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while the 'joblib' library is used to load a pre-trained machine learning

model, enabling real-time monitoring of stroke risk. Flask's session

management enhances security by protecting user information and
ensuring the integrity of the system. The integration codes for MySQL and

the programmes to load the model and label encoder in the flask 'app.py'
are shown in Figure 4.47.

Figure 4.47 Models loader and label encoder codes.

ii. Home Page

The site gives an appealing entrance point for the online application.

Characterised by a sombre colour scheme, it amplifies the liveliness of the

teal highlights used in the navigation bar and the interface preview of the
programme. The site prominently displays the online application name,

"Angin Ahmar. Care," along with the impactful slogan, "Your shield

against the silent threat," successfully expressing the platform's dedication
to promoting health awareness. Figure 4.48 displays a captured image of

the homepage.

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