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Small Diabetes Study

In this assignment, we will work with a small dataset of diabetes patients taken from here.

AGE SEX BMI BP S1 S2 S3 S4 S5 S6 Y
0 59 2 32.1 101. 157 93.2 38.0 4. 4.8598 87 151
1 48 1 21.6 87.0 183 103.2 70. 3. 3.8918 69 75
2 72 2 30.5 93.0 156 93.6 41.0 4.0 4. 85 141
... ... ... ... ... ... ... ... ... ... ... ...

Instructions

  • Open the assignment notebook in a jupyter notebook environment
  • Complete all tasks listed in the notebook, namely:
    • Compute mean values and variance for all values
    • Plot boxplots for BMI, BP and Y depending on gender
    • What is the the distribution of Age, Sex, BMI and Y variables?
    • Test the correlation between different variables and disease progression (Y)
    • Test the hypothesis that the degree of diabetes progression is different between men and women

Rubric

Exemplary Adequate Needs Improvement
All required tasks are complete, graphically illustrated and explained Most of the tasks are complete, explanations or takeaways from graphs and/or obtained values are missing Only basic tasks such as computation of mean/variance and basic plots are complete, no conclusions are made from the data