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These books are ranked using the setting labels extracted for Early Riser.
Setting labels used: alternate Wales, alternate Britain, ice-age winter, near-perpetual winter, hibernation society, post-apocalyptic-leaning, dystopian future, alternate Earth, sector-based society, winter landscape
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
![Cover of ファイアパンチ 1 [Fire Punch 1] by Tatsuki Fujimoto](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1467216140i/30738542.jpg)
In a frozen, brutal world, a regenerating boy becomes an eternal flame and sets out on a revenge-fueled path.
Why this is here
Setting labels: post-apocalyptic · eternal winter · ice age · snowbound world · frozen wasteland · dystopian future · feudal society · remote village · harsh survival setting · science fantasy
Semantic match: ranked by setting
Distance: 0.1474
A damaged airship crew is forced into an icy city where rival factions, secrets, and old loyalties collide.
Why this is here
Setting labels: post-apocalyptic Earth · frozen tundra · ice wastes · moving cities · airships · dystopian future · alternate future Earth · arctic setting
Semantic match: ranked by setting
Distance: 0.1545
A teen’s escape from alien mind control leads him into a resistance against Earth’s tripod overlords.
Why this is here
Setting labels: future Earth · dystopian future · post-apocalyptic · rural England · European journey · alien-occupied world · feudal-like society
Semantic match: ranked by setting
Distance: 0.1593
In near-future Britain, a women-run curfew system for men is challenged by a murder that shouldn’t be possible.
Why this is here
Setting labels: near-future Britain · near-future UK · alternate reality · dystopian society
Semantic match: ranked by setting
Distance: 0.1617
A rebel teen leads a dangerous icy mission to find allies, while hidden enemies and shifting loyalties threaten the team.
Why this is here
Setting labels: icy journey · cold weather · frozen wasteland · post apocalyptic world · alternate world · walled city · closed society · dystopian world · harsh landscape · journey west
Semantic match: ranked by setting
Distance: 0.1628
![Cover of 宝石の国 3 [Houseki no Kuni 3] by Haruko Ichikawa](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1441563111i/26238641.jpg)
A winter mission forces a fragile gem warrior into a new partnership that changes identity, memory, and fate.
Why this is here
Setting labels: winter season · nonhuman society · isolated world · fantasy world · science-fantasy · cold climate · hibernation cycle
Semantic match: ranked by setting
Distance: 0.1637
![Cover of ファイアパンチ 2 [Fire Punch 2] by Tatsuki Fujimoto](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1475175128i/31244404.jpg)
A severed, unkillable avenger is pulled into a bizarre movie-obsessed scheme in a frozen post-apocalyptic world.
Why this is here
Setting labels: post-apocalyptic world · ice age · frozen wasteland · dystopian society · resource-scarcity society · city-state
Semantic match: ranked by setting
Distance: 0.1640
In a flooded, theocratic future, one privacy-loving man quietly resists a world built on compulsory sharing and blind faith.
Why this is here
Setting labels: post-apocalyptic future · near future · flooded London · subtropical London · post-climate-change world · overcrowded city · internet-mediated society · theocratic state · dystopian Britain · post-flood world
Semantic match: ranked by setting
Distance: 0.1645
An ex-soldier joins a secret job for good pay and finds himself fighting alongside Norse gods as Ragnarok looms.
Why this is here
Setting labels: Modern day · Contemporary Britain · Northern England · Snowstorm · Winter apocalypse · Asgard · Midgard · Norse cosmology · Real-world with mythic overlay · Alternate present
Semantic match: ranked by setting
Distance: 0.1662
Reunited after months apart, Aria and Perry must fight tribal distrust, storm danger, and divided loyalties to survive.
Why this is here
Setting labels: post-apocalyptic world · dystopian world · tribal society · pods · domed society · outsider world · storm-ravaged landscape · alternate world
Semantic match: ranked by setting
Distance: 0.1669
Telepathic twins and a child army challenge a corrupt wall-bound regime to expose the truth and stop a war.
Why this is here
Setting labels: dystopian future · post-apocalyptic future · divided world · world behind walls · north and south · British Isles · forest side · ruined city · walled society · secret base · lush wilderness
Semantic match: ranked by setting
Distance: 0.1675
In a water-starved future, a tea apprentice inherits a dangerous secret that could save her village or doom her.
Why this is here
Setting labels: dystopian future · post-apocalyptic future · climate-changed world · Scandinavia · Finland · border province · occupied territory · militarized state · desertified landscape · future Europe
Semantic match: ranked by setting
Distance: 0.1735
