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ACM-1, ACM-2, ACM-3, MovieLens, Douban Movie, Douban Book, Amazon, LastFM

These datasets include the ACM series, MovieLens, Douban Movie, Douban Book, Amazon, and LastFM; each provides detailed entity and relationship statistics for heterogeneous graph analysis.

Updated 5/6/2024
github

Description

ACM-1

  • Entity: Paper, Author, Conf, Term (paper feature), Index(paper label)
  • Statistics:
    • Paper: 12,500
    • Term: 300
    • Index: 11

ACM-2

  • Entity: Paper, Author, Subject, Term (paper feature), Research area(paper label)
  • Statistics:
    • Paper: 3,025
    • Author: 5,835
    • Subject: 56
    • Term: 1,830
    • Research area: 3

ACM-3

  • Entity: Paper, Author, Affiliations, Term, Subjects
  • Statistics:
    • Paper: 12,000
    • Author: 17,000
    • Affiliations: 1,800
    • Term: 1,500
    • Subjects: 73

MovieLens

  • Entity: User, Age, Occupation, Movie, Genre
  • Statistics:
    • User: 943
    • Age: 8
    • Occupation: 21
    • Movie: 1,682
    • Genre: 18
  • Relation Statistics:
    • User - Movie: 100,000
    • User - User (KNN): 47,150
    • User - Age: 943
    • User - Occupation: 943
    • Movie - Movie (KNN): 82,798
    • Movie - Genre: 2,861

Douban Movie

  • Entity: User, Movie, Group, Actor, Director, Type
  • Statistics:
    • User: 13,367
    • Movie: 12,677
    • Group: 2,753
    • Actor: 6,311
    • Director: 2,449
    • Type: 38
  • Relation Statistics:
    • User - Movie: 1,068,278
    • User - Group: 570,047
    • User - User: 4,085
    • Movie - Actor: 33,587
    • Movie - Director: 11,276
    • Movie - Type: 27,668

Douban Book

  • Entity: User, Book, Group, Location, Author, Publisher, Year
  • Statistics:
    • User: 13,024
    • Book: 22,347
    • Group: 2,936
    • Location: 38
    • Author: 10,805
    • Publisher: 1,815
    • Year: 64
  • Relation Statistics:
    • User - Book: 792,062
    • User - Group: 1,189,271
    • User - User: 169,150
    • User - Location: 10,592
    • Book - Author: 21,907
    • Book - Publisher: 21,773
    • Book - Year: 21,192

Amazon

  • Entity: User, Item, View, Category, Brand
  • Statistics:
    • User: 6,170
    • Item: 2,753
    • View: 3,857
    • Category: 22
    • Brand: 334
  • Relation Statistics:
    • User - Item: 195,791
    • Item - View: 5,694
    • Item - Category: 5,508
    • Item - Brand: 2,753

LastFM

  • Entity: User, Artist, Tag
  • Statistics:
    • User: 1,892
    • Artist: 17,632
    • Tag: 11,945
  • Relation Statistics:
    • User - Artist: 92,834
    • User - User (Original): 25,434
    • User - User (KNN): 18,802
    • Artist - Artist (KNN): 153,399
    • Artist - Tag: 184,941

Yelp

  • Entity: User, Business, Compliment, Category, City
  • Statistics:
    • User: 16,239
    • Business: 14,284
    • Compliment: 11
    • Category: 47
    • City: 511
  • Relation Statistics:
    • User - Business: 198,397
    • User - User: 158,590
    • User - Compliment: 76,875
    • Business - City: 14,267
    • Business - Category: 40,009

Yelp-2

  • Entity: User, Business, Service, Star level, Reservation, Category
  • Statistics:
    • User: 1,286
    • Business: 2,614
    • Service: 2
    • Star level: 9
    • Reservation: 2
    • Category: 3
  • Relation Statistics:
    • User - Business: 30,838
    • Business - Service: 2,614
    • Business - Star level: 2,614
    • Business - Reservation: 2,614
    • Business - Category: 2,614

DBLP-1

  • Entity: Author, Paper, Author_label, Conference, Type
  • Statistics:
    • Author: 14,475
    • Paper: 14,376
    • Author_label: 4
    • Conference: 20
    • Type: 8,920
  • Relation Statistics:
    • Author - Label: 4,057
    • Paper - Author: 41,794
    • Paper - Conference: 14,376
    • Paper - Type: 114,624

DBLP-2

  • Entity: Paper, Author, Conf, Term, Profile(author feature), Research area(author label)
  • Statistics:
    • Paper: 14,328
    • Author: 4,057
    • Conf: 20
    • Term: 8,789
    • Profile: 334
    • Research area: 4

Aminer

  • Entity: Author, Paper, Papel_label, Conference, Reference
  • Statistics:
    • Author: 164,472
    • Paper: 127,623
    • Papel_label: 10
    • Conference: 101
    • Reference: 147,251
  • Relation Statistics:
    • Paper - Label: 127,623
    • Paper - Author: 355,072
    • Paper - Conference: 127,632
    • Paper - Reference: 392,519

IMDB

  • Entity: Movie, Actress, Actor, Director, Plot(movie feature), Genre(movie label)
  • Statistics:
    • Movie: 14,475
    • Plot: 1,000
    • Genre: 9

SLAP

  • Entity: Gene, Ontology(gene feature), Tissue, Pathway, Diease, Chemical Compound, Family(gene label)
  • Statistics:
    • Gene: 20,419
    • Ontology: 3,000
    • Family: 15

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Topics

Heterogeneous Graph Analysis
Multi-domain Data

Source

Organization: github

Created: 9/12/2019

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