Voat — v/Linux

A Voat (Reddit alternative, 2013–2020) dataset of 5,350 submissions, 16,408 comments, 2,629 users, 7,766 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/Linux, covering its full lifetime on the platform (2013–2020). Includes all 5,350 submissions and 16,408 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Alt tech#Linux#Open source#Subverse#V linux

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 2,629 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

2.6K
Nodes
7.8K
Edges
1.12e-03
Density
10
Components
-0.1795
Assortativity
3.6%
Reciprocity
1.2K
Bridges
Most central nodes
fluxusp0.3052
Disappointed0.1107
Troll0.07268
Kleyno0.05936
rms_returns0.04338
ChillyHellion0.03843
effusive_ermine0.03577
paulcarroty0.03311
thesuperpapagai0.02854
farmer-0.02588
Content metrics

21,758 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 4.648 ± 9.228
min 0max 177
downvotesμ 0.37 ± 1.82
min 0max 39
scoreμ 4.278 ± 9.098
min -29max 175
is link post76.3% true
true 76.3%false 23.7%
depthμ 0.987 ± 1.591
min -1max 20
7.3
Flesch–Kincaid grade
US school grade level
7.7
Automated readability index
Frequent terms
linuxlikeusewindowsdonubuntuwantinstallminttimeworknewpeoplegoodknowsystemneedsoftwareuserrundesktopthinkdistrowayopensourcedebianthingsarchfreetrybetterkernelsuresystemdbootrunningthingusersgoingdoesnfilelotyearsprettyrightmicrosoftfindsupportlaptop
Topic clusters

Topic 0

boot
drive
partition
usb
install
grub
windows
hard

Topic 1

command
terminal
bash
line
linux
examples
beginners
tutorial

Topic 2

people
source
software
code
open
project
work
like

Topic 3

driver
amd
game
nvidia
wine
card
gaming
support

Topic 4

mint
cinnamon
linux
mate
ubuntu
edition
desktop
review

Topic 5

account
delete
user
accounts
deactivate
ways
unlock
reddit

Topic 6

microsoft
foundation
linux
patent
perens
grsecurity
gnu
open

Topic 7

kde
xfce
gnome
desktop
mint
ubuntu
mate
debian

Topic 8

fuck
faggot
shit
bullshit
fag
stupid
people
fucking

Topic 9

delete
user
trace
trashcan
troll
title
spam
head

Topic 10

windows
linux
run
work
time
ubuntu
distro
like

Topic 11

yes
think
know
like
pretty
come
good
mean
Show all 29 topics

Topic 12

wine
game
steam
linux
android
vulkan
run
play

Topic 13

gnome
kde
xfce
plasma
unity
release
desktop
ubuntu

Topic 14

arch
package
distro
gentoo
manjaro
install
use
compile

Topic 15

linux
desktop
risc
linus
sifive
world
build
run

Topic 16

password
sudo
vpn
ssh
encrypt
encryption
root
files

Topic 17

arch
antergos
aur
manjaro
linux
install
anarchy
package

Topic 18

kernel
release
fedora
linux
lenovo
laptop
features
dell

Topic 19

distro
best
distribution
linux
distros
favorite
desktop
environment

Topic 20

systemd
grep
awk
init
egrep
script
sysv
powershell

Topic 21

open
source
free
software
openbsd
firmware
hardware
community

Topic 22

debian
devuan
stretch
systemd
fork
release
murdock
ian

Topic 23

thank
welcome
share
link
congrat
comic
interesting
nice

Topic 24

torvalds
linus
interview
linux
kernel
ted
america
cuddly

Topic 25

ubuntu
xubuntu
unity
lts
mir
manjaro
flavor
debian

Topic 26

firefox
flash
browser
noscript
web
adobe
waterfox
use

Topic 27

gentoo
arch
install
slackware
calculate
openrc
compile
know

Topic 28

vim
emacs
editor
line
text
emac
basic
end
Top hashtags
#122
#210
#36
#46
#q5
#funtoo4
#52
#linuxmint2
#simple2
#toc2
#ubuntu2
#131
#1531611
#191
#2156041
#22t1
#241
#291
#31_october_2016_1
#3861
Top emoji
😁5
🖐2
😵2
🐡1
💀1
😃1
😒1
😜1
😠1
😡1
😮1
🤓1
🤔1

Computed over the full corpus.

Record

Catalog key
voat-linux
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
21,656
Nodes
2,629
Edges
7,766 (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, 23.2 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/Linux [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/Linux. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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