philosophy
academic philosophers
ethics
metaphysics
epistemology
philosophy of science
university professors
moral philosophy
continental philosophy
analytic philosophy
philosophical works
academic contributions

academic biographies
history of philosophy
philosophical traditions
university and research institutions
intellectual history

```json
{
  "label": "Contemporary Philosophers and Their Contributions",
  "summary": "This cluster centers on contemporary philosophers and their academic contributions, focusing on their areas of specialization, institutional affiliations, and major works in fields such as ethics, metaphysics, epistemology, and the philosophy of science.",
  "keywords": [
    "philosophy",
    "academic philosophers",
    "ethics",
    "metaphysics",
    "epistemology",
    "philosophy of science",
    "university professors",
    "moral philosophy",
    "continental philosophy",
    "analytic philosophy",
    "philosophical works",
    "academic contributions"
  ],
  "neighboring_domains": [
    "academic biographies",
    "history of philosophy",
    "philosophical traditions",
    "university and research institutions",
    "intellectual history"
  ],
  "ambiguity_note": "While the cluster is centered on philosophers and their academic work, some variation exists in the specific subfields and institutional roles described, which may overlap with broader domains like intellectual history or academic biographies."
}
```


Biblical figures
Angels
Divine names
Messianic prophecies
Hebrew Bible
Religious interpretations
Jewish theology
Christian theology
Elohim
Nephilim
Melchizedek
Isaac

Religious history
Theology
Ancient Near Eastern mythology
Jewish mysticism
Apocalyptic literature

```json
{
  "label": "Biblical Figures and Concepts",
  "summary": "This cluster centers on themes and figures from the Hebrew Bible and related religious traditions, including angels, divine names, messianic prophecies, and key biblical characters such as Melchizedek, the Nephilim, and Isaac. It explores theological interpretations, genealogies, and symbolic meanings within Jewish, Christian, and Islamic contexts.",
  "keywords": [
    "Biblical figures",
    "Angels",
    "Divine names",
    "Messianic prophecies",
    "Hebrew Bible",
    "Religious interpretations",
    "Jewish theology",
    "Christian theology",
    "Elohim",
    "Nephilim",
    "Melchizedek",
    "Isaac"
  ],
  "neighboring_domains": [
    "Religious history",
    "Theology",
    "Ancient Near Eastern mythology",
    "Jewish mysticism",
    "Apocalyptic literature"
  ],
  "ambiguity_note": "Some passages overlap with apocalyptic or eschatological themes, and the cluster includes both historical and symbolic interpretations, which may blur the boundaries with related religious domains."
}
```


neuroimaging
neural circuits
brain plasticity
neural oscillations
electrophysiology
brain-computer interface
neurophysiological biomarkers
functional connectivity
optogenetics
neuronal tuning
sensory neuroscience
neuroprosthetics

Cognitive science
Neurology
Psychiatry
Artificial intelligence
Biomedical engineering

```json
{
  "label": "Neuroscience and Brain Function",
  "summary": "This cluster focuses on the study of brain structure, function, and activity, including techniques for measuring and interpreting neural signals, brain plasticity, and the development of technologies to interface with or influence brain activity.",
  "keywords": [
    "neuroimaging",
    "neural circuits",
    "brain plasticity",
    "neural oscillations",
    "electrophysiology",
    "brain-computer interface",
    "neurophysiological biomarkers",
    "functional connectivity",
    "optogenetics",
    "neuronal tuning",
    "sensory neuroscience",
    "neuroprosthetics"
  ],
  "neighboring_domains": [
    "Cognitive science",
    "Neurology",
    "Psychiatry",
    "Artificial intelligence",
    "Biomedical engineering"
  ],
  "ambiguity_note": "While the cluster centers on neuroscience and brain function, some passages touch on related fields like cognitive psychology and biomedical technology, introducing a degree of thematic overlap."
}
```


Esperanto
international auxiliary language
Ido
Interlingua
Volapük
constructed language
language movement
dictionary
grammar
linguistics
language reform
auxiliary language

Linguistics
Language History
Language Revival
Translation Studies
Constructed Languages

```json
{
  "label": "International Auxiliary Languages",
  "summary": "This cluster focuses on constructed international auxiliary languages, including their development, history, and related organizations. It highlights Esperanto and its derivatives, as well as other languages like Ido, Interlingua, and Novial, and includes discussions of dictionaries, grammars, and linguistic movements.",
  "keywords": [
    "Esperanto",
    "international auxiliary language",
    "Ido",
    "Interlingua",
    "Volapük",
    "constructed language",
    "language movement",
    "dictionary",
    "grammar",
    "linguistics",
    "language reform",
    "auxiliary language"
  ],
  "neighboring_domains": [
    "Linguistics",
    "Language History",
    "Language Revival",
    "Translation Studies",
    "Constructed Languages"
  ],
  "ambiguity_note": "While the cluster centers on international auxiliary languages, some overlap exists with broader linguistic studies and language reform movements, which may introduce some thematic variation."
}
```


Summary: This cluster contains descriptions of various townships in Minnesota, including population statistics, geographic area, housing data, and demographic information from the 2000 U.S. Census.

Minnesota townships
population census
demographics
geographic area
households
families
poverty line
land and water area
census data
rural communities
U.S. Census Bureau
township organization

U.S. geography
demographic statistics
rural Minnesota
census data analysis
local government

While the cluster centers on Minnesota townships, there is some variation in the size and characteristics of the townships described, and some entries include more detailed economic and demographic data than others.


Australian Higher Education and Academia

Summary: This cluster focuses on individuals, institutions, and organizations involved in Australian higher education, including universities, academic roles, educational policy, and related professional contributions.

Australian universities
higher education
academic institutions
educational policy
residential colleges
university leadership
educational research
university history
academic roles
educational development
university governance
educational contributions

Australian public policy
educational administration
institutional history
professional development
tertiary education

While the cluster centers on Australian higher education, some entries touch on broader educational roles or intersect with professional and policy domains, creating some thematic overlap.


Summary: This cluster centers on reviews and critical commentary of various British television series, spanning genres such as drama, comedy, and mystery. The content reflects audience and critic reactions to specific episodes or series, highlighting both praise and criticism for writing, acting, and thematic elements.

British TV
television reviews
comedy series
drama series
critic reactions
episode analysis
soap operas
humor
murder mystery
character development
audience reception
TV production

Media criticism
Entertainment journalism
Television production
British culture
Drama and comedy genres

The cluster includes a mix of positive and negative reviews, and while the central theme is British TV series, the specific genres and tones vary, leading to some thematic overlap with adjacent domains like media criticism and entertainment journalism.


black metal
deathcore
metalcore
post-hardcore
extreme metal
nu metal
doom metal
folk metal
post-metal
heavy metal
band evolution
genre experimentation

metal music history
underground music scenes
music genre classification
extreme music subcultures
alternative rock

```json
{
  "label": "Extreme Metal Subgenres and Evolution",
  "summary": "This cluster focuses on various subgenres of extreme metal music, including black metal, deathcore, metalcore, and post-hardcore, as well as the evolution of these genres over time. It highlights bands that experiment with and blend these styles, often incorporating influences from other genres like doom, folk, and post-rock.",
  "keywords": [
    "black metal",
    "deathcore",
    "metalcore",
    "post-hardcore",
    "extreme metal",
    "nu metal",
    "doom metal",
    "folk metal",
    "post-metal",
    "heavy metal",
    "band evolution",
    "genre experimentation"
  ],
  "neighboring_domains": [
    "metal music history",
    "underground music scenes",
    "music genre classification",
    "extreme music subcultures",
    "alternative rock"
  ],
  "ambiguity_note": "The cluster includes some overlap with broader metal genres and experimental subgenres, making precise categorization challenging in certain cases."
}
```


zoos
aquariums
wildlife exhibits
animal conservation
visitor attractions
endangered species
zoo history
interactive exhibits
animal breeding programs
botanical gardens
zoo accreditation
public education

Environmental conservation
Tourism and recreation
Animal welfare
Museums and cultural institutions
Ecology and biodiversity

```json
{
  "label": "Zoological Parks and Exhibits",
  "summary": "This cluster focuses on zoos, aquariums, and related wildlife exhibits around the world, emphasizing their history, animal collections, conservation efforts, and visitor experiences.",
  "keywords": [
    "zoos",
    "aquariums",
    "wildlife exhibits",
    "animal conservation",
    "visitor attractions",
    "endangered species",
    "zoo history",
    "interactive exhibits",
    "animal breeding programs",
    "botanical gardens",
    "zoo accreditation",
    "public education"
  ],
  "neighboring_domains": [
    "Environmental conservation",
    "Tourism and recreation",
    "Animal welfare",
    "Museums and cultural institutions",
    "Ecology and biodiversity"
  ],
  "ambiguity_note": "While the cluster centers on zoos and aquariums, some passages include adjacent topics like botanical gardens or park history, introducing slight thematic variation."
}
```


transcontinental railroad
Union Pacific Railroad
narrow-gauge railroads
mining transport
logging railroads
railway construction
Central Pacific Railroad
railway history
railway companies
land grants
railway expansion
American West

```json
{
  "label": "American Railroads and Transportation History",
  "summary": "This cluster focuses on the development and operation of railroads in the United States, particularly during the 19th and early 20th centuries. It includes transcontinental railroads, regional and narrow-gauge lines, and the role of rail transport in mining, logging, and economic expansion.",
  "keywords": [
    "transcontinental railroad",
    "Union Pacific Railroad",
    "narrow-gauge railroads",
    "mining transport",
    "logging railroads",
    "railway construction",
    "Central Pacific Railroad",
    "railway history",
    "railway companies",
    "land grants",
    "railway expansion",
    "American West"
  ],
  "neighboring_domains": [
    "Mining industry history",
    "Transportation infrastructure",
    "Economic development in the American West",
    "Industrial history of the United States",
    "Railway engineering"
  ],
  "ambiguity_note": "While the cluster centers on railroad history, some passages touch on related industries like logging and mining, creating a slight overlap with adjacent domains."
}
```


steam engine
inventors
patents
industrial revolution
mechanical engineering
boiler design
steam propulsion
textile machinery
mine dewatering
rotary motion
gas turbine
steam hammer

