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These books are ranked using the characterization labels extracted for ダンダダン 7 [Dan Da Dan 7].
Characterization labels used: headstrong heroine, protective boy, silly fighter, empathetic boy, rival girl, mentor figure, found family cast, tortured child, wholesome ensemble, growth arc, reluctant host
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
In bombed-out, virus-ravaged London, a teen girl teams with a hidden band of lost kids to rescue her kidnapped sister.
Why this is here
Characterization labels: teen heroine · protective sister · young siblings · daredevil hero · villain POV · mischievous leader · lost boys · fierce sharpshooter · immunity candidate · resourceful survivor · orphans · humanized villain
Semantic match: ranked by characterization
Distance: 0.2247
In an ice-age alternate Europe, a student is forced into a magical marriage and pulled into secrets that could upend her world.
Why this is here
Characterization labels: headstrong heroine · impulsive protagonist · resourceful heroine · vulnerable heroine · arrogant love interest · cold male lead · loyal cousin · female friendship · complex supporting cast · strong female lead · mischievous student · mysterious sibling · spy family · mercenary family · scholarly protagonist
Semantic match: ranked by characterization
Distance: 0.2306
A captured rebel turned enemy weapon must resist a tyrant, reunite her allies, and find her way back to Red.
Why this is here
Characterization labels: headstrong protagonist · brave heroine · morally conflicted hero · traumatized soldier · antagonist-controlled protagonist · loyal fighter · angsty love interest · fierce mother · supporting cast
Semantic match: ranked by characterization
Distance: 0.2344
In a ravaged future where women are scarce, Zoey races to uncover the truth before a fight for humanity destroys her.
Why this is here
Characterization labels: strong heroine · headstrong protagonist · guilt-ridden · resilient · determined · emotionally burdened · flat characters (mixed) · ensemble cast · villains · supportive friends · found family · survivor
Semantic match: ranked by characterization
Distance: 0.2372
A genius boy and a flying girl lead gifted kids on secret missions, uncovering a prophecy, family secrets, and a hidden world.
Why this is here
Characterization labels: boy genius · super-brilliant · technical mind · child leader · brave child · self-discovery · maturing characters · special-ability kids · mistreated child · villainous father · mysterious ally · redeemed character · strong heroine · team leader · likeable cast
Semantic match: ranked by characterization
Distance: 0.2382
Kira races across dangerous worlds to rescue her loved ones, uncovering secrets that could reshape everything.
Why this is here
Characterization labels: badass heroine · strong female lead · ex soldier · salvager · loyal friend · protective ally · supportive partner · morally gray cast · complex characters · messy characters · brave child · impulsive teen · traitor figure · redeemed suspect · mentor figure · supporting ensemble · found family cast
Semantic match: ranked by characterization
Distance: 0.2407
In the series finale, Oona and her friends race to light the last beacon and save five worlds from the Mimic.
Why this is here
Characterization labels: young heroine · friend group · chosen one · villain · supportive friends · self-sacrificing heroine · character growth · character arc closure · mysterious antagonist · likeable cast · found family
Semantic match: ranked by characterization
Distance: 0.2412
A heartbroken heroine plots revenge while navigating a secretive, genetically engineered polycule and a web of lies.
Why this is here
Characterization labels: headstrong heroine · emotionally devastated heroine · vengeful heroine · protective men · alpha males · genetically engineered characters · morally gray characters · manipulative characters · secret-keeping characters · character ensemble · large cast
Semantic match: ranked by characterization
Distance: 0.2419
Three months into a trapped, adult-free town, starving kids battle rival factions, new powers, and a hungry darkness.
Why this is here
Characterization labels: reluctant leader · teen leader · self-sacrificing hero · morally flawed characters · dynamic cast · antagonist ensemble · powerful children · children forced to grow up · manipulative villain · antihero · psycho character · genius girl · strong female character · good guy · martyr hero · supporting cast
Semantic match: ranked by characterization
Distance: 0.2427
A father and two daughters in an endless ice trench must survive when breaking the rules exposes a deadly truth.
Why this is here
Characterization labels: naive protagonist · young sisters · protective father · coming-of-age · survival-trained children · mysterious antagonist · family-centered cast · sheltered upbringing · resourceful child
Semantic match: ranked by characterization
Distance: 0.2428
Haunted and hunted, a sarcastic teen metahuman faces a city-threatening enemy while searching for answers about her mother.
Why this is here
Characterization labels: teen heroine · sarcastic protagonist · stubborn heroine · brash heroine · self-centered protagonist · traumatized lead · powered heroine · bullied outsider · morally gray cast · mentor figures · new characters · villainous meta
Semantic match: ranked by characterization
Distance: 0.2435
A girl, her brother, and a friend cross space and time to find her missing father and face a cosmic darkness.
Why this is here
Characterization labels: awkward heroine · whiny protagonist · headstrong protagonist · solitary girl · child prodigy · precocious child · super-empathic child · mysterious adults · protective family · know-it-all sibling · misunderstood outsider · stubborn heroine · courage under fear
Semantic match: ranked by characterization
Distance: 0.2440
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