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These books are ranked using the setting labels extracted for The Beauty of the End.
Setting labels used: alternate reality, early 21st century, United States, Pennsylvania, government agency, medical research setting, global crisis
Focused on “Australia” 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.
After a plague kills every male mammal on Earth, one young man and his monkey must survive a fractured world.
Why this is here
Setting labels: post-apocalyptic Earth · global crisis · United States · Washington DC · San Francisco · Australia · international setting · alternate reality
Semantic match: ranked by setting
Distance: 0.1955
In a world where two souls share one body, a hidden girl must risk everything for a chance to move and live openly.
Why this is here
Setting labels: alternate reality · dystopian future · government clinic · hospital setting · school setting · institutional setting · near-future America
Semantic match: ranked by setting
Distance: 0.1804
A genetic code, a hidden project, and a global conspiracy collide as old secrets threaten humanity’s future.
Why this is here
Setting labels: near future · contemporary · global · international · post-pandemic world · Arctic · Australia · United States · Berlin · virtual world · alternate reality · human genome
Semantic match: ranked by setting
Distance: 0.2268
A scientist races to stop a deadly virus by mutating it into compassion—until kindness becomes its own danger.
Why this is here
Setting labels: near future · alternate reality · global setting · China · United Kingdom · research laboratory · political sphere
Semantic match: ranked by setting
Distance: 0.1983
A chaotic near-future satire sends a drugged president, a brainy mentor, and a cult-filled campaign chasing reality itself.
Why this is here
Setting labels: mid-21st century · contemporary politics · near future · political campaign · presidential debate · United States · surreal reality · cosmic scale · apocalyptic world
Semantic match: ranked by setting
Distance: 0.1999
An Army officer narrates a near-future collapse sparked by pandemic and climate disaster while trying to get his troops home.
Why this is here
Setting labels: near future · United States · Middle East · Iran · global setting · pandemic era · climate crisis · wartime logistics
Semantic match: ranked by setting
Distance: 0.2030
A satirical multiverse trilogy where shifting realities, sex, politics, and quantum ideas collide in a wildly fractured world.
Why this is here
Setting labels: alternate universe · parallel universes · multiverse · future America · contemporary America · global politics · science fictional reality
Semantic match: ranked by setting
Distance: 0.2072
A near-future marriage, a troubled physicist, and a device that may rewrite reality pull one woman into an eerie puzzle.
Why this is here
Setting labels: near future · alternate reality · United States · information age · high-tech future
Semantic match: ranked by setting
Distance: 0.2096
A time-reset science fiction premise becomes a metafictional, memoir-like farewell about free will, memory, and being human.
Why this is here
Setting labels: United States · New York City · 1990s · early 2000s · near future · contemporary realism · speculative reality
Semantic match: ranked by setting
Distance: 0.2097
A food-powered FDA agent keeps chasing bizarre cases as alien sky-writing, family secrets, and conspiracies escalate.
Why this is here
Setting labels: contemporary Earth · government agencies · FDA · NASA · Area 51 · high school · space station · global crisis · alternate-reality America
Semantic match: ranked by setting
Distance: 0.2101
After magic is revealed to the world, a book-powered librarian must fight fear, politics, and war to protect everyone.
Why this is here
Setting labels: modern world · contemporary setting · alternate reality · magical society · government institutions · Congressional hearings · research institute
Semantic match: ranked by setting
Distance: 0.2114
A retired superhero turned New York mayor navigates politics, mystery, and the fallout of post-9/11 America.
Why this is here
Setting labels: New York City · modern-day world · post-9/11 · early 2000s · alternate reality · contemporary America · urban political setting
Semantic match: ranked by setting
Distance: 0.2125
