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BlackPrint Technologies · Mar 2026

Proxy Security Risk Index

Neighborhood Safety Modeling

Overview

Designed a multi-factor geospatial proxy security index at the neighborhood (colonia) level for Ecatepec, modeling spatial crime correlation and public exposure metrics.

Highlights

  1. 01

    Engineered a GeoPandas ETL pipeline integrating population census data (INEGI), business directories (DENUE), major transit corridors, and municipal crime figures (SESNSP).

  2. 02

    Calculated normalized per-capita exposure indices using WGS 84 / UTM Zone 14N projections and classified risk levels via Jenks Natural Breaks.

  3. 03

    Conducted advanced spatial autocorrelation using Local Moran's I (LISA) to detect crime spillover effects and hotspots near inter-municipal transit terminals.

Stack

  • Python
  • GeoPandas
  • QGIS
  • mapclassify
  • Spatial Statistics
  • Moran's I (LISA)
  • Kernel Density Estimation

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