RelBench v2: A Large-Scale Benchmark and Repository for Relational Data
Paper • 2602.12606 • Published
name stringlengths 7 20 | domain stringlengths 6 38 | description stringlengths 116 778 | num_tables int64 2 68 | num_rows int64 440 19.4M | num_tasks int64 0 3 | tasks_binary_classification int64 0 2 | tasks_multiclass_classification int64 0 2 | tasks_regression int64 0 2 | size_gb float64 0 0.66 | val_timestamp stringlengths 10 19 | test_timestamp stringlengths 10 19 | license stringclasses 12
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ctu-accidents | Traffic / road safety | Traffic accident database consists of all accidents that happened in Slovenia's capital city Ljubljana between the years 1995 and 2006. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 3 | 1,463,093 | 2 | 0 | 2 | 0 | 0.0436 | 2004-03-01 00:00:00 | 2005-03-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-adventureworks | Retail / ERP (sales) | Adventure Works 2014 (OLTP version) is a sample database for Microsoft SQL Server, which has replaced Northwind and Pub sample databases that were shipped earlier. The database is about a fictious, multinational bicycle manufacturer called Adventure Works Cycles. Sourced from the CTU Prague Relational Learning Reposito... | 67 | 669,987 | 2 | 0 | 0 | 2 | 0.0292 | 2014-03-01 00:00:00 | 2014-05-01 00:00:00 | Microsoft sample DB (free use) | https://docs.microsoft.com/en-us/sql/samples/adventureworks-install-configure |
ctu-airline | Air transport (on-time) | Airline on-time data are reported each month to the U.S. Department of Transportation (DOT), Bureau of Transportation Statistics (BTS) by the 16 U.S. air carriers that have at least 1 percent of total domestic scheduled-service passenger revenues, plus two other carriers that report voluntarily. The data cover nonstop ... | 19 | 481,415 | 2 | 0 | 0 | 2 | 0.0371 | 2016-01-18 00:00:00 | 2016-01-25 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-atherosclerosis | Healthcare (longitudinal study) | The study STULONG is a longitudinal 20 years lasting primary preventive study of middle-aged men. The study aims to identify prevalence of atherosclerosis RFs in a population generally considered to be the most endangered by possible atherosclerosis complications, i.e., middle-aged men. Sourced from the CTU Prague Rela... | 4 | 12,781 | 1 | 0 | 1 | 0 | 0.0006 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-basketballmen | Sports (basketball) | CTU relational dataset 'basketballmen' from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 9 | 44,822 | 1 | 0 | 0 | 1 | 0.0021 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-basketballwomen | Sports (basketball) | CTU relational dataset 'basketballwomen' from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 8 | 5,570 | 1 | 1 | 0 | 0 | 0.0005 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-biodegradability | Chemistry (molecules) | This is an older data set of chemical structures containing 328 compounds labeled by their half-life for aerobic aqueous biodegradation. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 5 | 21,895 | 1 | 0 | 0 | 1 | 0.0004 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-bupa | Healthcare (liver disorders) | Evaluation of patients on liver disorder. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 9 | 2,762 | 1 | 1 | 0 | 0 | 0.0001 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-carcinogenesis | Chemistry / toxicology | For prediction of whether a given molecule is carcinogenic or not. The dataset contains 182 positive carcinogenicity tests and 148 negative tests. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 6 | 28,027 | 1 | 1 | 0 | 0 | 0.0006 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-cde | Education (California schools) | A database containing geospatial information, as well as SAT average scores and Free-or-Reduced-Price Meal eligibility data, for California schools. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 3 | 29,941 | 1 | 0 | 0 | 1 | 0.0034 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-chess | Games (chess) | CTU relational dataset 'chess' from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 2 | 2,052 | 1 | 0 | 1 | 0 | 0.0001 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-classicmodels | Retail (scale models) | The schema is for Classic Models, a retailer of scale models of classic cars. The database contains typical business data such as customers, orders, order line items, products and so on. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 8 | 3,864 | 2 | 0 | 0 | 2 | 0.0002 | 2004-11-01 00:00:00 | 2005-02-01 00:00:00 | MySQL Tutorial sample DB (free use) | https://www.mysqltutorial.org/getting-started-with-mysql/mysql-sample-database/ |
