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Combine common axes
These books are ranked using the characterization labels extracted for 36 Hours.
Characterization labels used: unprepared family, novice prepper, teen daughter, stay-at-home mother, working father away from home, ordinary people, family-centered cast, likable characters, realistic characters, practicing Christian family
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A deadly flu triggers social collapse, forcing one prepared family to defend its home and decide whom to trust.
Why this is here
Characterization labels: ordinary family · prepper family · protective parents · flat stereotypes · good guys · bad guys · relatable characters · found family · community-minded
Semantic match: ranked by characterization
Distance: 0.1820
A family retreats to an isolated cabin after a deadly virus spreads, but survival demands hard choices and brutal losses.
Why this is here
Characterization labels: flawed protagonist · competent sibling · prepared family · ordinary people · survivalist family · moral conflict · emotionally disconnected protagonist · protective parent · resourceful survivors · supporting cast depth
Semantic match: ranked by characterization
Distance: 0.2049
Three survivor groups race through a sudden, mysterious cascade of disasters as the world falls apart around them.
Why this is here
Characterization labels: ordinary people · multiple survivors · family-oriented · teen survivors · adult survivors · older YA cast · likable characters · believable reactions · flawed characters
Semantic match: ranked by characterization
Distance: 0.2094
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: 0.2193
A family receives a radio kill-list warning as society erupts into violent chaos, forcing them to flee and survive.
Why this is here
Characterization labels: protective father · determined mother · teen daughter · young son · family unit · underdeveloped characters · flawed protagonists · ordinary people · survival-minded
Semantic match: ranked by characterization
Distance: 0.2246
An EMP strands a college freshman in Chicago, forcing her to flee chaos while protecting a young girl and finding family.
Why this is here
Characterization labels: female lead · college student · prepper trained · survivalist · young survivor · orphaned child · family-centered · resourceful · likable characters
Semantic match: ranked by characterization
Distance: 0.2258
A father and two daughters in an endless ice trench must survive when breaking the rules exposes a deadly truth.
Why this is here
Characterization labels: naive protagonist · young sisters · protective father · coming-of-age · survival-trained children · mysterious antagonist · family-centered cast · sheltered upbringing · resourceful child
Semantic match: ranked by characterization
Distance: 0.2261
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: 0.2365
A father and son cross a devastated world, trying to stay alive and human amid hunger, cold, and cannibalism.
Why this is here
Characterization labels: nameless father · young son · protective parent · innocent child · survival-driven adults · morally tested characters · resourceful survivors
Semantic match: ranked by characterization
Distance: 0.2441
After a deadly pandemic collapses normal life, one Australian woman must survive grief, isolation, and uncertainty.
Why this is here
Characterization labels: ordinary people · young woman protagonist · naive protagonist · relatable characters · well-developed characters · family group · supporting ensemble · community-minded survivors · doctor characters · nurse character
Semantic match: ranked by characterization
Distance: 0.2461
After a strange storm wipes out most adults, two teens fight to survive in a dangerous new world.
Why this is here
Characterization labels: teen protagonists · orphaned survivors · reluctant hero · brave protagonist · cautious best friend · smart heroine · mysterious characters · community of children · young adult cast
Semantic match: ranked by characterization
Distance: 0.2465
Miles Morales settles into Marvel’s main universe, juggling school, family, Avengers, and rising Spider-Man expectations.
Why this is here
Characterization labels: likable protagonist · teen hero · young hero · relatable · earnest · funny · supporting cast focus · family-centered · mixed-race lead
Semantic match: ranked by characterization
Distance: 0.2471
