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scalable knowledge graph analytics at 136 petaflops s data readme

Authors: Kannan, Ramakrishnan; Sao, Piyush; Lu, Hao; Herrmannova, Drahomira; Patton, Robert; Potok, Thomas; Thakkar, Vijay; +1 Authors

scalable knowledge graph analytics at 136 petaflops s data readme

Abstract

This dataset contains data that was presented and analyzed in our paper "Scalable Knowledge-Graph Analytics at 136 Petaflop/s" [1]. The dataset is based on the COVID-19 Open Research Dataset (CORD-19) [2]. The CORD-19 dataset is a collection of scientific publications on SARS-COV-2, COVID-19, and other coronaviruses. This readme describes how we used the CORD-19 data to create a knowledge graph that was the input into our Distributed Semiring All-Pairs Shortest Path (DSNAPSHOT) algorithm [1]. The readme also describes the output of the algorithm. Both the input graph and the output all-pairs shortest paths information are shared in our dataset (https://dx.doi.org/10.13139/OLCF/1646608). The download size of the dataset is 155 GB. The unpacked dataset is 518 GB in size. [1] Ramakrishnan Kannan, Piyush Sao, Hao Lu, Drahomira Herrmannova, Robert Patton, Thomas Potok, Vijay Thakkar, and Richard Vuduc. Scalable Knowledge-Graph Analytics at 136 Petaflops/s. In Proceedings of the ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis (IEEE Supercomputing), 2020. [2] Lu Wang L, Lo K, Chandrasekhar Y, Reas R, Yang J, Eide D, Funk K, Kinney R, Liu Z, Merrill W, Mooney P, Murdick D, Rishi D, Sheehan J, Shen Z, Stilson B, Wade AD, Wang K, Wilhelm C, Xie B, Raymond D, Weld DS, Etzioni O, Kohlmeier S. CORD-19: The Covid-19 Open Research Dataset. ArXiv [Preprint]. 2020 Apr 22:arXiv:2004.10706v2. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7251955/

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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