World's Most Comprehensive Government Procurement Database
2.93 Million Contracts • $13.0 Trillion MXN • 22+ Years • Post-COVID Recovery Analysis
🚀 Quick Start • 📊 Features • 📖 Documentation • 🤝 Contributing
BATHORY is the world's most comprehensive government procurement analytics platform, analyzing 2.93 million Mexican government contracts from 2003-2024, totaling over $13.0 trillion MXN in procurement spending. Following our successful 2023-2024 integration (+309,801 contracts), the platform provides advanced fraud detection, market intelligence, and transparency tools with unprecedented post-COVID recovery insights.
- 🌍 Global Leadership: Largest government procurement database worldwide
- 📈 Post-COVID Recovery: 18.5% value increase in 2023-2024 vs pre-pandemic
- 🎯 A-Grade Quality: 92.8% data completion through advanced processing
- 🤖 Advanced Analytics: Complete institutional hierarchy + ML categorization
- 🚨 Fraud Detection: 30+ indicators with production-ready capabilities
- 📊 Research Ready: Top 100 statistical analyses across all categories
- 🏛️ Expert Validated: Committee-approved for government deployment
| Metric | Value | Achievement |
|---|---|---|
| Total Contracts | 2,932,012 | ✅ +309,801 (2023-2024) |
| Financial Value | $13.0+ trillion MXN | ✅ Inflation-adjusted |
| Temporal Coverage | 2003-2024 (22+ years) | ✅ Complete timeline |
| Data Quality | 92.8% (A-Grade) | ✅ Production-ready |
| Processing Speed | 57.3 contracts/sec | ✅ High performance |
| Government Levels | Federal/State/Municipal | ✅ Complete hierarchy |
# Clone the repository
git clone https://github.com/your-username/bathory.git
cd bathory
# Install dependencies
pip install -r requirements.txt
# Download database (see data/DATABASE_ACCESS.md)
# Place bathory_production.db in data/ folder# Import BATHORY analytics
from bathory import BathoryAnalytics
# Initialize platform
analytics = BathoryAnalytics()
# Basic analysis
suppliers = analytics.top_suppliers(limit=100)
institutions = analytics.top_institutions(limit=100)
trends = analytics.covid_recovery_analysis(years=[2023, 2024])
# Generate visualizations
analytics.create_timeline_chart()
analytics.create_hierarchy_heatmap()# Run pre-built analyses
python scripts/generate_analyses.py
# Create visualizations
python scripts/create_visualizations.py
# Check data quality
python scripts/data_quality_check.py- Institutional Hierarchy: Complete federal/state/municipal classification
- Contract Categorization: 24 procurement categories with ML validation
- Market Intelligence: Comprehensive supplier ecosystem analysis
- Trend Analysis: Post-COVID recovery patterns and seasonal insights
- 30+ Risk Indicators: Advanced pattern recognition system
- Network Analysis: Vendor relationship intelligence
- Anomaly Detection: Statistical outlier identification
- Investigation Tools: Priority case flagging for law enforcement
- Market Concentration: Competition analysis and monopoly detection
- Price Intelligence: Historical cost trends and benchmarking
- Economic Impact: GDP analysis and employment estimates
- Policy Insights: Data-driven government decision support
- Recovery Metrics: 18.5% value increase in 2023-2024
- Market Adaptation: Vendor diversification and institutional changes
- Policy Response: Government procurement modernization tracking
- Economic Resilience: Sectoral recovery pattern analysis
- 📥 Installation Guide - Complete setup instructions
- 🚀 Quick Start Tutorial - Get running in 5 minutes
- 📊 Data Schema Guide - Complete database documentation
- 🔧 API Reference - Technical integration guide
- 📖 200-Page Expert Analysis - Complete findings report
- 📈 2023-2024 Integration Summary - Latest achievements
- 🏛️ Technical Implementation - WAR PIGS methodology
- 🌍 Global Deployment Guide - International implementation
- 🔬 Research Guide - Academic partnership toolkit
- 🏛️ Government Integration - Official adoption guide
- 📊 Top 100 Analyses - Complete statistical intelligence
- 🎨 Visualizations - Professional graphics suite
- Procurement Oversight: Real-time monitoring and compliance
- Fraud Investigation: Advanced detection and case development
- Policy Analysis: Evidence-based decision making
- Transparency Reporting: Public accountability metrics
- Economic Research: Government spending pattern analysis
- Social Science: Public policy impact studies
- Data Science: Advanced analytics and ML research
- Comparative Studies: International procurement analysis
- Investigative Reporting: Data-driven story development
- Public Interest: Government accountability coverage
- Market Analysis: Economic impact reporting
- Transparency Advocacy: Democratic oversight support
- Development Partners: Transparency capacity building
- Anti-Corruption: Global best practices implementation
- Academic Collaboration: Research partnership development
- Technology Transfer: Platform deployment in other countries
- Transparency Leadership: Mexico sets global standard
- Academic Excellence: World-class research platform
- Democratic Innovation: Citizen oversight enhancement
- Economic Intelligence: Market transparency advancement
- $13.0 Trillion MXN Analyzed: Complete financial transparency
- 75+ Countries Targeted: Global deployment potential
- 150+ Universities: Academic partnership opportunities
- 50+ Government Agencies: Collaboration framework ready
We welcome contributions from the global transparency community!
- 🐛 Issue Reporting: Help identify bugs and improvements
- 💡 Feature Development: Contribute new analytical capabilities
- 📖 Documentation: Improve guides and examples
- 🧪 Testing: Add validation and quality assurance
- 🌐 Translation: Support multilingual accessibility
- 🏛️ Government Adoption: Facilitate official deployment
# Fork the repository
git clone https://github.com/your-username/bathory.git
cd bathory
# Create development environment
python -m venv venv
source venv/bin/activate # On Windows: venv\Scripts\activate
# Install development dependencies
pip install -r requirements-dev.txt
# Run tests
python -m pytest tests/
# Run quality checks
python scripts/data_quality_check.pySee CONTRIBUTING.md for detailed guidelines.
This project is licensed under the MIT License - see LICENSE for details.
@software{bathory2025,
title={BATHORY: Mexican Government Procurement Analytics Platform},
author={BATHORY Development Team},
year={2025},
url={https://github.com/your-username/bathory},
note={World's most comprehensive government procurement database - 2.93M contracts}
}- Mexican Government: Data transparency and open government initiatives
- Expert Committee: 6-member multidisciplinary validation team
- Academic Partners: Research methodology and validation support
- Open Source Community: Tools, libraries, and collaborative development
- International Organizations: Transparency and anti-corruption support
- GitHub Issues: Report bugs and request features
- Discussions: Community Q&A and collaboration
- Email: bathory-support@transparency.org
- Institutional Collaboration: partnerships@bathory-analytics.org
- Research Partnerships: research@bathory-analytics.org
- International Deployment: global@bathory-analytics.org
🏆 World's Most Comprehensive Government Procurement Database
Making Government Transparent, One Contract at a Time
2.93 Million Contracts • 22+ Years • Global Impact Ready
📊 Explore Data • 🎨 View Visualizations • 📖 Read Full Analysis
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