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These books are ranked using the setting labels extracted for Snapshot.
Setting labels used: near future, alternate future, alternate United States, city setting, New Clipperton, simulated past, recreated day, real world overlay, courtroom investigation, near-past recreation
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
A hidden future-viewing device pulls two fugitives into a desperate race to stop an apocalypse before it arrives.
Why this is here
Setting labels: present day · near future · dystopian future · post-apocalyptic future · Washington, D.C. · New York City · global stakes · alternate timeline
Semantic match: ranked by setting
Distance: 0.1598
A transhuman engineer’s rescue of a falling man ignites a slow-burn web of secret agencies, aliens, and hidden power.
Why this is here
Setting labels: New York City · parallel Earth · alternate universe · near future · shadow government world · spacefaring setting · secret world · corporate future · covert operations · post-90s rebooted continuity
Semantic match: ranked by setting
Distance: 0.1683
A shattered teen resistance fights a brain-hacking enemy in a high-tech war over free will and sanity.
Why this is here
Setting labels: alternate present · near future · multiple cities · Washington, DC · New York City · Chicago · Japan · microscopic level · macro and micro worlds · contemporary setting
Semantic match: ranked by setting
Distance: 0.1696
A deadpan hitman takes a time-travel job to kill Hitler, but the mission goes sideways and reshapes his life.
Why this is here
Setting labels: alternate world · near-present · past and present · time travel · legalized murder · anthropomorphic world
Semantic match: ranked by setting
Distance: 0.1700
Two strangers receive a 24-hour death warning and use a friend-finding app to spend their final day together.
Why this is here
Setting labels: near-future · alternate world · New York · urban setting · speculative reality · technology-mediated
Semantic match: ranked by setting
Distance: 0.1709
A trio of kids races to solve a citywide cipher as time shifts, future consequences, and hidden histories collide.
Why this is here
Setting labels: alternate New York City · futuristic New York · steampunk New York · future timeline · alternate reality
Semantic match: ranked by setting
Distance: 0.1710
A grim hitman with a code hunts a runaway girl in bombed-out future New York split between streets and virtual escape.
Why this is here
Setting labels: near future · future New York · post-apocalyptic city · dirty bomb aftermath · localized apocalypse · urban ruin · virtual reality world · cyberspace · limnosphere
Semantic match: ranked by setting
Distance: 0.1785
A gang member chases a lost loved one through feather-triggered dream realities in near-future Manchester.
Why this is here
Setting labels: near-future Manchester · future England · urban dystopia · alternate reality · shared dreamscape · virtual reality world · club culture · rave scene · cyberpunk city
Semantic match: ranked by setting
Distance: 0.1786
In a world where skin-shedding erases love, a woman with a rare condition is pulled into a stolen-skins mystery.
Why this is here
Setting labels: alternate universe · parallel world · near-future · contemporary-like world · urban
Semantic match: ranked by setting
Distance: 0.1794
An ex-cop junkie in a vertical cyberpunk city rescues human clones and is dragged back into his own buried past.
Why this is here
Setting labels: near future · dystopian future · cyberpunk future · city-sized mall · vertical city · cloning farm · corporate state · alternate dimension · surreal otherworld
Semantic match: ranked by setting
Distance: 0.1799
A superhero-turned-mayor navigates city crises, hidden pasts, and a city full of secrets in alternate New York.
Why this is here
Setting labels: modern-day real world · alternate New York City · post-9/11 · early 2000s · urban setting · alternate history · city politics
Semantic match: ranked by setting
Distance: 0.1814
A troubled waitress in a near-future city of bombs and activism is pulled toward choices between escape, resistance, and collapse.
Why this is here
Setting labels: near future · alternate present · alternate reality · post-industrial city · urban decay · war-torn America · apocalyptic atmosphere
Semantic match: ranked by setting
Distance: 0.1825
