Notes on GeoGuessr

Beginners try to identify countries. Thatโ€™s the wrong move. You canโ€™t memorize 200 countries, and you donโ€™t have to. You identify clusters: groups of countries that share a visual fingerprint. The cluster narrows you to 4-8 candidates, which is where country tells start to be tractable.

Why countries cluster

Countries donโ€™t share visual fingerprints by accident. They cluster because of shared history. Five axes do most of the work:

  • Empire. Whose colonial blueprint did this place get? Spanish, Portuguese, British, French, Russian, postwar American.
  • Climate. Latitude and rainfall determine vegetation, building materials, road shoulder type, light quality.
  • Infrastructure era. When was the last big buildout: Soviet concrete, postwar American suburb, EU modernization, post-2000 Chinese belt-and-road.
  • Driving side. Almost always tracks British empire. A single signal that cuts the world in half.
  • Script. Latin, Cyrillic, Arabic, CJK, Devanagari. Less powerful than people think, because empire-spread scripts cross continents.

A cluster forms when two or more axes overlap. Three or more is where the traps live.

Case study: Spain vs. Latin America

The trap. Spanish-speaking, terracotta roofs, dry-bright light, churches in the town center. Three overlapping axes: empire, script, climate band.

What resolves it.

  • The sun. The compass tells you where north is; the sun tells you which hemisphere. Sun to your south on the compass: northern hemisphere, so Spain. Sun to your north: southern hemisphere, so Latin America. One glance, done.
  • Road quality. Spain has EU-funded roads: smooth, white-lined, kilometer markers in white. Latin America has rougher roads, painted-rock markers, more potholes.
  • Vehicles. Spain has white delivery vans and Renaults. Latin America has mototaxis, unbranded pickups, and a lot more two-wheelers.
  • Mountains. The Andes are taller, sharper, and closer than anything in Spain. If the mountains feel oppressive, youโ€™re not in Spain.

Case study: the Balkans

The trap. Six countries (Serbia, Croatia, Bosnia, Montenegro, North Macedonia, Albania) share the same Yugoslav-era infrastructure, similar mountains, mixed Latin and Cyrillic scripts, similar architecture. Two or three axes overlap depending on the pair.

What resolves it.

  • Script. Croatia and Slovenia: Latin only. Serbia and Macedonia: Cyrillic dominant. Bosnia and Montenegro: both, often on the same sign.
  • The letter ะ‹ tells you Serbian. ะ‰ and ะŠ tell you Macedonian or Serbian. ะˆ as a vowel separator is South Slavic specifically.
  • Religion in the skyline. Catholic churches mean Croatia or Slovenia. Orthodox domes mean Serbia or Macedonia. Minarets mean Bosnia, Albania, or Kosovo.
  • Albania is the easiest of the six: poorest roads, oldest cars, Latin script but clearly not Italian.

Case study: South Africa vs. Australia

The trap. Both are British settler colonies in dry southern hemispheres. Both drive on the left, speak English, plant eucalyptus, build wide modern roads, and have the same imperial road-sign DNA. Four overlapping axes. The sun gets you to โ€œsouthern hemisphereโ€ and stops there.

What resolves it.

  • Fences. South African houses have walls, electric fences, razor wire. Australian houses donโ€™t.
  • Plates. ZA plates are white with black text. Australian plates vary by state and are usually colorful.
  • The yellow road line. In South Africa, the yellow line is on the inside of the lane. In Australia, itโ€™s the outside edge.
  • Bilingual signs. South Africa often has English plus Afrikaans. Australia doesnโ€™t.
  • The dirt. Australiaโ€™s outback dirt is unmistakably red. South Africaโ€™s is browner.

My clusters

Short, illustrative. Not exhaustive.

  • The Spanish-empire-arid cluster: Spain, central Mexico, highland Peru. Same empire, same script, same dry-bright light.
  • The British-settler-southern cluster: Australia, South Africa, NZ. Same empire, same driving side, same eucalyptus.
  • The post-Soviet cluster: Russia, Belarus, Kazakhstan. Same era, same script, same overengineered roads.
  • The Nordic cluster: Sweden, Norway, Finland. Same climate, same light, same red-painted wood houses.
  • The Anglo-American cluster: US, Canada. Same empire, same era, same scale.

Thatโ€™s it. Pattern recognition is the game.