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František Kaláb - How Data Improves Your Life in Prague [PyData Prague #21]
Learn how Prague's data platform Golemio aggregates city data from transport, waste & climate to enable smarter decisions, improve services & increase transparency for citizens.
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Prague Data Platform (Golemio) serves as a central data hub aggregating data from various city systems, including public transport, parking, waste management, and climate measurements
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The platform aims to make data-driven city decisions more transparent through:
- Real-time data integration
- Open APIs for developers
- Public data portal (data.praha.eu)
- Open source code and tools
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Key data sources include:
- Real-time public transport positions and delays
- 7,000 smart waste bins with ultrasound sensors
- Parking spot occupancy
- Bicycle and pedestrian traffic counts
- Microclimate measurements
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Technical stack consists of:
- Postgres as main database
- DuckDB for efficient data processing
- DBT for data transformations
- Parquet files for historical data storage
- Azure Blob Storage for data lake
- Node.js and RabbitMQ for real-time integration
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Platform serves multiple stakeholder groups:
- City decision makers
- Public transport operators
- Third-party developers
- Citizens and general public
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The initiative has helped break down data silos between city institutions, encouraging data sharing and collaboration
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Data is used for both operational purposes (real-time monitoring) and strategic planning (schedule optimization, infrastructure changes)
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Focus on cost-efficiency through use of open source technologies and public cloud storage