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Proyecto

What Your Heart Rate Is Telling You

BásicoNivel de habilidad
Actualizado 6/2024
Examine the relationship between heart rate and heart disease using multiple logistic regression.
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RData ManipulationData VisualizationProbability & Statistics1 h10 Tasks1,500 XP4,556

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Descripción del proyecto

What Your Heart Rate Is Telling You

Heart disease is the leading cause of death in the United States. Researchers are using several data mining techniques to help health care professionals in the diagnosis of heart disease. In this project, you will examine the relationship between the maximum heart rate one can achieve during exercise and the likelihood of developing heart disease. Using multiple logistic regression, you will handle the confounding effects of age and gender.This project uses the Cleveland heart disease dataset.

What Your Heart Rate Is Telling You

Examine the relationship between heart rate and heart disease using multiple logistic regression.
Iniciar Proyecto
  • 1

    Heart disease and potential risk factors

  • 2

    Converting diagnosis class into outcome variable

  • 3

    Identifying important clinical variables

  • 4

    Explore the associations graphically (i)

  • 5

    Explore the associations graphically (ii)

  • 6

    Explore the associations graphically (iii)

  • 7

    Putting all three variables in one model

  • 8

    Extracting useful information from the model output

  • 9

    Predicted probabilities from our model

  • 10

    Model performance metrics

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