Tutorials

Learn to explore 6.7 million physical samples from scientific collections worldwide using modern browser-based tools.

1 Start Here

Tutorial What You’ll Learn
Interactive Explorer Search and filter samples with faceted search, view on 3D globe
Deep-Dive Analysis Comprehensive DuckDB-WASM analysis with Observable JS
3D Globe Visualization Cesium-based visualization of all iSamples data
Technical: Narrow vs Wide Schema comparison and performance benchmarks

2 Data Sources

All tutorials use geoparquet files - no server required:

  • iSamples Full Dataset: ~280 MB wide format, 6.7M samples from SESAR, OpenContext, GEOME, Smithsonian
  • Available via: Cloudflare R2 with HTTP range requests

3 Why Browser-Based?

Our approach using geoparquet + DuckDB-WASM provides:

  • Universal access - No installation, works in any browser
  • Fast analysis - 5-10x faster than downloading full datasets
  • Memory efficient - Analyze 300MB using <100MB browser memory
  • Minimal transfer - Only download the columns/rows you need