Industrial machinery
Transportation engineering
Mining technology
Textile manufacturing
Energy systems

```json
{
  "label": "Steam Engine Innovations",
  "summary": "This cluster focuses on the development and refinement of steam engine technology, including key inventors, patents, and mechanical improvements that contributed to the Industrial Revolution. It highlights innovations in steam propulsion, boiler design, and related machinery.",
  "keywords": [
    "steam engine",
    "inventors",
    "patents",
    "industrial revolution",
    "mechanical engineering",
    "boiler design",
    "steam propulsion",
    "textile machinery",
    "mine dewatering",
    "rotary motion",
    "gas turbine",
    "steam hammer"
  ],
  "neighboring_domains": [
    "Industrial machinery",
    "Transportation engineering",
    "Mining technology",
    "Textile manufacturing",
    "Energy systems"
  ],
  "ambiguity_note": "While the cluster centers on steam engine innovations, it also includes related topics such as textile machinery and mine dewatering, which may introduce some thematic overlap."
}
```


statisticians
Bayesian statistics
sequential analysis
nonparametric methods
statistical modeling
academic contributions
research publications
mathematical statistics
statistical inference
biostatistics
probability theory
statistical education

data science
machine learning
biomedical research
mathematical modeling
computational statistics

```json
{
  "label": "Prominent Statisticians and Their Contributions",
  "summary": "This cluster centers on notable statisticians and their academic and research contributions, particularly in areas such as Bayesian statistics, sequential analysis, nonparametric methods, and statistical modeling. It includes biographical details, key publications, and influential roles in academic institutions and journals.",
  "keywords": [
    "statisticians",
    "Bayesian statistics",
    "sequential analysis",
    "nonparametric methods",
    "statistical modeling",
    "academic contributions",
    "research publications",
    "mathematical statistics",
    "statistical inference",
    "biostatistics",
    "probability theory",
    "statistical education"
  ],
  "neighboring_domains": [
    "data science",
    "machine learning",
    "biomedical research",
    "mathematical modeling",
    "computational statistics"
  ],
  "ambiguity_note": "While the cluster is centered on statisticians and their work, some variation exists in the specific subfields and applications covered, ranging from theoretical to applied statistics."
}
```


Summary: This cluster primarily consists of biographical information about African politicians, public officials, and notable figures, with a focus on their political careers, affiliations, and roles in government and public service. The content spans multiple countries, including Uganda, Kenya, and Tanzania, and includes details about their constituencies, political parties, and key positions held.

African politicians
Uganda
Kenya
Tanzania
political careers
government officials
parliamentary roles
political parties
public service
constituency representation
ministerial appointments
political leadership

African history
Political science
Public administration
National leadership
Regional governance

While the cluster centers on African politicians and public figures, some entries include additional roles such as academic or business affiliations, which may slightly blur the focus.


superhero
comic book
Marvel Comics
DC Comics
character creation
Superman
Captain Marvel
Hyperion
Rich Buckler
Gardner Fox
Golden Age of Comics
Avengers

Comic book history
Fictional character development
Pop culture icons
Golden Age of Comics
Superhero teams

```json
{
  "label": "Superhero Comics and Characters",
  "summary": "This cluster centers on superhero characters and their creators in comic book history, focusing on characters from Marvel and DC Comics, their origins, creators, and notable storylines. It includes discussions of iconic figures like Superman, Captain Marvel, and Hyperion, as well as creators such as Rich Buckler and Gardner Fox.",
  "keywords": [
    "superhero",
    "comic book",
    "Marvel Comics",
    "DC Comics",
    "character creation",
    "Superman",
    "Captain Marvel",
    "Hyperion",
    "Rich Buckler",
    "Gardner Fox",
    "Golden Age of Comics",
    "Avengers"
  ],
  "neighboring_domains": [
    "Comic book history",
    "Fictional character development",
    "Pop culture icons",
    "Golden Age of Comics",
    "Superhero teams"
  ],
  "ambiguity_note": "While the cluster is centered on superhero comics, it includes a mix of creators, characters, and legal and historical context, which may blur the boundaries with adjacent domains like comic book publishing history."
}
```


Hindu temples
Jain temples
religious sculpture
Tirthankaras
Shakti Peethas
architectural styles
deity iconography
pilgrimage sites
lingam worship
Yogini temples
Dravidian architecture
tantric worship

Indian religious architecture
Hindu mythology
Jain religious practices
South Asian cultural history
Sacred geography

```json
{
  "label": "Hindu and Jain Temples and Sculpture",
  "summary": "This cluster centers on Hindu and Jain temples, their architectural features, religious iconography, and the cultural and spiritual significance of their deities and structures. It includes descriptions of various temple complexes, sculptures, and pilgrimage sites, highlighting regional variations and religious traditions.",
  "keywords": [
    "Hindu temples",
    "Jain temples",
    "religious sculpture",
    "Tirthankaras",
    "Shakti Peethas",
    "architectural styles",
    "deity iconography",
    "pilgrimage sites",
    "lingam worship",
    "Yogini temples",
    "Dravidian architecture",
    "tantric worship"
  ],
  "neighboring_domains": [
    "Indian religious architecture",
    "Hindu mythology",
    "Jain religious practices",
    "South Asian cultural history",
    "Sacred geography"
  ],
  "ambiguity_note": "While the cluster is centered on temples and religious sculpture, some entries blend Hindu and Jain elements, and a few mention overlapping or mixed traditions, making precise categorization challenging in some cases."
}
```


professional boxing
boxer biographies
title fights
weight classes
WBA titles
WBC titles
career milestones
championship bouts
boxing organizations
notable victories
knockout wins
title defenses

sports biographies
combat sports
championship sports
Latin American athletes
boxing history

```json
{
  "label": "Professional Boxers and Their Career Highlights",
  "summary": "This cluster contains biographical and career-related information about professional boxers, focusing on their achievements, title challenges, and notable fights across various weight classes and organizations.",
  "keywords": [
    "professional boxing",
    "boxer biographies",
    "title fights",
    "weight classes",
    "WBA titles",
    "WBC titles",
    "career milestones",
    "championship bouts",
    "boxing organizations",
    "notable victories",
    "knockout wins",
    "title defenses"
  ],
  "neighboring_domains": [
    "sports biographies",
    "combat sports",
    "championship sports",
    "Latin American athletes",
    "boxing history"
  ],
  "ambiguity_note": "While the cluster centers on professional boxing careers, some passages include mixed content such as early amateur careers or brief mentions of unrelated events, adding slight variability."
}
```


military march
national anthem
patriotic song
lyrics
ceremonial music
U.S. military
historical songs
hymns
football chants
college traditions
marching bands
tune reuse

military history
choral music
national symbols
college traditions
ceremonial music

```json
{
  "label": "Military and Patriotic Songs",
  "summary": "This cluster centers on military marches, patriotic songs, and national anthems, including their historical origins, lyrics, and cultural significance. Many entries describe songs used by military branches or adapted for ceremonial and national purposes.",
  "keywords": [
    "military march",
    "national anthem",
    "patriotic song",
    "lyrics",
    "ceremonial music",
    "U.S. military",
    "historical songs",
    "hymns",
    "football chants",
    "college traditions",
    "marching bands",
    "tune reuse"
  ],
  "neighboring_domains": [
    "military history",
    "choral music",
    "national symbols",
    "college traditions",
    "ceremonial music"
  ],
  "ambiguity_note": "While the cluster is centered on military and patriotic music, some entries include drinking songs or parodies, indicating a degree of thematic overlap with social and humorous song traditions."
}
```


British literature
Commonwealth writers
Nobel Prize winners
colonial settings
female protagonists
political themes
Australian authors
semi-autobiographical novels
urban fantasy
historical fiction
character development
social commentary

Postcolonial literature
Women's literature
Historical fiction
Political fiction
Children's and young adult literature

```json
{
  "label": "British and Commonwealth Literature",
  "summary": "This cluster centers on novels and authors from the British and Commonwealth literary tradition, with a focus on works by British and Australian writers, including Nobel laureates and prominent novelists. The passages highlight themes of personal and political transformation, colonial and post-colonial settings, and the exploration of identity and social change.",
  "keywords": [
    "British literature",
    "Commonwealth writers",
    "Nobel Prize winners",
    "colonial settings",
    "female protagonists",
    "political themes",
    "Australian authors",
    "semi-autobiographical novels",
    "urban fantasy",
    "historical fiction",
    "character development",
    "social commentary"
  ],
  "neighboring_domains": [
    "Postcolonial literature",
    "Women's literature",
    "Historical fiction",
    "Political fiction",
    "Children's and young adult literature"
  ],
  "ambiguity_note": "While the cluster is centered on British and Commonwealth literature, some entries touch on fantasy or children's fiction, introducing a degree of thematic variation."
}
```


administrative district
municipal district
Russia
administrative center
population statistics
geographic location
border regions
historical background
urban-type settlement
census data
regional divisions
administrative divisions

Russian geography
administrative divisions
demographics
regional history
urban planning

```json
{
  "label": "Russian Administrative Districts",
  "summary": "This cluster contains descriptions of various administrative and municipal districts in different regions of Russia, detailing their locations, borders, administrative centers, population statistics, and historical background.",
  "keywords": [
    "administrative district",
    "municipal district",
    "Russia",
    "administrative center",
    "population statistics",
    "geographic location",
    "border regions",
    "historical background",
    "urban-type settlement",
    "census data",
    "regional divisions",
    "administrative divisions"
  ],
  "neighboring_domains": [
    "Russian geography",
    "administrative divisions",
    "demographics",
    "regional history",
    "urban planning"
  ],
  "ambiguity_note": "Some passages describe similar administrative structures in different regions, which may overlap thematically but vary in specific details."
}
```


Jewish history
European Jewish communities
Antisemitism
Holocaust
Jewish migration
Nazi persecution
Jewish synagogues
Pogroms
Jewish emancipation
Jewish refugees
Jewish organizations
Jewish life in Europe

European history
Holocaust studies
Jewish religious history
Ethnic and minority history
20th-century European politics

```json
{
  "label": "History of Jewish Communities in Europe",
  "summary": "This cluster focuses on the historical experiences of Jewish communities across various European cities and regions, particularly during the 19th and 20th centuries. It includes accounts of Jewish settlement, economic roles, religious life, antisemitism, pogroms, and the impact of Nazi policies during the Holocaust.",
  "keywords": [
    "Jewish history",
    "European Jewish communities",
    "Antisemitism",
    "Holocaust",
    "Jewish migration",
    "Nazi persecution",
    "Jewish synagogues",
    "Pogroms",
    "Jewish emancipation",
    "Jewish refugees",
    "Jewish organizations",
    "Jewish life in Europe"
  ],
  "neighboring_domains": [
    "European history",
    "Holocaust studies",
    "Jewish religious history",
    "Ethnic and minority history",
    "20th-century European politics"
  ],
  "ambiguity_note": "While the cluster centers on Jewish history in Europe, some passages touch on broader themes like nationalism, economic policies, and interfaith relations, which may overlap with adjacent historical domains."
}
```


