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Combine common axes
These books are ranked using the plot structure labels extracted for Orange: The Complete Collection, Volume 1.
Plot structure labels used: letter-driven, alternate timelines, future-forward reveals, day-by-day instructions, predictive setup, gradual unfolding, withheld backstory, slow reveal, series cliffhanger, volume one setup
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 grieving middle schooler discovers a greenhouse portal to Tudor England and a family mystery tied to Princess Elizabeth.
Why this is here
Plot structure labels: dual timeline · alternating present and past · intercut timelines · nonlinear chronology · mystery reveals · cliffhanger ending · open ending · series setup · slow start · gradual escalation · withheld explanation · multiple subplots · foreshadowed secrets
Semantic match: ranked by plot structure
Distance: 0.1262
A teen Harley Quinn origin story where a STEM internship, a girl gang, and a campus mystery push her toward revenge.
Why this is here
Plot structure labels: dual timelines · flash forward · time jumps · back-and-forth timeline · mystery reveal · slow build · twist reveal · prologue framing · open ending · series setup
Semantic match: ranked by plot structure
Distance: 0.1267
A runaway teen wakes between Earth and a hidden world, where her secret power could save—or doom—both realities.
Why this is here
Plot structure labels: dual timeline · alternating worlds · intercut perspectives · slow reveal · mystery-driven · twist-heavy · building convergence · open ending · cliffhanger · info dump · series setup · withheld explanation
Semantic match: ranked by plot structure
Distance: 0.1349
A rogue team races through twisted timelines to stop a former secret-service chief from causing apocalypse.
Why this is here
Plot structure labels: nonlinear timeline · multiple timelines · time jumps · twisted timelines · crosscut perspectives · twists and reveals · open ending · cliffhanger ending · rushed ending · series continuation setup · parallel factions
Semantic match: ranked by plot structure
Distance: 0.1369
A man is erased from his own life, then drawn into a hidden bureaucracy governing gateways between parallel worlds.
Why this is here
Plot structure labels: mystery setup · identity erasure · gradual reveal · worldbuilding reveal · action escalation · twist ending · cliffhanger ending · open ending · series setup · withheld explanation
Semantic match: ranked by plot structure
Distance: 0.1383
Two girls from opposite worlds navigate a skybound society, hidden magic, and a class system built to keep them apart.
Why this is here
Plot structure labels: dual timeline · alternating POV · slow burn · introductory setup · series setup · delayed payoff · intercut storylines · slow reveal · intersecting narratives · open ending
Semantic match: ranked by plot structure
Distance: 0.1386
A Québécois family survives Venus’s lethal clouds after a discovery upends their fragile colony and their bonds.
Why this is here
Plot structure labels: multiple POVs · setup-heavy · slow burn · cliffhanger ending · open ending · series setup · gradual acceleration · character-driven · worldbuilding-forward · mystery reveal
Semantic match: ranked by plot structure
Distance: 0.1400
An amnesiac girl must survive a brutal outpost, evade robotic law enforcers, and uncover who she was.
Why this is here
Plot structure labels: mystery-driven · slow reveal · open ending · series setup · cliffhanger ending · multiple subplots · intertwined threads · gradual world reveal · external danger plus internal journey · withheld information
Semantic match: ranked by plot structure
Distance: 0.1404
A time-bending historical mystery follows a Saudi surgeon into Mongol-era Bukhara, where truth, memory, and power collide.
Why this is here
Plot structure labels: dual timeline · nonlinear · time travel · open ending · cliffhanger · series installment · partial revelation · questions withheld · crosscutting timelines
Semantic match: ranked by plot structure
Distance: 0.1410
A teen with inherited time-travel powers must fix a broken timeline before she and everyone she loves vanish.
Why this is here
Plot structure labels: inciting revelation · timeline shift · training arc · past-present alternation · info-dump heavy opening · midbook slowdown · action-heavy past sections · mystery reveal · cliffhanger-lite ending · series setup
Semantic match: ranked by plot structure
Distance: 0.1153
A human-raised woman discovers she's a powerful seer tied to an oncoming war, and a dangerous guardian.
Why this is here
Plot structure labels: slow reveal · info withholding · multi-layered plot · fast-paced · action-driven · multiple timelines · present/past shifts · multiple perspectives · chapter shifts · series setup
Semantic match: ranked by plot structure
Distance: 0.1224
Two teens, decades apart, confront a storm-born future and the society built from its ruins.
Why this is here
Plot structure labels: dual timeline · alternating chapters · parallel narratives · past and future · intertwined storylines · gradual reveal · cliffhanger ending · series setup
Semantic match: ranked by plot structure
Distance: 0.1260
