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Earth Girl

Janet Edwards

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for Earth Girl. Books rank higher when they are close on every selected axis.

Characterization labels used: competent heroine, snarky protagonist, bitter outsider, determined girl, hyper-competent lead, sarcastic narrator, history nerd, strong-willed heroine, Mary Sue (contested), self-discovery arc, orphaned protagonist, academic protagonist, resilient character

Relationships labels used: slow-burn romance, classmates, mentor-student, parental abandonment, pro family, friend group, outsider-to-belonging, romantic chemistry, trust building, peer prejudice

This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization + relationships embeddings are close.

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The Song Rising

Samantha Shannon · 2024 · The Bone Season

An underqueen fights to hold a fractured clairvoyant underworld together as a deadly detection tech closes in.

Why this is here

Characterization labels: flawed protagonist · young leader · reluctant ruler · underdog leader · charismatic heroine · character growth · messy protagonist · moral resolve · political pressure · mysterious ally · well-developed side characters · complex villain

Relationships labels: slow burn romance · romantic tension · alliance · betrayal · rivalry · trust issues · leader-subordinate · friendship · found family · political alliance · community loyalty

Semantic match: ranked by characterization + relationships

Distance: 0.1411

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Threshold of Annihilation

T.A. White · 2020 · The Firebird Chronicles

A secretive heroine enters dangerous interstellar contests to protect her niece as war, betrayals, and romance close in.

Why this is here

Characterization labels: badass heroine · strong female lead · underestimated heroine · secretive protagonist · competent heroine · overpowered protagonist · slow-burn lead · supportive hero · alpha hero · loyal sidekick · spitfire child · mysterious character · cast-heavy ensemble

Relationships labels: slow burn · found family · romantic tension · trust issues · protective bonds · sibling-like banter · father-daughter tension · partner dynamic · friendship · rivalry · power imbalance · loyalty

Semantic match: ranked by characterization + relationships

Distance: 0.1425

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The Warden

Daniel M. Ford · 2023 · The Warden

A newly graduated necromancer is sent to a remote village, where oddities force her to protect a town that fears her.

Why this is here

Characterization labels: aristocratic heroine · intelligent heroine · arrogant protagonist · snarky protagonist · ambitious protagonist · female necromancer · strong female lead · character growth · snobby academic · reluctant protector

Relationships labels: sapphic romance · slow-burn romance · found family · friendship · reluctant trust · community tension · romantic subplot · mentor-student tension · symbiotic dependence · selected companions

Semantic match: ranked by characterization + relationships

Distance: 0.1425

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The Testing

Joelle Charbonneau, Amélie Hesnard · 2013 · The Testing

In a ruined future America, a chosen graduate must survive a deadly university selection process while learning whom to trust.

Why this is here

Characterization labels: smart heroine · resourceful heroine · kindhearted protagonist · trusting protagonist · vulnerable protagonist · strong-willed protagonist · male love interest · competitors · future leaders · mentor figures · ruthless candidates

Relationships labels: childhood friends · slow-burn romance · trust issues · friendship under pressure · family warning · parent-child bond · team alliance · rivalry · betrayal · romantic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1436

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Clockwork Heart

Dru Pagliassotti · 2008 · Clockwork Heart

A winged courier in a rigid city-state is pulled from a rescue into murder, sabotage, politics, and tangled romance.

Why this is here

Characterization labels: strong heroine · capable protagonist · resourceful heroine · curious protagonist · grumpy love interest · charming rival · brooding hero · outcast noble · working-class protagonist · multifaceted characters

Relationships labels: love triangle · slow burn · forbidden romance · brothers · romantic tension · family loyalty · class-crossing relationships · rival love interests · protective bond

Semantic match: ranked by characterization + relationships

Distance: 0.1444

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Chasing the Shadows

Maria V. Snyder · 2019 · Sentinels of the Galaxy

A teen security trainee hiding a fake death must outwit aliens and a murderous ex-friend before rescue arrives.

