Voat — v/Libertarian

A Voat (Reddit alternative, 2013–2020) dataset of 2,478 submissions, 7,280 comments, 1,833 users, 3,592 collaboration edges, collected by Mekacher & Papasavva (ICWSM 2022) via full platform crawl. Each record contains user nodes (registration date, moderation status), directed weighted edges (commenter→submitter, weight=upvotes+1), submission titles and bodies, comment text, upvotes, downvotes, depth. Complete dataset for the Voat subverse v/Libertarian, covering its full lifetime on the platform (2013–2020). Includes all 2,478 submissions and 7,280 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Libertarianism#Platform migration#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 1,833 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

1.8K
Nodes
3.6K
Edges
1.07e-03
Density
7
Components
-0.2311
Assortativity
3.2%
Reciprocity
1.1K
Bridges
Most central nodes
daskapitalist0.3805
fusir0.1163
Broc_Lia0.1075
brody93110.1048
TeardropsFromHell0.09334
Thisismyvoatusername0.0917
chasOSG0.07096
go1dfish0.06332
FreeSpeachRocks0.04531
NihilistsLivesMatter0.03493
Content metrics

9,758 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 5.25 ± 13.517
min 0max 266
downvotesμ 0.381 ± 1.023
min 0max 20
scoreμ 4.869 ± 13.268
min -13max 266
is link post90.1% true
true 90.1%false 9.9%
depthμ 2.172 ± 88.86
min 0max 7.6K
8.5
Flesch–Kincaid grade
US school grade level
8.8
Automated readability index
Frequent terms
peoplegovernmentlikelibertariandonthinkrightwantstatetimeneedgoodwayfreepartymoneyknowtrumplibertarianslawgoingworkvotethingrightsnewusesystemdoesnthingspaybetterisntaxactuallypropertyproblemmanmarketpublicyearspolicepointpowerfreedomworldsaidshitpoliticallaws
Topic clusters

Topic 0

police
court
california
cop
crime
arrest
illegal
law

Topic 1

thank
look
read
good
like
think
interesting
article

Topic 2

vote
party
libertarian
candidate
trump
election
johnson
think

Topic 3

libertarian
libertarianism
libertarians
party
right
government
nutshell
small

Topic 4

fuck
fucking
shit
faggot
like
lol
idiot
title

Topic 5

people
government
state
right
theory
human
like
work

Topic 6

paul
ron
rand
chris
liberty
libertarian
report
endorse

Topic 7

taxis
pay
wage
tax
minimum
income
work
cost

Topic 8

monopoly
cost
market
company
price
money
competition
regulation

Topic 9

cop
crime
drug
people
law
police
like
gun

Topic 10

government
healthcare
govt
health
sector
insurance
private
destroy

Topic 11

right
muslim
woman
fascism
disagree
argument
speech
good
Show all 21 topics

Topic 12

gary
johnson
libertarian
trump
poll
faux
austin
clinton

Topic 13

vote
candidate
presidential
poll
election
debate
chance
win

Topic 14

libertarian
trump
vote
party
libertarians
ballot
donald
election

Topic 15

marijuana
drug
legalize
weed
legalization
medical
legal
dealer

Topic 16

youtube
message
automate
stossel
hoppe
hermann
hans
alt

Topic 17

trump
obama
president
clinton
mistake
merkel
deport
admin

Topic 18

delete
user
author
biometric
password
phone
second
set

Topic 19

hire
trap
rich
percent
true
white
point
dog

Topic 20

delete
account
user
Top hashtags
#16
#nevertrump5
#22
#g72
#libertyact2
#unrig2
#15978293721
#3121
#457241
#4thamendment1
#a_free_market_in_education1
#askronpaul1
#cancelwhitepeople1
#cantstumpthebrody1
#caravan1
#drumpf1
#envyisevil1
#freedom1
#govtlogic1
#greatamericanawakening1
Top emoji
💖2
🇩1
🇪1
🇫1
🇮1
🇷1
🇸1
🇹1
🇺1
🌻1
🐐1

Computed over the full corpus.

Record

Catalog key
voat-libertarian
Authors
Mekacher, Amin; Papasavva, Antonis
Year
2022
Source paper
"I Can’t Keep It Up." A Dataset from the Defunct Voat.co News Aggregator
DOI / arXiv
10.1609/icwsm.v16i1.19382
License
Creative Commons Attribution 4.0 International (CC BY 4.0) (CC-BY-4.0)
Records
9,473
Nodes
1,833
Edges
3,592 (directed)
Attributes
nodes have attributes; edges have attributes
Languages
en
Collected
2014/2020 (2010s, 2020s)
Tasks
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://zenodo.org/records/5841668 link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 16.3 MB across 4 files. Checksums in MANIFEST.json.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@article{Mekacher_2022,
  title     = {“I Can’t Keep It Up.” A Dataset from the Defunct Voat.co News Aggregator},
  volume    = {16},
  issn      = {2162-3449},
  url       = {http://dx.doi.org/10.1609/icwsm.v16i1.19382},
  doi       = {10.1609/icwsm.v16i1.19382},
  journal   = {Proceedings of the International AAAI Conference on Web and Social Media},
  publisher = {Association for the Advancement of Artificial Intelligence (AAAI)},
  author    = {Mekacher, Amin and Papasavva, Antonis},
  year      = {2022},
  month     = May,
  pages     = {1302–1311}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Mekacher, A., & Papasavva, A. (2022). Voat — v/Libertarian [Data set]. https://doi.org/10.1609/icwsm.v16i1.19382

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Mekacher, Amin, and Antonis Papasavva. Voat — v/Libertarian. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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