D

data-analysis

RightGuide is an open-source AI-powered legal analysis platform that helps users understand laws that may apply to real-world situations based on their location. By combining jurisdiction-aware legal research with plain-language explanations, RightGuide identifies relevant local, state, and federal laws, explains potential legal concerns, recommends protective actions, and helps users locate appropriate reporting agencies and legal assistance resources. https://roxanneardary.com/rightguide/

GreenMile is an open-source CO₂e calculator that measures and tracks travel-related emissions, with a strong focus on Scope 3 business travel. It provides tools for calculating, visualizing, and reducing carbon output across flights, trains, cars, and other transport modes, while supporting organizations with reporting, analytics, and sustainability insights under an AGPL-3.0+ license. https://roxanneardary.com/greenmile/

Veridion System is a modular intelligence infrastructure layer designed to transform fragmented, multi-source data into trusted and explainable signals. It continuously ingests, normalizes, and correlates information while applying integrity verification, adversarial noise detection, and counter-signal validation to ensure robustness. The system produces scored, auditable outputs that can be used by downstream AI systems, analytics platforms, and decision engines operating in uncertain or adversarial information environments. https://roxanneardary.com/veridion-system/

PredictaFlux is a modular, AGPL 3.0+ energy intelligence platform designed to transform triboelectric and micro-energy signals into structured, predictive, and optimizable data. It combines digital twin modeling, material physics simulation, and distributed mesh coordination to forecast energy generation, manage storage behavior, and optimize energy flow across connected devices. Built as an extensible system, PredictaFlux enables researchers and developers to model, simulate, and coordinate ambient energy systems through a unified, event-driven architecture. https://roxanneardary.com/predictaflux/

IntentGraph is an open-source AI-powered privacy intelligence system that detects cookies, trackers, and hidden data-sharing behavior across the web, then maps their origin, intent, and relationships in real time. Instead of simply blocking tracking, it translates complex network activity into clear, explainable insights so users can understand what data is being collected, why it is happening, and how it flows between services. https://roxanneardary.com/intentgraph/

CargoSphere is a modular open specification for commercial maritime intelligence, connecting port infrastructure, asset records, ownership structures, operators, trade relationships, risk analysis, and economic data into a unified intelligence framework. Designed for extensibility, CargoSphere enables organizations to build transparent systems for understanding the assets, entities, and networks that drive global commerce. https://roxanneardary.com/cargosphere/

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EarthRoot Network is an open-source, AI-assisted infrastructure design system that generates location-aware, modular renewable energy and material solutions. It analyzes local environmental conditions, material availability, and cost constraints to produce optimized, buildable designs tailored to each region. Built around a modular architecture and continuous learning loop, the system enables adaptive, lifecycle-aware infrastructure planning that evolves through real-world deployment data under an AGPL 3.0+ open-source framework. https://roxanneardary.com/earthroot-network/

VaultCore OS is an AGPL-3.0+ financial intelligence platform that continuously verifies federally insured banks and credit unions, aggregates their financial products, and tracks real-time interest rates with full regulatory sourcing. Built as an open infrastructure system, it combines structured financial data, audit-grade verification pipelines, and an AI interface to deliver accurate, transparent, and source-backed insights into the U.S. banking system. https://roxanneardary.com/vaultcore-os/

FarmWeb Intelligence is an open-source agricultural intelligence platform that maps farms, ownership structures, public funding, and related public records into a unified relational graph. It connects corporate entities, production data, subsidies, and legislative sources to provide transparent visibility into how agricultural systems are structured and how public resources flow through them. https://roxanneardary.com/farmweb-intelligence/

This project involves comprehensive analysis of healthcare data to uncover meaningful patterns and relationships between various medical factors.

NeighborhoodGraph is an open-source civic intelligence platform that transforms housing, land, infrastructure, and community data into an interactive knowledge graph. It enables users to explore properties, ownership networks, neighborhood trends, and public infrastructure through AI-powered analysis and digital twin visualization. By connecting fragmented public records and geospatial data into a unified system, NeighborhoodGraph helps communities, researchers, and governments better understand how places change over time and how those changes impact people’s lives. https://roxanneardary.com/neighborhood-graph/

HabitaSense is an open-source, AGPL-licensed housing market analysis platform that uses AI to evaluate listings, detect inflated pricing, identify appraisal irregularities, and provide transparent, data-driven insights for renters, buyers, and researchers. https://roxanneardary.com/habitasense/

CasaBot is an open-source AI-powered real estate companion that continuously monitors property listings based on your exact criteria and delivers timely alerts when matching homes become available. It combines listing aggregation, market analytics, and conversational AI to help users understand pricing trends, inventory changes, and market conditions in real time. Designed for transparency and extensibility, CasaBot empowers home buyers with automated insights and intelligent search capabilities to make more informed purchasing decisions. https://roxanneardary.com/casabot/

StrataAI is an open-source, modular AI system that analyzes global gemstone markets to generate transparent, data-driven fair market valuations. By aggregating auction data, distributor listings, certification records, and geological origin information, it builds a reproducible pricing model for precious stones using machine learning and structured market intelligence. https://roxanneardary.com/strataai/

A data mining project analyzing hate crime patterns in the United States from 2017 to 2025, using clustering, predictive modeling, and association rule mining.

License Guardian Network is a modular semantic compliance and provenance system that detects specification usage across networks, verifies attribution requirements, and generates structured evidence and legal notices. It combines vector-based similarity detection, registry-based spec tracking, and automated compliance workflows to ensure licensing integrity in AGPL-3.0+ and SBL-enabled environments. https://roxanneardary.com/license-guardian-network/

TaxLensUS is an open-source AGPL-3.0+ system that analyzes U.S. corporate tax filings from SEC disclosures and combines them with public economic data to model how tax policy changes affect small businesses. It extracts structured tax data from financial reports, builds a tax policy knowledge graph, and uses AI-driven analysis to generate evidence-based impact reports with transparency and confidence scoring. https://roxanneardary.com/taxlensus/

MIT Horizon is an open-source research intelligence platform that tracks MIT projects, grants, patents, publications, corporate partnerships, and public benefit outcomes. It provides transparent insight into how innovation moves from funding sources to real-world impact, highlighting what becomes open source, privately held, or shared through hybrid models. https://roxanneardary.com/mit-horizon/

Wattonomy is an open-source energy decision intelligence platform that models real-world heating, cooling, and utility systems based on location, cost, and performance data. It evaluates installation costs, monthly energy usage, and lifetime expenses while incorporating verified federal, state, and utility incentives. By combining deterministic financial modeling with transparent, source-backed AI explanations, Wattonomy helps users understand the true long-term cost of energy systems before making installation decisions. https://roxanneardary.com/wattonomy/