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Combine common axes
These books are ranked using the plot structure labels extracted for Frozen.
Plot structure labels used: quest narrative, road trip, journey arc, high action, fast paced, twists, slow build, series setup, cliffhanger ending, reveal-driven
Focused on “open ending” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.
A widowed accountant survives an alien abduction event and follows his wife's clues on a quest to save Earth.
Why this is here
Plot structure labels: fast paced · quest structure · road trip · twists and turns · cliffhanger ending · series setup · withheld revelations
Semantic match: ranked by plot structure
Distance: 0.0619
A unicorn-like alien girl is raised by space miners and drawn into a fight against child slavery on a distant world.
Why this is here
Plot structure labels: quest arc · mystery reveal · episodic travel · road story · slow build · multi-subplot · jump cuts · open ending · series setup
Semantic match: ranked by plot structure
Distance: 0.1004
A chimney sweep boy stows away into a flying magical house and becomes the apprentice who must save it from dark forces.
Why this is here
Plot structure labels: fast paced · action packed · quest-driven · adventure escalation · series setup · open ending · cliffhanger · slow start · exposition heavy · info dump · twists and turns · battle climax · withheld backstory · mystery reveal · foreshadowing · chapter cliffhangers
Semantic match: ranked by plot structure
Distance: 0.1015
A post-apocalyptic quest brings Rudi Mackenzie to Nantucket, where a waiting sword and new powers reshape his world.
Why this is here
Plot structure labels: quest narrative · episodic travel · road journey · battle-driven · serial continuation · cliffhanger ending · open ending · time jumps
Semantic match: ranked by plot structure
Distance: 0.1042
A survivor faces the truth behind Earth’s alien makeover as a post-apocalyptic journey reaches its final reveal.
Why this is here
Plot structure labels: series continuation · quest narrative · travel narrative · answer-driven reveal · slow build · action-heavy ending · open ending · gradual explanation · withheld backstory
Semantic match: ranked by plot structure
Distance: 0.1043
A rogue thief and a dragon prince strike a dangerous bargain across rival worlds, where magic is harvested from bodies.
Why this is here
Plot structure labels: multi-POV · travel quest · journey narrative · action-driven · fast-paced · twists · revelations withheld · gradual worldbuilding · series setup · open ending · stopping point
Semantic match: ranked by plot structure
Distance: 0.1066
After escaping the Quag, Vega Jane finds a world built on hidden slavery and must rally allies to fight back.
Why this is here
Plot structure labels: quest progression · mid-series setup · open ending · cliffhanger ending · training arc · revelation-heavy · travel narrative · continued serial arc
Semantic match: ranked by plot structure
Distance: 0.1083
A teen midwife in a harsh walled future risks everything to rescue her arrested parents and uncover her society’s secrets.
Why this is here
Plot structure labels: quest narrative · mystery unfolding · code breaking · secrets revealed gradually · escape and infiltration · open ending · cliffhanger · series setup · action-driven · slow build
Semantic match: ranked by plot structure
Distance: 0.1132
An archaeologist is pulled into a chaotic time-travel chase to undo history-warping thefts before the future unravels.
Why this is here
Plot structure labels: fast-paced · road trip structure · episodic travel · back-and-forth timeline · quest narrative · race to fix history · catastrophe escalation · series setup · standalone arc · cliffhanger feel
Semantic match: ranked by plot structure
Distance: 0.0851
A reluctant girl and her brother discover their eccentric uncle’s time-travel secret and race across history for a mythic prize.
Why this is here
Plot structure labels: quest narrative · cliffhanger ending · fast-paced · layered reveals · mystery-driven · multiple adventures · episodic travel · setup then escalation · series continuation
Semantic match: ranked by plot structure
Distance: 0.0853
A grieving boy uses a mysterious stone to leap through history while searching for his missing father.
Why this is here
Plot structure labels: episodic travel · cliffhanger ending · serialized arc · quest-driven · fast-paced · slow start · chapter-by-chapter reveals · open ending · multiple mini-adventures · quest within quest
Semantic match: ranked by plot structure
Distance: 0.1165
A young warrior must cross into the land of the dead to learn powerful words and stop an immortal dragon tyrant.
Why this is here
Plot structure labels: series conclusion · journey narrative · quest structure · rising stakes · fast-paced finale · twists and turns · open ending · cliffhanger · loose ends · unanswered questions · backstory reveals · time jumps
Semantic match: ranked by plot structure
Distance: 0.1167
