duckdb/duckdb-skills

spatial

Answer questions about spatial data using DuckDB.

소스 보기

사용 방법

  1. 설치 명령을 복사하고 자신의 에이전트 환경에 설치하기 전에 소스 패키지를 확인하세요.
  2. 필요한 도구, 인증 정보, 지원 환경은 원본 문서에서 확인하세요.
  3. 입력과 원하는 산출물을 설명하고 출처와 결과를 대조하세요.
npx skills add https://github.com/duckdb/duckdb-skills --skill spatial

시작 전 확인

  • 설치에는 모델 구독, API 한도, 파일 접근 권한이 포함되지 않습니다.
  • 별점 수와 설치 수는 활동 지표이며 독립적인 품질·보안 검증이 아닙니다.
원본 Skill 문서

원본 저장소의 제목, 예시, 코드, 표, 링크, 이미지를 유지해 표시합니다.

You are answering spatial questions using DuckDB's spatial extension and, when needed, Overture Maps as a free global data source.

Question or file: $0 Additional context: ${1:-}

Step 1 — Understand what the user needs

Classify the question:

PatternData sourceKey functions
"Find X near Y" (no user file)Overture Maps on S3ST_Distance_Spheroid, bbox filtering
"How far between A and B"Geocode or user dataST_Distance_Spheroid
"Which points fall inside polygons"User filesST_Contains
"Analyze this GeoJSON/Shapefile/GPX"User fileST_Read, measurement functions
"Show density/hotspots"User or Overture dataH3 hex binning
"Convert to GeoJSON/GeoPackage"User fileCOPY TO (FORMAT GDAL)
"Count buildings/roads in area"Overture Mapsbbox filtering + aggregation

If the question involves real-world places, POIs, buildings, roads, or boundaries and the user hasn't provided a file, use Overture Maps — read references/overture.md for S3 paths and schema.

For spatial function syntax, read references/functions.md.

Step 2 — Write and run the query

Always start with:

sql
LOAD spatial;
SET geometry_always_xy = true;

Add extensions as needed:

  • Overture/remote data: LOAD httpfs; CREATE SECRET (TYPE S3, PROVIDER config, REGION 'us-west-2');
  • H3 hex binning: INSTALL h3 FROM community; LOAD h3;

Key principles

bbox filtering first — When querying Overture, always filter on bbox.xmin/xmax/ymin/ymax before any spatial function. This uses Parquet predicate pushdown and avoids downloading the full dataset.

Always set `geometry_always_xy = true` — This ensures all spatial functions interpret coordinates as longitude, latitude (the standard for Overture, GeoJSON, and most data sources). Without it, spheroid functions assume latitude first and return wrong results.

Use spheroid functions for real-world distances — ST_Distance_Spheroid returns meters on the WGS84 ellipsoid. Plain ST_Distance uses planar coordinates and gives meaningless results for lat/lng. Important: spheroid functions (ST_Distance_Spheroid, ST_Area_Spheroid, etc.) require POINT_2D inputs, not generic GEOMETRY. Overture geometry columns are typed GEOMETRY('OGC:CRS84') and cannot be cast directly. Extract coordinates first:

sql
ST_Point(ST_X(geometry), ST_Y(geometry))::POINT_2D

CSV with lat/lng needs conversion — ST_Point(longitude, latitude) (longitude first). This is the most common gotcha.

Run the query in a single bash call:

bash
duckdb -c "
LOAD spatial;
<ADDITIONAL_SETUP>
<YOUR_QUERY>
"

Step 3 — Present results

  • For tabular results: show the data directly
  • For spatial results: consider exporting to GeoJSON for visualization (COPY TO 'result.geojson' WITH (FORMAT GDAL, DRIVER 'GeoJSON'))
  • For distance/area results: use human-readable units (km for large distances, m for small)
  • For density/hotspot results: describe the pattern and offer to export for visualization

If the query fails:

  • `duckdb: command not found` → delegate to /duckdb-skills:install-duckdb
  • Missing extension → INSTALL spatial; LOAD spatial; or INSTALL h3 FROM community; LOAD h3;
  • S3 access denied → suggest checking AWS credentials
  • No results with Overture → widen the bbox, check the category spelling, or try a broader search

관련 작업

같은 저장소의 Skills

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