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Combine common axes
These books are ranked using the characterization labels extracted for The Girl Who Could Fly.
Characterization labels used: resourceful girl, adventurous heroine, innocent protagonist, outsider, gifted child, super-intelligent child, bullied child, mystery adult, villain with depth, overzealous authority, complex parents, misfit children
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
In a flooded future Britain, a ten-year-old girl sets out by boat to find her parents and survive what remains.
Why this is here
Characterization labels: resourceful protagonist · determined heroine · young survivor · headstrong girl · independent child · wild children · sinister leader · bullies · wise elder · flat characters · brave protagonist
Semantic match: ranked by characterization
Distance: 0.1109
A girl from a fake 1840s village must enter the modern world to save her sick community before time runs out.
Why this is here
Characterization labels: resourceful heroine · brave girl · young protagonist · naive protagonist · vulnerable child · determined · wits over power · ordinary heroine · emotionally vivid protagonist · adult antagonists
Semantic match: ranked by characterization
Distance: 0.1153
A gifted teen girl in a rigid hold flees abuse, then discovers fire lizards and a path to belonging.
Why this is here
Characterization labels: gifted heroine · resourceful heroine · sensitive protagonist · misunderstood youth · abused child · strong female lead · artistic protagonist · independent heroine
Semantic match: ranked by characterization
Distance: 0.1238
A WWII evacuee is abducted into Time City, where she must help repair history before both her home and the city unravel.
Why this is here
Characterization labels: young heroine · ordinary girl · plucky child · headstrong · competent child · smart child · child genius · annoying boy · overconfident boy · adult incompetence · adult detachment · android character · mythic figure · mystery villain · cautious planner · bratty child · strong female lead
Semantic match: ranked by characterization
Distance: 0.1241
A thirteen-year-old girl crosses a ruined Sicily to save her brother in a world where adulthood is a death sentence.
Why this is here
Characterization labels: tough heroine · resourceful girl · pre-adolescent protagonist · younger sibling · child survivors · feral children · child gangs · protective sibling · courageous heroine · imminent adulthood
Semantic match: ranked by characterization
Distance: 0.1298
In a paperless dystopia, a girl finds a real book that may lead to the last library on Earth.
Why this is here
Characterization labels: resourceful girl · young scavenger · protective granddaughter · ailing caregiver · orphaned protagonist · scrappy heroine · loyal friend · comic relief
Semantic match: ranked by characterization
Distance: 0.1362
An 11-year-old girl survives a bio-nuclear apocalypse, then seeks others like her in a depopulated world.
Why this is here
Characterization labels: child protagonist · girl genius · superhuman child · resourceful heroine · self-deprecating narrator · competent survivor · martial arts-trained · quirky protagonist · uber-competent characters
Semantic match: ranked by characterization
Distance: 0.1380
A steampunk adventurer races across continents to rescue a friend’s family and stop a secretive power grab.
Why this is here
Characterization labels: female lead · strong heroine · capable protagonist · cold protagonist · badass heroine · precocious child · smart child · adventurer · archaeologist · villainous mastermind · female enforcer · mysterious ally
Semantic match: ranked by characterization
Distance: 0.1389
A girl whose blood creates murderous doubles must survive her own body, her secrets, and the rules that keep her alive.
Why this is here
Characterization labels: strong-willed heroine · intelligent protagonist · psychologically complex lead · emotionally guarded protagonist · badass girl · protective parents · survival-trained child · morally forced killer · flawed protagonist
Semantic match: ranked by characterization
Distance: 0.1399
A bullied girl’s acne cure makes her invisible, thrusting her into secrets, danger, and a search for who she really is.
Why this is here
Characterization labels: preteen protagonist · female protagonist · relatable protagonist · underdog · outsider · bullied child · anxious child · spiky protagonist · loyal friend · caring friend · misfit · strong-willed child
Semantic match: ranked by characterization
Distance: 0.1418
A disguised teen joins a dangerous quest to find her missing brother and spread a cure across a ruined, raider-haunted world.
Why this is here
Characterization labels: strong female protagonist · resourceful heroine · sheltered heroine · boy disguised as girl · girl disguised as boy · survivor · mysterious ally · snarky love interest · brother figure · protective sibling · fierce heroine · vulnerable protagonist · enigma character · former beast
Semantic match: ranked by characterization
Distance: 0.1421
A girl who alone notices the letter D vanishing must cross into a strange winter world to restore language.
