diff --git a/assignment7/order_summary.csv b/assignment7/order_summary.csv
new file mode 100644
index 0000000..6f7d91c
--- /dev/null
+++ b/assignment7/order_summary.csv
@@ -0,0 +1,60 @@
+product_id,order_count,total_sales,product_name
+59,14,1385.8,Ball
+23,12,16.56,Bike
+55,19,818.12,Chair
+8,12,186.88,Concrete Cheese
+28,12,633.81,Concrete Gloves
+34,19,1942.56,Concrete Pants
+40,21,1285.05,Cotton Ball
+6,26,2168.4,Cotton Bike
+10,30,3263.7000000000003,Cotton Sausages
+53,21,1282.56,Ergonomic Cheese
+4,21,2058.71,Ergonomic Wooden Soap
+50,18,2330.37,Fantastic Fish
+17,19,1458.0,Fantastic Sausages
+1,21,506.25,Fantastic Shoes
+29,21,2213.14,For repair Fresh Fish
+2,28,1780.17,For repair Soft Table
+37,21,555.9599999999999,Frozen Computer
+16,12,1211.55,Gorgeous Salad
+14,19,720.65,Handcrafted Hat
+45,22,1968.9999999999998,Handcrafted Wooden Fish
+19,17,1335.56,Hat
+25,20,378.24,Incredible Hat
+58,17,1499.5500000000002,Intelligent Chips
+20,22,982.5000000000001,Licensed Cheese
+54,21,2362.2000000000003,Licensed Plastic Bike
+42,14,1400.0800000000002,Mouse
+12,19,1348.2,Mouse
+57,20,1306.3700000000001,New Fresh Chips
+51,18,1651.63,Pants
+24,20,1290.9,Plastic Pants
+35,15,1633.5500000000002,Practical Fish
+41,14,588.19,Practical Steel Towels
+44,18,224.0,Practical Tuna
+56,16,1045.8,Refined Ball
+30,14,483.84,Refined Cotton Sausages
+48,16,1499.35,Rubber Mouse
+52,19,1052.56,Rubber Towels
+43,15,76.85000000000001,Salad
+3,19,986.44,Sausages
+46,15,560.9200000000001,Sausages
+18,13,25.300000000000004,Shirt
+11,23,1896.58,Shoes
+36,21,878.08,Sleek Concrete Cheese
+7,18,2067.87,Sleek Granite Car
+15,30,438.18,Small Fish
+22,17,1069.17,Small Shirt
+13,19,352.95,Soft Pizza
+21,18,1799.28,Steel Car
+33,10,734.58,Steel Computer
+31,23,264.12,Steel Mouse
+49,17,1348.1999999999998,Steel Sausages
+27,17,453.9,Table
+32,19,850.75,Tasty Pizza
+47,13,1535.7600000000002,Tuna
+26,24,1433.7,Unbranded Chicken
+39,13,992.1600000000001,Unbranded Wooden Hat
+9,22,211.64999999999998,Unbranded Wooden Keyboard
+38,18,952.5600000000001,Wooden Mouse
+5,20,1767.3000000000002,Wooden Shoes
diff --git a/assignment7/school_a.py b/assignment7/school_a.py
new file mode 100644
index 0000000..9cda136
--- /dev/null
+++ b/assignment7/school_a.py
@@ -0,0 +1,39 @@
+import sqlite3
+
+# Connect to a new SQLite database
+with  sqlite3.connect("../db/school.db") as conn:  # Create the file here, so that it is not pushed to GitHub!
+    print("Database created and connected successfully.")
+
+# The "with" statement closes the connection at the end of that block.  You could close it explicitly with conn.close(), but in this case
+# the "with" statement takes care of that.
+    cursor = conn.cursor()
+
+    # Create tables
+    cursor.execute("""
+    CREATE TABLE IF NOT EXISTS Students (
+        student_id INTEGER PRIMARY KEY,
+        name TEXT NOT NULL UNIQUE,
+        age INTEGER,
+        major TEXT
+    )
+    """)
+
+    cursor.execute("""
+    CREATE TABLE IF NOT EXISTS Courses (
+        course_id INTEGER PRIMARY KEY,
+        course_name TEXT NOT NULL UNIQUE,
+        instructor_name TEXT
+    )
+    """)
+
+    cursor.execute("""
+    CREATE TABLE IF NOT EXISTS Enrollments (
+        enrollment_id INTEGER PRIMARY KEY,
+        student_id INTEGER,
+        course_id INTEGER,
+        FOREIGN KEY (student_id) REFERENCES Students (student_id),
+        FOREIGN KEY (course_id) REFERENCES Courses (course_id)
+    )
+    """)
+
+    print("Tables created successfully.")
