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Open-Source Data Systems for Public Insight
We build open-source analytical applications that turn complex public data into accessible, practical tools.
From data pipelines to interactive dashboards and machine-learning experiments,
our work combines civic transparency with practical software engineering
What We BUILD
Civic & Open Data Applications
We build public-facing applications that make government and institutional data
easier to explore, understand, and use
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Interactive data dashboards
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Geospatial visualization
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Census and public-data pipelines
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Election and policy analysis
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Data APIs, normalization, and transformation
Analytical & Interactive Software
We develop open-source applications that combine data analysis
with practical software engineering
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Statistical and machine-learning experiments
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Real-time web applications
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Analytical APIs and data pipelines
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Interactive visualizations
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Full-stack application development
ABOUT US
Murray Ware
Software Engineering | Machine Learning | Data Science | Data Analytics
Data Systems, Statistical Computing & Backend Development
Murray designs data-driven applications that combine statistical analysis, public data,
and practical software engineering
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Python backend and API development
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Statistical and machine-learning applications
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Public and open-data integration
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Data pipeline development
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Interactive analytical tools
With a background in mathematics and applied statistics,
Murray focuses on turning complex datasets into accessible and useful software
Anton massinger
Frontend Systems & Interactive Interfaces
Anton designs responsive, high-performance interfaces for data-driven and real-time applications
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React application development
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Interactive mapping with Leaflet
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Real-time WebSocket integration
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Progressive Web App development
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UX/UI design for analytical tools
His work focuses on turning complex data and backend functionality
into intuitive and accessible user experiences
anton@warewebsolutions.ca
Fullstack Development | Data Analytics
SELECTED Projects
Cable News Bias Analysis
An open-source media analysis application that examines transcripts from Fox News, MSNBC, and CNN.
It compares sentiment, topics, and political narratives to help users explore differences in how major cable-news networks frame their coverage.
Technologies: Python, 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 build open-source applications that explore public data, analytical methods, and interactive software. Here are some common questions about our projects and development approach.
1
Who are we?
We’re an independent team of developers building open-source, data-driven applications and interactive software.
2
Why do we build open source data projects?
We believe public data should be accessible, understandable, and useful, not buried in PDFs, fragmented across systems, or difficult to interpret. By building in the open, we make our methods transparent and allow others to learn from, use, and improve our work.
3
Do you take on consulting work?
Yes. We take on select consulting projects involving open data, analytics, custom software, and interactive applications. Our approach emphasizes transparent methods, maintainable systems, and practical solutions.
4
Have an open-source project idea?
We’re open to collaborating at no cost on public-interest and open-source projects that align with our skills and interests. If you have a meaningful idea involving open data, analytics, or interactive software, get in touch and tell us about it.