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Combine common axes
These books are ranked using the characterization labels extracted for The 5 Greatest Warriors.
Characterization labels used: action hero, team leader, motley crew, special ops, adventurer, badass characters, loyal allies, traitor, double-crosser, evil father, evil villains, larger-than-life, resourceful, selfless hero, teen sidekicks, genius sidekick
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Dirk Pitt uncovers linked ancient clues, a hidden civilization, and a Nazi doomsday scheme racing toward disaster.
Why this is here
Characterization labels: action hero · competent protagonist · larger than life · alpha male · sidekick · heroic team · villainous family · neo-Nazi villains · idealized hero · cardboard characters · likeable heroes · invincible hero
Semantic match: ranked by characterization
Distance: 0.1469
The Electroclan races through Peru to rescue captured allies, stop a deadly scheme, and survive a betrayal.
Why this is here
Characterization labels: teen heroes · superpowered protagonists · loyal team · betrayer · former teammate · smart comic-relief character · ruthless villain · young adults · character growth · morally compromised heroes
Semantic match: ranked by characterization
Distance: 0.1731
A Marine on the President’s detail gets trapped inside a secret desert base as a military coup and deadly threats erupt.
Why this is here
Characterization labels: action hero · military hero · specialist hero · resourceful protagonist · quick thinking · brave · stoic · enigmatic · one-dimensional characters · villainous commander · rogue officers · female badass · kid character · team ensemble · hard-edged soldiers
Semantic match: ranked by characterization
Distance: 0.1746
As enemy forces close in, a small Michigan town must choose flight or a desperate final stand to survive.
Why this is here
Characterization labels: heroes · villains · strong heroine · warrior · super soldier · special ops · found family · resilient group · protective leader · teen heroine
Semantic match: ranked by characterization
Distance: 0.1754
A teen villain-in-training and his allies face rogue supervillains, a kidnapped leader, and a looming catastrophic weapon.
Why this is here
Characterization labels: teen protagonists · genius protagonist · hacker · martial artist · brave team · loyal team · selfless characters · villainous children · rival operatives · assassin · teacher · new recruit · rogue villain · supercomputer mind · captured protagonist · clever side characters
Semantic match: ranked by characterization
Distance: 0.1796
A black-ops team races to stop an EMP-driven terror plot while mind control, monsters, and fallout unravel everything.
Why this is here
Characterization labels: special ops hero · detective-investigator · black-ops team · combat dog · genius villain · damaged heroes · traumatized characters · morally burdened protagonist · wisecracking protagonist · large ensemble
Semantic match: ranked by characterization
Distance: 0.1817
Jack West Jr races across the world to find lost iron mountains and stop an apocalypse before rival powers win.
Why this is here
Characterization labels: adventurer · underdog hero · heroic team · family man · loyal allies · power-hungry villain · megalomaniac · smarter villain · ruthless antagonist · desperate hero · fearless hero · Indy-style hero
Semantic match: ranked by characterization
Distance: 0.1841
Captain America looks back on a WWII mission with Bucky, the Howling Commandos, and Nazi foes in occupied France.
Why this is here
Characterization labels: team leader · sidekick · soldier hero · patriotic hero · brotherly bond · grieving protagonist · naive idealist · mentor-ward dynamic · young sidekick · wartime comrades · foil characters · villainous antagonist
Semantic match: ranked by characterization
Distance: 0.1875
A government-run squad of imprisoned supervillains is sent on brutal missions with bombs in their necks.
Why this is here
Characterization labels: anti-hero team · supervillains · assassin · mercenary · vigilante · redemption arc · self-serving · disposable characters · violent characters · crazy character · ruthless leader
Semantic match: ranked by characterization
Distance: 0.1886
A young Spartan leads a desperate early-war strike against the Covenant while human rebels and spies threaten the mission.
Why this is here
Characterization labels: young hero · super-soldier · elite team · team leader · reluctant commander · vulnerable hero · veteran mentor · competent commander · traitor · spy · insurrectionist · ODST unit · military officers
Semantic match: ranked by characterization
Distance: 0.1893
A security officer on an exploration starship boards a derelict vessel and triggers a tense alien mystery in deep space.
Why this is here
Characterization labels: capable hero · reluctant hero · maverick · security officer · loyal sidekick · highly capable protagonist · irreverent protagonist · believable characters · likable characters · colorful personalities · ordinary crew · superior foe · alien beings · bad aliens · good aliens
Semantic match: ranked by characterization
Distance: 0.1900
A cosmic invasion shatters Marvel’s space-faring defenses, forcing scattered heroes to survive, regroup, and strike back.
Why this is here
Characterization labels: reluctant hero · survivor hero · space cop · wisecracking sidekick · teen sidekick · antihero · redeemed brute · sentient AI companion · power boost · power struggle
Semantic match: ranked by characterization
Distance: 0.1905