Major League Baseball
baseball coaching
baseball management
MLB scouts
baseball players turned coaches
minor league baseball
baseball career history
baseball team roles

Professional sports management
Baseball scouting
Minor league baseball
Athlete career transitions
Sports coaching

```json
{
  "label": "MLB Coaches and Managers",
  "summary": "This cluster focuses on individuals who have served as coaches, managers, or scouts in Major League Baseball, detailing their careers, teams, and contributions to the sport.",
  "keywords": ["Major League Baseball", "baseball coaching", "baseball management", "MLB scouts", "baseball players turned coaches", "minor league baseball", "baseball career history", "baseball team roles"],
  "neighboring_domains": ["Professional sports management", "Baseball scouting", "Minor league baseball", "Athlete career transitions", "Sports coaching"],
  "ambiguity_note": "Some entries include brief player careers or overlap with other baseball roles, but the cluster centers on coaching and managerial contributions."
}
```


flowering plants
botanical description
plant morphology
orchid species
leaf structure
flower anatomy
plant taxonomy
plant growth patterns
flower coloration
plant reproductive structures
plant species characteristics
botanical terminology

plant taxonomy
botanical science
ecology
horticulture
flora documentation

```json
{
  "label": "Flowering Plant Species",
  "summary": "This cluster contains detailed descriptions of various flowering plant species, focusing on their morphological characteristics such as leaves, flowers, stems, and reproductive structures. The passages describe a range of plant types, including orchids, shrubs, and herbs, with attention to botanical features like color, shape, size, and growth patterns.",
  "keywords": [
    "flowering plants",
    "botanical description",
    "plant morphology",
    "orchid species",
    "leaf structure",
    "flower anatomy",
    "plant taxonomy",
    "plant growth patterns",
    "flower coloration",
    "plant reproductive structures",
    "plant species characteristics",
    "botanical terminology"
  ],
  "neighboring_domains": [
    "plant taxonomy",
    "botanical science",
    "ecology",
    "horticulture",
    "flora documentation"
  ],
  "ambiguity_note": "While the cluster centers on flowering plant descriptions, some variation exists in the types of plants and the level of detail provided, which may reflect different taxonomic groups or documentation styles."
}
```


Summary: This cluster centers on Japanese idol groups and their members, including their activities, performances, graduations, and collaborations. It includes references to prominent groups like Morning Musume, Cute, and S/mileage, as well as individual members and their career developments.

Morning Musume
Cute
S/mileage
idol group
member graduation
performance
collaboration
Hello! Project
AKB48
Shugo Chara
album release
concert tour

Japanese pop music
entertainment industry
girl groups
variety shows
anime and media crossovers

While the cluster is centered on idol groups and members, some passages touch on related domains like anime, variety shows, and music festivals, creating a slight overlap with adjacent topics.


membrane potential
electrochemical gradient
ion transport
resting potential
ion channels
electrochemical cell
action potential
sodium-potassium pump
proton motive force
electro-osmosis
bioelectricity
electrolyte

Cell biology
Neurophysiology
Electrochemistry
Biophysics
Molecular physiology

```json
{
  "label": "Membrane and Electrochemical Potentials",
  "summary": "This cluster focuses on the principles of membrane potentials and electrochemical gradients, including the movement of ions across cell membranes, the role of ion channels and pumps, and the generation of electric potentials in biological and electrochemical systems.",
  "keywords": [
    "membrane potential",
    "electrochemical gradient",
    "ion transport",
    "resting potential",
    "ion channels",
    "electrochemical cell",
    "action potential",
    "sodium-potassium pump",
    "proton motive force",
    "electro-osmosis",
    "bioelectricity",
    "electrolyte"
  ],
  "neighboring_domains": [
    "Cell biology",
    "Neurophysiology",
    "Electrochemistry",
    "Biophysics",
    "Molecular physiology"
  ],
  "ambiguity_note": "While the cluster centers on membrane and electrochemical potentials, some passages touch on broader electrochemical systems, creating a slight overlap with non-biological contexts."
}
```


Scotties Tournament of Hearts
Canadian women's curling
curling championships
Team Canada
Olympic trials
Jennifer Jones
Rachel Homan
World Women's Curling Championship
curling teams
provincial curling
Winter Olympics
curling rinks

Winter sports in Canada
Olympic sports
Curling history
Team sports competitions
Women's sports

```json
{
  "label": "Canadian Women's Curling Competitions",
  "summary": "This cluster focuses on women's curling events in Canada, particularly the Scotties Tournament of Hearts and related national and international competitions. It highlights teams, players, and outcomes from various years, emphasizing the progression of teams to represent Canada at world championships and the Olympics.",
  "keywords": [
    "Scotties Tournament of Hearts",
    "Canadian women's curling",
    "curling championships",
    "Team Canada",
    "Olympic trials",
    "Jennifer Jones",
    "Rachel Homan",
    "World Women's Curling Championship",
    "curling teams",
    "provincial curling",
    "Winter Olympics",
    "curling rinks"
  ],
  "neighboring_domains": [
    "Winter sports in Canada",
    "Olympic sports",
    "Curling history",
    "Team sports competitions",
    "Women's sports"
  ],
  "ambiguity_note": "While the cluster centers on women's curling in Canada, some passages mention mixed doubles or men's events, introducing slight overlap with broader curling topics."
}
```


NFL players
American football history
Pro Football Hall of Fame
Championship teams
Notable quarterbacks
Defensive players
Rushing records
Passing records
Historic games
Coaching strategies
Rams
Giants

Sports history
Professional sports teams
Athlete biographies
Football coaching strategies
Gridiron football evolution

```json
{
  "label": "American Football Players and Teams",
  "summary": "This cluster focuses on notable American football players, teams, and historical moments in the sport, spanning the NFL and its predecessors. It highlights individual achievements, team dynamics, and key events in the evolution of professional football.",
  "keywords": [
    "NFL players",
    "American football history",
    "Pro Football Hall of Fame",
    "Championship teams",
    "Notable quarterbacks",
    "Defensive players",
    "Rushing records",
    "Passing records",
    "Historic games",
    "Coaching strategies",
    "Rams",
    "Giants"
  ],
  "neighboring_domains": [
    "Sports history",
    "Professional sports teams",
    "Athlete biographies",
    "Football coaching strategies",
    "Gridiron football evolution"
  ],
  "ambiguity_note": "While the cluster centers on American football, some passages touch on broader sports history or overlap with team-specific or era-specific themes, creating a mix of individual and team-focused content."
}
```


Communist Party of the Soviet Union
Bolsheviks
October Revolution
Stalin
Great Purge
Political repression
Soviets
Lenin
Trotsky
Khrushchev
Central Committee
Collectivization

Russian Revolution
Soviet Politics
Communist Movements
Political History
Totalitarian Regimes

```json
{
  "label": "Soviet Communist Party History",
  "summary": "This cluster focuses on the history and internal dynamics of the Communist Party of the Soviet Union, including political struggles, purges, ideological shifts, and key events such as the October Revolution and the Great Purge.",
  "keywords": [
    "Communist Party of the Soviet Union",
    "Bolsheviks",
    "October Revolution",
    "Stalin",
    "Great Purge",
    "Political repression",
    "Soviets",
    "Lenin",
    "Trotsky",
    "Khrushchev",
    "Central Committee",
    "Collectivization"
  ],
  "neighboring_domains": [
    "Russian Revolution",
    "Soviet Politics",
    "Communist Movements",
    "Political History",
    "Totalitarian Regimes"
  ],
  "ambiguity_note": "The cluster includes a mix of historical events, political factions, and ideological debates, with some overlap into broader topics like Soviet governance and revolutionary movements."
}
```


British families
marriages
historical figures
descendants
social connections
religious affiliations
academic circles
cultural figures
family lineage
historical records
clergy
notable marriages

British history
genealogy
religious history
cultural history
social history

```json
{
  "label": "Historical British Families and Marriages",
  "summary": "This cluster centers on historical British individuals and families, emphasizing their marriages, offspring, and social connections. The passages often describe personal and familial relationships, including multiple marriages, notable descendants, and interactions with prominent figures in religious, academic, and cultural spheres.",
  "keywords": [
    "British families",
    "marriages",
    "historical figures",
    "descendants",
    "social connections",
    "religious affiliations",
    "academic circles",
    "cultural figures",
    "family lineage",
    "historical records",
    "clergy",
    "notable marriages"
  ],
  "neighboring_domains": [
    "British history",
    "genealogy",
    "religious history",
    "cultural history",
    "social history"
  ],
  "ambiguity_note": "While the cluster is centered on British families and marriages, some passages include tangential details about professional achievements or cultural contributions, which may blur the focus slightly."
}
```


Summary: This cluster centers on contemporary American artists who work across a range of media including painting, sculpture, collage, and installation. These artists often draw from personal, cultural, and environmental themes, and many are associated with conceptual or minimalist approaches to art. Their work is exhibited in major institutions and collections, and they frequently engage with educational and curatorial roles.

American artists
contemporary art
sculpture
painting
conceptual art
collage
installation art
minimalism
art education
museum collections
mixed media
site-specific art

Modern art movements
Visual arts education
Cultural identity in art
Public art and installations
Art history

While the cluster is centered on American contemporary artists, there is some variation in artistic focus and media, which may overlap with broader domains like conceptual art or environmental art.


high-speed railway
China Railways
railway infrastructure
intercity rail
railway network
passenger transport
railway construction
railway corridors
railway stations
transportation planning
railway development
railway connectivity

urban transportation
infrastructure development
transportation policy
railway engineering
regional economic integration

```json
{
  "label": "Chinese High-Speed Rail Network",
  "summary": "This cluster focuses on high-speed railway systems and infrastructure in China, including major routes, regional intercity connections, and planned or completed projects that enhance transportation between key cities and provinces.",
  "keywords": [
    "high-speed railway",
    "China Railways",
    "railway infrastructure",
    "intercity rail",
    "railway network",
    "passenger transport",
    "railway construction",
    "railway corridors",
    "railway stations",
    "transportation planning",
    "railway development",
    "railway connectivity"
  ],
  "neighboring_domains": [
    "urban transportation",
    "infrastructure development",
    "transportation policy",
    "railway engineering",
    "regional economic integration"
  ],
  "ambiguity_note": "While the cluster centers on high-speed rail in China, some passages include related topics such as urban transit systems and regional planning, which may slightly blur the focus."
}
```


PLA military units
infantry divisions
mechanized brigades
military reorganization
Chinese military history
army division structure
PLA unit renaming
military reserve forces
combined arms brigades
PLA Corps structure
Northern infantry divisions
military unit transfers

