Analytics Platform

Spatial Analysis at the Speed of Thought

DuckDB-powered spatial analytics with 10-100x faster queries. Advanced statistical analysis, machine learning, and visualization - all running locally without cloud dependencies.

10-100x
Faster Than PostGIS
1B+
Row Datasets
100%
Local Processing
SQL
Standard Interface

Analysis Capabilities

Comprehensive spatial analysis toolkit for professionals

📐

Geometric Operations

  • Buffer analysis with variable distances
  • Intersection, union, difference
  • Convex hull and concave hull
  • Simplification and smoothing
  • Voronoi diagrams and Delaunay triangulation
  • Centroid and center of mass
🔥

Hotspot Analysis

  • Getis-Ord Gi* statistic
  • Kernel density estimation
  • Point density analysis
  • Space-time pattern mining
  • Emerging hotspot analysis
  • Outlier detection
🎯

Clustering

  • DBSCAN spatial clustering
  • K-means clustering
  • Hierarchical clustering
  • OPTICS algorithm
  • Cluster validation metrics
  • Multi-attribute clustering
📊

Statistical Analysis

  • Moran's I spatial autocorrelation
  • Local Indicators of Spatial Association (LISA)
  • Nearest neighbor analysis
  • Quadrat analysis
  • Standard distance and directional distribution
  • Mean center and central feature

Surface Interpolation

Create continuous surfaces from sample points using industry-standard interpolation methods.

  • IDW (Inverse Distance Weighted): Fast, intuitive interpolation weighted by distance to sample points
  • Kriging: Geostatistical interpolation with variogram modeling for optimal estimates
  • Spline: Smooth surface fitting through sample points with tension control
  • Natural Neighbor: Interpolation based on Voronoi tessellation
  • Trend Surface: Polynomial surface fitting for regional trends
  • Cross-Validation: Automatic accuracy assessment and parameter optimization
🗺️
5+ Methods
Auto Validation
COG Output

Terrain Analysis

Comprehensive tools for elevation data analysis

Slope & Aspect

Calculate terrain gradient and orientation for land suitability, hydrology, and solar analysis.

Viewshed Analysis

Determine visible areas from observation points. Multi-observer viewshed and frequency analysis.

Line of Sight

Calculate visibility between two points with obstruction identification along the path.

Hillshade

Generate shaded relief representations with configurable sun angle and azimuth.

Contours

Extract contour lines at specified intervals from elevation data.

Curvature

Calculate profile, plan, and general curvature for geomorphological analysis.

Watershed Delineation

Automatically delineate drainage basins and calculate flow accumulation.

Cut/Fill Analysis

Compare surfaces to calculate volume changes for earthwork planning.

Spatial Machine Learning

Advanced predictive modeling with geographic context

📈

Geographically Weighted Regression (GWR)

Local regression that accounts for spatial non-stationarity. Understand how relationships vary across geography.

🌳

Random Forest Classification

Ensemble learning for land cover classification, suitability modeling, and prediction with spatial features.

🔮

Spatial Prediction

Predict values at unsampled locations using spatial relationships and multiple predictor variables.

🎯

Suitability Modeling

Multi-criteria site selection using weighted overlay and fuzzy logic approaches.

🛣️
Route Optimization
Service Areas
OD Matrix

Network Analysis

Route optimization and accessibility analysis on transportation networks.

  • Shortest Path: Find optimal routes between points considering distance, time, or custom costs
  • Service Areas: Calculate drive-time or drive-distance polygons from facilities
  • Closest Facility: Find nearest facilities to incidents with routing
  • Origin-Destination Matrix: Batch calculate travel costs between many locations
  • Vehicle Routing: Optimize multi-stop routes for fleet management
  • Allocation: Assign demand points to facilities based on capacity and distance

Powered by DuckDB

The analytical database that makes everything faster

Columnar Storage

Optimized for analytical queries with vectorized execution

In-Process

No server required. Runs embedded in the application

SQL Standard

Full SQL support with spatial extensions

Parquet Native

Direct query on Parquet, CSV, JSON files

Spatial Extension

PostGIS-compatible spatial functions

Cloud Extensions

Query S3, Azure, GCS directly (when connected)

Dynamic Visualization

Present analysis results with powerful visualization tools

Thematic Mapping

Choropleth, graduated symbols, dot density, and proportional symbol maps with automatic classification.

3D Visualization

Extrude features by attribute, drape on terrain, and explore in 3D with Deck.gl rendering.

Time Animation

Animate temporal data to visualize patterns and changes over time.

Charts & Graphs

Linked charts that interact with the map for data exploration.

Heat Maps

Kernel density and weighted heat maps for pattern visualization.

Report Builder

Generate PDF reports with maps, charts, and analysis results.

Supported Data Formats

Work with all modern and legacy geospatial formats

Vector

  • GeoPackage
  • Shapefile
  • GeoJSON
  • FlatGeoBuf
  • KML/KMZ
  • GML

Raster

  • GeoTIFF / COG
  • MrSID
  • ECW
  • JPEG2000
  • NetCDF
  • HDF5

Point Cloud

  • LAS/LAZ
  • COPC
  • E57
  • PLY

Tabular

  • Parquet
  • CSV
  • Excel
  • Arrow
  • JSON

Experience the Performance Difference

See how DuckDB-powered spatial analysis transforms your workflow.

Request Demo