dear boss My code successfully retrieves and displays data from MS Access; however, I encounter a parameter error when attempting to update a record. I would appreciate it if you could review my code and provide a correct solution for updating records from a DataFrame to an MS Access table. Thank you in advance. import streamlit as st import pyodbc import pandas as pd conn_str = ( r'DRIVER={Microsoft Access Driver (*.mdb, *.accdb)};' r'DBQ=C:\iqra\mfa.accdb;' ) conn = pyodbc.connect(conn_str) cursor = conn.cursor() query = "SELECT * FROM Payments" dataf = pd.read_sql(query, conn) i_want_to_multiply = 2 filtered_rows = dataf.loc[dataf['Payment_ID'] == 20] filtered_rows['Gross_Pay'] = filtered_rows['Gross_Pay'] * i_want_to_multiply filtered_rows = filtered_rows[['Payment_ID', 'Gross_Pay']] cols = ['Payment_ID' , 'Gross_Pay'] sql = '''UPDATE Payments SET [Gross_Pay]=? WHERE [Payment_ID]=? ''' #tuple(data.values()) cursor.execute(sql, tuple(filtered_rows[cols].values)) cursor.commit conn.commit cursor.close() conn.close() Continue reading...