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https://github.com/sudeatesoglu/pima_indians_diabetes_prediction

Last synced: 25 days ago
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Host: GitHub
URL: https://github.com/sudeatesoglu/pima_indians_diabetes_prediction
Owner: sudeatesoglu
Created: 2023-08-06T15:37:53.000Z (over 1 year ago)
Default Branch: main
Last Pushed: 2023-08-27T07:23:30.000Z (over 1 year ago)
Last Synced: 2023-08-27T08:32:57.474Z (over 1 year ago)
Language: Jupyter Notebook
Size: 2.12 MB
Stars: 0
Watchers: 1
Forks: 0
Open Issues: 0
Metadata Files:
- Readme: README.md

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README

        # Diabetes Prediction 🏥

![Image by Steve Buissinne from Pixabay](https://github.com/sudeatesoglu/Pima_Indians_Diabetes_Prediction/assets/106230756/13c1b2a9-eea5-447c-9ca2-dd4be985e57e)

# Analysis Expectation

A machine learning model is requested to be developed that can predict whether individuals have diabetes or not when their features are specified.

# Story of the Dataset

The dataset is a subset of a large dataset maintained by the National Institute of Diabetes, Digestive, and Kidney Diseases in the United States. It is utilized for a diabetes research study conducted on Pima Indian women, aged 21 and above, residing in Phoenix, the fifth-largest city in Arizona. The target variable is defined as "outcome," indicating that 1 represents a positive outcome in the diabetes test, while 0 represents a negative outcome.

- **Pregnancies:** Number of pregnancies

- **Glucose:** Plasma glucose concentration after 2 hours in an oral glucose tolerance test

- **Blood Pressure:** Blood Pressure (Diastolic) (mm Hg)

- **SkinThickness:** Skin Thickness

- **Insulin:** Serum insulin level after 2 hours (mu U/ml)

- **DiabetesPedigreeFunction:** Diabetes pedigree function (a function related to the diabetes history in family)

- **BMI:** Body Mass Index

- **Age:** Age (years)

- **Outcome:** Whether the individual has the disease (1) or not (0)

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[Kaggle Account](https://www.kaggle.com/sudeates)