ctu-cora | Academic citations | The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of ... | 3 | 57,353 | 1 | 0 | 1 | 0 | 0.0006 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-countries | Geography (forests) | Data of forest area for 247 countries. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 22,318 | 1 | 0 | 0 | 1 | 0.0035 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-craftbeer | Beverages (beer) | Craft beers labeled by styles and composition. A separate dataset lists breweries by state. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 2 | 2,968 | 1 | 0 | 1 | 0 | 0.0001 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-credit | Finance (synthetic) | A bit more complex artificial database with loops. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 8 | 1,646,573 | 0 | 0 | 0 | 0 | 0.0218 | 1999-09-01 00:00:00 | 1999-10-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-dallas | Public safety (police shootings) | Officer-involved shootings as disclosed by the Dallas Police Department. Includes separate tables for officer and subject/suspect information. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 3 | 812 | 2 | 0 | 2 | 0 | 0.0002 | 2014-01-01 00:00:00 | 2015-01-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-dcg | Linguistics (grammar) | The set of positive examples consists of all sentences of up to seven words that can be generated by the DCG in Bratko's book (565 positive examples). The set of negative examples was generated by randomly selecting one word in each positive example and replacing it by a randomly selected word the leads to an incorrect... | 2 | 8,258 | 1 | 1 | 0 | 0 | 0.0001 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-diabetes | Academic citations (PubMed) | The Diabetes dataset consists of 19717 scientific publications from PubMed database pertaining to diabetes classified into one of three classes. The citation network consists of 44338 links. Each publication in the dataset is described by a TF/IDF weighted word vector from a dictionary which consists of 500 unique word... | 3 | 1,052,086 | 1 | 0 | 1 | 0 | 0.0125 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-dunur | Family relations / kinship | Dunur is a relatedness of two people due to marriage such that A is dunur of B if a child of A is married to a child of B. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 17 | 440 | 0 | 0 | 0 | 0 | 0.0001 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-elti | Family relations / kinship | Elti is a relatedness of two people due to marriage such that A is elti of B if A's husband is a brother of B's husband. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 11 | 1,352 | 0 | 0 | 0 | 0 | 0.0001 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-employee | HR / employees | CTU relational dataset 'employee' from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 6 | 3,919,015 | 2 | 0 | 0 | 2 | 0.0868 | 2000-01-01 00:00:00 | 2001-01-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-ergastf1 | Motorsport (Formula 1) | Ergast.com is a webservice that provides a database of Formula 1 races, starting from the 1950 season until today. The dataset includes information such as the time taken in each lap, the time taken for pit stops, the performance in the qualifying rounds etc. of all Formula 1 races from 1950 to 2017. Sourced from the C... | 14 | 545,866 | 1 | 1 | 0 | 0 | 0.0067 | 2014-01-01 00:00:00 | 2016-01-01 00:00:00 | CC BY-NC-SA 3.0 (Ergast database images) | https://ergast.com/mrd/db/ |
