- Verwendet für:
- EUR retail prices, customer ratings, ABV, age statements for the Scottish single-malt catalogue.
- Aktualisierung:
- Re-scraped weekly by the pipeline.
- Bedingungen:
- Catalogue pages are not blocked by robots.txt. We fetch with a real User-Agent, sleep between pages, and identify ourselves.
topdrinks.fr
Preis- Verwendet für:
- EUR retail prices across the French whisky catalogue (all whisky; we filter to Scotch single malts via the distillery registry).
- Aktualisierung:
- Re-scraped weekly.
- Bedingungen:
- Pagination at /whisky?p=N is allowed by robots.txt; the faceted /whisky?brand=... endpoints are disallowed and we do not touch them.
- Verwendet für:
- GBP retail prices for the UK single-malt Scotch catalogue. Converted to EUR at the ECB daily reference rate; raw GBP preserved in data/prices.csv.
- Aktualisierung:
- Re-scraped weekly.
- Bedingungen:
- Catalogue listing path is not in robots.txt disallow rules. Polite scrape with a real User-Agent and a delay between pages.
WhiskeyProject community ratings
Bewertung- Verwendet für:
- Quality ratings on /100 scale for bottlings not rated on whisky.fr. Used to fit the dealscore regression where whisky.fr coverage is thin.
- Aktualisierung:
- Static reference CSV; refreshed when the upstream project publishes a new release.
- Bedingungen:
- Open dataset published on GitHub.
- Verwendet für:
- Real-world French supermarket prices (Système U, Carrefour, Leclerc, Auchan, Intermarché, Monoprix) observed in-store. Treated as a real retailer in the multi-source schema.
- Aktualisierung:
- Hand-edited as we walk past supermarket shelves. Documented by source and observation date.
- Bedingungen:
- Our own observations. Listed for transparency, not licensed from anyone.
- Verwendet für:
- Daily GBP/EUR (and other currency) reference rates for converting non-EUR retail prices to the EUR-canonical price column.
- Aktualisierung:
- Refreshed weekly; ECB publishes around 16:00 CET on business days.
- Bedingungen:
- Free public reference series. Not a quoted dealing rate.
- Verwendet für:
- Live rainfall stations across Scotland. Each distillery joined to its nearest station for the 'last 12 months' rainfall context line in the map popup. Not used by the valuation model.
- Aktualisierung:
- Refreshed weekly via the SEPA JSON API.
- Bedingungen:
- Open API published by a Scottish public body. No auth.
- Verwendet für:
- Monthly areal rainfall, sunshine and temperature series for Scotland and its N/E/W subdivisions, used for the 'region rolling 12 months vs 1995-2024 median' context line. Rainfall record starts 1836.
- Aktualisierung:
- Refreshed weekly; Met Office updates the files monthly.
- Bedingungen:
- Open data published by the UK national meteorological service.
Distillery registry (silkywhisky)
Register- Verwendet für:
- Canonical list of Scotch distilleries with region, latitude, longitude, and aliases. Resolves messy product names back to a single distillery across retailers.
- Aktualisierung:
- Hand-maintained. Updated when a distillery opens, closes, or rebrands.
- Bedingungen:
- Our compilation. Built from publicly available sources (SWA records, distillery websites, OpenStreetMap, the Whisky Yearbook).
Auf dieser Seite bewertete Abfüllungen stammen ausschliesslich aus öffentlichen Handelspreisen. Redakteure können Werbemuster privat erhalten; diese fliessen nie in den bewerteten Datensatz ein. Methodische Einwände an slainte@silkywhisky.com werden mit unserer Antwort veröffentlicht.