<h1>About Dataset</h1>

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<h2>Context</h2>

<p>

According to the World Health Organization (WHO), <strong>stroke is the second leading cause of death globally</strong>, accounting for approximately <strong>11% of total deaths</strong>.

</p>

<p>

This dataset is designed to help predict whether a patient is likely to have a stroke, based on input parameters such as gender, age, comorbid conditions, and smoking status.

Each row in the dataset contains relevant patient information that could be used in a classification model.

</p>

<h2>Attribute Information</h2>

<ol>

  <li><strong>id</strong>: Unique identifier</li>

  <li><strong>gender</strong>: "Male", "Female", or "Other"</li>

  <li><strong>age</strong>: Age of the patient</li>

  <li><strong>hypertension</strong>: 0 = No hypertension, 1 = Has hypertension</li>

  <li><strong>heart_disease</strong>: 0 = No heart disease, 1 = Has heart disease</li>

  <li><strong>ever_married</strong>: "No" or "Yes"</li>

  <li><strong>work_type</strong>: "children", "Govt_job", "Never_worked", "Private", or "Self-employed"</li>

  <li><strong>Residence_type</strong>: "Rural" or "Urban"</li>

  <li><strong>avg_glucose_level</strong>: Average blood glucose level</li>

  <li><strong>bmi</strong>: Body Mass Index</li>

  <li><strong>smoking_status</strong>: "formerly smoked", "never smoked", "smokes", or "Unknown"</li>

  <li><strong>stroke</strong>: 1 = Had a stroke, 0 = Did not have a stroke</li>

</ol>

<p><em>Note:</em> "Unknown" in <code>smoking_status</code> indicates missing or unavailable information for the patient.</p>

<h2>Acknowledgements</h2>

<p>

<em>(Confidential Source)</em> — This dataset is intended for <strong>educational purposes only</strong>.<br>

If you use this dataset in your research or projects, please credit the author.

</p>