Relational Datasets

A largely incomplete but hopefully useful list of links to datasets for relational learning and inductive logic programming. No guarantees on availability.

Classic ILP datasets

A list of datasets per source.

• The CVUT Prague Relational Dataset Repository: A large collection of ILP datasets, stored as MariaDB (SQL) datasets.

  Motl, Jan, and Oliver Schulte. "The CTU prague relational learning repository." arXiv preprint arXiv:1511.03086 (2015).

• ACE data mining system data sets: nine ILP datasets in Quinlan's FOIL format, together with scripts to convert them into ACE format (see README.txt in the ZIP). These were used in:

  Jan Struyf, Jesse Davis and David Page, An efficient approximation to lookahead in relational learners. In J. Fürnkranz, T. Scheffer and M. Spiliopoulou, editors, Machine Learning: ECML 2006, 17th European Conference on Machine Learning, Proceedings. Lecture Notes in Artificial Intelligence, volume 4212, pages 775-782, Springer, 2006, [Abstract], [BibTeX].

  • Muta188
  • Muta230
  • Financial
  • Sisyphus A
  • Sisyphus B
  • UWCSE
  • Yeast
  • Carcinogenesis
  • Bongard

• Alchemy

  • Animals
  • CiteSeer
  • Cora
  • Epinions
  • IMDB
  • Kinships
  • Nations
  • Protein Interaction
  • Radish Robot Mapping - Tutorial
  • UMLS
  • UW-CSE
  • WebKB

• ILP Datasets:: in SQL format

  • Carcinogenesis
  • Financial
  • Trains
  • Mutagenesis
  • Imdb
  • IMDB Top/Botttom Movies

• Stephen Muggleton's data set directory:

  • Trains
  • alzheimers
  • carcinogenesis
  • chess
  • e_coli
  • mesh
  • more_chess
  • mutagenesis
  • proteins
  • satellite
  • suramin
  • utube

• Sriraam's StARLinGLAB data sets:

  • Toy Father
  • Toy Cancer
  • IMDB
  • Cora
  • UW-CSE
  • WebKB
  • CiteSeer
  • Boston Housing
  • Drug-Drug Interactions

• GILPS:

  • alzheimers
  • carcinogenesis
  • dsstox
  • metabolism
  • mutagenesis
  • pyrimidines
  • trains

• BayesBase: Datasets posted in 3 formats: (i) as a MySQL dump for a relational schema, (ii) in the WILL format, similar to the Aleph ILP input format, (iii) in the .db format of Markov Logic Networks as implemented in the Alchemy system.

  • unielwin
  • Mutagenesis_std
  • MovieLens_std
  • MovieLens_TQ(1M)
  • Financial_std
  • Mondial_std
  • UW_std
  • imdb_MovieLens
  • Hepatitis_std
  • Cont_PLG_TM (Continuous database)

• LINQS - Statistical Relational Learning Group

  • Social Spammer
  • Drug-Target Interaction
  • Stance Classification
  • CiteSeer for Document Classification
  • CiteSeer for Entity Resolution
  • Cora
  • ArXiv
  • PubMed Diabetes
  • WebKB
  • Terrorists
  • Terrorist Attacks

• klog Datasets as Prolog files:

  • WebKB: Originally developed by M. Craven et al. (1998). The version available here is a direct conversion to Prolog of the data available at the Alchemy website.
  • Internet Movie Database: Data extracted from this database has been used in a number of relational learning papers. The version available here was downloaded from the IMDb website, converted into SQL using the prodecure described in http://imdbpy.sourceforge.net/docs/README.sqldb.txt and finally a subset of the tuples was converted into a Prolog file.
  • UW-CSE The data set originally developed at University of Washington for demonstrating the capabilities of Markov logic networks. The version available here is a direct conversion to Prolog of the data available at theAlchemy website.
  • Bursi This data set contains 4,337 molecules labeled according to mutagenicity (2,401 mutagens and 1,936 nonmutagens). Originally developed by Kazius et al (2005) it has been used in a number of machine learning papers, especially those studying graph kernels.
  • Biodegradability This is an older data set of chemical structures containing 328 compounds labeled by their half-life for aerobic aqueous biodegradation (a regression task).

• Weka Proper - RELAGGS

• MLnet
  Among others, some ILP datasets. Note: Internet Archive's Wayback machine link

Other links:

• MySQL example databases
  • Salika
• employee data

• KDD cup 2014

• [Kaggle]
  • Home Credit Default Risk
  • Outbrain Click Prediction
  • Grupo Bimbo Inventory Demand
• KDnuggets
• Microsoft Research Open Data
• Registry of Open Data on AWS
• Awesome Public Datasets Collection
• San Francisco open data website
  • Restaurants:
    • https://data.sfgov.org/Health-and-Social-Services/Restaurant-Scores-LIVES-Standard/pyih-qa8i
    • https://blog.bigml.com/2013/10/30/data-preparation-for-machine-learning-using-mysql/
• Stanford Large Network Dataset Collection (SNAP)
• metapath2vec: Scalable Representation Learning for Heterogeneous Networks
• Benchmark data sets for graph kernels