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These books are ranked using the setting labels extracted for Unity.
Setting labels used: undersea city, underwater metropolis, post-apocalyptic future, dystopian future, ravaged landscape, desert wasteland, post-climate apocalypse, nuclear aftermath, fractured polity, Southwest
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
A sheltered girl in a flooded future city uncovers family secrets, folklore, and a mysterious neighbor’s hidden life.
Why this is here
Setting labels: near future · post-apocalyptic · dystopian future · flooded city · partially submerged city · island city · apartment tower · high-rise building · climate catastrophe · urban decay · alternate world
Semantic match: ranked by setting
Distance: 0.0879
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: 0.0898
In a ruined future where children vanish at fourteen, escaped teens join a mysterious AI-led resistance.
Why this is here
Setting labels: futuristic city · urban wasteland · post-apocalyptic Earth · alternate Earth · dystopian future · near future · subterranean refuge
Semantic match: ranked by setting
Distance: 0.0945
A salvager alien and a resourceful human survivor form a forbidden bond on a ruined Earth overrun by violence.
Why this is here
Setting labels: post-apocalyptic Earth · nuclear wasteland · spacefaring future · federation edge · ruined civilization · desert survival · dystopian future
Semantic match: ranked by setting
Distance: 0.0945
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: 0.0949
A cosmic plague turns people into kaiju, and a few giant heroes must survive the wreckage of a world rebuilt around them.
Why this is here
Setting labels: post-apocalyptic Earth · cosmic scale · destroyed city · wasteland · sealed city · outside the wall · dystopian future · survival society · space-faring threat
Semantic match: ranked by setting
Distance: 0.0971
A boy with epilepsy crosses a ruined future to save his sick sister, guided by a man who still believes in books.
Why this is here
Setting labels: post-apocalyptic future · future Earth · ruined city · gang-controlled zones · wasteland · concrete landscape · Eden · Urb · near-future dystopia · earthquake aftermath · resource scarcity · grey skies
Semantic match: ranked by setting
Distance: 0.0975
A sheltered teen crosses a ruined city with a robot companion to save her dying pet and confront what humanity means.
Why this is here
Setting labels: post-apocalyptic city · ruined wasteland · abandoned apartment building · future world · ravaged city · dystopian landscape · isolated shelter · ruined streets · speculative reality
Semantic match: ranked by setting
Distance: 0.0976
A gruff food-truck cook and a mysterious hungry girl outrun soldiers across a post-apocalyptic desert.
Why this is here
Setting labels: post-apocalyptic world · desert wasteland · dystopian future · war-torn setting · scarce water · ruined civilization · roadside travel · futuristic wasteland
Semantic match: ranked by setting
Distance: 0.0982
In a shattered future, a scavenging robot and a desperate human form a forbidden bond that could change everything.
Why this is here
Setting labels: post-apocalyptic Earth · dystopian city · wasteland · desert landscape · isolated settlement · segregated society · far future
Semantic match: ranked by setting
Distance: 0.0983
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: 0.0994
A misfit girl learns she was engineered to live underwater and must cross a dangerous ocean to reach safety.
Why this is here
Setting labels: futuristic Earth · undersea colony · ocean world · dystopian California · flooded coast · post-climate-change · authoritarian future · underwater setting
Semantic match: ranked by setting
Distance: 0.1009
