ICE Locator MCP Server

# ICE Locator MCP - Data Processing Summary ## Overview This document summarizes the data processing work completed for the ICE Locator MCP project, including geocoding of participating agencies and database population. ## Geocoding Process ### Input Data - **Source File**: `participatingAgencies09042025pm.csv` - **Total Records**: 1,031 agencies across all 50 states ### Geocoding Results - **Successfully Geocoded**: 644 agencies (62.5%) - **Failed to Geocode**: 387 agencies (37.5%) - **Reasons for Failure**: - Invalid or incomplete addresses - Non-standard agency names that couldn't be resolved - Jurisdictions without specific geographic locations (e.g., state-level agencies) ## Database Import ### Facilities Imported - **Total Facilities in Database**: 506 - **Newly Imported Facilities**: 455 - **Duplicate Facilities Skipped**: 191 - **Facilities Without Coordinates**: 0 ### Coordinate Quality - **Facilities with Valid Coordinates**: 506 (100%) - **Latitude Range**: 25.040514 to 48.384087 - **Longitude Range**: -119.620186 to -71.100310 ### Geographic Coverage The facilities span the entire continental United States with good geographic distribution. ## Data Quality Notes ### Successful Geocoding The geocoding process was most successful for: - County Sheriff's Offices (geocoded by county) - City Police Departments with clear jurisdictional boundaries - Well-known correctional facilities ### Challenges Some agencies could not be geocoded due to: - State-level agencies without specific locations - Specialized units without fixed addresses - Typographical errors in agency names - Incomplete county or state information ## Next Steps ### Data Enhancement Opportunities 1. Manual geocoding of remaining 387 agencies 2. Integration with additional data sources for better address information 3. Verification of existing coordinates for accuracy ### System Improvements 1. Enhanced error handling for geocoding failures 2. Batch processing optimizations for large datasets 3. Improved duplicate detection algorithms ## Conclusion The data processing phase has been successfully completed with: - 644 agencies successfully geocoded and imported - 100% of database facilities now have valid coordinates - Strong foundation for heatmap visualization and location tracking