Skip to content

Latest commit

 

History

History
62 lines (41 loc) · 2.82 KB

README.md

File metadata and controls

62 lines (41 loc) · 2.82 KB
Raw

DBpedia Temporal Graph Extraction

The DBpedia Temporal Knowledge Graph (DBpedia-TKG) is an extension of the DBpedia framework that incorporates temporal dynamics, capturing the evolution of knowledge from Wikipedia over time. It provides a rich temporal dataset with over 1.7 billion triples and 270 million distinct start and end times for their lifespans, derived from Wikipedia's meta-history dumps. This repository includes detailed configurations, such as temporal filters and DBpedia ontology versions, enabling flexible extractions tailored to specific use cases. With its temporal annotations, DBpedia-TKG supports advanced applications in temporal reasoning, predictive modeling, and performance benchmarking. It is a valuable resource for researchers and developers interested in dynamic knowledge representation and temporal graph analytics. The dataset is openly available under the CC BY-SA 4.0 license.

Repository Structure

  • deploy contains the relvant files to deploy the DIEF servers and the SPARK cluster to Docker Swarm.
  • execute contains relevant scripts to execute and evaluate DBpedia Temporal construction.
  • eval contains python code to plot the results from the eval process
  • ODIBEL framework that currently contains the Scala SPARK code for construction and evaluation of the DBpedia temporal graph (will be migrated soon!)

Datasets

The zenodo repository contains further statisitcs on the TKG.

Name Varian Version DOI Other Links
DBpedia-TKG FULL 2024-06-01 10.5281/zenodo.14532571 Other Formats & Supplements

Data Model

CSV Snippet

head,       rel,                tail,                   tStart,      tEnd,     rStart, rEnd
dbo:Leipzig,dbo:populationTotal,"510043"^<xsd:integer>, 2019-08-13, 2019-10-28, 389,   647
dbo:Leipzig,dbo:populationTotal,"605407"^<xsd:integer>, 2019-10-28, 2021-04-11, 647,   250
...

NQuads Snippet

<dbr/Leipzig> <dbo/populationTotal> "510043" <tkg/..389-..647> .
<tkg/..389-..647> <tkg/start> "2019-08-13 12:02:50"^^xsd:dateTime <tkg> .
<tkg/..389-..647> <tkg/end>   "2019-10-28 19:35:51"^^xsd:dateTime <tkg> .

<dbr/Leipzig> <dbo/populationTotal> "605407" <tkg/..647-..250> .
<tkg/..647-..250> <tkg/start> "2019-10-28 19:35:51"^^xsd:dateTime <tkg> .
<tkg/..647-..250>  <tkg/end>  "2021-04-11 18:51:06"^^xsd:dateTime <tkg> .

Development

Development notes.

Pull Submodule

git submodule update --init --recursive

Licence

The Generator is GPLv3 and the Dataset is CC-BY-SA 4.0.