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@Lab10YR

Lab10YR

Soil and geospatial intelligence — SSURGO analytics, terrain modeling, and infrastructure risk, built by pedologists.

10YR Labs

Soil Geospatial Intelligence

The Munsell 10YR hue — the color of knowledge about what lies beneath.


What We Do

Lab10YR delivers soil and geospatial intelligence for infrastructure operators, land investors, and conservation professionals — built on SSURGO and authoritative spatial data, interpreted by pedologists who know where the data holds and where it doesn't.


Open Source Repositories

Interactive maps, NYT-style data journalism, a live SQL explorer, and a complete SSURGO schema reference — all built on America's most comprehensive soil database.

Tool Description
Soil Atlas 7 intelligence story modes — live SDA profiles, texture triangle, 3D terrain
Data Stories 7-chapter data journalism — carbon banks, drought resilience, karst risk
SQL Explorer 258 production scripts across 14 categories, live SDA test runner
Data Models D3 ER diagram of 134 SSURGO tables, sortable column browser
Regen Ag Map County choropleth — Fragile Soil Index vs. Organic Matter Depletion
SHAPE Curves KSSL lab data explorer — all states & territories

Live Site · GitHub


A complete beginner-to-expert curriculum for SSURGO and the Soil Data Access REST API. Every lesson runs live against the real SDA database — no data files, no installs.

Track Content
Beginner SQL SELECT · WHERE · COUNT · dominant component queries
Intermediate SQL JOINs · GROUP BY · CTEs · Available Water Storage
Expert SQL Soil Organic Carbon formula · NCCPI · FSI · spatial AOI
Python API requests · pandas · batch queries · matplotlib pipeline
JavaScript API fetch() · live tables · MapLibre GL · SDAClient module
Query Lab Live SDA sandbox — 8 preloaded examples, run any SQL instantly

Live Site · GitHub


The SSURGO Core Join

Every query in this ecosystem follows this spine:

FROM legend l
INNER JOIN mapunit   mu ON mu.lkey  = l.lkey
INNER JOIN component  c ON c.mukey  = mu.mukey
LEFT  JOIN chorizon  ch ON ch.cokey = c.cokey
WHERE l.areasymbol = 'WI025'       -- survey area
  AND c.majcompflag = 'Yes'         -- dominant soil only

Contact

info@lab10yr.com · lab10yr.com

Soil corrosivity · Hydric soils · Geohazard scoring · Prime farmland · Due diligence · Custom SDA modeling

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  1. Soil-Data-Access-Training-Resources Soil-Data-Access-Training-Resources Public

    Forked from jneme910/Soil-Data-Access-Training-Resources

    A practical guide to learning Soil Data Access using SQL and APIs, with real SSURGO examples, AOI workflows, and interpretation queries for conservation planning and soil analysis.

Repositories

Showing 3 of 3 repositories

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