Military organization and structure
Chinese military modernization
Historical military units
Infantry and armored forces
Military reserve systems

```json
{
  "label": "Chinese Military Unit Histories",
  "summary": "This cluster contains detailed historical records of various infantry and mechanized/motorized military units of the People's Liberation Army (PLA) in the People's Republic of China, including their formation, reorganization, renaming, and structural changes over time.",
  "keywords": [
    "PLA military units",
    "infantry divisions",
    "mechanized brigades",
    "military reorganization",
    "Chinese military history",
    "army division structure",
    "PLA unit renaming",
    "military reserve forces",
    "combined arms brigades",
    "PLA Corps structure",
    "Northern infantry divisions",
    "military unit transfers"
  ],
  "neighboring_domains": [
    "Military organization and structure",
    "Chinese military modernization",
    "Historical military units",
    "Infantry and armored forces",
    "Military reserve systems"
  ],
  "ambiguity_note": "Some passages mention similar-sounding units with overlapping histories or re-designations, which may cause confusion without careful contextual analysis."
}
```


economists
macroeconomics
behavioral economics
economic development
econometrics
economic theory
academic contributions
economic research
monetary economics
economic growth
financial economics
economic policy

Academic disciplines
Public policy
Financial systems
Social sciences
Mathematical modeling

```json
{
  "label": "Economists and Economic Theories",
  "summary": "This cluster centers on prominent economists and their contributions to various fields of economics, including macroeconomics, behavioral economics, econometrics, and economic development. It highlights individuals known for their academic work, research, and influence in shaping modern economic thought.",
  "keywords": [
    "economists",
    "macroeconomics",
    "behavioral economics",
    "economic development",
    "econometrics",
    "economic theory",
    "academic contributions",
    "economic research",
    "monetary economics",
    "economic growth",
    "financial economics",
    "economic policy"
  ],
  "neighboring_domains": [
    "Academic disciplines",
    "Public policy",
    "Financial systems",
    "Social sciences",
    "Mathematical modeling"
  ],
  "ambiguity_note": "While the cluster is centered on economists and their work, some variation exists in the specific subfields and applications covered, reflecting the broad scope of modern economics."
}
```


historic mansion
architectural style
landmark building
private estate
historic preservation
cultural heritage
residential development
mansion restoration
historic district
community use
notable owners
historic site

Historic Architecture
Local History
Cultural Landmarks
Urban Development
Historic Preservation

```json
{
  "label": "Historic Mansions and Buildings",
  "summary": "This cluster focuses on historic mansions, estates, and notable buildings across the United States, detailing their construction, ownership, architectural styles, and later uses such as museums, community centers, or hotels.",
  "keywords": [
    "historic mansion",
    "architectural style",
    "landmark building",
    "private estate",
    "historic preservation",
    "cultural heritage",
    "residential development",
    "mansion restoration",
    "historic district",
    "community use",
    "notable owners",
    "historic site"
  ],
  "neighboring_domains": [
    "Historic Architecture",
    "Local History",
    "Cultural Landmarks",
    "Urban Development",
    "Historic Preservation"
  ],
  "ambiguity_note": "While the cluster centers on historic buildings and mansions, some entries overlap with broader topics like community development or educational institutions, creating a degree of thematic overlap."
}
```


Japanese American internment
World War II
concentration camps
Executive Order 9066
Fred Korematsu
racial discrimination
civil rights
Nisei soldiers
redress and reparations
propaganda
War Relocation Authority
ethnic Japanese

U.S. military history
civil liberties and constitutional law
Asian American history
immigration and nationality law
wartime propaganda

```json
{
  "label": "Japanese American Internment",
  "summary": "This cluster focuses on the forced relocation and incarceration of Japanese Americans during World War II, including the historical, legal, and social aspects of the internment, as well as its aftermath and redress efforts.",
  "keywords": [
    "Japanese American internment",
    "World War II",
    "concentration camps",
    "Executive Order 9066",
    "Fred Korematsu",
    "racial discrimination",
    "civil rights",
    "Nisei soldiers",
    "redress and reparations",
    "propaganda",
    "War Relocation Authority",
    "ethnic Japanese"
  ],
  "neighboring_domains": [
    "U.S. military history",
    "civil liberties and constitutional law",
    "Asian American history",
    "immigration and nationality law",
    "wartime propaganda"
  ],
  "ambiguity_note": "While the cluster centers on Japanese American internment, some passages touch on related topics such as Latin American internees, broader racial segregation, and postwar resettlement, which may introduce some thematic overlap."
}
```


battleship
cruiser
naval propulsion
steam engines
torpedo tubes
naval artillery
barbettes
ship armor
naval class
muzzle velocity
ship displacement
naval design

Military History
Naval Engineering
Shipbuilding
World War I Technology
Maritime Warfare

```json
{
  "label": "Naval Warship Specifications",
  "summary": "This cluster contains detailed descriptions of various warships, including battleships, cruisers, destroyers, and monitors, focusing on their propulsion systems, armaments, armor, and other technical specifications from the late 19th to early 20th centuries.",
  "keywords": [
    "battleship",
    "cruiser",
    "naval propulsion",
    "steam engines",
    "torpedo tubes",
    "naval artillery",
    "barbettes",
    "ship armor",
    "naval class",
    "muzzle velocity",
    "ship displacement",
    "naval design"
  ],
  "neighboring_domains": [
    "Military History",
    "Naval Engineering",
    "Shipbuilding",
    "World War I Technology",
    "Maritime Warfare"
  ],
  "ambiguity_note": "While the cluster centers on naval warship specifications, some variation exists in the types of ships and time periods covered, which may introduce some thematic overlap with broader military and engineering domains."
}
```


soap opera characters
dramatic relationships
family secrets
romantic entanglements
character storylines
daytime television
character development
dramatic plot twists
soap opera actors
fictional towns
marital conflicts
reunions and betrayals

television drama
character-driven narratives
family saga storytelling
genre fiction
entertainment industry

```json
{
  "label": "Daytime Soap Opera Characters",
  "summary": "This cluster centers on characters from various daytime soap operas, including their personal relationships, family dynamics, and dramatic storylines. The content reflects recurring themes such as romantic entanglements, family secrets, and dramatic plot twists typical of the genre.",
  "keywords": [
    "soap opera characters",
    "dramatic relationships",
    "family secrets",
    "romantic entanglements",
    "character storylines",
    "daytime television",
    "character development",
    "dramatic plot twists",
    "soap opera actors",
    "fictional towns",
    "marital conflicts",
    "reunions and betrayals"
  ],
  "neighboring_domains": [
    "television drama",
    "character-driven narratives",
    "family saga storytelling",
    "genre fiction",
    "entertainment industry"
  ],
  "ambiguity_note": "While the cluster is centered on soap opera characters, some entries overlap with broader television drama or character-driven narratives, making the boundaries somewhat fluid."
}
```


police departments
law enforcement
specialized units
training programs
community policing
traffic enforcement
SWAT teams
auxiliary police
crime prevention
public safety
officer equipment
investigative units

```json
{
  "label": "Law Enforcement Agencies and Operations",
  "summary": "This cluster focuses on the structure, responsibilities, and operational aspects of various law enforcement agencies across the United States. It includes descriptions of police departments, their specialized units, training programs, equipment, and community engagement efforts.",
  "keywords": [
    "police departments",
    "law enforcement",
    "specialized units",
    "training programs",
    "community policing",
    "traffic enforcement",
    "SWAT teams",
    "auxiliary police",
    "crime prevention",
    "public safety",
    "officer equipment",
    "investigative units"
  ],
  "neighboring_domains": [
    "Public Safety and Security",
    "Criminal Justice and Corrections",
    "Emergency Response and Disaster Management",
    "Urban Governance and Administration",
    "Military and Defense Operations"
  ],
  "ambiguity_note": "While the cluster centers on law enforcement, some passages touch on related areas such as public safety, emergency response, and community support, which may introduce some overlap with adjacent domains."
}
```


NCAA football
bowl games
touchdowns
turnovers
quarterbacks
running backs
field goals
college sports
game summaries
defensive plays
scoring drives
season highlights

college sports statistics
American football history
sports journalism
athletic performance analysis
NCAA tournament events

```json
{
  "label": "NCAA Football Bowl Games",
  "summary": "This cluster consists of detailed summaries of NCAA college football bowl games, focusing on key plays, scoring drives, and standout performances by players such as running backs, quarterbacks, and receivers. The content highlights game outcomes, pivotal moments like turnovers and touchdowns, and the overall flow of matches from various seasons.",
  "keywords": [
    "NCAA football",
    "bowl games",
    "touchdowns",
    "turnovers",
    "quarterbacks",
    "running backs",
    "field goals",
    "college sports",
    "game summaries",
    "defensive plays",
    "scoring drives",
    "season highlights"
  ],
  "neighboring_domains": [
    "college sports statistics",
    "American football history",
    "sports journalism",
    "athletic performance analysis",
    "NCAA tournament events"
  ],
  "ambiguity_note": "While the cluster centers on NCAA football bowl games, some variation exists in the specific teams, years, and game details covered, which may reflect different seasons and events within the broader category."
}
```


music albums
indie rock
electronic music
album production
critical reception
genre evolution
track listings
record labels
band discography
synthpop
post-punk
Christian rock

Music criticism
Music production
Genre classification
Artist biographies
Music industry trends

```json
{
  "label": "Music Albums and Releases",
  "summary": "This cluster centers on music albums, primarily from rock, electronic, and indie genres, detailing their production, release, critical reception, and stylistic evolution. The content includes descriptions of album tracks, production credits, label affiliations, and thematic or genre shifts within artists' discographies.",
  "keywords": [
    "music albums",
    "indie rock",
    "electronic music",
    "album production",
    "critical reception",
    "genre evolution",
    "track listings",
    "record labels",
    "band discography",
    "synthpop",
    "post-punk",
    "Christian rock"
  ],
  "neighboring_domains": [
    "Music criticism",
    "Music production",
    "Genre classification",
    "Artist biographies",
    "Music industry trends"
  ],
  "ambiguity_note": "While the cluster is centered on music albums, there is some variation in genres and formats, including compilation albums and genre-blending works, which may introduce some thematic overlap with adjacent domains."
}
```


