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These books are ranked using the setting labels extracted for Golden.
Setting labels used: frozen world, eternal winter, post-apocalyptic world, ruined city, New Kandy, the Blue, multiple worlds, dystopian future
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 6 [Fire Punch 6] by Tatsuki Fujimoto](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1501612757i/35226562.jpg)
In a frozen, ruined world, a suffering immortal is pushed into a radical new identity as the story veers into chaos.
Why this is here
Setting labels: ice age · post-apocalyptic world · blizzard world · dystopian future · supernatural world · world-ending catastrophe
Semantic match: ranked by setting
Distance: 0.1036
![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: 0.1041
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: 0.1153
A father and two daughters in an endless ice trench must survive when breaking the rules exposes a deadly truth.
Why this is here
Setting labels: frozen wasteland · ice world · trench settlement · hostile environment · post-apocalyptic world · sci-fi frontier
Semantic match: ranked by setting
Distance: 0.1155
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: 0.1159
In a frozen future, an enslaved girl is chosen by the ruling Firelord and becomes a spark for freedom.
Why this is here
Setting labels: grim future · dystopian society · post-apocalyptic world · alternate reality · frozen world · sunless world · underground mines · caves · towns · fantastical world
Semantic match: ranked by setting
Distance: 0.1217
A split band of heroes races across an icebound, war-torn world to uncover the truth that can stop moonfall.
Why this is here
Setting labels: icy wastes · frozen world · apocalyptic world · post-apocalyptic world · tidally locked planet · capital city · high fantasy world · world-spanning
Semantic match: ranked by setting
Distance: 0.1225
A frozen Earth leaves humanity trapped aboard a moving train, where survival means enduring rigid class rule and power games.
Why this is here
Setting labels: eternal winter · ice age · frozen Earth · train interior · claustrophobic setting · post-apocalyptic world
Semantic match: ranked by setting
Distance: 0.1238
A gifted misfit leads a dangerous expedition beyond refuge, where rescue, secrets, and old-world threats converge.
Why this is here
Setting labels: post-apocalyptic world · post-nuclear dystopia · remote mountain refuge · lowlands journey · ruined city · hidden library · future Earth · old world ruins · winter setting · conservative future world
Semantic match: ranked by setting
Distance: 0.1266
In a woman-scarce future Alaska, one fugitive bride is matched to six husbands and a past that won’t stay buried.
Why this is here
Setting labels: future world · dystopian world · post apocalyptic world · Alaska · safe haven · government compound · near future · alternate universe
Semantic match: ranked by setting
Distance: 0.1303
In a frozen vampire apocalypse, two sisters are forced toward a final confrontation that could save humanity or destroy family.
Why this is here
Setting labels: post-apocalyptic world · frozen world · sunless world · ice age · darkness · vampire society · royal court
Semantic match: ranked by setting
Distance: 0.1307
A marked teen blackjack dealer hires a mercenary crew to cross a frozen, ruined Earth toward a rumored paradise.
Why this is here
Setting labels: post apocalyptic Earth · frozen wasteland · ice age future · New Vegas · toxic ocean · remaining cities · dystopian future · ocean voyage
Semantic match: ranked by setting
Distance: 0.1311
