D

Demographics

CivicLayer is an open-source civic transparency system that generates and evaluates district maps using population data, fairness constraints, and a verified residency layer. It provides tools to detect demographic discrepancies, visualize representation imbalances, and ensure reproducible, auditable districting analysis focused on accountability and transparency. https://roxanneardary.com/civiclayer/

OpenBirth Platform is an open source demographic data system designed to track, organize, and analyze birth statistics across the world. The platform provides modular tools for collecting, validating, visualizing, and researching birth trends from national regions to local communities, supporting transparent demographic research through open data. https://roxanneardary.com/openbirth-platform/