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Combine common axes
These books are ranked using the characterization labels extracted for Tanglewreck.
Characterization labels used: eleven-year-old heroine, orphan protagonist, plucky hero, resourceful youngster, guardian conflict, abusive guardian, cruel aunt, female villain, scientist villain, resourceful child, father figure, quiet wisdom, talking house, mammoth companion, friend companion
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A girl who can fly is sent to a secret school for exceptional kids, where friendship and danger collide.
Why this is here
Characterization labels: 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
Semantic match: ranked by characterization
Distance: 0.1962
As Atherton’s layers collapse, Edgar and his friends race through floods, monsters, and hidden tunnels to save their world.
Why this is here
Characterization labels: orphan hero · child protagonist · youth protagonists · young leaders · brave protagonist · clever heroine · fierce female characters · knowledgeable mentor · mad scientist · ruling class
Semantic match: ranked by characterization
Distance: 0.2008
In a dust-ravaged domed city, a teen girl with dangerous hidden powers must protect her brother and outrun a system built to destroy them.
Why this is here
Characterization labels: orphan protagonist · protective sibling · emotionally volatile heroine · resourceful heroine · morally conflicted protagonist · male love interests · secretive authorities · disabled sibling
Semantic match: ranked by characterization
Distance: 0.2031
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: 0.2086
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: 0.2088
A girl uses forbidden time travel to save her innocent father and confront the root of a corrupt judge’s cruelty.
Why this is here
Characterization labels: thirteen-year-old protagonist · brave heroine · resourceful girl · best friend · grandfather mentor · corrupt judge · whistleblower father · young boy counterpart · redeemable antagonist · morally complex characters · strong-willed child · protective daughter · working-class characters · company boss antagonist
Semantic match: ranked by characterization
Distance: 0.2132
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: 0.2137
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: 0.2150
An orphan hypnotist and her pug are pulled into a tangled time-travel adventure in India with multiple versions of herself.
Why this is here
Characterization labels: strong female protagonist · young heroine · orphan · child hypnotist · clever protagonist · powerful but inexperienced · villainous ruler · animal sidekick · street orphan
Semantic match: ranked by characterization
Distance: 0.2155
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: 0.2162
A girl follows cryptic future-telling notes into the mist with a crow-boy companion and uncovers a time-bending mystery.
Why this is here
Characterization labels: twelve-year-old protagonist · determined heroine · curious protagonist · fierce protagonist · shape-shifter · memory loss · secretive character · mysterious boy · morally gray character · adventurous aunt
Semantic match: ranked by characterization
Distance: 0.2171
A Ghanaian girl cursed with death-bringing powers wanders the land, seeking the sky-born seed that changed her life.
Why this is here
Characterization labels: child protagonist · young girl · loner · ostracized · feared figure · revered figure · morally ambiguous · sympathetic protagonist · anti-hero · powerful child · coming-of-age arc · self-renaming · isolated survivor · compelling lead · precocious · resourceful
Semantic match: ranked by characterization
Distance: 0.2193