\ No newline at end of file
diff --git a/assignment7/school_b.py b/assignment7/school_b.py
new file mode 100644
index 0000000..f8194d0
--- /dev/null
+++ b/assignment7/school_b.py
@@ -0,0 +1,89 @@
+import sqlite3 
+
+# Connect to the database
+
+def add_student(cursor, name, age, major):
+    try:
+        cursor.execute("INSERT INTO Students (name, age, major) VALUES (?,?,?)", (name, age, major))
+    except sqlite3.IntegrityError:
+        print(f"{name} is already in the database.")
+
+def add_course(cursor, name, instructor):
+    try:
+        cursor.execute("INSERT INTO Courses (course_name, instructor_name) VALUES (?,?)", (name, instructor))
+    except sqlite3.IntegrityError:
+        print(f"{name} is already in the database.")
+
+def enroll_student(cursor, student, course):
+    cursor.execute("SELECT * FROM Students WHERE name = ?", (student,)) # For a tuple with one element, you need to include the comma
+    results = cursor.fetchall()
+    if len(results) > 0:
+        student_id = results[0][0]
+    else:
+        print(f"There was no student named {student}.")
+        return
+    cursor.execute("SELECT * FROM Courses WHERE course_name = ?", (course,))
+    results = cursor.fetchall()
+    if len(results) > 0:
+        course_id = results[0][0]
+    else:
+        print(f"There was no course named {course}.")
+        return
+    
+    #cursor.execute("INSERT INTO Enrollments (student_id, course_id) VALUES (?, ?)", (1, 1))
+    cursor.execute("SELECT * FROM Enrollments WHERE student_id = ? AND course_id = ?", (student_id, course_id))
+    results = cursor.fetchall()
+    if len(results) > 0:
+        print(f"Student {student} is already enrolled in course {course}.")
+        return  
+    cursor.execute("INSERT INTO Enrollments (student_id, course_id) VALUES (?, ?)", (student_id, course_id)) 
+with sqlite3.connect("../db/school.db") as conn:
+    conn.execute("PRAGMA foreign_keys = 1") # This turns on the foreign key constraint
+    cursor = conn.cursor()
+
+    # Insert sample data into tables
+
+    add_student(cursor, 'Alice', 20, 'Computer Science')  
+    add_student(cursor, 'Bob', 22, 'History')
+    add_student(cursor, 'Charlie', 19, 'Biology')
+    add_course(cursor, 'Math 101', 'Dr. Smith')
+    add_course(cursor, 'English 101', 'Ms. Jones')
+    add_course(cursor, 'Chemistry 101', 'Dr. Lee')
+
+    conn.commit() 
+    # If you don't commit the transaction, it is rolled back at the end of the with statement, and the data is discarded.
+    print("Sample data inserted successfully.")
+
+    cursor.execute("SELECT * FROM Students WHERE name = 'Alice'")
+    result = cursor.fetchall()
+    for row in result:
+        print(row)
+
+
+    
+
+    ... # And at the bottom of your "with" block
+
+    enroll_student(cursor, "Alice", "Math 101")
+    enroll_student(cursor, "Alice", "Chemistry 101")
+    enroll_student(cursor, "Bob", "Math 101")
+    enroll_student(cursor, "Bob", "English 101")
+    enroll_student(cursor, "Charlie", "English 101")
+    conn.commit() # more writes, so we have to commit to make them final!
+
+#TO CLEAN DUPLICATES, WORKS 1 TIME WITH PYTHON X.PY EXECUTION
+cursor.execute("""
+WITH CTE AS (
+SELECT enrollment_id,
+ROW_NUMBER() OVER (PARTITION BY student_id, course_id ORDER BY enrollment_id) AS row_num
+FROM Enrollments
+)
+DELETE FROM Enrollments
+WHERE enrollment_id IN (
+SELECT enrollment_id FROM CTE WHERE row_num > 1
+)
+""")
+cursor.execute("""
+CREATE UNIQUE INDEX IF NOT EXISTS unique_enrollment 
+ON Enrollments(student_id, course_id)
+""")
\ No newline at end of file
diff --git a/assignment7/sql_intro.py b/assignment7/sql_intro.py
new file mode 100644
index 0000000..43d0f85
--- /dev/null
+++ b/assignment7/sql_intro.py
@@ -0,0 +1,108 @@
+import sqlite3
+
+with sqlite3.connect("../db/magazines.db") as conn:
+    print("Database connected successfully.")
