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These books are ranked using the setting labels extracted for The Ones We're Meant to Find.
Setting labels used: abandoned island, eco-city, floating city, near future, post-apocalyptic, climate-ravaged world, ocean setting, dystopian future, science-fictional future
Focused on “desertified world” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
In a climate-ravaged future, Jenny searches for bee DNA aboard a roaming community to imagine a livable tomorrow.
Why this is here
Setting labels: far future · post-apocalyptic Earth · desertified world · mobile settlements · motorized village · monadic society · eco-dystopia · climate-ravaged world
Semantic match: ranked by setting
Distance: 0.1397
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: 0.1163
In a flooded future, a beloved outcast on a floating garbage island uncovers secrets that upend everything she knows.
Why this is here
Setting labels: post-apocalyptic Earth · flooded world · floating trash island · garbage communities · near-future · oceanic setting · speculative future
Semantic match: ranked by setting
Distance: 0.1187
In a flooded future, a reckless young sailor flees danger with her teacher, chasing secrets, survival, and a slow-burn spark.
Why this is here
Setting labels: future earth · post-pandemic · post-apocalyptic · flooded world · ocean setting · island setting · coastal cities · boat travel · nautical setting · isolated communities · waterworld · future tech · biotech · corporate world · black market · pirate haven · saline environment
Semantic match: ranked by setting
Distance: 0.1243
In a near-future extinction economy, two unlikely allies hunt a possibly intelligent fish after a cyberattack upends everything.
Why this is here
Setting labels: near future · 2030s · dystopian future · post-climate-crisis · totalitarian state · floating city · toxic wasteland · oceanic setting · Europe · global
Semantic match: ranked by setting
Distance: 0.1292
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: 0.1299
A desperate teen flees a brutal regime to a supposedly safe island, only to find the refuge hides new dangers and secrets.
Why this is here
Setting labels: near future · post-apocalyptic world · war zone · mysterious island · jungle setting · deserted island · ocean setting · work camp · labor camp · futuristic world
Semantic match: ranked by setting
Distance: 0.1311
In a climate-ravaged future, nine teens face a brutal proving that decides who will lead, reproduce, and survive.
Why this is here
Setting labels: post-apocalyptic future · climate-collapse world · acidic ocean · resource-scarce settlement · isolated community · former Alaska · super greenhouse · dystopian society · toxic environment · remnant outlands
Semantic match: ranked by setting
Distance: 0.1314
In a shattered future, a fragmented consciousness flees to reunite with itself while enemies hunt the secret inside her.
Why this is here
Setting labels: undersea city · underwater metropolis · post-apocalyptic future · dystopian future · ravaged landscape · desert wasteland · post-climate apocalypse · nuclear aftermath · fractured polity · Southwest
Semantic match: ranked by setting
Distance: 0.1315
In a futuristic, disaster-scarred world, a young woman seeks to erase painful memories tied to love and loss.
Why this is here
Setting labels: near future · 2040s · 2050 · dystopian future · post-apocalyptic · unnamed locations · tropical region · scientific future · disaster aftermath
Semantic match: ranked by setting
Distance: 0.1318
In a sun-scorched dystopian future, a guarded man in underwater society becomes entangled with captive sirens.
Why this is here
Setting labels: post-apocalyptic future · subaquatic refuge · underwater settlement · sun-damaged surface · criminal-controlled society · Japanese-coded setting · ecological dystopia · near-future dystopia
Semantic match: ranked by setting
Distance: 0.1357
In a flooded future, a diver revives her dead sister for 24 hours to uncover a family secret, but escape turns into a chase.
Why this is here
Setting labels: post-apocalyptic · flooded world · water world · ocean world · underwater ruins · floating settlements · reef communities · island facility · dystopian future · scientific facility · Old World
Semantic match: ranked by setting
Distance: 0.1362
