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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 “flawed characters” 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 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
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
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
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
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
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
After a solar storm wrecks technology and society, a young woman fights violent survivors and an evolving threat to stay alive.
Why this is here
Characterization labels: survivalist · orphaned child · young woman protagonist · caretaker · military soldiers · rogue soldiers · survivors · clichéd characters · flat characterization · flawed characters · likable characters · unlikeable characters · grounded characters · realistic characters · one-dimensional characters
Semantic match: ranked by characterization
Distance: 0.2122
When California’s water supply suddenly fails, a teen and her family must survive a desperate scramble for water.
Why this is here
Characterization labels: teen protagonists · siblings · survivalist family · prepper · moral compass · resourceful · desperate · authentic teens · flawed characters · distinct voices · homeless teen · wealthy opportunist · struggling leader · survival-minded parent
Semantic match: ranked by characterization
Distance: 0.2135
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 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
