Data-Science-For-Beginners/translations/en/1-Introduction/04-stats-and-probability/assignment.md

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:
  • Calculate the mean values and variance for all variables
  • Create boxplots for BMI, BP, and Y based on gender
  • Analyze the distribution of Age, Sex, BMI, and Y variables
  • Examine the correlation between different variables and disease progression (Y)
  • Test the hypothesis that the progression of diabetes differs between men and women

Rubric

Exemplary	Adequate	Needs Improvement
All required tasks are completed, visually represented, and explained	Most tasks are completed, but explanations or insights from graphs and/or calculated values are missing	Only basic tasks like calculating mean/variance and creating simple plots are completed, with no conclusions drawn from the data

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