Why this is here

Characterization labels: teen heroine · snarky heroine · feisty heroine · gifted hacker · security trainee · junior officer · determined protagonist · maturing protagonist · competent teen · protective heroine · sarcastic narrator · strong female lead · mischievous protagonist

Relationships labels: teen romance · boyfriend · friends to enemies · found family · parent-child bond · mentor friendship · platonic friendship · protective father · jealousy · slow-burn romance · healthy boundaries

Semantic match: ranked by characterization + relationships

Distance: 0.1459

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Until the Beginning

Amy Plum · 2015 · After the End

Juneau races to save her kidnapped clan while unraveling the truth behind her powers, Miles, and the world she knew.

Why this is here

Characterization labels: strong female lead · teen protagonists · resourceful heroine · skeptical boy · character growth · leadership arc · self-discovery · determined protagonist · guardian-like companion · villainous antagonists

Relationships labels: romance · slow burn · companionship · banter · trust · family loyalty · clan loyalty · parent-child conflict · mentor betrayal · partner dynamic

Semantic match: ranked by characterization + relationships

Distance: 0.1461

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Shadow Witch

Isla Frost · 2019 · Firstborn Academy

A feared academy student gains dangerous powers linked to the enemy and must survive school, secrets, and war.

Why this is here

Characterization labels: reluctant heroine · strong heroine · fierce heroine · teen protagonist · female lead · friend group · secondary character ensemble · enigmatic love interest · bully antagonist · authoritarian adults · protective friends · gifted outcast · powerful but feared

Relationships labels: friendship · found family · romantic tension · slow burn romance · student-teacher conflict · peer hostility · protective friendship · loyalty · trust issues · classmate rivalry · enemy attraction

Semantic match: ranked by characterization + relationships

Distance: 0.1517

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Navigating the Stars

Maria V. Snyder · 2018 · Sentinels of the Galaxy

A snarky teen follows her archaeologist parents through time-skewed space to solve a mystery tied to alien terracotta warriors.

Why this is here

Characterization labels: teen protagonist · snarky heroine · illegal hacker · brave heroine · competent teen · troublemaker · relatable protagonist · headstrong · curious · resourceful · tenacious · authority issues · young love interest · security officer · archaeologist parents · supportive adults · flawed adults · chaotic good

Relationships labels: parent-child relationship · family dynamics · enemies to lovers · slow burn romance · friendship loss · friend group · mentor-like adults · workplace team · romantic tension · sibling absence · dependency on parents

Semantic match: ranked by characterization + relationships

Distance: 0.1518

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The Gifting

K.E. Ganshert, Katie Ganshert · 2015 · The Gifting

A teen who sees impossible things fears she's losing her mind, until a secretive boy suggests the danger is real.

Why this is here

Characterization labels: teen heroine · outcast protagonist · popular boy · reluctant hero · sarcastic voice · relatable heroine · insecure teen · believable teens · mysterious male lead · present parents · troubled sibling · mentally distressed protagonist

Relationships labels: slow-burn romance · teen romance · chemistry · shared secret · protective love interest · family relocation · parent-child concern · friends to allies · boy-next-door dynamic

Semantic match: ranked by characterization + relationships

Distance: 0.1555

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Yumi and the Nightmare Painter

Brandon Sanderson · 2023 · Hoid's Travails

Two isolated artists from opposite worlds wake up entangled in each other’s lives and must solve the mystery together.

Why this is here

Characterization labels: artist protagonist · dutiful heroine · isolated protagonists · young protagonists · lonely characters · naive leads · creative protagonist · ordinary hero · mentor dynamics · growth arc

Relationships labels: slow burn romance · friendship · forced proximity · mutual dependence · cross-cultural bond · compromise · mentor relationship · community duty

Semantic match: ranked by characterization + relationships

Distance: 0.1559

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Stranded

Rosalind Tate · 2020 · The Shorten Chronicles

Two university students vanish through a lift into an altered 1925 England and must solve the portal to get home.

Why this is here

Characterization labels: female protagonist · young adult protagonist · headstrong heroine · anxious heroine · strong-willed · stubborn · resourceful · likable cast · well-developed characters · secondary character depth · dog companion · rich male love interest · socially awkward outsider · rule-breaking protagonist

Relationships labels: slow burn romance · romantic tension · working together · acquaintances to allies · found family · mentor figure · host-guest dynamic · protective companionship

Semantic match: ranked by characterization + relationships

Distance: 0.1570

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