ctu-expenditures | Economics (consumer expenditure) | The Consumer Expenditure Survey (CE) collects data on expenditures, income, and demographics in the United States. The public-use microdata (PUMD) files provide this information for individual respondents without any information that could identify respondents. PUMD files include adjustments for information that is mis... | 3 | 2,214,801 | 1 | 1 | 0 | 0 | 0.0404 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-financial | Finance (loans) | PKDD'99 Financial dataset contains 606 successful and 76 not successful loans along with their information and transactions. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 8 | 1,079,680 | 2 | 0 | 2 | 0 | 0.0149 | 1998-01-01 00:00:00 | 1998-07-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-fnhk | Healthcare (hospital) | Anonymised data from a hospital in Hradec Kralove, Czech Republic, about treatment and medication. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 3 | 2,113,275 | 2 | 0 | 0 | 2 | 0.0217 | 2014-09-01 00:00:00 | 2014-11-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-ftp | Web analytics (product views) | PAKDD'15 Data Mining Competition: The data were obtained from simulations of product viewing activities of users with known gender. The data closely follow the real-life distribution in that regard. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 2 | 96,491 | 2 | 2 | 0 | 0 | 0.0027 | 2014-12-15 00:00:00 | 2014-12-19 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-geneea | Politics (Czech parliament) | Data on deputies and senators in the Czech Republic. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 19 | 803,901 | 2 | 2 | 0 | 0 | 0.0063 | 2015-06-01 00:00:00 | 2015-10-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-genes | Bioinformatics (genes/proteins) | KDD Cup 2001 prediction of gene/protein function and localization. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 3 | 6,118 | 1 | 0 | 1 | 0 | 0.0001 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-gosales | Retail (sales) | GO Sales dataset from IBM contains information about daily sales, methods, retailers, and products of a fictitious outdoor equipment retail chain “Great Outdoors” (GO). Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 150,105 | 2 | 0 | 0 | 2 | 0.0042 | 2017-10-01 00:00:00 | 2018-03-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-grants | Research funding (NSF grants) | This dataset includes funding grants from the National Science Foundation. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 12 | 2,966,931 | 2 | 0 | 0 | 2 | 0.3854 | 2010-10-01 00:00:00 | 2014-01-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-hepatitis | Healthcare (hepatitis) | PKDD'02 Hepatitis dataset describes 206 instances of Hepatitis B (contrasting them against 484 cases of Hepatitis C). Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 7 | 12,927 | 1 | 1 | 0 | 0 | 0.0002 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-hockey | Sports (hockey) | The Hockey Database, in addition to the NHL, covers the following early and alternative leagues: NHA, PCHA, WCHL and WHA. It contains individual and team statistics from 1909-10 through the 2011-12 season. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 19 | 95,514 | 1 | 0 | 1 | 0 | 0.0028 | 2007-01-01 00:00:00 | 2009-01-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-imdb | Movies | The IMDb database: moderately large, real database of movies. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 7 | 5,647,694 | 1 | 1 | 0 | 0 | 0.1211 | 1998-01-01 00:00:00 | 2002-01-01 00:00:00 | Non-commercial only | https://developer.imdb.com/non-commercial-datasets |
ctu-lahman | Sports (baseball) | Lahman's baseball database contains complete batting and pitching statistics from 1871 to 2014, plus fielding statistics, standings, team stats, managerial records, post-season data, and more. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 25 | 472,489 | 2 | 0 | 0 | 2 | 0.0131 | 2010-01-01 00:00:00 | 2012-01-01 00:00:00 | CC BY-SA 3.0 Unported (Lahman / Baseball Databank) | https://github.com/seanlahman/SABR-datasets |
ctu-legalacts | Legal (court decisions) | Bulgarian court decision metadata. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 1,754,299 | 2 | 0 | 2 | 0 | 0.0587 | 2012-02-01 00:00:00 | 2012-05-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-mesh | Engineering (finite element) | This domain is about finite element methods in engineering where the number of elements in the mesh model can vary between 1 and 17. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 29 | 2,700 | 1 | 0 | 1 | 0 | 0.0002 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-mondial | Geography | A geography dataset from University of Göttingen describes 114 Christian countries and 71 non-Christian countries. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 34 | 21,497 | 1 | 1 | 0 | 0 | 0.0009 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-mooney | Family relations / kinship | The dataset describes a family composed of 86 people across 5 generations. The family dataset includes 744 positive instances and 1488 randomly generated negative instances. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 68 | 4,425 | 0 | 0 | 0 | 0 | 0.0006 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-movielens | Movie ratings | MovieLens data set from the UC Irvine machine learning repository. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 7 | 1,249,411 | 1 | 1 | 0 | 0 | 0.0108 | 2262-04-11 | 2262-04-11 | Research-only, NO redistribute | https://files.grouplens.org/datasets/movielens/ml-25m-README.html |
