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These books are ranked using the setting labels extracted for Us Deadly Few.
Setting labels used: post-apocalyptic, underground prison, underground city, desert traversal, surface world, corrupt city, radiation fallout, nuclear aftermath, wasteland, dystopian society
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
An amnesiac paraplegic is sent across a ruined wasteland on a mysterious mission that may reveal what he truly is.
Why this is here
Setting labels: post-apocalyptic world · radiated wasteland · underground community · ruined city · toxic environment · nuclear aftermath · futuristic dystopia
Semantic match: ranked by setting
Distance: 0.0624
In a ruined world, survivors race back into a sealed nightmare to find a cure, save loved ones, and survive the cost.
Why this is here
Setting labels: post-apocalyptic world · sealed facility · underground tunnels · desert wasteland · dystopian landscape · infected world · mutated underground
Semantic match: ranked by setting
Distance: 0.0758
A wrongfully sentenced prisoner in an underground dystopia must survive a brutal prison and a dangerous guard.
Why this is here
Setting labels: underground city · dystopian future · post-apocalyptic world · subterranean prison · domed elite city · radiation wasteland · controlled society · totalitarian state · post-collapse future · claustrophobic setting
Semantic match: ranked by setting
Distance: 0.0845
A bunker wife is traded to a younger outsider and discovers the world—and her life—have been built on lies.
Why this is here
Setting labels: underground bunker · post-apocalyptic world · outside wasteland · ruined future · closed society · green surface world
Semantic match: ranked by setting
Distance: 0.0907
A sheltered teen leaves his bunker after disaster and must survive a monster-haunted wasteland and a spreading virus.
Why this is here
Setting labels: post-apocalyptic world · underground bunker · wasteland · ruined earth · desolate landscape · surface survival · near-future · earth after impact
Semantic match: ranked by setting
Distance: 0.0917
A lone martial artist crosses a nuclear wasteland, protecting the weak and crushing gangs with lethal pressure-point combat.
Why this is here
Setting labels: post-apocalyptic wasteland · nuclear fallout · barren dystopia · ruined cities · desert landscape · lawless world · gang-controlled society · 1980s-coded future · road-warrior world
Semantic match: ranked by setting
Distance: 0.0921
A grief-worn medic is pulled into a secret surface mission with an elite squad, where survival and romance collide.
Why this is here
Setting labels: underground city · tunnels · bunker · post-nuclear · post-apocalyptic · radioactive wasteland · surface missions · limited resources · aftermath of war
Semantic match: ranked by setting
Distance: 0.0929
Two Hulk futures collide: one pits him against a tyrannical older self, the other leaves him alone on a dead Earth.
Why this is here
Setting labels: post-apocalyptic future · post-nuclear wasteland · alternate future · deserted Earth · dystopian city · bleak future · radiation-scarred world · nuclear holocaust
Semantic match: ranked by setting
Distance: 0.0985
In a dystopian underground city, one girl must survive a ritual that decides who gets magic, love, and exile.
Why this is here
Setting labels: underground city · post-apocalyptic · surface wasteland · toxic surface · dystopian world · ancient war backdrop
Semantic match: ranked by setting
Distance: 0.0987
A sentient mushroom infiltrates a human base to recover his spore, only to face a wary judge and an unraveling apocalypse.
Why this is here
Setting labels: post-apocalyptic world · decaying universe · human base · Northern Base · walled cities · underground cities · desolate land · highly mutated world · scientific apocalypse · dystopian future
Semantic match: ranked by setting
Distance: 0.1003
Separated in a harsh future wasteland, Lemon Fresh and her friends fight cults, corporations, and each other’s secrets.
Why this is here
Setting labels: post-apocalyptic world · dystopian wasteland · irradiated landscape · ruined cities · corporate-controlled future · religious enclave · robotic world · glassy desert · post-collapse society · USA (implied)
Semantic match: ranked by setting
Distance: 0.1015
A snarky mercenary and an energy-wielding arcanist team up in alien-ravaged Earth to recover what they’ve lost.
Why this is here
Setting labels: post-apocalyptic Earth · nuclear wasteland · alien-occupied world · dystopian future · apocalyptic aftermath
Semantic match: ranked by setting
Distance: 0.1031