English football
Football League
association football
soccer players
biographies
Oldham Athletic
outside-forward
full-back
inside forward
World War I
World War II
Warrington
West Bromwich
Sheffield Wednesday

sports history
British sports biographies
association football clubs
20th-century sports
English regional sports

```json
{
  "label": "English Football Players",
  "summary": "This cluster consists of biographical passages about English football (soccer) players from the early to mid-20th century, detailing their careers, clubs, positions, and notable achievements in the Football League and other regional competitions.",
  "keywords": ["English football", "Football League", "association football", "soccer players", "biographies", "Oldham Athletic", "outside-forward", "full-back", "inside forward", "World War I", "World War II", "Warrington", "West Bromwich", "Sheffield Wednesday"],
  "neighboring_domains": ["sports history", "British sports biographies", "association football clubs", "20th-century sports", "English regional sports"],
  "ambiguity_note": "While the cluster centers on English football players, some entries include brief mentions of pubs or unrelated local details, and a few players have limited or non-league careers, which may slightly blur the focus."
}
```


horror films
film festivals
cult films
zombies
slasher films
body horror
comedy horror
TCM Underground
ShockerFest
Toronto After Dark
urban legends
special effects

science fiction films
comedy films
counterculture films
anthology films
film criticism

```json
{
  "label": "Horror Films and Festivals",
  "summary": "This cluster centers on horror films, their subgenres, and related film festivals. It includes discussions of specific horror movies, their themes, directors, and cultural impact, as well as events like TCM Underground, ShockerFest, and Toronto After Dark that showcase horror and cult cinema.",
  "keywords": [
    "horror films",
    "film festivals",
    "cult films",
    "zombies",
    "slasher films",
    "body horror",
    "comedy horror",
    "TCM Underground",
    "ShockerFest",
    "Toronto After Dark",
    "urban legends",
    "special effects"
  ],
  "neighboring_domains": [
    "science fiction films",
    "comedy films",
    "counterculture films",
    "anthology films",
    "film criticism"
  ],
  "ambiguity_note": "While the cluster is centered on horror films and festivals, some entries blend with comedy, science fiction, or counterculture themes, creating a slightly mixed content profile."
}
```


acting careers
theater training
film and television
early life
university education
Broadway
acting schools
stage experience
performing arts
career transitions
comedy impressions
drama studies

entertainment industry
theater history
film production
comedy performance
education in the arts

```json
{
  "label": "Actors and Performers' Educational and Career Paths",
  "summary": "This cluster focuses on the educational backgrounds, early career experiences, and personal journeys of actors and performers, highlighting their training, early roles, and transitions into the entertainment industry.",
  "keywords": [
    "acting careers",
    "theater training",
    "film and television",
    "early life",
    "university education",
    "Broadway",
    "acting schools",
    "stage experience",
    "performing arts",
    "career transitions",
    "comedy impressions",
    "drama studies"
  ],
  "neighboring_domains": [
    "entertainment industry",
    "theater history",
    "film production",
    "comedy performance",
    "education in the arts"
  ],
  "ambiguity_note": "While the cluster centers on actors and performers, some entries include tangential details about unrelated careers or personal life, adding some variability in focus."
}
```


railway stations
train services
route utilisation strategy
London transport
platform improvements
commuter rail
infrastructure upgrades
Thameslink
station accessibility
urban rail networks
peak hour services
station facilities

public transportation planning
railway engineering
urban development
transport policy
commuter behavior

```json
{
  "label": "Urban Rail Infrastructure and Services",
  "summary": "This cluster focuses on urban rail infrastructure and services in the United Kingdom, particularly in London. It includes descriptions of railway stations, train frequencies, route utilisation strategies, and infrastructure improvements aimed at enhancing connectivity and capacity.",
  "keywords": [
    "railway stations",
    "train services",
    "route utilisation strategy",
    "London transport",
    "platform improvements",
    "commuter rail",
    "infrastructure upgrades",
    "Thameslink",
    "station accessibility",
    "urban rail networks",
    "peak hour services",
    "station facilities"
  ],
  "neighboring_domains": [
    "public transportation planning",
    "railway engineering",
    "urban development",
    "transport policy",
    "commuter behavior"
  ],
  "ambiguity_note": "While the cluster centers on urban rail infrastructure and services, some passages touch on broader transportation planning and regional rail connections, introducing slight thematic variation."
}
```


al-Qaeda
terrorist attacks
September 11 attacks
FBI Most Wanted
Guantanamo Bay
Afghanistan
Pakistan
Middle East
extremist training
unmanned drone attacks
transatlantic aircraft plot
counter-terrorism

International Counter-Terrorism
Middle Eastern Politics
Military Operations
Intelligence and Surveillance
Islamic Extremism

```json
{
  "label": "Al-Qaeda Operatives and Terrorist Activities",
  "summary": "This cluster focuses on individuals and groups associated with al-Qaeda, detailing their roles in planning and executing terrorist attacks, their affiliations with the organization, and their activities in various regions including Afghanistan, Pakistan, and the Middle East.",
  "keywords": [
    "al-Qaeda",
    "terrorist attacks",
    "September 11 attacks",
    "FBI Most Wanted",
    "Guantanamo Bay",
    "Afghanistan",
    "Pakistan",
    "Middle East",
    "extremist training",
    "unmanned drone attacks",
    "transatlantic aircraft plot",
    "counter-terrorism"
  ],
  "neighboring_domains": [
    "International Counter-Terrorism",
    "Middle Eastern Politics",
    "Military Operations",
    "Intelligence and Surveillance",
    "Islamic Extremism"
  ],
  "ambiguity_note": "Some passages mention overlapping themes such as individual detainment, propaganda, and regional affiliations, which may blur the distinction between core al-Qaeda activities and broader extremist networks."
}
```


Middle-earth
The Lord of the Rings
Elves
Dwarves
Sauron
Gandalf
War of the Ring
Mirkwood
Rohirrim
One Ring
Tolkien mythology
Fantasy world-building

Fantasy literature
Medieval mythology
Fictional geography
Epic fantasy characters
Mythopoeia

```json
{
  "label": "Middle-earth mythology and lore",
  "summary": "This cluster centers on the mythology, geography, and characters of J.R.R. Tolkien's fictional world of Middle-earth, particularly focusing on its wars, peoples, and key locations. It includes references to major events like the War of the Ring, the history of Dwarves and Elves, and the roles of key figures such as Sauron, Gandalf, and Aragorn.",
  "keywords": [
    "Middle-earth",
    "The Lord of the Rings",
    "Elves",
    "Dwarves",
    "Sauron",
    "Gandalf",
    "War of the Ring",
    "Mirkwood",
    "Rohirrim",
    "One Ring",
    "Tolkien mythology",
    "Fantasy world-building"
  ],
  "neighboring_domains": [
    "Fantasy literature",
    "Medieval mythology",
    "Fictional geography",
    "Epic fantasy characters",
    "Mythopoeia"
  ],
  "ambiguity_note": "While the cluster is largely focused on Middle-earth lore, some passages touch on specific game adaptations or less central characters, which may introduce slight thematic variation."
}
```


British historians
Oxford University
Cambridge University
archaeology
ancient history
medieval history
academic scholars
historical research
university professors
historical archaeology
British academia
historical documentation

European history
archaeological studies
academic biographies
historiography
British cultural history

```json
{
  "label": "British Academics and Historians",
  "summary": "This cluster centers on British academics and historians, particularly those associated with Oxford and Cambridge universities, with a focus on archaeology, ancient and medieval history, and related disciplines. The individuals described are often noted for their scholarly contributions, academic leadership, and influence in their fields.",
  "keywords": [
    "British historians",
    "Oxford University",
    "Cambridge University",
    "archaeology",
    "ancient history",
    "medieval history",
    "academic scholars",
    "historical research",
    "university professors",
    "historical archaeology",
    "British academia",
    "historical documentation"
  ],
  "neighboring_domains": [
    "European history",
    "archaeological studies",
    "academic biographies",
    "historiography",
    "British cultural history"
  ],
  "ambiguity_note": "While the cluster is centered on British academics and historians, some individuals have broader interdisciplinary interests or professional roles outside of academia, introducing some variation in focus."
}
```


existentialism
despair
faith
Kierkegaard
Nietzsche
Christian existentialism
absurdity
immanence
pessimism
self-consciousness
religion and philosophy
finite and infinite

Theology
Modern Philosophy
Ethics
Psychology of Belief
Nihilism and Anti-Nihilism

```json
{
  "label": "Existential and Religious Philosophy",
  "summary": "This cluster centers on philosophical and theological reflections on human existence, despair, faith, and the tension between the finite and infinite. It includes themes from existentialism, Christian existentialism, pessimism, and critiques of nihilism, often drawing on the works of Kierkegaard, Nietzsche, Schopenhauer, and others.",
  "keywords": [
    "existentialism",
    "despair",
    "faith",
    "Kierkegaard",
    "Nietzsche",
    "Christian existentialism",
    "absurdity",
    "immanence",
    "pessimism",
    "self-consciousness",
    "religion and philosophy",
    "finite and infinite"
  ],
  "neighboring_domains": [
    "Theology",
    "Modern Philosophy",
    "Ethics",
    "Psychology of Belief",
    "Nihilism and Anti-Nihilism"
  ],
  "ambiguity_note": "While the cluster is centered on existential and religious philosophy, some passages touch on broader themes like immanence and pessimism, which may overlap with other philosophical domains."
}
```


dog breeds
hunting dogs
working dogs
companion dogs
conservation canines
purebred dogs
breed characteristics
dog training
sighthounds
scent hounds
breed health
canine roles

animal behavior
veterinary science
pet care
wildlife conservation
sports and dog shows

```json
{
  "label": "Dog Breeds and Roles",
  "summary": "This cluster focuses on various dog breeds and their specialized roles, including hunting, guarding, companionship, and conservation. It covers breed characteristics, training, and health considerations, as well as the cultural and functional significance of different types of dogs.",
  "keywords": [
    "dog breeds",
    "hunting dogs",
    "working dogs",
    "companion dogs",
    "conservation canines",
    "purebred dogs",
    "breed characteristics",
    "dog training",
    "sighthounds",
    "scent hounds",
    "breed health",
    "canine roles"
  ],
  "neighboring_domains": [
    "animal behavior",
    "veterinary science",
    "pet care",
    "wildlife conservation",
    "sports and dog shows"
  ],
  "ambiguity_note": "While the cluster centers on dog breeds and their roles, some passages touch on broader topics like dog ownership, health issues, and cultural significance, which may overlap with adjacent domains."
}
```


cricketer
first-class cricket
English sports history
county cricket
right-handed batsman
bowling styles
biographical data
county teams
sports careers
early 20th century
sports statistics
family connections

sports history
English regional history
biography
cricket statistics
Victorian-era sports

```json
{
  "label": "English First-Class Cricketers",
  "summary": "This cluster contains biographical information about English cricketers who played first-class cricket, primarily in the late 19th and early 20th centuries. The passages describe their careers, batting and bowling styles, county affiliations, and personal details such as birth and death dates.",
  "keywords": ["cricketer", "first-class cricket", "English sports history", "county cricket", "right-handed batsman", "bowling styles", "biographical data", "county teams", "sports careers", "early 20th century", "sports statistics", "family connections"],
  "neighboring_domains": ["sports history", "English regional history", "biography", "cricket statistics", "Victorian-era sports"],
  "ambiguity_note": "While the cluster centers on English first-class cricketers, some entries include brief mentions of family members or regional affiliations that slightly blur the focus."
}
```


