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Is that base layer something which is standard in OSM and how do I get it?

No, the data is from official government sources. OSM data is good, but mostly not that good in comparison with official sources.

It's a custom Mapbox GL style (clear in the page source). I'm not sure if it is related to one of the Mapbox default styles.