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Combine common axes
These books are ranked using the characterization labels extracted for The Jakarta Pandemic.
Characterization labels used: prepper, ex-marine, Iraq War veteran, pharmaceutical rep, survivalist, paranoid, judgmental, mouthy, antagonistic, flawed hero, protective father, family man, organized, resourceful, cocky, vulnerable, likable hero (mixed), neighbor cast, sociopaths, desperate strangers, villainous outsiders, well-prepared family, secondary characters
Focused on “optimistic survivor” 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.
After a solar flare and plague collapse civilization, a small band of survivors fights to stay human while building a new community.
Why this is here
Characterization labels: prepper · survivor · single mother · father figure · mysterious man · ordinary people · regular people · military characters · young child · group dynamic · selfless hero · optimistic survivor · quiet character · caretaker
Semantic match: ranked by characterization
Distance: 0.1637
After an EMP blackout, a prepared father fights through a collapsing society to reach his family before they vanish.
Why this is here
Characterization labels: prepper · family man · protective father · survivalist · neighbor companion · community pillar · helpless survivors · biker gang · rich mastermind · everyman · prepared protagonist · resourceful survivor
Semantic match: ranked by characterization
Distance: 0.1436
In a collapsing post-disaster America, one family fights through militia violence to reunite and survive.
Why this is here
Characterization labels: ex-Marine · prepper · family protector · militia leader · psychopath · survivor · competent fighter · badass · ordinary people · neighbors · former commander · wounded family man
Semantic match: ranked by characterization
Distance: 0.1619
In a grid-down America under martial law, a family and allies must choose between holding home and bugging out.
Why this is here
Characterization labels: survivalist · prepper · family man · protective father · loose cannon · ex-soldier · military crew · resourceful protagonist · realistic characters · female characters underdeveloped · children learning self-defense · character development
Semantic match: ranked by characterization
Distance: 0.1715
A prepared man stranded far from home must cross a collapsing America while his family fights to hold their homestead.
Why this is here
Characterization labels: prepper protagonist · unlikable protagonist · antihero · no-nonsense · rough around edges · highly prepared · resourceful · survival-minded · protective parent · capable spouse · skeptical coworkers · female competence · tough survivor
Semantic match: ranked by characterization
Distance: 0.1744
A prepared ex-Marine races through a collapsing America to reunite his family after a catastrophic strike.
Why this is here
Characterization labels: former Marine · ex-military protagonist · prepper · competent survivor · family protector · military-trained · resourceful · morally hard-edged
Semantic match: ranked by characterization
Distance: 0.1797
A fortified prepper in plague-ravaged Texas breaks isolation to help a desperate woman, drawing danger to his door.
Why this is here
Characterization labels: army veteran · retired soldier · prepper · survivalist · flawed protagonist · isolated loner · god-fearing man · marksman · former military · resourceful · determined · morally conflicted · protective
Semantic match: ranked by characterization
Distance: 0.1849
A prepper family is split apart when the grid fails, forcing each member to survive and fight their way home.
Why this is here
Characterization labels: prepper protagonist · patriarch · reluctant prepper · clueless spouse · college student · mechanic · family ensemble · flawed characters · likable characters · imperfect survivors
Semantic match: ranked by characterization
Distance: 0.1893
A prepared traveler must cross Florida on foot after an EMP blackout throws society into chaos.
Why this is here
Characterization labels: prepper protagonist · resourceful protagonist · everyman protagonist · survivalist protagonist · military characters · naive college student · ex-military character · stock characters
Semantic match: ranked by characterization
Distance: 0.1956
A crisis consultant with 24 hours to flee a viral apocalypse must survive the collapse with an unlikely band of strangers.
Why this is here
Characterization labels: flawed characters · complex characters · reclusive protagonist · prepper · crisis consultant · survivalist · pregnant teen runaway · washed-up Navy SEAL · overworked ER doctor · rich-client specialist · misfit group · character growth · reluctant leader · self-interested protagonist · morally mixed characters
Semantic match: ranked by characterization
Distance: 0.1980
A prepared family escapes an airborne zombie outbreak by sea, then works to rescue survivors and build refuge.
Why this is here
Characterization labels: prepper family · survivalist · military veteran · resourceful teens · action girl · genius teen · strong female characters · overpowered protagonists · paranoid preparedness · genre-savvy · ruthless leader · rescue-minded · larger-than-life
Semantic match: ranked by characterization
Distance: 0.1997
After an EMP collapse, separated survivors race home and fight sabotage, militia power grabs, and a relentless pursuer.
Why this is here
Characterization labels: survivor · protector · pregnant heroine · former military · loner · dog companion · teen rebel · wise elder · cynical leader · morally conflicted man · antagonist · militia leader · corrupt officials · resourceful child
Semantic match: ranked by characterization
Distance: 0.2009
