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Combine common axes
These books are ranked using the premise + setting labels extracted for Le Fléau 1/2. Books rank higher when they are close on every selected axis.
Premise labels used: viral outbreak, pandemic collapse, post-apocalyptic survival, immunized survivors, good versus evil, vision quest
Setting labels used: United States, global pandemic, secret military laboratory, post-apocalyptic world, urban and rural America
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise + setting embeddings are close.
A viral apocalypse leaves 3% alive, forcing a hardened survivor and other stragglers to fight for humanity.
Why this is here
Premise labels: viral apocalypse · pandemic collapse · survival struggle · found family · post-collapse conflict · human predators
Setting labels: post-apocalyptic world · global pandemic aftermath · collapsed civilization · hospitality/safe-haven facade · military/urban survival
Semantic match: ranked by premise + setting
Distance: 0.1243
A military officer records day-by-day survival in a zombie-ravaged world, relying on training, supplies, and grit.
Why this is here
Premise labels: zombie outbreak · survival story · end-of-world · post-collapse survival · one-man survival
Setting labels: United States · Texas · suburbia · military setting · global pandemic · present-day world · apocalypse
Semantic match: ranked by premise + setting
Distance: 0.1267
A bunker survivor races through a ravaged post-pandemic world to find medicine before time runs out.
Why this is here
Premise labels: pandemic aftermath · resource scarcity · race against time · medical mission · survival quest · bunker exit · save-the-world
Setting labels: underground bunker · silo · post-pandemic world · near-future · dystopian USA · Nebraska · war zones · abandoned cities · post-apocalyptic landscape · global pandemic reality
Semantic match: ranked by premise + setting
Distance: 0.1297
A superflu wipes out most of humanity, and the survivors are pulled into a struggle between opposing forces of good and evil.
Why this is here
Premise labels: pandemic outbreak · post-apocalyptic survival · good vs evil · survivor community · supernatural conflict
Setting labels: post-apocalyptic America · biological disaster · desert communities · Boulder community · Las Vegas community · lab-origin catastrophe
Semantic match: ranked by premise + setting
Distance: 0.1332
A pregnant nurse infected by a combustible plague fights to survive a collapsing world with help from a mysterious Fireman.
Why this is here
Premise labels: pandemic outbreak · spontaneous combustion · infected survivors · plague survival · post-collapse community · protective outsider · pregnant protagonist · mysterious guardian · contagious disease
Setting labels: apocalyptic America · New Hampshire · New England · hospital setting · camp setting · collapsed civilization · small town · post-pandemic world
Semantic match: ranked by premise + setting
Distance: 0.1375
A rage-fueled survivor pushes deeper into a collapsing world of infected, seeking rescue, revenge, and a fragile safe haven.
Why this is here
Premise labels: virus outbreak · infected survivors · immune protagonist · small survivor group · rescue mission · revenge quest · safe haven search · siege survival
Setting labels: post-apocalyptic world · virus-ravaged world · hospital siege · safe house · bunker · woods
Semantic match: ranked by premise + setting
Distance: 0.1475
A secret-virus outbreak escapes containment and ignites a grim, good-vs-evil apocalypse across America.
Why this is here
Premise labels: viral outbreak · pandemic · government cover-up · apocalypse · survival · good vs evil · biological disaster · escape and contagion · mass depopulation
Setting labels: secret military base · California desert · United States · nationwide outbreak · post-apocalyptic America · contagion crisis · contemporary America
Semantic match: ranked by premise + setting
Distance: 0.1498
After a world-ending virus, rival survivor factions clash while former soldiers and civilians try to build order.
Why this is here
Premise labels: post-pandemic survival · collapsed society · new settlements · survivor factions · power struggle · rebuilding civilization · virus aftermath · lawless world
Setting labels: post-apocalyptic world · post-pandemic world · collapsed civilization · dead world · no rules · United States · Virginia · Tysons Corner · Antarctica · Cuba · underground facility · submarine setting · military bunker
Semantic match: ranked by premise + setting
Distance: 0.1503
A teen chosen for an underground virus refuge finds love, then discovers the surface is still deadly.
Why this is here
Premise labels: virus outbreak · government lottery · underground shelter · selected survivors · survival romance · post-virus mutation
Setting labels: underground habitats · post-apocalyptic world · virus pandemic · government compound · survival bunker · topside outbreak · small-group confinement
Semantic match: ranked by premise + setting
Distance: 0.1512
A zombie plague collapses America, and a scattered cast of survivors must fight, flee, and endure as the dead rise.
Why this is here
Premise labels: zombie apocalypse · survival struggle · outbreak aftermath · multiple survivors · civilization collapse · man-made plague
Setting labels: United States · small town · farm · cities · apocalypse setting · world-ending crisis
Semantic match: ranked by premise + setting
Distance: 0.1517
Three women are remade by a strange virus as a collapsing world veers into body horror, desire, and cosmic dread.
Why this is here
Premise labels: viral outbreak · pandemic aftermath · body mutation · apocalypse · survival · queer awakening · brain hunger · murder compulsion · chronic illness · eldritch influence · world collapse
Setting labels: near future · post-COVID · pandemic world · dystopian world · global collapse · medical institutions · psychiatric ward · workplace setting · brothel setting · apocalyptic reality
Semantic match: ranked by premise + setting
Distance: 0.1525
A virus-driven apocalypse leaves a few survivors altered but alive, forcing them to navigate a brutal, fast-moving new world.
Why this is here
Premise labels: virus outbreak · infected apocalypse · survival under contagion · slow burn infection · mutation · end times · ragtag survivors
Setting labels: post-apocalyptic world · global outbreak · Texas · hospital collapse · jail · urban scavenging · road journey
Semantic match: ranked by premise + setting
Distance: 0.1530
