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EDA: Diagnosing Diabetes

Goal

In this project, we will be exploring data that looks at how certain diagnostic factors affect the diabetes outcome of women patients.

Method

I will use EDA skills to help inspect, clean, and validate the data.

Data

Dataset

Note: This dataset is from the National Institute of Diabetes and Digestive and Kidney Diseases.

Data Overview

The dataset contains the following columns:

  • Pregnancies: Number of times pregnant
  • Glucose: Plasma glucose concentration per 2 hours in an oral glucose tolerance test
  • BloodPressure: Diastolic blood pressure
  • SkinThickness: Triceps skinfold thickness
  • Insulin: 2-Hour serum insulin
  • BMI: Body mass index
  • DiabetesPedigreeFunction: Diabetes pedigree function
  • Age: Age (years)
  • Outcome: Class variable (0 or 1)