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Data Analytics in Public Health & Digital Healthcare - Coggle Diagram
Data Analytics in
Public Health & Digital Healthcare
Tools & Technologies :
Python (Pandas, Scikit-learn)
WEKA (Data Mining)
Power BI / Tableau
SQL / PostgreSQL
Google Cloud / AWS HealthLake
Applications
Government Hospitals
PGH, NKTI Philippines
HMOs & Insurance Providers
Telemedicine Platforms
KonsultaMD, HealthNow PH
Population Health Management
Ethics & Legal
RA 10173 - Data Privacy Act (PH)
HIPAA Compliance
Informed Patient Consent
Algorithmic Fairness & Bias
Data Security & Encryption
Stakeholders
Physicians & Nurses
Hospital Administrators
DOH & PhilHealth
Data Scientists & IT Teams
Patients & Families
Problem Domain
Hospital Readmission Prediction
Chronic Disease Management
Diabetes
Heart Failure
COPD
Patient Risk Stratification
Healthcare Cost Reduction
Public Health Surveillance
Data Sources
Kaggle Datasets
Diabetes 130-US Hospitals
Heart Failure Clinical Records
Hospital Readmissions Dataset
Electronic Health Records (EHR)
Government Health Data
DOH Philippines
PhilHealth Records
WHO Global Health Observatory
Analytics Process
Data Collection & Cleaning
Feature Engineering
Model Building
Logistic Regression
Random Forest
Decision Tree (J48)
Model Evaluation
Accuracy & F1-Score
AUC-ROC Curve
Visualization & Reporting
Exploratory Data Analysis (EDA)