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RSK World
healthcare-patients
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visualizations
RSK World
healthcare-patients
Healthcare Patients Dataset - Medical Analytics + Healthcare Data Science + Patient Data Analysis
visualizations
  • age_charges_outcome.png184 KB
  • charges_by_treatment.png210.5 KB
  • charges_heatmap.png524.3 KB
  • charges_prediction.png153.9 KB
  • correlation_matrix.png98.7 KB
  • feature_importance.png67.4 KB
  • monthly_admissions.png124.8 KB
  • stay_by_outcome.png91.3 KB
ChemistryCalculator.storyboardcharges_prediction.pngFILES_SUMMARY.mdmonthly_admissions.pngage_charges_outcome.pngcharges_by_treatment.png
visualizations/charges_prediction.png
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charges_prediction.png

charges_prediction.png

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FILES_SUMMARY.md
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FILES_SUMMARY.md

# Project Files Summary

<!--
Author: RSK World
Website: https://rskworld.in
Email: help@rskworld.in
Phone: +91 93305 39277
-->

## Complete File List

### Core Data Files
- **healthcare_patients.csv** - Main dataset with 30 patient records and 26 features

### Python Scripts
- **analyze_patients.py** - Comprehensive data analysis script with statistics and visualizations
- **export_to_excel.py** - Excel export utility with multiple summary sheets
- **validate_data.py** - Data validation and quality check script

### Web Files
- **index.html** - Interactive web demo page with filtering and search capabilities

### Documentation
- **README.md** - Complete project documentation
- **QUICKSTART.md** - Quick start guide for beginners
- **PROJECT_INFO.md** - Project metadata and information
- **IMAGE_DESCRIPTION.md** - Image requirements and suggestions
- **FILES_SUMMARY.md** - This file

### Configuration Files
- **requirements.txt** - Python package dependencies
- **.gitignore** - Git ignore rules
- **LICENSE** - MIT License file

## File Descriptions

### healthcare_patients.csv
The main dataset containing:
- 30 patient records
- 26 columns including demographics, medical history, diagnostics, treatments, and outcomes
- HIPAA-compliant format

### analyze_patients.py
Features:
- Loads and analyzes the dataset
- Generates comprehensive statistics
- Creates 8+ visualizations
- Exports analysis report
- Includes demographic, financial, and treatment analysis

### export_to_excel.py
Creates Excel file with 6 sheets:
1. Patient Data - Complete dataset
2. Summary Statistics - Key metrics
3. Diagnosis Summary - Analysis by diagnosis
4. Treatment Summary - Analysis by treatment type
5. Demographics - Patient demographics breakdown
6. Outcome Analysis - Patient outcomes analysis

### validate_data.py
Validates:
- Data completeness
- Data types
- Value ranges
- Date consistency
- Business rules

### index.html
Interactive features:
- Real-time data filtering
- Search functionality
- Statistics dashboard
- Responsive design
- CSV download
- Excel export

## Usage Workflow

1. **Start Here**: Read `README.md` for full documentation
2. **Quick Start**: Follow `QUICKSTART.md` for immediate setup
3. **Install**: Run `pip install -r requirements.txt`
4. **Validate**: Run `python validate_data.py` to check data quality
5. **Analyze**: Run `python analyze_patients.py` for full analysis
6. **Export**: Run `python export_to_excel.py` for Excel format
7. **Demo**: Open `index.html` in browser for interactive view

## Contact Information

All files include author information:
- **Website**: https://rskworld.in
- **Email**: help@rskworld.in
- **Phone**: +91 93305 39277

---

*This project is complete and ready for use!*

visualizations/monthly_admissions.png
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monthly_admissions.png

monthly_admissions.png

Size: 124.8 KB

visualizations/age_charges_outcome.png
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age_charges_outcome.png

age_charges_outcome.png

Size: 184 KB

visualizations/charges_by_treatment.png
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charges_by_treatment.png

charges_by_treatment.png

Size: 210.5 KB

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About RSK World

Founded by Molla Samser, with Designer & Tester Rima Khatun, RSK World is your one-stop destination for free programming resources, source code, and development tools.

Founder: Molla Samser
Designer & Tester: Rima Khatun

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Contact Info

Nutanhat, Mongolkote
Purba Burdwan, West Bengal
India, 713147

+91 93305 39277

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