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rayaberova
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1-acquisition.qmd

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@@ -696,35 +696,37 @@ The HTTPS URLs work from anywhere without credentials — great for reading indi
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::: {.callout-important}
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**Available regions.** Not all NUTS3 regions have pre-processed tiles. The following **27 regions** are covered:
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| NUTS3 Code | Region | Country |
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|---|---|---|
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| AT130 | Wien (Vienna) | Austria |
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| BE100 | Bruxelles-Capitale (Brussels) | Belgium |
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| BG411 | Sofia (Capital) | Bulgaria |
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| CZ010 | Praha (Prague) | Czechia |
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| DE300 | Berlin | Germany |
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| DEA23 | Köln (Cologne) | Germany |
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| DK011 | Byen København (Copenhagen) | Denmark |
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| EE001 | Põhja-Eesti (Northern Estonia / Tallinn) | Estonia |
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| EL303 | Kentrikos Tomeas Athinon (Central Athens) | Greece |
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| ES300 | Comunidad de Madrid | Spain |
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| FI1B1 | Helsinki-Uusimaa | Finland |
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| FR101 | Paris | France |
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| FRJ27 | Tarn (Albi) | France |
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| HRO41 | Grad Zagreb (City of Zagreb) | Croatia |
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| HU110 | Budapest | Hungary |
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| ITI43 | Roma (Rome) | Italy |
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| LT011 | Vilniaus apskritis (Vilnius) | Lithuania |
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| LU000 | Luxembourg | Luxembourg |
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| LV006 | Rīga | Latvia |
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| MT001 | Malta | Malta |
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| NL329 | Groot-Amsterdam (Amsterdam area) | Netherlands |
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| PL127 | Miasto Warszawa (Warsaw) | Poland |
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| PT170 | Área Metropolitana de Lisboa (Lisbon) | Portugal |
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| RO321 | București (Bucharest) | Romania |
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| SE110 | Stockholms län (Stockholm) | Sweden |
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| SI041 | Osrednjeslovenska (Ljubljana area) | Slovenia |
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| SK010 | Bratislavský kraj (Bratislava) | Slovakia |
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| NUTS3 Code | Country |
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|---|---|
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| AT332 | Austria |
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| BE100 | Belgium |
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| BG332 | Bulgaria |
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| CY000 | Cyprus |
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| CZ072 | Czechia |
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| DEA54 | Germany |
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| DK041 | Denmark |
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| EE00A | Estonia |
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| EL521 | Greece |
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| ES612 | Spain |
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| FI1C1 | Finland |
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| FRJ27 | France |
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| FRK26 | France |
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| HR050 | Croatia |
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| IE061 | Irland |
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| ITI32 | Italy |
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| LT028 | Lithuania |
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| LU000 | Luxembourg |
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| LV008 | Latvia |
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| MT001 | Malta |
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| NL33C | Netherlands |
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| PL414 | Poland |
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| PT16I | Portugal |
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| RO123 | Romania |
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| SE311 | Sweden |
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| SI035 | Slovenia |
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| SK022 | Slovakia |
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| UKJ22 | United Kingdom |
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| UKRAINE | Ukraine |
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::: {.callout-note}
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**Scale of the dataset and class imbalance.** Across the 27 pre-processed NUTS3 regions and the available years (2021 and 2024), the dataset contains roughly **15 000–20 000 `(image, label)` patches** — a comfortable size for training a segmentation model on a single GPU. Because these regions are built around European capital cities, the 10 CLC+ classes are *not* evenly represented: *sealed surfaces*, *permanent herbaceous* and *periodically herbaceous* dominate, while *lichens and mosses* or *broadleaved evergreen trees* are rare or completely absent in most tiles. This **class imbalance** is a first-order concern when training a segmentation model — naive training will optimise for the common classes and ignore the rare ones.

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