products(5, recommended_product_ids)
-        history_upload(user_id, additional_random)
+        recommendation_upload(user_id, additional_random)
 
-        # Return both the similarity-based recommendations and the random ones
         return recommended_product_ids + additional_random
 
     except Exception as e:
         logging.error(f"Recommendation error for user {user_id}: {str(e)}")
-        # Fallback to random products
         random_products = get_random_products(top_n + 5)
         return random_products
 
-def history_upload(userID, products):
+def recommendation_upload(userID, products):
-    """Upload product recommendations to the database"""
     db_con = database()
     cursor = db_con.cursor()
 
     try:
         for product_id in products:
-            # Use parameterized queries to prevent SQL injection
             cursor.execute("INSERT INTO Recommendation (UserID, RecommendedProductID) VALUES (%s, %s)",
                           (userID, product_id))
 
-        # Commit the changes
         db_con.commit()
 
     except Exception as e:
         logging.error(f"Error uploading recommendations: {str(e)}")
         db_con.rollback()
     finally:
-        # Close the cursor and connection
         cursor.close()
         db_con.close()