Geospatial Analysis

OrtadataEn az 64K bağlam

Performs geospatial data analysis, mapping, and spatial statistics using GeoPandas, Shapely, Rasterio, and Folium. Supports vector and raster operations, coordinate transformations, spatial joins, buffer analysis, satellite imagery processing, choropleth mapping, and route optimization for GIS and remote sensing workflows.

geospatialgisgeopandasmappingremote-sensingsatellitespatial-analysiscoordinates

Kullanım alanları

  • Analyzing spatial distributions and clustering patterns
  • Processing satellite imagery for land use classification
  • Building interactive maps with Folium or Kepler.gl
  • Performing spatial joins and proximity analysis
  • Route optimization and network analysis
  • Creating choropleth maps from census or survey data

Örnek prompt

I have a GeoJSON file with city boundaries and a CSV with population data by district.
Build a geospatial analysis pipeline that:

1. Load and merge spatial + tabular data (GeoPandas)
2. Calculate population density per district
3. Perform spatial autocorrelation analysis (Moran's I)
4. Identify hot spots and cold spots (LISA)
5. Create a choropleth map with interactive tooltips (Folium)
6. Calculate distances between districts (centroids)
7. Export results as GeoPackage

Generate complete Python code with GeoPandas, PySAL, and Folium.

Önerilen modeller

claude-opus-4-6gpt-5gemini-2-5-pro

Uyumlu araçlar

claude-codecursorkiroany

Modaliteler

Giriş: text, code, file
→
Çıkış: text, code

İlgili Skills

data-analysisscientific-visualization

Yazar

OpenModels Community

@openmodelsrun