ctu-musklarge | Chemistry (molecules) | The Musk database describes molecules occurring in different conformations. Each molecule is either musk or non-musk and one of the conformations determines this property. Such a problem is known as a multiple-instance problem, and is modeled by two tables molecule and conformation, joined by a one-to-many association.... | 2 | 6,700 | 1 | 1 | 0 | 0 | 0.0016 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-musksmall | Chemistry (molecules) | The Musk database describes molecules occurring in different conformations. Each molecule is either musk or non-musk and one of the conformations determines this property. Such a problem is known as a multiple-instance problem, and is modeled by two tables molecule and conformation, joined by a one-to-many association.... | 2 | 568 | 1 | 1 | 0 | 0 | 0.0004 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-mutagenesis | Chemistry / toxicology | The dataset comprises of 230 molecules trialed for mutagenicity on Salmonella typhimurium. A subset of 188 molecules is learnable using linear regression. This subset was later termed the ”regression friendly” dataset. The remaining subset of 42 molecules is named the ”regression unfriendly” dataset. Note that authors ... | 3 | 10,324 | 1 | 1 | 0 | 0 | 0.0002 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-ncaa | Sports (basketball) | NCAA Basketball Tournament. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 9 | 202,305 | 1 | 1 | 0 | 0 | 0.004 | 2010-11-01 00:00:00 | 2012-11-05 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-northwind | Retail / ERP (sales) | The Northwind database contains the sales data for a fictitious company called Northwind Traders, which imports and exports specialty foods from around the world. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 13 | 3,308 | 2 | 0 | 0 | 2 | 0.0005 | 1998-02-01 00:00:00 | 1998-04-01 00:00:00 | Microsoft sample DB (free use) | https://docs.microsoft.com/en-us/dotnet/framework/data/adonet/sql/linq/downloading-sample-databases |
ctu-pima | Healthcare (diabetes) | The National Institute of Diabetes and Digestive and Kidney Diseases conducted a study on 768 adult female Pima Indians living near Phoenix. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 9 | 6,912 | 1 | 1 | 0 | 0 | 0.0001 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-premiereleague | Sports (football) | A database with information about football matches from the UK Premier League. Lists Players, Teams, and matches with action counts for each player. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 11,308 | 2 | 0 | 2 | 0 | 0.0009 | 2012-04-01 00:00:00 | 2012-05-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-restbase | Restaurants | A database of restaurants in the San Francisco Bay Area. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 3 | 19,297 | 1 | 0 | 0 | 1 | 0.0005 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-sakila | Retail (DVD rental) | The Sakila sample database is designed to represent a DVD rental store. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 16 | 47,273 | 2 | 0 | 0 | 2 | 0.0019 | 2005-08-19 00:00:00 | 2005-08-21 00:00:00 | BSD-style (MySQL sample DB) | https://dev.mysql.com/doc/sakila/en/sakila-license.html |