British artists
portrait painting
Royal Academy
historical painting
engraving
royal commissions
18th-century art
artistic training
notable figures
artistic family connections
art exhibitions
artistic legacy

European art history
British cultural history
Royal family and court art
Printmaking and engraving
Artistic academies and institutions

```json
{
  "label": "British Portrait and Historical Artists",
  "summary": "This cluster centers on British artists, primarily from the 17th to 19th centuries, known for their work in portraiture, historical painting, and engraving. Many were associated with the Royal Academy or worked for royalty and notable figures of their time.",
  "keywords": [
    "British artists",
    "portrait painting",
    "Royal Academy",
    "historical painting",
    "engraving",
    "royal commissions",
    "18th-century art",
    "artistic training",
    "notable figures",
    "artistic family connections",
    "art exhibitions",
    "artistic legacy"
  ],
  "neighboring_domains": [
    "European art history",
    "British cultural history",
    "Royal family and court art",
    "Printmaking and engraving",
    "Artistic academies and institutions"
  ],
  "ambiguity_note": "While the cluster is centered on British artists, some entries include family members or related figures in other fields, introducing slight thematic variation."
}
```


Disney animation
traditional animation
stop motion
animated films
animation directors
character animation
animated shorts
Silly Symphonies
animation studios
live-action and animation hybrids
animation history
animation techniques

Film history
Entertainment industry
Cartooning and illustration
Media production techniques
Cultural history of the 20th century

```json
{
  "label": "American Animation History and Industry",
  "summary": "This cluster centers on the history, development, and key figures in American animation, particularly focusing on Disney and related studios. It includes discussions of traditional and stop-motion animation techniques, notable animators and directors, and major animated films and series from the 20th century.",
  "keywords": [
    "Disney animation",
    "traditional animation",
    "stop motion",
    "animated films",
    "animation directors",
    "character animation",
    "animated shorts",
    "Silly Symphonies",
    "animation studios",
    "live-action and animation hybrids",
    "animation history",
    "animation techniques"
  ],
  "neighboring_domains": [
    "Film history",
    "Entertainment industry",
    "Cartooning and illustration",
    "Media production techniques",
    "Cultural history of the 20th century"
  ],
  "ambiguity_note": "While the cluster is centered on American animation, some passages touch on broader entertainment production or overlap with other animation styles and technologies, introducing some thematic variation."
}
```


Roman military
Carthaginian navy
ancient battles
naval warfare
Mediterranean conflicts
Roman consuls
siege tactics
Illyrian wars
triremes
military strategy
ancient commanders
siege of cities

Ancient Roman history
Carthaginian history
Mediterranean geopolitics
Military tactics and strategy
Ancient naval history

```json
{
  "label": "Ancient Naval and Land Battles",
  "summary": "This cluster centers on historical military conflicts from the ancient world, particularly focusing on naval engagements and land battles involving Rome, Carthage, and other Mediterranean powers. The passages describe strategic maneuvers, fleet compositions, and outcomes of key battles, often highlighting the interplay between land and sea forces.",
  "keywords": [
    "Roman military",
    "Carthaginian navy",
    "ancient battles",
    "naval warfare",
    "Mediterranean conflicts",
    "Roman consuls",
    "siege tactics",
    "Illyrian wars",
    "triremes",
    "military strategy",
    "ancient commanders",
    "siege of cities"
  ],
  "neighboring_domains": [
    "Ancient Roman history",
    "Carthaginian history",
    "Mediterranean geopolitics",
    "Military tactics and strategy",
    "Ancient naval history"
  ],
  "ambiguity_note": "While the cluster is centered on military conflicts, some passages overlap with broader themes like political alliances and regional power struggles, introducing some thematic variation."
}
```


rivers
Russia
water bodies
geography
tributaries
basin areas
navigation
hydrology
reservoirs
steppe regions
Ural Mountains
Caspian Depression

Siberian geography
European rivers
Caspian Sea systems
Volga River basin
Ural Mountains ecology

```json
{
  "label": "Russian Rivers and Water Bodies",
  "summary": "This cluster contains information about various rivers and lakes in Russia, including their geographical locations, tributaries, basin areas, and navigability. The passages describe the natural features, sources, and courses of these water bodies, often highlighting their ecological and hydrological significance.",
  "keywords": ["rivers", "Russia", "water bodies", "geography", "tributaries", "basin areas", "navigation", "hydrology", "reservoirs", "steppe regions", "Ural Mountains", "Caspian Depression"],
  "neighboring_domains": ["Siberian geography", "European rivers", "Caspian Sea systems", "Volga River basin", "Ural Mountains ecology"],
  "ambiguity_note": "While the cluster centers on Russian rivers and lakes, some entries touch on adjacent topics like mineral resources or cultural references, introducing minor thematic variation."
}
```


Summary: This cluster centers on British actresses known for their extensive work in television, particularly in long-running series and dramas. These individuals have appeared in a wide range of popular British TV shows, including soap operas, crime dramas, and period pieces, often playing recurring or supporting roles.

British actress
television drama
soap opera
recurring character
British TV series
stage and screen
supporting role
Holby City
EastEnders
Doctor Who
Casualty
The Bill

British film actors
radio and stage performers
television production
British soap operas
historical dramas

While the cluster is centered on British television actresses, some entries include brief mentions of film or stage work, and a few have crossover into radio or writing, introducing some thematic variation.


university campus
residence halls
academic buildings
campus history
college architecture
building renovations
educational facilities
student housing
campus development
historical buildings
campus structures
college construction

Higher Education Institutions
Architectural History
Campus Planning and Design
Educational Infrastructure
Historic Preservation

```json
{
  "label": "University Campus Buildings and History",
  "summary": "This cluster focuses on the architectural and historical development of university campuses, particularly detailing residence halls, academic buildings, and other campus structures. It includes information on construction, renovations, and the evolution of educational facilities over time.",
  "keywords": [
    "university campus",
    "residence halls",
    "academic buildings",
    "campus history",
    "college architecture",
    "building renovations",
    "educational facilities",
    "student housing",
    "campus development",
    "historical buildings",
    "campus structures",
    "college construction"
  ],
  "neighboring_domains": [
    "Higher Education Institutions",
    "Architectural History",
    "Campus Planning and Design",
    "Educational Infrastructure",
    "Historic Preservation"
  ],
  "ambiguity_note": "While the cluster centers on university buildings and history, some passages include tangential details about adjacent facilities or unrelated campus features, introducing minor thematic variation."
}
```


oil exploration
natural gas fields
energy production
petroleum companies
hydrocarbon reserves
liquefied natural gas
energy infrastructure
international oil projects
gas condensates
energy exports
pipeline development
energy reserves

Energy economics
Petroleum engineering
Natural resource management
International energy markets
Renewable energy integration

```json
{
  "label": "Oil and Gas Exploration and Production",
  "summary": "This cluster focuses on the exploration, development, and production of oil and natural gas fields across various regions, including operations by national and international companies, infrastructure projects, and energy market dynamics.",
  "keywords": [
    "oil exploration",
    "natural gas fields",
    "energy production",
    "petroleum companies",
    "hydrocarbon reserves",
    "liquefied natural gas",
    "energy infrastructure",
    "international oil projects",
    "gas condensates",
    "energy exports",
    "pipeline development",
    "energy reserves"
  ],
  "neighboring_domains": [
    "Energy economics",
    "Petroleum engineering",
    "Natural resource management",
    "International energy markets",
    "Renewable energy integration"
  ],
  "ambiguity_note": "Some passages touch on related topics like energy policy and gas-to-liquids technology, which slightly broaden the cluster's focus beyond core exploration and production."
}
```


country estates
historic parks
landscaping
architectural design
notable residents
Regency Period
Grade II listed
public spaces
garden design
land ownership
English landscape
heritage sites

British architectural history
landscape gardening
local history and heritage
urban development
historical property ownership

```json
{
  "label": "Historic Country Estates and Parks",
  "summary": "This cluster consists of descriptions of historic country estates, parks, and their associated architecture, landscaping, and social history. The passages often mention notable residents, architectural styles, and the evolution of these properties over time, including their transformation into public spaces or nature reserves.",
  "keywords": [
    "country estates",
    "historic parks",
    "landscaping",
    "architectural design",
    "notable residents",
    "Regency Period",
    "Grade II listed",
    "public spaces",
    "garden design",
    "land ownership",
    "English landscape",
    "heritage sites"
  ],
  "neighboring_domains": [
    "British architectural history",
    "landscape gardening",
    "local history and heritage",
    "urban development",
    "historical property ownership"
  ],
  "ambiguity_note": "While the cluster centers on historic estates and parks, some passages touch on adjacent topics such as urban development and public health, introducing a degree of thematic overlap."
}
```


acting
theatre
drama schools
UK performers
stage acting
dance training
modeling
youth theatre
British actors
performing arts education
stage productions
television acting

British entertainment industry
theatre education
dance and performance arts
television and film acting
youth development in the arts

```json
{
  "label": "Actors and Performers in the UK",
  "summary": "This cluster centers on individuals primarily from the United Kingdom who have pursued careers in acting, theatre, and performance arts. Many of them attended prestigious drama schools or training institutions and have backgrounds in dance, modelling, or youth theatre. Their biographies often highlight early exposure to the arts, education in performing arts, and professional work in stage, television, or film.",
  "keywords": [
    "acting",
    "theatre",
    "drama schools",
    "UK performers",
    "stage acting",
    "dance training",
    "modeling",
    "youth theatre",
    "British actors",
    "performing arts education",
    "stage productions",
    "television acting"
  ],
  "neighboring_domains": [
    "British entertainment industry",
    "theatre education",
    "dance and performance arts",
    "television and film acting",
    "youth development in the arts"
  ],
  "ambiguity_note": "While the cluster is centered on performing arts, some individuals have tangential careers in other fields such as politics, gardening, or writing, which introduces some thematic variation."
}
```


power plugs
electrical sockets
voltage standards
grounding
industrial wiring
electrical safety
connector types
neutral and line connections
power distribution
IEC standards
electrical receptacles
three-phase systems

