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Small library to simplify collecting and loading of entity alignment benchmark datasets

Project description

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sylloge

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This simple library aims to collect entity-alignment benchmark datasets and make them easily available.

Usage

>>> from sylloge import OpenEA
>>> ds = OpenEA()
>>> ds
OpenEA(graph_pair=D_W, size=15K, version=V1, rel_triples_left=38265, rel_triples_right=42746, attr_triples_left=52134, attr_triples_right=138246, ent_links=15000, folds=5)
>>> ds.rel_triples_right.head()
                                       head                             relation                                    tail
0   http://www.wikidata.org/entity/Q6176218   http://www.wikidata.org/entity/P27     http://www.wikidata.org/entity/Q145
1   http://www.wikidata.org/entity/Q212675  http://www.wikidata.org/entity/P161  http://www.wikidata.org/entity/Q446064
2   http://www.wikidata.org/entity/Q13512243  http://www.wikidata.org/entity/P840      http://www.wikidata.org/entity/Q84
3   http://www.wikidata.org/entity/Q2268591   http://www.wikidata.org/entity/P31   http://www.wikidata.org/entity/Q11424
4   http://www.wikidata.org/entity/Q11300470  http://www.wikidata.org/entity/P178  http://www.wikidata.org/entity/Q170420
>>> ds.attr_triples_left.head()
                                  head                                          relation                                               tail
0  http://dbpedia.org/resource/E534644                http://dbpedia.org/ontology/imdbId                                            0044475
1  http://dbpedia.org/resource/E340590               http://dbpedia.org/ontology/runtime  6480.0^^<http://www.w3.org/2001/XMLSchema#double>
2  http://dbpedia.org/resource/E840454  http://dbpedia.org/ontology/activeYearsStartYear     1948^^<http://www.w3.org/2001/XMLSchema#gYear>
3  http://dbpedia.org/resource/E971710       http://purl.org/dc/elements/1.1/description                          English singer-songwriter
4  http://dbpedia.org/resource/E022831       http://dbpedia.org/ontology/militaryCommand                     Commandant of the Marine Corps
>>> ds.ent_links.head()
                                  left                                    right
0  http://dbpedia.org/resource/E123186    http://www.wikidata.org/entity/Q21197
1  http://dbpedia.org/resource/E228902  http://www.wikidata.org/entity/Q5909974
2  http://dbpedia.org/resource/E718575   http://www.wikidata.org/entity/Q707008
3  http://dbpedia.org/resource/E469216  http://www.wikidata.org/entity/Q1471945
4  http://dbpedia.org/resource/E649433  http://www.wikidata.org/entity/Q1198381

Installation

pip install sylloge 

Datasets

Dataset family name Year # of Datasets Sources Authors Reference
OpenEA 2020 16 DBpedia, Yago, Wikidata Zun, S. et. al. Paper
MovieGraphBenchmark 2022 3 IMDB, TMDB, TheTVDB Obraczka, D. et. al. Paper

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