ctu-sales | Retail (synthetic) | A simple artificial database in star schema. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 6,735,507 | 1 | 0 | 0 | 1 | 0.0768 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-samegen | Family relations / kinship | Small database of family relations. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 1,536 | 0 | 0 | 0 | 0 | 0 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-sap | Finance / sales (synthetic) | Syntetic dataset containing information about sales of a Credit++. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 4,141,029 | 3 | 1 | 0 | 2 | 0.0917 | 2007-06-10 00:00:00 | 2007-06-20 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-satellite | Telecommunications (satellites) | Communications satellite data. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 34 | 19,863 | 0 | 0 | 0 | 0 | 0.0005 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-seznam | Web / advertising | Seznam.cz is a web portal and search engine in the Czech Republic. The data represent online advertisement expenditures from Seznam's "wallet". Table description: client: location and domain field of the client (anonymized) dobito: prepaid into a wallet in Czech currency probehnuto: charged from the wallet in Czech cur... | 4 | 2,689,257 | 2 | 0 | 0 | 2 | 0.0501 | 2015-03-01 00:00:00 | 2015-07-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-sfscores | Public health (restaurant inspections) | The San Francisco Dept. of Public Health's database of eateries, inspections of those eateries, and violations found during the inspections. The scores of inspections range from 1 to 100, where 100 means that the establishment meets all required standards. Sourced from the CTU Prague Relational Learning Repository (htt... | 3 | 66,172 | 2 | 0 | 0 | 2 | 0.0016 | 2016-03-01 00:00:00 | 2016-07-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-shakespeare | Literature / text | The Open Source Shakespeare is a collection of Shakespeare's complete works. This is a much more interesting data set than some boring imaginary online retailer. In this dataset, people die! Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 37,719 | 0 | 0 | 0 | 0 | 0.0037 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-stats | Online Q&A (Stack Exchange) | An anonymized dump of all user-contributed content on the Stats Stack Exchange network. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 8 | 1,029,842 | 2 | 0 | 0 | 2 | 0.2055 | 2014-03-01 00:00:00 | 2014-06-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-studentloan | Education / finance (student loans) | Student Loan contains data about students enrollment and employment status, and the aim is to find rules that define a students' obligation for paying his/her loan back. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 10 | 5,288 | 1 | 1 | 0 | 0 | 0.0002 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-thrombosis | Healthcare (thrombosis) | PKDD'99 Medical dataset describes 41 patients with Thrombosis. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 3 | 15,942 | 1 | 0 | 1 | 0 | 0.0006 | 1996-01-01 00:00:00 | 1997-01-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-toxicology | Chemistry / toxicology | Predictive Toxicology Challenge (2000) consists of more than three hundreds of organic molecules marked according to their carcinogenicity on male and female mice and rats. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 49,813 | 1 | 1 | 0 | 0 | 0.0009 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-tpcc | Database benchmark (OLTP) | TPC-C is the benchmark published by the Transaction Processing Performance Council (TPC) for Online Transaction Processing (OLTP). Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 9 | 600,093 | 1 | 1 | 0 | 0 | 0.067 | 2262-04-11 | 2262-04-11 | TPC-C license (free for academic and research use) | https://www.tpc.org/tpcc/ |
ctu-tpcd | Database benchmark (decision support) | TPC-D represents a broad range of decision support (DS) applications that require complex, long running queries against large complex data structures. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 8 | 8,658,421 | 1 | 0 | 1 | 0 | 0.5821 | 1997-01-01 00:00:00 | 1998-01-01 00:00:00 | TPC-D license (deprecated; free for research) | https://www.tpc.org/ |
ctu-tpcds | Database benchmark (decision support) | TPC-DS is the new decision support benchmark that models several generally applicable aspects of a decision support system, including queries and data maintenance. Although the underlying business model of TPC-DS is a retail product supplier, the database schema, data population, queries, data maintenance model and imp... | 22 | 19,397,886 | 2 | 2 | 0 | 0 | 0.6618 | 2001-01-01 00:00:00 | 2002-01-01 00:00:00 | TPC-DS license (free for academic and research use) | https://www.tpc.org/tpcds/ |
