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SOLUTIONS
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Applied Data Systems for Public Insight & Operational Decision-Making
We build geospatial, analytical, and machine learning systems
that transform complex public data into usable tools
From census pipelines to real-time dashboards and predictive models,
our work sits at the intersection of civic transparency and practical engineering
What We Do
Civic & Open Data Applications
We design public-facing tools that make government and institutional data
accessible, interactive, and meaningful.
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Geospatial dashboards
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Census integration pipelines
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Election and policy analysis
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Public data APIs
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Data normalization and transformation
Operational & Analytical Systems
We build applied systems for organizations that need data to drive real-world decisions.
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Simulation modeling (capacity, workflow, resource allocation)
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Machine learning integration into production systems
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Large dataset engineering
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Real-time analytics APIs
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Custom dashboards for internal decision-making
ABOUT US
Murray Ware
Software Engineering | Machine Learning | Data Science | Data Analytics
Applied Data Systems & Analytics
Murray specializes in the design and implementation of data-driven systems that integrate
statistical modeling, simulation, and production APIs.
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Healthcare and operational analytics
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Geospatial data integration
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Machine learning deployment
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Large-scale data engineering
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Real-time analytical dashboards
With a background in mathematics and applied statistics,
Murray focuses on building systems that translate complex data into operational clarity.
Anton massinger
Frontend Systems & Interactive Data Interfaces
Anton specializes in the design and implementation of modern,
high-performance user interfaces for data-driven applications.
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React-based application architecture
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Interactive mapping interfaces (Leaflet)
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Real-time WebSocket integrations
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Progressive Web App (PWA) development
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UX/UI design for analytical dashboards
Anton ensures that complex backend systems are delivered
through intuitive, responsive, and highly usable interfaces.
anton@warewebsolutions.ca
Fullstack Development | Data Analytics
SELECTED Projects
Cable News Bias Analysis
AI-powered media analytics platform that analyzes Fox News, MSNBC, and CNN transcripts to measure sentiment,
compare political narratives, and explore media bias through data-driven analysis.
Technologies: Python, SimPy, Flask, JavaScript, React, SQL
Live Demo: https://news.warewebsolutions.ca/
Backgammon App (Online Multiplayer)
A cross-platform online backgammon application featuring real-time multiplayer gameplay, matchmaking,
persistent player accounts, ELO rating system, game history, and AI-assisted game logic.
Designed with a focus on responsive performance and maintainable architecture.
Technologies: Python, Tornado, SQLite, React, Bootstrap, REST APIs, Websockets (real-time gameplay)
Live Demo: https://backgammon.warewebsolutions.ca/
FAQ
We focus on applied data systems and civic analytics. Here are some common questions about our work.
1
Who are we?
A collaborative team of data and software professionals building public-facing tools and applied analytics systems.
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Why do we build open data projects?
We believe public data should be interpretable and accessible, not buried in PDFs or siloed databases.
3
Do you take on consulting work?
Yes. We provide project-based analytics, engineering, and system design services.
4
Have an idea?
Reach out. We’re always open to meaningful data-centric collaborations.