Behind the scenes

Data sources at a glance

Sommario + campione · documento completo di 1,288 parole

Sommario

A quick-reference table of every data source, what it covers, and how accessible it is. Companion to the full narrative in "Where our data comes from".

Costs are approximate and as of mid-2026; treat as orders of magnitude. Access difficulty is a 1–5 score: 1 = "git clone, you're done"; 5 = "vendor partnership required."

Campione

Results

SourceWhat it coversCostAccess difficultyNotes
Football-Data.co.ukTop European leagues 1993–present, resultsFree1The starter dataset; CSV per league per season.
FBref (Sports Reference)Per-match per-player aggregates from Opta/StatsPerform, broad historicalFree (rate-limited scrape)2Aggregates only, not raw events.
Wikipedia / WikidataInternational tournaments, historical seasonsFree1Structured back-fill source for pre-2000 data and national-team results.
ClubEloPer-club Elo time-series, free CSVsFree1Useful team-strength prior.

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