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Combine common axes
These books are ranked using the characterization labels extracted for The City of Ember.
Characterization labels used: child protagonists, twelve-year-olds, curious protagonists, brave protagonist, angry boy, resourceful girl, relatable leads, plucky kids, naive adults, corrupt mayor, family-centered
Focused on “corrupt mayor” 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.
Two children in a failing underground city decode a mystery that may be their only route to freedom.
Why this is here
Characterization labels: curious children · resourceful kids · hardworking protagonists · responsible older sister · protective sibling · bookish boy · corrupt mayor · shifty guards · sick grandmother · younger sibling · classmates · reluctant authority
Semantic match: ranked by characterization
Distance: 0.1518
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: 0.1271
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: 0.1292
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: 0.1293
A child-led mystery adventure in a powerless Prague district where every secret points to a world-changing truth.
Why this is here
Characterization labels: young protagonists · child duo/trio · resourceful girl · male lead · outsider characters · adult antagonists · dangerous adults · imperfect heroes · naive heroes · detective-minded kids · reluctant helper · grandfather figure
Semantic match: ranked by characterization
Distance: 0.1411
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: 0.1411
An 11-year-old on Mars must uncover a hidden truth and help save his colony when the adults fall ill.
Why this is here
Characterization labels: 11-year-old protagonist · curious narrator · sweet narrator · brave child · obedient child · average kid · relatable characters · well-developed characters · multifaceted characters · supportive adults · teen dynamics · community-minded children · flawed characters · goth girl
Semantic match: ranked by characterization
Distance: 0.1452
In a mirrorless town, a curious girl secretly draws faces and uncovers the truth behind her community.
Why this is here
Characterization labels: curious protagonist · rebellious child · artist protagonist · naive narrator · sympathetic protagonist · secretive protagonist · morally conflicted · authoritarian leader · well-intentioned adults
Semantic match: ranked by characterization
Distance: 0.1477
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: 0.1495
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: 0.1495
A smart farm girl in a climate-ravaged future uncovers secrets that could save her family, community, and the last bees.
Why this is here
Characterization labels: twelve-year-old protagonist · smart protagonist · opinionated protagonist · plucky heroine · strong female characters · older sister · family legacy · tech-savvy · comes-of-age
Semantic match: ranked by characterization
Distance: 0.1501
A sixth grader hiding his alien identity must face a strange change, a vanishing friend group, and a hidden truth.
Why this is here
Characterization labels: sixth grader · tween protagonist · curious hero · empathetic protagonist · rebellious child · supportive parents · best friend · first crush · mysterious villain · controlling parent · resourceful kid
Semantic match: ranked by characterization
Distance: 0.1513
