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These books are ranked using the characterization labels extracted for Doctor Who: The Crawling Terror.
Characterization labels used: Twelfth Doctor, companion duo, curmudgeonly lead, military figures, villagers, old soldier, mad scientist, masked villain, supporting cast
Focused on “Second Doctor” 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.
The Twelfth Doctor teams with Bernice Summerfield and a chaotic crew to recover a dangerous artifact before reality unravels.
Why this is here
Characterization labels: Twelfth Doctor · older companion · archaeologist · con artist · assassin · mobster · bumbling academic · ensemble cast · large cast · missing-cast focus · fan-service characters
Semantic match: ranked by characterization
Distance: 0.1938
The Doctor and Clara join a deep-space expedition to a vanished alien route, where survival and secrets collide.
Why this is here
Characterization labels: Twelfth Doctor · Clara Oswald · space crew · research team · supporting cast · large cast · billionaire patron · engineer · medic · astrogator · archaeologist · clone · competent Doctor · distinct side characters
Semantic match: ranked by characterization
Distance: 0.2308
The Doctor, Amy, and Rory face a deadly desert town, a nuclear threat, and a time stream running backward.
Why this is here
Characterization labels: Eleventh Doctor · Amy companion · Rory companion · secondary characters · mad scientist · soldier · scientist · androids as people · character-heavy · well-developed supporting cast
Semantic match: ranked by characterization
Distance: 0.2361
The Doctor is trapped in a time corridor as Daleks, Davros, and old enmities collide in a grim race for power.
Why this is here
Characterization labels: ruthless Doctor · companion departure · malevolent villain · mercenary · sympathetic minor characters · backstory-heavy cast · high body-count cast · bickering companions
Semantic match: ranked by characterization
Distance: 0.2467
The Doctor, Amy, and Rory go undercover at a bank where borrowing time comes with dangerous interest.
Why this is here
Characterization labels: Eleventh Doctor · Amy Pond · Rory Williams · frenetic lead · loyal companion · skeptical employee · oblivious workers · sinister villains · well-characterized cast
Semantic match: ranked by characterization
Distance: 0.2516
A hidden posthuman doctor must flee a zone-locked tower city and uncover the unstable reality shaping his world.
Why this is here
Characterization labels: doctor protagonist · pathologist · hidden identity · former spy · posthuman · angelic elite · bodyguard · mercenary · former policeman · stock villains · ruthless elites · foul-mouthed guide · morally mixed cast
Semantic match: ranked by characterization
Distance: 0.2520
A lost Second Doctor adventure sends the TARDIS team to Tibet, where a monastery faces attack from strange Yeti.
Why this is here
Characterization labels: Second Doctor · Jamie McCrimmon · Victoria Waterfield · explorer · monks · old friend · traveler · young companion · competent lead · investigator
Semantic match: ranked by characterization
Distance: 0.2840
Two sisters return to an emptied mountain town and uncover a terrifying force behind the mass disappearance.
Why this is here
Characterization labels: doctor heroine · younger sister · police investigators · sheriff · scientific skeptic · military personnel · supporting cast · underdeveloped characters
Semantic match: ranked by characterization
Distance: 0.2655
The Second Doctor and his companions land on a Saturn mining outpost where sabotage, blue beings, and buried secrets threaten all.
Why this is here
Characterization labels: Second Doctor · companions · brilliant heroine · Scottish companion · teenagers · colonists · robot character · artificial intelligence · corporate villain · authority figures · rebellious youth · moral ambiguity · human-centered cast · misunderstood outsider · gentle machine
Semantic match: ranked by characterization
Distance: 0.2971
Jamie’s errand with a mysterious book sends the Second Doctor and the TARDIS into an eerie alien city with old enemies.
Why this is here
Characterization labels: Second Doctor · Jamie McCrimmon · companion adventure · scruffy cosmic hobo · whimsical doctor · funny doctor · honorable companion · piper companion · dynamic duo · pitch-perfect voice
Semantic match: ranked by characterization
Distance: 0.3009
The Eighth Doctor lands on a doomed 1930 airship and meets a daring stowaway as alien secrets surface.
Why this is here
Characterization labels: charismatic Doctor · adventurous companion · plucky companion · stowaway · spy · military authority · endearing side character · nonviolent hero
Semantic match: ranked by characterization
Distance: 0.2773
The Fourth Doctor recounts a nightmare island adventure, where scarecrows, trials, and a devilish force collide.
Why this is here
Characterization labels: Fourth Doctor · companions · trickster hero · comic relief · level-headed companion · villainous force · fear-driven antagonist · self-aware protagonist · vivid companions
Semantic match: ranked by characterization
Distance: 0.2831
