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Combine common axes
These books are ranked using the characterization labels extracted for Astro City, Vol. 1: Life in the Big City.
Characterization labels used: overworked hero, Superman analogue, Wonder Woman analogue, Batman analogue, civilian everyman, reporter character, small-time crook, alien spy, immigrant character, women characters, ordinary people, humanized heroes, moral decency, tired hero, hopeful hero, secretive hero
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A stranded alien-humans romance follows a rocky one-night stand turning into a possessive, awkward second chance.
Why this is here
Characterization labels: alien hero · human heroine · virgin hero · flirtatious heroine · jealous hero · patient hero · protective hero · annoying heroine · immature leads · brooding hero · naive hero · self-centered heroine · steadfast hero · cautious heroine · troublemaker
Semantic match: ranked by characterization
Distance: 0.1966
A framed ex-cop in a retrofuture noir investigates a missing scientist and a mind-altering drug trade.
Why this is here
Characterization labels: ex-cop · framed hero · detective hero · wisecracking tough guy · anti-hero · addiction-affected protagonist · stock characters · flat protagonist · one-dimensional characters · overdescribed characters · android woman · cyborgs as antagonists · robotic characters
Semantic match: ranked by characterization
Distance: 0.2006
![Cover of ワンパンマン 5 ズタボロに輝く [One Punch Man 5: Zutaboro ni Kagayaku] by ONE](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1386044101i/19121592.jpg)
A monster crisis tests every hero’s limits, while one unassuming puncher saves the day and takes none of the credit.
Why this is here
Characterization labels: overpowered hero · stoic protagonist · selfless hero · bored hero · determined underdog · cyborg ally · recurring side hero · comic relief hero · minor heroes · villainous monster
Semantic match: ranked by characterization
Distance: 0.2045
When New York's buildings begin shifting nightly, emergency workers, missing loved ones, and a city in crisis must adapt fast.
Why this is here
Characterization labels: character-driven · flawed characters · unlikeable characters · lonely characters · isolated characters · anxious protagonist · ambitious protagonist · hero complex · bureaucrat protagonist · emergency worker · overworked professional · missing fiancé arc · flat characterization · underdeveloped characters · everyman figures · supporting cast
Semantic match: ranked by characterization
Distance: 0.2048
In a China-dominated future, a young gay man with a hidden mixed heritage tries to build a life across shifting worlds.
Why this is here
Characterization labels: everyman protagonist · gay protagonist · closeted character · mixed-heritage character · marginalized characters · ordinary people · flawed characters · introverted · self-conscious · unexceptional protagonist · civilian life
Semantic match: ranked by characterization
Distance: 0.2058
A salvager alien and a resourceful human survivor form a forbidden bond on a ruined Earth overrun by violence.
Why this is here
Characterization labels: alien cyborg · outcast · grumpy hero · cold logic · protective hero · resilient heroine · strong heroine · survivor heroine · competent leads · nonhuman love interest · desert survivor · loner
Semantic match: ranked by characterization
Distance: 0.2082
In future Paris, a total power collapse throws society into chaos and forces one survivor to lead others through the ruins.
Why this is here
Characterization labels: male hero · survivalist · authoritarian leader · visionary protagonist · overpowered protagonist · female objectification · passive women · stereotyped characters · flat characters · cynical characters · violent hero · macho hero
Semantic match: ranked by characterization
Distance: 0.2130
A planetary agent hunting warlike worlds uncovers hidden powers, religious engineering, and a path toward godhood.
Why this is here
Characterization labels: charismatic hero · secret agent · government operative · deductive protagonist · genius outsider · everyman agent · pacifist hero · overpowered hero · prophet figure · godlike figure · bildungsroman · young male protagonist · female power brokers · matriarchal power · sympathetic fellow · flat characters · unsympathetic characters
Semantic match: ranked by characterization
Distance: 0.2131
A young mercenary from a warrior world rises through interstellar politics and war in a future built on specialization.
Why this is here
Characterization labels: superman · military genius · mercenary officer · intuitive protagonist · socially awkward · alienated hero · rising commander · cunning antagonist · thin supporting cast · female characters marginalized · male-dominated cast · competent hero
Semantic match: ranked by characterization
Distance: 0.2143
A stranded human and a grumpy half-cyborg junker on a remote station slowly turn hostility into healing love.
Why this is here
Characterization labels: grumpy hero · loner hero · cyborg hero · damaged hero · war veteran · traumatized heroine · sweet heroine · resilient heroine · scarred character · protective heroine · introverts · broken characters
Semantic match: ranked by characterization
Distance: 0.2145
A career-spanning collection of 21 Philip K. Dick stories about reality, paranoia, power, and what makes us human.
Why this is here
Characterization labels: ordinary people · everyman protagonists · interchangeable protagonists · male protagonists · weak female characterization · paranoid characters · avatar-like characters · troubled minds · authority figures
Semantic match: ranked by characterization
Distance: 0.2147
![Cover of ワンパンマン 8 [Wanpanman 8] by ONE](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1427832322i/24971700.jpg)
A fake strongest hero is exposed, while Saitama, Genos, and the Hero Association face new threats and setups.
Why this is here
Characterization labels: overpowered protagonist · uninterested hero · lazy hero · humble hero · comic relief · cowardly hero · fraud hero · otaku hero · loyal disciple · cyborg hero · villainous newcomer · intriguing rival · sidelined protagonist
Semantic match: ranked by characterization
Distance: 0.2150