Why this is here
Characterization labels: young heroine · observant child · orphan · outsider · adopted child · resourceful heroine · witty heroine · morally brave heroine · shape-shifting companion · authoritarian ruler · mysterious teacher · minor depth
Semantic match: ranked by characterization
Distance: 0.1431
A three-book time-travel fantasy following the Murray family through cosmic quests, spiritual battles, and big ideas.
Why this is here
Characterization labels: relatable heroine · angry heroine · stubborn heroine · insecure heroine · intelligent child · precocious child · genius child · misfit girl · charming character · flawed characters · eccentric guides · brilliant parents · humanized adult
Semantic match: ranked by characterization
Distance: 0.1435
A wartime girl is swept into the future and must navigate grief, new allies, and a path back to her best friend.
Why this is here
Characterization labels: bookish child · resilient heroine · resourceful child · grieving protagonist · lonely outsider · mean girls · popular crowd · helpful librarian · scientist father · foster child · foster parents · bullied boy · kindred spirits · curious child · persevering protagonist
Semantic match: ranked by characterization
Distance: 0.1442
In a flooded future, a girl infiltrates a luxury dating contest to steal back her community’s future—until love complicates the mission.
Why this is here
Characterization labels: resourceful heroine · rebellious heroine · clever protagonist · fierce heroine · morally conflicted lead · kind love interest · wealthy heir · childhood friend · mysterious activist · elite contestants · supportive found family · female rivals · multi-dimensional side characters
Semantic match: ranked by characterization
Distance: 0.1456
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: 0.1465
In a flooded future, a mother risks everything on a sea voyage to rescue the daughter taken from her years ago.
Why this is here
Characterization labels: strong female protagonist · mother protagonist · protective parent · stubborn heroine · morally ambiguous lead · resourceful child · precocious child · survivor · fierce mother · unlikable protagonist
Semantic match: ranked by characterization
Distance: 0.1502
An unusually gifted orphan flees a controlled upbringing and finds herself pulled into a dangerous far-future crew.
Why this is here
Characterization labels: teen heroine · overpowered protagonist · gifted child · badass girl · naive heroine · loyal protagonist · shy protagonist · resourceful survivor · superhuman growth · young soldier · transhuman protagonist
Semantic match: ranked by characterization
Distance: 0.1503
A teen survivor and a silent toddler navigate a silent, monster-filled world, then uncover dangerous secrets in a refuge.
Why this is here
Characterization labels: resourceful heroine · kick-ass heroine · smart protagonist · resilient survivor · traumatized teen · protective caretaker · mature child character · toddler companion · rebellious protagonist · inquisitive heroine · flawed heroine · paranoid survivor
Semantic match: ranked by characterization
Distance: 0.1513
A poor teen girl volunteers for a televised death match and must survive while navigating power, media, and love.
Why this is here
Characterization labels: strong heroine · female protagonist · survivalist · resourceful · cunning · independent · brave · prickly · guarded · flawed heroine · emotionally detached · complex protagonist · kindhearted boy · mentor · side characters
Semantic match: ranked by characterization
Distance: 0.1523
After an EMP ends civilization, a terminally ill teen must survive the wilderness, the Changed, and unstable human survivors.
Why this is here
Characterization labels: resourceful heroine · terminally ill teen · survivor · orphan · annoying child · soldier · ex-soldier · protective dog · mysterious love interest · strong-willed · bratty child · traumatized teen · tough heroine · cautious survivor · morally pressured
Semantic match: ranked by characterization
Distance: 0.1530
In a ruined future, a sun-shy boy and a bold girl chase a hidden prophecy and the last silver owls.
Why this is here
Characterization labels: young protagonist · sickly child · passive protagonist · naive protagonist · brave growth · spunky girl · fiery girl · runaway girl · underdeveloped characters · odd and quirky villains
Semantic match: ranked by characterization
Distance: 0.1534
Four gifted children are recruited for a secret mission at a ruleless school where puzzles, codes, and danger await.
Why this is here
Characterization labels: gifted children · misfits · orphans · outsider children · child prodigies · quirky characters · distinct skill sets · resourceful heroine · puzzle-solver · photographic memory · stubborn child · athletic child · humble protagonist · brilliant villain · kind guardian · enigmatic mentor · wise mentor · eccentric adults · character growth
Semantic match: ranked by characterization
Distance: 0.1541
On an isolated matriarchal world of female clones and social castes, a young outsider is pulled into upheaval.
Why this is here
Characterization labels: young protagonist · strong female lead · variant outsider · twin characters · naive heroine · resourceful heroine · pattern-seeing protagonist · politically entangled protagonist · captive protagonist · gutsy heroine
Semantic match: ranked by characterization
Distance: 0.1558
