https://github.com/shraddhamdr/diabetes-risk-factors-analysis

The Impact of lifestyles and socio economic Factors and Diabetes Risk. Predictive analytics on diabetes risk factors using BRFSS 2015 (Logistic Regression, Random Forest, LDA)
https://github.com/shraddhamdr/diabetes-risk-factors-analysis

brfss classification machine-learning public-health r

Last synced: 28 days ago
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The Impact of lifestyles and socio economic Factors and Diabetes Risk. Predictive analytics on diabetes risk factors using BRFSS 2015 (Logistic Regression, Random Forest, LDA)

• Host: GitHub
• URL: https://github.com/shraddhamdr/diabetes-risk-factors-analysis
• Owner: ShraddhaMdr
• License: mit
• Created: 2025-09-26T15:49:59.000Z (about 1 month ago)
• Default Branch: main
• Last Pushed: 2025-09-26T17:03:50.000Z (about 1 month ago)
• Last Synced: 2025-09-26T18:33:29.594Z (about 1 month ago)
• Topics: brfss, classification, machine-learning, public-health, r
• Homepage: https://shraddhamdr.github.io/Diabetes-Risk-Factors-Analysis/
• Size: 1.69 MB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# The Impact of Lifestyle & Socio-Economic Factors on Diabetes Risk  

*A Predictive Analytics Case Study (BRFSS 2015)*

[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)  

[![Made with R](https://img.shields.io/badge/Made%20with-R-blue)](https://www.r-project.org/)

## Project Summary  

This repository presents a case study to **predict diabetes status** using **lifestyle**, **health**, and **socio-economic** indicators from the **BRFSS 2015** dataset. Three models (Logistic Regression, Random Forest, LDA) are compared on metrics like accuracy, precision, recall, F1, and ROC-AUC.



  

    

  



## Files & Structure

| Folder / File | Description |

|---------------|-------------|

| `docs/` | Reports and web assets |

|   ├ `Case_Study_SM_Final.docx` | Final written report |

|   └ `CaseStudyAssignment3.html` | HTML version of assignment |

| `outputs/` | Model outputs, tables, results |

|   ├ `Table_B1_Descriptives_by_Diabetes.csv` | Descriptive stats by diabetes class |

|   └ `Table_C1_Logistic_Regression_Coefficients_and_OR.csv` | Coefficients & odds ratios from logistic model |

| `README.md` | This file |

| `.gitignore` | Rules for what to ignore in the repo |

| `LICENSE` | MIT license (if you add it) |

## Reproduce the Analysis

1. Clone this repository  

   ```bash

   git clone https://github.com/ShraddhaMdr/Diabetes-Risk-Factors-Analysis.git

   cd Diabetes-Risk-Factors-Analysis