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Combine common axes
These books are ranked using the characterization labels extracted for Moon Girl and Devil Dinosaur, Vol. 1: BFF.
Characterization labels used: child genius, preteen heroine, black girl protagonist, misfit, inventor, skeptical, headstrong, protective dinosaur, relatable outsider, snarky, brave
Focused on “curious heroine” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A teen aspiring scientist on a stranded alien colony uncovers buried truths about her world, her family, and peace on Faloiv.
Why this is here
Characterization labels: aspiring scientist · teen protagonist · curious heroine · determined heroine · logical characters · competitive students · black girl in STEM · hacker · best friend · scientist parents · extremist leader · character-driven
Semantic match: ranked by characterization
Distance: 0.1785
In 2193, a sheltered 12-year-old uncovers a hidden truth about her perfect world and her family’s past.
Why this is here
Characterization labels: tween protagonist · curious heroine · truth seeker · relatable preteen · resourceful child · less developed villain · underdeveloped characters · cartoonish adults · protective mother · competent sidekick · flat side character · sympathetic kids
Semantic match: ranked by characterization
Distance: 0.1890
A curious boy follows a sign with his name to a hidden warehouse and is drawn into a dangerous conflict over magical objects.
Why this is here
Characterization labels: bookish protagonist · scientific thinker · logical thinker · curious hero · timid but brave · headstrong girl · skeptical girl · instinctive thinker · villainous mentor · creepy villain · supportive parents · character development
Semantic match: ranked by characterization
Distance: 0.1721
A spy-in-training at an airborne finishing school uncovers a conspiracy, a kidnapping plot, and complicated new feelings.
Why this is here
Characterization labels: intelligent heroine · resourceful heroine · curious heroine · devious heroine · mischievous heroine · Mary Sue (contested) · self-assured heroine · proactive characters · good-hearted boy · evil genius students
Semantic match: ranked by characterization
Distance: 0.2085
A seventh grader’s birthday phone accidentally sends him to 1997, where he must fix time with his genius best friend.
Why this is here
Characterization labels: seventh grader · tween protagonist · boy protagonist · Black girl genius · STEM girl · rapper · aspiring rapper · tech genius · homeschooler · strict parent conflict · supportive adults · bullied kid · rebellious streak · smart kids · curious kid · middle-class family · Black family
Semantic match: ranked by characterization
Distance: 0.1791
An orphaned girl inventor is kidnapped by pirates and must dive into danger, grief, and a buried treasure mystery.
Why this is here
Characterization labels: girl inventor · scientist heroine · shark enthusiast · bookish heroine · brave heroine · grieving child · orphan protagonist · clever protagonist · resourceful heroine · curious inventor · complex villain · sympathetic villain · roguish pirate · corrupt admiral · librarian aunt · supportive parents · motley crew
Semantic match: ranked by characterization
Distance: 0.1799
In a post-apocalyptic crater city, an engineer helps a recluse chase human flight while danger, secrecy, and romance close in.
Why this is here
Characterization labels: rational heroine · engineer protagonist · reluctant romantic · reclusive inventor · young genius · orphaned youth · strong-willed protagonist · emotion-versus-logic · flawed heroine · eccentric characters
Semantic match: ranked by characterization
Distance: 0.1821
An older Mysterious Benedict Society reunites for a new danger, puzzles, and a bittersweet reckoning with growing up.
Why this is here
Characterization labels: genius children · older protagonists · preteen protagonist · telepathic child · annoying newcomer · grumpy heroine · brilliant heroine · sly humor
Semantic match: ranked by characterization
Distance: 0.1822
When Black Panther vanishes in space, Shuri must choose between science, family, and Wakanda’s future.
Why this is here
Characterization labels: tech genius · scientist · inventor · princess · royal sibling · reluctant leader · young protagonist · badass heroine · adolescence · spunky · likable · capable · stubborn · energetic
Semantic match: ranked by characterization
Distance: 0.1855
A Mars-born teen’s dream voyage through the inner planets turns into a political and family crisis.
Why this is here
Characterization labels: clever heroine · ambitious teen · precocious child · genius brother · career woman mother · historian father · political uncle · female protagonist · mixed-race protagonist
Semantic match: ranked by characterization
Distance: 0.1868
Young Wakandan princess-genius Shuri races to save a dying power source before it endangers her country and its future.
Why this is here
Characterization labels: genius heroine · teen protagonist · princess · scientist · inventor · martial artist · wisecracking · spunky · brave · determined · curious · hard-headed · mischievous · resourceful · underestimated · young sibling · bodyguard-in-training · female villain · overbearing mother
Semantic match: ranked by characterization
Distance: 0.1868
A childhood friendship across class lines grows into a decades-spanning quest to erase poverty, with world-changing science and dark secrets.
Why this is here
Characterization labels: genius inventor · robotics genius · precocious child · socially aware · idealistic protagonist · stoic hero · muse-like heroine · flat female characters · stereotyped characters · secondary antagonist · eccentric recluse · wealthy rival
Semantic match: ranked by characterization
Distance: 0.1887
