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Eli Knaap - geosnap: The Geospatial Neighborhood Analysis Package | SciPy 2024
Learn about geosnap, the open-source Python package for analyzing neighborhood dynamics, demographic patterns & urban change across time periods using geospatial data.
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GeoSNAP is an open-source neighborhood analysis package developed at San Diego State University for analyzing geographic and demographic data
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The package provides tools for data collection, harmonization, interpolation and visualization of neighborhood-level data across different time periods
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Key features include:
- Automated data retrieval from census and other government sources
- Conversion between different geographic boundaries and time periods
- Calculation of 40+ segregation measures
- Creation of geodemographic typologies
- Neighborhood change analysis and simulation
- Network-based accessibility analysis
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Traditional challenges in neighborhood research that GeoSNAP addresses:
- Inconsistent boundary definitions over time
- Data spread across multiple sources and formats
- Computationally intensive spatial calculations
- Need to harmonize data across different administrative boundaries
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The software uses efficient data formats like Parquet and Apache Arrow instead of traditional shapefiles for better performance
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While developed with US data, the analytics can be applied globally - British, Canadian and Dutch researchers are already using it
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Future development focus includes:
- Building more GUI-level interfaces
- Expanding data resources for other countries
- Enhanced simulation capabilities
- Improved scenario analysis tools
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The package is particularly useful for:
- Academic research
- Urban planning
- Public policy analysis
- Social equity studies
- Marketing applications
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Key applications include studying:
- Neighborhood change and gentrification
- Segregation patterns
- Access to services and opportunities
- Environmental justice
- Educational outcomes