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PageRank algorithm implementation in spark and Timely-Dataflow

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Name		Name	Last commit message	Last commit date
Latest commit History 1 Commit
dataset		dataset
doc/assets		doc/assets
networkx		networkx
spark		spark
timely-dataflow		timely-dataflow
visualization		visualization
.gitignore		.gitignore
README.md		README.md
REPORT.md		REPORT.md

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PageRank

Streaming (Timely-Dataflow) Timely-Dataflow
Batch (Apache Spark) Apache Spark
Batch (NetworkX) NetworkX

Dataset

Citation NetWork

Tasks

Run multiple iterations till the PageRank values converge and obtain the top-10 papers (with their page-ranks).

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benchmark

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PageRank algorithm implementation in spark and Timely-Dataflow

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Jupyter Notebook 43.9%
Rust 35.0%
Python 13.8%
Scala 7.3%