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4.44 Data processing for the stroke prediction dataset 105
4.45 Categorization of numerical in PowerBI 105

4.46 The code to employ SMOTE. 106
4.47 Models loader and label encoder codes. 108

4.48 Screenshot of home page. 109

4.49 Screenshot of Information page. 110
4.50 Screenshot of Dashboard page. 111

4.51 Prediction function codes in flask application 112
4.52 Snippet code of prediction page’s route. 113

4.53 Screenshot of prediction page. 114

4.54 Screenshot of result page. 115
4.55 Screenshot of admin dashboard page 116

4.56 The screenshot of protection data page 118
5.1 Confusion Matrix Heatmap 122

5.2 Comparison of evaluation metrics. 131

5.3 Percentage average score of the survey’s key areas in bar chart. 131
6.1 Screenshot of a user feedback from the user acceptance testing 137

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