diff --git a/backend/utils/database.js b/backend/utils/database.js
index ffc5ef3..379d5df 100644
--- a/backend/utils/database.js
+++ b/backend/utils/database.js
@@ -4,7 +4,6 @@ const pool = mysql.createPool({
   host: "localhost",
   user: "root",
   database: "Marketplace",
-  password: "12345678",
 });
 
 // const pool = mysql.createPool(
diff --git a/mysql-code/Init-Data.sql b/mysql-code/Init-Data.sql
index 89747ab..b636c7a 100644
--- a/mysql-code/Init-Data.sql
+++ b/mysql-code/Init-Data.sql
@@ -81,28 +81,27 @@ VALUES
     ('Art Supplies'),
     ('Kitchen Appliances'),
     ('Gaming'),
-    ( 'Bicycles'),
-    ( 'Computer Accessories'),
-    ( 'Stationery'),
-    ( 'Fitness Equipment'),
-    ( 'Winter Sports'),
-    ( 'Lab Equipment'),
-    ( 'Camping Gear'),
-    ( 'School Supplies'),
-    ( 'Office Furniture'),
-    ( 'Books (-textbook)'),
-    ( 'Math & Science Resources'),
-    ( 'Engineering Tools'),
-    ( 'Backpacks & Bags'),
-    ( 'Audio Equipment'),
-    ( 'Dorm Essentials'),
-    ( 'Smartphones & Tablets'),
-    ( 'Winter Clothing'),
-    ( 'Photography Equipment'),
-    ( 'Event Tickets'),
-    ( 'Software Licenses'),
-    ( 'Transportation (Car Pool)');
-
+    ('Bicycles'),
+    ('Computer Accessories'),
+    ('Stationery'),
+    ('Fitness Equipment'),
+    ('Winter Sports'),
+    ('Lab Equipment'),
+    ('Camping Gear'),
+    ('School Supplies'),
+    ('Office Furniture'),
+    ('Books (-textbook)'),
+    ('Math & Science Resources'),
+    ('Engineering Tools'),
+    ('Backpacks & Bags'),
+    ('Audio Equipment'),
+    ('Dorm Essentials'),
+    ('Smartphones & Tablets'),
+    ('Winter Clothing'),
+    ('Photography Equipment'),
+    ('Event Tickets'),
+    ('Software Licenses'),
+    ('Transportation (Car Pool)');
 
 -- Insert Products
 INSERT INTO
@@ -321,29 +320,29 @@ VALUES
 INSERT INTO
     Image_URL (URL, ProductID)
 VALUES
-    ('/Pictures/Dell1.jpg', 1),
-    ('/Pictures/Dell2.jpg', 1),
-    ('/Pictures/Dell3.jpg', 1),
-    ('/Pictures/HP-Laptop1.jpg', 2),
-    ('/Pictures/HP-Laptop1.jpg', 2),
-    ('/Pictures/Dorm-Desk.jpg', 3),
-    ('/Pictures/University-Hoodie.jpg', 4),
-    ('/Pictures/Basketball.jpg', 5),
-    ('/Pictures/Acoustic-Guitar.jpg', 6),
-    ('/Pictures/Physics-Textbook.jpg', 7),
-    ('/Pictures/Mini-Fridge.jpg', 8),
-    ('/Pictures/Controller.jpg', 9),
-    ('/Pictures/Mountain-Bike.jpg', 10),
-    ('/Pictures/Wireless-Mouse.jpg', 11),
-    ('/Pictures/Lab-Coat.jpg', 12),
-    ('/Pictures/Calculator.jpg', 13),
-    ('/Pictures/Yoga-Mat.jpg', 14),
-    ('/Pictures/Winter-Jacket.jpg', 15),
-    ('/Pictures/CS-Textbook.jpg', 16),
-    ('/Pictures/Desk-Lamp.jpg', 17),
-    ('/Pictures/HP-Calculator.jpg', 18),
-    ('/Pictures/Bluetooth-Speaker.jpg', 19),
-    ('/Pictures/Backpack.jpg', 20);
+    ('/Uploads/Dell1.jpg', 1),
+    ('/Uploads/Dell2.jpg', 1),
+    ('/Uploads/Dell3.jpg', 1),
+    ('/Uploads/HP-Laptop1.jpg', 2),
+    ('/Uploads/HP-Laptop1.jpg', 2),
+    ('/Uploads/Dorm-Desk.jpg', 3),
+    ('/Uploads/University-Hoodie.jpg', 4),
+    ('/Uploads/Basketball.jpg', 5),
+    ('/Uploads/Acoustic-Guitar.jpg', 6),
+    ('/Uploads/Physics-Textbook.jpg', 7),
+    ('/Uploads/Mini-Fridge.jpg', 8),
+    ('/Uploads/Controller.jpg', 9),
+    ('/Uploads/Mountain-Bike.jpg', 10),
+    ('/Uploads/Wireless-Mouse.jpg', 11),
+    ('/Uploads/Lab-Coat.jpg', 12),
+    ('/Uploads/Calculator.jpg', 13),
+    ('/Uploads/Yoga-Mat.jpg', 14),
+    ('/Uploads/Winter-Jacket.jpg', 15),
+    ('/Uploads/CS-Textbook.jpg', 16),
+    ('/Uploads/Desk-Lamp.jpg', 17),
+    ('/Uploads/HP-Calculator.jpg', 18),
+    ('/Uploads/Bluetooth-Speaker.jpg', 19),
+    ('/Uploads/Backpack.jpg', 20);
 
 -- Insert Product-Category relationships (products with multiple categories)
 INSERT INTO
diff --git a/recommondation-engine/__pycache__/app.cpython-313.pyc b/recommondation-engine/__pycache__/app.cpython-313.pyc
index 1a5844b..fb4ea10 100644
Binary files a/recommondation-engine/__pycache__/app.cpython-313.pyc and b/recommondation-engine/__pycache__/app.cpython-313.pyc differ