VillainScope: A Dataset of Villain Characters in Narrative Media

VillainScope is a semantic web knowledge graph project that collects and analyzes characteristics of villain characters across multiple media formats. The dataset is designed to support distant reading analysis and Graph RAG (Retrieval-Augmented Generation) applications.

• 🎭 206 Villain Characters from books, animations, movies, and TV dramas
• 🔗 Wikidata Integration for enriched entity information
• 📊 575 Unique Personality Traits with categorization
• 🌐 Interactive Web Visualization with network graph

Dataset Attributes

RDF Data Structure (v2.0)

Each villain is modeled with the following properties:

villain:villain_001 a villain:Villain, schema:Person, foaf:Person ;
    # Basic Information
    schema:name "Joker" ;
    schema:gender "Male" ;
    schema:age 35 ;
    villain:ethnicity "American" ;
    
    # Appearance
    villain:facialFeatures "White face, red lips" ;
    villain:hairDescription "Green hair" ;
    villain:distinctiveFeatures "Permanent smile scars" ;
    
    # Personality (linked to trait entities)
    villain:hasPersonalityTrait trait:Psychopath ;
    villain:hasPersonalityTrait trait:Cunning ;
    villain:personalityDetails "Psychopath: Enjoys chaos..." ;
    
    # Abilities
    villain:abilities "Chemical expertise; Master manipulator" ;
    villain:hasAbility ability:Chemical_expertise ;
    
    # Occupation
    villain:occupation "Criminal mastermind" ;
    
    # Work Connection
    villain:appearsIn work:work_001 ;
    
    # Wikidata Linking
    owl:sameAs wd:Q12345 ;
    villain:wikidataEntity wd:Q12345 ;
    villain:wikidataLabel "Joker"@en ;
    villain:wikidataDescription "fictional supervillain"@en .

Work Entity

work:work_001 a villain:CreativeWork, schema:CreativeWork ;
    schema:name "The Dark Knight" ;
    schema:genre "Action · Thriller" ;
    villain:mediaType "movie-drama" ;
    villain:hasCharacter villain:villain_001 .