Electrical engineering
Home and building wiring
Industrial equipment
Electronics and circuits
Energy systems

```json
{
  "label": "Electrical Power Systems and Connectors",
  "summary": "This cluster focuses on the design, function, and safety aspects of electrical power systems, including plugs, sockets, wiring, and related components used in industrial, commercial, and domestic settings. It covers topics such as voltage standards, grounding, and connector types.",
  "keywords": [
    "power plugs",
    "electrical sockets",
    "voltage standards",
    "grounding",
    "industrial wiring",
    "electrical safety",
    "connector types",
    "neutral and line connections",
    "power distribution",
    "IEC standards",
    "electrical receptacles",
    "three-phase systems"
  ],
  "neighboring_domains": [
    "Electrical engineering",
    "Home and building wiring",
    "Industrial equipment",
    "Electronics and circuits",
    "Energy systems"
  ],
  "ambiguity_note": "The cluster includes a mix of technical standards, regional variations, and safety considerations, which may overlap with adjacent domains like electronics and energy systems."
}
```


academia
professors
universities
scholarly careers
academic appointments
research contributions
visiting professorships
fellowships
higher education
disciplinary expertise
teaching roles
academic institutions

Higher Education
Academic History
University Research
Scholarly Networks
Intellectual Biography

```json
{
  "label": "Academic Scholars and Professors",
  "summary": "This cluster consists of biographical passages about prominent academics and professors across various disciplines, detailing their academic careers, affiliations, and contributions to their fields.",
  "keywords": ["academia", "professors", "universities", "scholarly careers", "academic appointments", "research contributions", "visiting professorships", "fellowships", "higher education", "disciplinary expertise", "teaching roles", "academic institutions"],
  "neighboring_domains": ["Higher Education", "Academic History", "University Research", "Scholarly Networks", "Intellectual Biography"],
  "ambiguity_note": "While the cluster centers on academic professionals, the diversity of disciplines and institutions represented introduces some thematic breadth."
}
```


ADSL2+
telecommunications
broadband
DSL
WiMAX
UMTS
telecom providers
network infrastructure
fixed-line services
mobile networks
data services
telecom regulations

Internet service providers
Mobile communications
Network technologies
Telecom regulations
Digital infrastructure

```json
{
  "label": "Telecommunications Infrastructure and Services",
  "summary": "This cluster focuses on telecommunications infrastructure, broadband technologies, and service providers across various countries. It includes discussions on DSL, WiMAX, UMTS, and other network technologies, as well as the operations and market presence of telecom companies and their services like internet, mobile, and fixed-line connectivity.",
  "keywords": [
    "ADSL2+",
    "telecommunications",
    "broadband",
    "DSL",
    "WiMAX",
    "UMTS",
    "telecom providers",
    "network infrastructure",
    "fixed-line services",
    "mobile networks",
    "data services",
    "telecom regulations"
  ],
  "neighboring_domains": [
    "Internet service providers",
    "Mobile communications",
    "Network technologies",
    "Telecom regulations",
    "Digital infrastructure"
  ],
  "ambiguity_note": "The cluster includes a mix of technical specifications, company profiles, and regional service descriptions, which may overlap with adjacent domains like mobile communications and internet service provision."
}
```


real-time strategy
hero units
resource management
fantasy world
base building
tactical combat
multiplayer battles
character customization
quest systems
AI behavior
game mechanics
role-playing elements

```json
{
  "label": "Fantasy Strategy Games",
  "summary": "This cluster centers on a variety of fantasy-themed strategy and role-playing games, often involving resource management, hero-based gameplay, and real-time or turn-based combat mechanics. These games typically feature customizable characters, base-building, and tactical decision-making in both single-player and multiplayer contexts.",
  "keywords": [
    "real-time strategy",
    "hero units",
    "resource management",
    "fantasy world",
    "base building",
    "tactical combat",
    "multiplayer battles",
    "character customization",
    "quest systems",
    "AI behavior",
    "game mechanics",
    "role-playing elements"
  ],
  "neighboring_domains": [
    "Role-Playing Games (RPGs)",
    "Turn-Based Strategy Games",
    "Massively Multiplayer Online Games (MMOs)",
    "Tabletop Wargames",
    "Game Design Systems"
  ],
  "ambiguity_note": "While the cluster is centered on fantasy strategy games, some entries include elements of card-based mechanics, simulation, and social interaction, which may blur the boundaries with adjacent game genres."
}
```


2008 presidential election
Republican Party
Democratic Party
presidential debates
candidate controversies
primary campaigns
media coverage
John McCain
Barack Obama
Hillary Clinton
Ron Paul
political polling

American political history
political campaign strategies
media and politics
U.S. political figures
public opinion and elections

```json
{
  "label": "2008 US Presidential Election and Politics",
  "summary": "This cluster centers on the political dynamics and events surrounding the 2008 United States presidential election, including Republican and Democratic primary campaigns, debates, candidate controversies, and media coverage. It highlights key figures, party strategies, and public opinion during the election cycle.",
  "keywords": [
    "2008 presidential election",
    "Republican Party",
    "Democratic Party",
    "presidential debates",
    "candidate controversies",
    "primary campaigns",
    "media coverage",
    "John McCain",
    "Barack Obama",
    "Hillary Clinton",
    "Ron Paul",
    "political polling"
  ],
  "neighboring_domains": [
    "American political history",
    "political campaign strategies",
    "media and politics",
    "U.S. political figures",
    "public opinion and elections"
  ],
  "ambiguity_note": "While the cluster is centered on the 2008 election, it includes some tangential references to later elections and political figures, which may slightly blur the focus."
}
```


tennis players
Grand Slam tournaments
singles titles
doubles titles
tennis coaches
Open Era
tennis rankings
tennis history
tennis matches
tennis careers
tennis events
tennis champions

sports history
professional sports
tennis coaching
athletic biographies
tennis equipment and techniques

```json
{
  "label": "Tennis Players and Tournaments",
  "summary": "This cluster centers on professional tennis players, their careers, achievements, and notable tournaments. It includes information on Grand Slam events, doubles and singles titles, rankings, and key moments in the careers of prominent players from the mid-20th to late 20th century.",
  "keywords": [
    "tennis players",
    "Grand Slam tournaments",
    "singles titles",
    "doubles titles",
    "tennis coaches",
    "Open Era",
    "tennis rankings",
    "tennis history",
    "tennis matches",
    "tennis careers",
    "tennis events",
    "tennis champions"
  ],
  "neighboring_domains": [
    "sports history",
    "professional sports",
    "tennis coaching",
    "athletic biographies",
    "tennis equipment and techniques"
  ],
  "ambiguity_note": "While the cluster is largely focused on tennis, a few entries touch on related sports or tangential topics, such as racquet sports and backgammon, introducing minor thematic overlap."
}
```


U.S. Congress
healthcare reform
tax policy
Affordable Care Act
political voting records
economic regulation
legislative actions
budget measures
political affiliations
energy policy
abortion rights
fiscal responsibility

Healthcare Policy
Taxation and Fiscal Policy
Energy and Environmental Policy
Political Campaigns and Elections
U.S. Government and Lawmaking

```json
{
  "label": "U.S. Political Figures and Legislative Actions",
  "summary": "This cluster centers on U.S. politicians and their legislative actions, particularly related to healthcare reform, tax policy, and economic regulation. It includes descriptions of individual politicians' voting records, positions on major bills, and their affiliations with political groups or organizations.",
  "keywords": [
    "U.S. Congress",
    "healthcare reform",
    "tax policy",
    "Affordable Care Act",
    "political voting records",
    "economic regulation",
    "legislative actions",
    "budget measures",
    "political affiliations",
    "energy policy",
    "abortion rights",
    "fiscal responsibility"
  ],
  "neighboring_domains": [
    "Healthcare Policy",
    "Taxation and Fiscal Policy",
    "Energy and Environmental Policy",
    "Political Campaigns and Elections",
    "U.S. Government and Lawmaking"
  ],
  "ambiguity_note": "The cluster includes a mix of individual politicians and procedural legislative topics, which may blur the boundaries between personal political stances and broader legislative processes."
}
```


Brazilian music
MPB
Bossa Nova
Sertanejo Universitário
Pagode
Funk Carioca
Brazilian rock
Samba
Cultural movements
Music collaborations
Regional music styles
Brazilian artists

Latin American music
Cultural anthropology
Music history
Popular music trends
Ethnic and regional music

```json
{
  "label": "Brazilian Music Genres and Artists",
  "summary": "This cluster centers on various genres and artists within Brazilian music, including rock, samba, funk, pagode, and MPB (Brazilian Popular Music). It highlights influential bands, solo artists, and cultural movements that have shaped the country's musical landscape, with a focus on regional styles and collaborations.",
  "keywords": [
    "Brazilian music",
    "MPB",
    "Bossa Nova",
    "Sertanejo Universitário",
    "Pagode",
    "Funk Carioca",
    "Brazilian rock",
    "Samba",
    "Cultural movements",
    "Music collaborations",
    "Regional music styles",
    "Brazilian artists"
  ],
  "neighboring_domains": [
    "Latin American music",
    "Cultural anthropology",
    "Music history",
    "Popular music trends",
    "Ethnic and regional music"
  ],
  "ambiguity_note": "While the cluster is centered on Brazilian music, some passages touch on broader cultural themes or include international influences, which may blur the boundaries with related domains."
}
```


tennis players
Grand Slam tournaments
ATP World Tour
match results
player rankings
singles titles
quarterfinals
Wimbledon
Australian Open
French Open
career milestones
tennis matches

sports biographies
tennis history
professional sports performance
sports rankings and statistics
tennis tournaments

```json
{
  "label": "Professional Tennis Players and Tournaments",
  "summary": "This cluster focuses on professional tennis players and their performances in various tournaments, including Grand Slam events, ATP Masters 1000s, and other international competitions. It highlights match outcomes, player rankings, and career milestones.",
  "keywords": [
    "tennis players",
    "Grand Slam tournaments",
    "ATP World Tour",
    "match results",
    "player rankings",
    "singles titles",
    "quarterfinals",
    "Wimbledon",
    "Australian Open",
    "French Open",
    "career milestones",
    "tennis matches"
  ],
  "neighboring_domains": [
    "sports biographies",
    "tennis history",
    "professional sports performance",
    "sports rankings and statistics",
    "tennis tournaments"
  ],
  "ambiguity_note": "While the cluster centers on tennis, some passages mention mixed doubles or other sports tangentially, and a few include brief mentions of unrelated events or players, adding slight variability."
}
```


Roman Catholic bishops
ecclesiastical appointments
diocesan history
consecration ceremonies
Spanish clergy
Italian clergy
archdiocesan roles
religious orders
papal confirmations
bishop biographies
16th-century clergy
17th-century clergy

