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drguilbe/complexpaths: First Release

Authors: Douglas Guilbeault;

drguilbe/complexpaths: First Release

Abstract

This is the first release of the code for the following paper: Guilbeault, D. & D. Centola. 2021. Topological Measures for Identifying and Predicting the Spread of Complex Contagions. Nature Communications. This release contains: Raw edgelists of Addhealth topologies (82 adolescent friend networks). The largest connected component extracted from each Addhealth topology. An R script that replicates all of the figures from the manuscript and supplementary material using the raw simulation data generated for this experiment (data provided below). An R script that calculates complex path length and complex centrality for all nodes in a given graph g (this includes methods for parallelization). Future releases will contain: A Python code base for reproducing all of the measures defined in Guilbeault & Centola (2021). In the long term, these measures may be released as a package in Python and/or R. The data for this release can be downloaded here: Here is a link to all of the raw data used to generate the main and supplementary figures for this study: https://drive.google.com/file/d/1M9sO51Viv9h6e-p83Q6FThOiYZZpdUhJ/view?usp=sharing The topologies and household-level statistics for the Banerjee et al. (2013) analysis were downloaded from the following data repository (https://osf.io/qu57w/); this accessed repository used the Banerjee et al. (2013) for "Study 2" in the following article: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0245476 Any questions regarding this code or data can be sent to douglas.guilbeault[at]haas.berkeley.edu.

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selected citations
These citations are derived from selected sources.
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).
BIP!Citations provided by BIP!
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.
BIP!Popularity provided by BIP!
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.
BIP!Impulse provided by BIP!
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