The dependencies required to run the above code are:
mariadb - for connecting to the MariaDB database pandas - for data manipulation and analysis scikit-learn - for loading the trained model and preprocessing the input data Flask - for creating and running the web application jsonify - for creating JSON responses render_template - for rendering HTML templates request - for handling HTTP requests json - for serializing and deserializing JSON data.