+    cursor = conn.cursor()
+    conn.execute("PRAGMA foreign_keys = 1")
+
+    cursor.execute("""
+    CREATE TABLE IF NOT EXISTS publishers (
+        id INTEGER PRIMARY KEY,
+        name TEXT NOT NULL UNIQUE
+    )
+    """)
+
+    cursor.execute("""
+    CREATE TABLE IF NOT EXISTS magazines (
+        id INTEGER PRIMARY KEY,
+        name TEXT NOT NULL UNIQUE,
+        publisher_id INTEGER NOT NULL,
+        FOREIGN KEY (publisher_id) REFERENCES publishers (id)
+    )
+    """)
+
+    cursor.execute("""
+    CREATE TABLE IF NOT EXISTS subscribers (
+        id INTEGER PRIMARY KEY,
+        name TEXT NOT NULL,
+        address TEXT NOT NULL,
+        UNIQUE(name, address)
+    )
+    """)
+    cursor.execute("""
+    CREATE TABLE IF NOT EXISTS subscribers (
+        id INTEGER PRIMARY KEY,
+        name TEXT NOT NULL,
+        address TEXT NOT NULL
+    )
+    """)
+
+    cursor.execute("""
+    CREATE TABLE IF NOT EXISTS subscriptions (
+        id INTEGER PRIMARY KEY,
+        subscriber_id INTEGER NOT NULL,
+        magazine_id INTEGER NOT NULL,
+        expiration_date TEXT NOT NULL,
+        FOREIGN KEY (subscriber_id) REFERENCES subscribers (id),
+        FOREIGN KEY (magazine_id) REFERENCES magazines (id),
+        UNIQUE(subscriber_id, magazine_id)
+    )
+    """)
+
+cursor.execute('SELECT * FROM subscribers') 
+cursor.execute('SELECT * FROM magazines ORDER BY name ASC') 
+publisher_name = 'Tech Monthly'
+print(f"\nMagazines by Publisher: {publisher_name}")
+cursor.execute('''
+    SELECT magazines.* 
+    FROM magazines
+    JOIN publishers ON magazines.publisher_id = publishers.id
+    WHERE publishers.name = ?
+''', (publisher_name,))
+
+
+
+rows=cursor.fetchall()
+for row in rows:
+    print(row)
+
+def add_publisher(cursor, name):
+    try:
+        cursor.execute("INSERT INTO publishers (name) VALUES (?)", (name,))
+    except sqlite3.IntegrityError:
+        print(f"{name} is already in the database.")
+
+def add_magazin(cursor, name, publisher_id):
+    try:
+        cursor.execute("INSERT INTO magazines (name, publisher_id) VALUES (?,?)", (name, publisher_id))
+    except sqlite3.IntegrityError:
+        print(f"{name} is already in the database.")
+
+def add_subscriber(cursor, name, address):
+    try:
+        cursor.execute("INSERT INTO subscribers (name, address) VALUES (?,?)", (name, address))
+    except sqlite3.IntegrityError:
+        print(f"{name}, {address} is already in the database.")   
+
+
+def add_subscriptions(cursor, subscriber_id, magazine_id, expiration_date):
+    try:
+        cursor.execute("INSERT INTO subscriptions (subscriber_id, magazine_id, expiration_date) VALUES (?,?,?)", (subscriber_id, magazine_id, expiration_date))
+    except sqlite3.IntegrityError:
+        print(f"Subscription for subscriber {subscriber_id} to magazine {magazine_id} already exists.")
+
+add_publisher(cursor, 'Tech Monthly')
+add_publisher(cursor, 'Another One')
+add_magazin(cursor, 'One Magazine', 1)
+add_magazin(cursor, 'Two Magazine', 2)
+add_subscriber(cursor, 'John Doe', '123 Main St')
+add_subscriber(cursor, 'Jane Smith', '456 Elm St')
+add_subscriber(cursor, 'John Doe', '789 Oak St')
+add_subscriber(cursor, 'Bob Brown', '456 Elm St')
+add_subscriber(cursor, 'John Doe', '123 Main St')
+add_subscriptions(cursor, 1, 1, '2024-01-01')
+add_subscriptions(cursor, 1, 2, '2024-02-01')
+add_subscriptions(cursor, 2, 1, '2024-03-01')
+add_subscriptions(cursor, 2, 2, '2024-04-01')
+conn.commit()
+
diff --git a/assignment7/sql_intro_2.py b/assignment7/sql_intro_2.py
new file mode 100644
index 0000000..4cefece
--- /dev/null
+++ b/assignment7/sql_intro_2.py
@@ -0,0 +1,45 @@
+import sqlite3
+import pandas as pd 
+
+with sqlite3.connect("../db/lesson.db") as conn:
+    print("Database connected successfully.")
+    
+    query = """
+    SELECT 
+        line_items.line_item_id,
+        line_items.quantity,
+        line_items.product_id,
+        products.product_name,
+        products.price
+    FROM line_items
+    JOIN products ON line_items.product_id = products.product_id
+    """
+    
+    df = pd.read_sql_query(query, conn)
+
+print(df.head())
+df['total'] = df['quantity'] * df['price']
+print(df.head())
+
+grouped_df = df.groupby('product_id').agg({
+    'line_item_id': 'count',
+    'total': 'sum',
+    'product_name': 'first'
+})
+
+
+grouped_df.rename(columns={
+    'line_item_id': 'order_count',
+    'total': 'total_sales'
+}, inplace=True)
+
+
+print(grouped_df.head())
+
+grouped_df = grouped_df.sort_values(by='product_name')
+
+
+grouped_df.to_csv("order_summary.csv")
+
+print("CSV file 'order_summary.csv' has been written to the assignment7 directory.")
+print(grouped_df.head())
\ No newline at end of file