People Innovation Excellence

Spatial Data Analysis

Learning Outcomes:

  1. Explain the fundamental concepts of spatial data, coordinate reference systems, and spatial data types used in geographic information analysis.
  2. Apply spatial analysis techniques including point pattern analysis, spatial interpolation, and overlay operations using Python-based geospatial tools.
  3. Analyze spatial patterns and relationships in real-world datasets to derive actionable geographic insights through Exploratory Spatial Data Analysis (ESDA).

Topics:

  1. Spatial Data Types: Vector and Raster
  2. Coordinate Reference Systems and Map Projections
  3. Spatial Data Wrangling with Geo-Pandas
  4. Exploratory Spatial Data Analysis (ESDA)
  5. Point Pattern Analysis
  6. Spatial Autocorrelation: Moran’s I and LISA
  7. Spatial Interpolation: IDW and Kriging
  8. Overlay Analysis and Spatial Joins
  9. Spatial Clustering and Hotspot Analysis
  10. Raster Analysis and Terrain Modeling

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