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Combine common axes
These books are ranked using the characterization labels extracted for The Last Beekeeper.
Characterization labels used: twelve-year-old protagonist, smart protagonist, opinionated protagonist, plucky heroine, strong female characters, older sister, family legacy, tech-savvy, comes-of-age
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A Bangladeshi-American girl and her friends must survive a living board game to rescue her brother and escape forever.
Why this is here
Characterization labels: twelve-year-old protagonist · smart protagonist · brave protagonist · resourceful protagonist · headstrong protagonist · compassionate protagonist · strong female lead · younger brother · best-friends trio
Semantic match: ranked by characterization
Distance: 0.0843
A sixth grader in 1970s New York receives impossible notes that pull her into a mystery about friendship, time, and survival.
Why this is here
Characterization labels: twelve-year-old girl · observant child · thoughtful protagonist · smart protagonist · believable kids · realistic children · complex characters · nuanced character arcs · petty friendships · single mother household · supportive adults · childhood innocence · maturing protagonist
Semantic match: ranked by characterization
Distance: 0.0943
A girl’s ordinary summer visit becomes a race through time when she lands one year ahead and finds her best friend’s life changed.
Why this is here
Characterization labels: twelve-year-old protagonist · outgoing best friend · quiet protagonist · ordinary girls · maturing protagonist · smart protagonist
Semantic match: ranked by characterization
Distance: 0.1039
Four 12-year-old newspaper delivery girls are swept into a chaotic time-travel mystery that tests friendship and identity.
Why this is here
Characterization labels: twelve-year-olds · preteen protagonists · female ensemble · strong female characters · spunky · dynamic · outsiders · adolescents · adult selves · queer characters
Semantic match: ranked by characterization
Distance: 0.1424
Raised in a peaceful sheltered town, a girl is sent to a dangerous home and must uncover why her whole childhood was a lie.
Why this is here
Characterization labels: twelve-year-old protagonist · protective older sibling · younger brother · rule breaker · rebellious child · naive protagonist · responsible child · suspicious peer · supportive friend
Semantic match: ranked by characterization
Distance: 0.1454
A 12-year-old’s birthday escape room turns deadly as she and four strangers race through puzzles to find the Answer.
Why this is here
Characterization labels: twelve-year-old protagonist · smart protagonist · puzzle lover · leader · team roles · distinct skill sets · stereotyped side characters · annoying rival · brave children · fragile bonds
Semantic match: ranked by characterization
Distance: 0.1480
Two kids in a failing underground city uncover a lost message that may reveal how to survive—and escape.
Why this is here
Characterization labels: child protagonists · twelve-year-olds · curious protagonists · brave protagonist · angry boy · resourceful girl · relatable leads · plucky kids · naive adults · corrupt mayor · family-centered
Semantic match: ranked by characterization
Distance: 0.1501
An illustrated middle-grade sci-fi comedy about a girl, her cat, and a runaway alien navigating an Earth takeover.
Why this is here
Characterization labels: twelve-year-old heroine · sassy narrator · plucky protagonist · determined child · biracial protagonist · alien outsider · renegade alien · fugitive character · comic sidekick · strong female character · mother-seeking protagonist · wisecracking character
Semantic match: ranked by characterization
Distance: 0.1523
A teen training in her family’s memory-erasing business uncovers missing time, town secrets, and a buried past.
Why this is here
Characterization labels: teen protagonist · coming of age · family legacy · curious protagonist · strong lead · smart heroine · driven girl · morally gray adults · secretive father · resourceful side characters · mean girl redemption · prickly character dynamics
Semantic match: ranked by characterization
Distance: 0.1582
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: 0.1622
In a post-virus matriarchy, a teenage girl discovers an impossible boy and must question everything her world taught her.
Why this is here
Characterization labels: teen girl protagonist · naive protagonist · curious protagonist · strong female lead · older women · grandmother figure · escaped boy · hostile boy · product of upbringing
Semantic match: ranked by characterization
Distance: 0.1625
A fifteen-year-old heir escapes forced marriage by joining a starship navy where sailing, rank, and danger rule.
Why this is here
Characterization labels: competent heroine · young protagonist · strong female lead · plucky heroine · driven protagonist · naive newcomer · quick learner · command potential · teen protagonist · idealistic
Semantic match: ranked by characterization
Distance: 0.1661
