PyPSA-Eur's data-retrieval layer as an FFL workflow — 1,631 lines and 73 Snakemake rules become one catalogue-driven foreach
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Updated
Sep 3, 2026 - Python
PyPSA-Eur's data-retrieval layer as an FFL workflow — 1,631 lines and 73 Snakemake rules become one catalogue-driven foreach
The Hollow Mountain — measuring what OpenStreetMap cannot see: Gibraltar's 55 km of tunnels vs the 12% OSM holds
US fatal-crash rate by state: NHTSA FARS normalised by FHWA vehicle-miles travelled
Facetwork domain: Sentinel-2 land-cover change — STAC + Cloud-Optimized GeoTIFF → NDVI/composite → tiled MapLibre maps.
Facetwork domain: OSM mapping-equity maps — health facilities per capita (under-mapping vs population), world + US state/county.
Facetwork domain: US H-1B visa approvals by state & county, multi-year (USCIS Employer Data Hub).
OpenStreetMap power infrastructure → model-ready grid CSV/GeoJSON — the Facetwork/FFL equivalent of PyPSA grid-builder (Snakemake)
Facetwork domain: US congressional (voting) districts colored by sitting-rep party (Census CD119 + congress-legislators)
Enhance posed group-gathering photos: deblur + glare/highlight correction + optional background replacement. A Facetwork CV domain.
Facetwork domain: CI/CD mixin-composition demo modeling Jenkins-style pipelines.
Facetwork domain: open environmental datasets (OpenStreetMap, EPA, USGS) → cached GeoJSON → MapLibre world maps.
Facetwork domain: NOAA GHCN/NDBC climate & weather trends → cached station data → charts.
Facetwork domain: UCDP armed-conflict world choropleth (events/deaths/civilian/intensity) over Natural Earth geometry.
Facetwork domain: US energy trade + prices dashboard (EIA) — oil/gas/refined imports-exports + WTI/gasoline/Henry Hub prices
PyPSA-Earth's OSM stage as an FFL workflow — the Facetwork port of download_osm_data -> clean_osm_data -> build_osm_network
Facetwork domain: stock-group PAPER-TRADING tracker - factor + analyst + optional LLM selection, daily mark-to-market snapshots, per-position and overall P/L vs a benchmark. Not investment advice.
Facetwork domain: cancer gene-prioritization evidence graph (TCGA/GDC + GTEx + intOGen) -> ranked, explainable evidence table
Facetwork domain: group cycling photos → per-rider enhanced portraits (YOLO detect + SAM cutout + Real-ESRGAN + GFPGAN/CodeFormer + face grouping + 4x6 framing; HEIC/RAW in)
Facetwork domain: reproducible US state x year data panel (Census ACS/PEP + BLS) — analysis spine for socioeconomics, migration, health over time
Language-directed, lock-free distributed workflow engine — write workflows in FFL, the runtime handles execution, dependency resolution, recovery, and live deployment.
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