European religious history
Catholic Church administration
biographical encyclopedias
medieval and early modern clergy
Christian religious orders

```json
{
  "label": "Roman Catholic Bishops and Prelates",
  "summary": "This cluster consists of biographical entries of Roman Catholic bishops and prelates who served in various dioceses and archdioceses across Europe and the Americas during the 16th to 17th centuries. The passages detail their appointments, consecrations, and ecclesiastical roles.",
  "keywords": [
    "Roman Catholic bishops",
    "ecclesiastical appointments",
    "diocesan history",
    "consecration ceremonies",
    "Spanish clergy",
    "Italian clergy",
    "archdiocesan roles",
    "religious orders",
    "papal confirmations",
    "bishop biographies",
    "16th-century clergy",
    "17th-century clergy"
  ],
  "neighboring_domains": [
    "European religious history",
    "Catholic Church administration",
    "biographical encyclopedias",
    "medieval and early modern clergy",
    "Christian religious orders"
  ],
  "ambiguity_note": "While the cluster centers on Catholic bishops and prelates, some entries include overlapping roles in religious orders or multiple diocesan appointments, which may blur the boundaries with broader ecclesiastical or historical domains."
}
```


siege
battle
invasion
Muslim expansion
tribal conflict
Abbasid civil war
Ayyubid campaigns
Byzantine conflicts
Jewish tribes
Medieval Islamic history
Crusader battles
military strategy

Early Islamic history
Medieval Middle Eastern politics
Crusades and Islamic response
Tribal warfare in the Arabian Peninsula
Byzantine-Arab conflicts

```json
{
  "label": "Medieval Islamic Military Campaigns",
  "summary": "This cluster centers on military campaigns and conflicts in the medieval Islamic world, particularly those involving early Muslim expansion, tribal warfare, and power struggles among Muslim factions. It includes sieges, battles, and invasions led by or against prominent Islamic and tribal leaders.",
  "keywords": [
    "siege",
    "battle",
    "invasion",
    "Muslim expansion",
    "tribal conflict",
    "Abbasid civil war",
    "Ayyubid campaigns",
    "Byzantine conflicts",
    "Jewish tribes",
    "Medieval Islamic history",
    "Crusader battles",
    "military strategy"
  ],
  "neighboring_domains": [
    "Early Islamic history",
    "Medieval Middle Eastern politics",
    "Crusades and Islamic response",
    "Tribal warfare in the Arabian Peninsula",
    "Byzantine-Arab conflicts"
  ],
  "ambiguity_note": "While the cluster is centered on military events, some passages overlap with broader themes of tribal politics and religious conflict, making the boundaries somewhat fluid."
}
```


student union
students' association
university representation
student governance
campus activities
student welfare
NUS affiliation
sabbatical officers
student societies
student elections
student advocacy
student services

Higher education administration
Student rights and advocacy
University governance
Campus life and culture
Youth organizations

```json
{
  "label": "Student Unions and Associations",
  "summary": "This cluster focuses on student unions and associations in universities, detailing their governance, roles in representing student interests, funding and organizing campus activities, and their relationships with national and regional student organizations.",
  "keywords": [
    "student union",
    "students' association",
    "university representation",
    "student governance",
    "campus activities",
    "student welfare",
    "NUS affiliation",
    "sabbatical officers",
    "student societies",
    "student elections",
    "student advocacy",
    "student services"
  ],
  "neighboring_domains": [
    "Higher education administration",
    "Student rights and advocacy",
    "University governance",
    "Campus life and culture",
    "Youth organizations"
  ],
  "ambiguity_note": "While the cluster centers on student unions, some passages touch on related topics like political campaigns or specific initiatives, introducing slight thematic variation."
}
```


Indian theatre
playwrights
theatre directors
Hindi theatre
theatre groups
National School of Drama
stage productions
regional theatre
theatre festivals
drama training
cultural institutions
theatre history

Indian performing arts
cultural history
theatre education
South Asian literature
social activism in arts

```json
{
  "label": "Indian Theatre and Playwrights",
  "summary": "This cluster centers on Indian theatre, its practitioners, and key figures who have contributed to the development of Hindi and regional theatre through plays, productions, and educational institutions.",
  "keywords": [
    "Indian theatre",
    "playwrights",
    "theatre directors",
    "Hindi theatre",
    "theatre groups",
    "National School of Drama",
    "stage productions",
    "regional theatre",
    "theatre festivals",
    "drama training",
    "cultural institutions",
    "theatre history"
  ],
  "neighboring_domains": [
    "Indian performing arts",
    "cultural history",
    "theatre education",
    "South Asian literature",
    "social activism in arts"
  ],
  "ambiguity_note": "While the cluster is centered on Indian theatre, some overlap exists with related domains such as cultural education and social activism, particularly in the context of theatre's role in society."
}
```


China
geography
counties
cities
mountains
rivers
railways
tourist attractions
provinces
administrative divisions
natural landscapes
transportation

Chinese history
tourism in China
transportation networks
regional development
ethnic autonomous regions

```json
{
  "label": "Chinese Regional Geography",
  "summary": "This cluster contains descriptions of various cities, counties, and districts in China, focusing on their geographical features, administrative divisions, transportation infrastructure, and local attractions such as mountains, lakes, and historical sites.",
  "keywords": ["China", "geography", "counties", "cities", "mountains", "rivers", "railways", "tourist attractions", "provinces", "administrative divisions", "natural landscapes", "transportation"],
  "neighboring_domains": ["Chinese history", "tourism in China", "transportation networks", "regional development", "ethnic autonomous regions"],
  "ambiguity_note": "While the cluster centers on geographical descriptions of Chinese regions, some entries include historical or cultural details, leading to a slight overlap with other domains."
}
```


Alfa Romeo
Maserati
Carrozzeria Ghia
Gruppo Bertone
Italian car design
Coachbuilding
Grand tourer
Automotive industry in Italy
Concept cars
Pininfarina
Carrozzeria Touring
Lamborghini

European automotive history
Classic car manufacturing
Automotive design
Racing car development
Luxury car brands

```json
{
  "label": "Italian Car Design and Manufacturing",
  "summary": "This cluster focuses on the history, design, and production of Italian automobiles, particularly emphasizing car manufacturers, coachbuilders, and design houses such as Alfa Romeo, Maserati, Bertone, Ghia, and Pininfarina. It highlights the development of grand tourers, concept cars, and the influence of Italian automotive craftsmanship on global car design.",
  "keywords": [
    "Alfa Romeo",
    "Maserati",
    "Carrozzeria Ghia",
    "Gruppo Bertone",
    "Italian car design",
    "Coachbuilding",
    "Grand tourer",
    "Automotive industry in Italy",
    "Concept cars",
    "Pininfarina",
    "Carrozzeria Touring",
    "Lamborghini"
  ],
  "neighboring_domains": [
    "European automotive history",
    "Classic car manufacturing",
    "Automotive design",
    "Racing car development",
    "Luxury car brands"
  ],
  "ambiguity_note": "While the cluster centers on Italian car design and manufacturing, some passages touch on broader automotive history or include references to other carmakers and industries, introducing some thematic overlap."
}
```


skyscraper
high-rise building
sky lobby
elevator design
moving skyscraper
Dynamic Tower
architectural firm
urban development
office tower
residential skyscraper
construction techniques
tall building

Urban Planning
Architectural Engineering
Commercial Real Estate
Sustainable Building Design
Modern Architecture

```json
{
  "label": "Skyscraper Architecture and Design",
  "summary": "This cluster focuses on the architecture, design, and construction of skyscrapers, including their structural features, usage, and notable examples from around the world. It covers topics such as sky lobbies, moving skyscrapers, and the role of architects and firms in shaping modern high-rise buildings.",
  "keywords": [
    "skyscraper",
    "high-rise building",
    "sky lobby",
    "elevator design",
    "moving skyscraper",
    "Dynamic Tower",
    "architectural firm",
    "urban development",
    "office tower",
    "residential skyscraper",
    "construction techniques",
    "tall building"
  ],
  "neighboring_domains": [
    "Urban Planning",
    "Architectural Engineering",
    "Commercial Real Estate",
    "Sustainable Building Design",
    "Modern Architecture"
  ],
  "ambiguity_note": "The cluster includes a mix of completed and proposed buildings, as well as architectural concepts, which may cause some overlap with adjacent domains like urban development and engineering."
}
```


historic districts
urban neighborhoods
architectural styles
residential areas
city boundaries
gentrification
cultural landmarks
community areas
local parks
historical preservation
streetcar suburbs
urban development

Urban Planning
Historic Preservation
Real Estate and Gentrification
Cultural Geography
Local History

```json
{
  "label": "Historic Urban Neighborhoods",
  "summary": "This cluster focuses on historic and residential neighborhoods in various U.S. cities, emphasizing their geographic boundaries, architectural styles, and cultural or historical significance.",
  "keywords": [
    "historic districts",
    "urban neighborhoods",
    "architectural styles",
    "residential areas",
    "city boundaries",
    "gentrification",
    "cultural landmarks",
    "community areas",
    "local parks",
    "historical preservation",
    "streetcar suburbs",
    "urban development"
  ],
  "neighboring_domains": [
    "Urban Planning",
    "Historic Preservation",
    "Real Estate and Gentrification",
    "Cultural Geography",
    "Local History"
  ],
  "ambiguity_note": "While the cluster centers on urban neighborhoods, some passages overlap with broader topics like cultural landmarks and transportation infrastructure, introducing mild thematic variation."
}
```


German U-boat
Kriegsmarine
World War II
Type VIIC
Type IIB
submarine specifications
naval warfare
wolfpacks
depth charges
ship sinking
military history
naval vessels

World War I naval history
submarine technology
Allied naval operations
military engineering
naval battles

```json
{
  "label": "World War II German U-Boats",
  "summary": "This cluster contains information about German U-boat submarines used by the Kriegsmarine during World War II, including their construction, technical specifications, operational history, and eventual sinking or scuttling.",
  "keywords": [
    "German U-boat",
    "Kriegsmarine",
    "World War II",
    "Type VIIC",
    "Type IIB",
    "submarine specifications",
    "naval warfare",
    "wolfpacks",
    "depth charges",
    "ship sinking",
    "military history",
    "naval vessels"
  ],
  "neighboring_domains": [
    "World War I naval history",
    "submarine technology",
    "Allied naval operations",
    "military engineering",
    "naval battles"
  ],
  "ambiguity_note": "While the cluster is centered on German U-boats in World War II, a few entries reference World War I submarines, introducing a minor historical overlap."
}
```