ctu-tpch | Database benchmark (decision support) | TPC-H is the benchmark published by the Transaction Processing Performance Council (TPC) for decision support. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 8 | 7,083,689 | 1 | 0 | 0 | 1 | 0.334 | 1997-09-01 00:00:00 | 1998-03-01 00:00:00 | TPC-H license (free for academic and research use) | https://www.tpc.org/tpch/ |
ctu-triazine | Chemistry (QSAR) | A pyrimidine QSAR dataset. The the goal is to predict the inhibition of dihydrofolate reductase by pyrimidines. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 2 | 1,302 | 1 | 0 | 0 | 1 | 0 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-uwcse | Academic (university dept) | This dataset lists facts about the Department of Computer Science and Engineering at the University of Washington (UW-CSE), such as entities (e.g., Student, Professor) and their relationships (i.e. AdvisedBy, Publication). Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 712 | 1 | 0 | 1 | 0 | 0 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-visualgenome | Computer vision (images) | Visual Genome is a dataset, a knowledge base, an ongoing effort to connect structured image concepts to language. TODO: add images Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 3 | 3,588,452 | 1 | 0 | 1 | 0 | 0.0584 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-voc | History (trade company) | VOC database provides a peephole view into the administrative system of an early multi-national company, the Vereenigde geoctrooieerde Oostindische Compagnie (VOC for short - The (Dutch) East Indian Company) established on March 20, 1602. Sourced from the CTU Prague Relational Learning Repository (https://relational.fe... | 8 | 29,125 | 2 | 0 | 2 | 0 | 0.0013 | 1887-01-01 00:00:00 | 1902-01-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-walmart | Retail (weather-sensitive sales) | The sales of 111 potentially weather-sensitive products (like umbrellas, bread, and milk) around the time of major weather events at 45 of their retail locations. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 4 | 4,638,182 | 2 | 0 | 0 | 2 | 0.0723 | 2014-01-01 00:00:00 | 2014-06-01 00:00:00 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-webkp | Academic (web pages) | The WebKB dataset consists of 877 scientific publications classified into one of five classes. The citation network consists of 1608 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1... | 3 | 81,850 | 1 | 0 | 1 | 0 | 0.0007 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
ctu-world | Geography | A database of 239 states and their cities. Sourced from the CTU Prague Relational Learning Repository (https://relational.fel.cvut.cz/). | 3 | 5,302 | 1 | 0 | 1 | 0 | 0.0002 | 2262-04-11 | 2262-04-11 | Research use (CTU Prague Relational Learning Repository); individual DBs inherit varied upstream licenses | https://relational.fel.cvut.cz/ |
71 databases from the CTU Prague Relational Learning Repository in RelBench format, ported via redelex. Labels are redelex's task definitions served as-is (kind: external); *-original tasks use a fixed random 80/10/10 entity split, *-temporal tasks split by time. The dataset viewer lists every database and task.
<dataset>/
manifest.yaml # tables, primary keys, foreign-key graph, val/test timestamps
schema.svg # ER diagram
db/*.parquet # relational tables
tasks/<task>/manifest.yaml # task spec
tasks/<task>/{train,val,test}.parquet
import relbench
ds = relbench.load_dataset("stanford-star/redelex/ctu-financial")
task = relbench.load_task("stanford-star/redelex/ctu-financial", "<task>")
Each database keeps the license of its upstream source, listed in the license and source_url columns of STATS/databases.parquet. Our contributions (the conversion to this format, schemas, task definitions, splits and statistics) are CDLA-Permissive-2.0.
@misc{peleska2025redelex,
title={REDELEX: A Framework for Relational Deep Learning Exploration},
author={Jakub Peleška and Gustav Šír},
year={2025},
eprint={2506.22199},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2506.22199},
}
@inproceedings{relbenchv2,
title={RelBench v2: A Large-Scale Benchmark and Repository for Relational Data},
author={Gu, Justin and Ranjan, Rishabh and Kanatsoulis, Charilaos and Tang, Haiming and Jurkovic, Martin and Hudovernik, Valter and Znidar, Mark and Chaturvedi, Pranshu and Shroff, Parth and Li, Fengyu and Leskovec, Jure},
booktitle={3rd Workshop on Navigating and Addressing Data Problems for Foundation Models (DATA-FM) at ICLR 2026},
year={2026},
note={arXiv:2602.12606 [cs.LG]},
url={https://arxiv.org/abs/2602.12606}
}