--- license: mit --- # DiabetesDeepInsight-CSV A comprehensive, multi-source CSV collection for Type 2 Diabetes prediction, combining clinical indicators and retinopathy features. Ideal for researchers and practitioners in medical AI and data science. --- ## 🚀 Highlights - **Multi-Dataset Fusion**: Integrates Pima Indians, BRFSS surveys, and Retinopathy Debrecen—over 300,000 records in total. - **Clinical & Retinopathy Features**: Blood tests, demographics, lifestyle factors, and retinal image–derived biomarkers. - **Balanced & Stratified**: Includes 50/50 splits, three-class→binary conversions, and curated train/test splits. - **Plug‐and‐Play CSVs**: Ready for immediate ingestion with popular ML frameworks (scikit-learn, XGBoost, PyTorch). --- ## 📂 Included Files - **`diabetes.csv`** Pima Indians Diabetes Database (8 clinical features + Outcome). - **`diabetes_data_upload.csv`** Alternate Pima format, ensuring consistency for cross-validation. - **`diabetes_binary_health_indicators_BRFSS2015.csv`** CDC BRFSS 2015 health survey (binary diabetes flag, demographics, labs). - **`diabetes_binary_5050split_health_indicators_BRFSS2015.csv`** Balanced 50/50 subset of BRFSS 2015 (equal cases/controls). - **`diabetes_012_health_indicators_BRFSS2015.csv`** BRFSS 2015 three-class (“No”, “Pre-diabetes”, “Diabetes”) converted to binary. - **`Retinopathy_Debrecen.csv`** Tabular features from EyePACS retinal exams (0/1 retinopathy → proxy for diabetes). - **`diabetic_data.csv`** (Optional) 130-US Hospitals clinical records—can be extended for readmission or ICD-9-based diabetes flags. --- ## ✨ Key Features 1. **Rich Clinical Indicators** - Age, BMI, blood pressure, insulin, lipid profiles, lifestyle habits (smoking, activity), etc. 2. **Retinopathy-Derived Biomarkers** - Vessel diameter, hemorrhage counts, texture features—ideal for image-to-CSV pipelines. 3. **Preprocessed & Label-Aligned** - Unified `Outcome` column (0 = No Diabetes, 1 = Type 2 Diabetes) across all CSVs. --- Unlock deeper insights and achieve >95% accuracy with integrated clinical & retinopathy features! 🎉 ``` ```