Voat — v/GamerGate

A Voat (Reddit alternative, 2013–2020) dataset of 4,712 submissions, 13,027 comments, 2,306 users, 4,349 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/GamerGate, covering its full lifetime on the platform (2013–2020). Includes all 4,712 submissions and 13,027 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Gamergate#Icwsm#Platform migration#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 2,306 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

2.3K
Nodes
4.3K
Edges
8.18e-04
Density
5
Components
-0.3528
Assortativity
4.4%
Reciprocity
1.5K
Bridges
Most central nodes
XenoKriss0.6438
RayoGundead0.3102
BlackBetty0.06291
redpillgamer0.0577
YoungerX0.05119
Netscape90.04469
derram0.04252
MaleGoddess0.04165
GethN70.02863
SexMachine0.02733
Content metrics

17,739 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 6.122 ± 13.326
min 0max 238
downvotesμ 0.324 ± 1.029
min 0max 29
scoreμ 5.798 ± 13.101
min -18max 237
is link post92.4% true
true 92.4%false 7.6%
depthμ 0.688 ± 1.402
min -1max 20
8.2
Flesch–Kincaid grade
US school grade level
8.8
Automated readability index
Frequent terms
peoplelikedongamergatethinksjwgametwittergoodwanttimegoingshitknowrightgamessjwswomenwaywhitefuckmediavideofuckingnewthingthingsneedsocialactuallydoesnfreeyoutubespeechgamingmengotpostisnarticleantireclaimwrongpointmessagemoneyhatedidntryingbad
Topic clusters

Topic 0

reclaim
twitter
facebook
censorship
speech
youtube
google
censor

Topic 1

people
like
woman
thing
think
want
way
man

Topic 2

gamergate
gamer
game
angry
gaming
comics
games
bounding

Topic 3

good
thank
archive
read
like
right
link
sure

Topic 4

sjw
sjws
justice
social
warrior
trigger
ruin
pander

Topic 5

game
gaming
gamergate
people
like
gamer
think
sjw

Topic 6

kia
mod
reddit
post
sub
ban
thread
admin

Topic 7

automate
message
youtube
twitter
sony
mister
censorship
kingdom

Topic 8

milo
yiannopoulos
nyberg
nicholas
sarah
twitter
pedophile
breitbart

Topic 9

feminist
feminism
woman
feminists
sexist
frequency
man
study

Topic 10

fuck
faggot
fucking
crazy
pussy
dude
guy
tarzan

Topic 11

white
victim
safe
correctness
political
left
culture
people
Show all 22 topics

Topic 12

fuck
shit
fucking
like
stupid
yeah
tell
stop

Topic 13

college
student
university
professor
campus
fix
school
reform

Topic 14

voat
link
notification
suppress
automatically
anonymous
comment
append

Topic 15

zoe
quinn
randi
harper
eron
gjoni
book
autopsy

Topic 16

gawker
hogan
hulk
denton
nick
editor
thiel
tape

Topic 17

brianna
flynt
john
aka
congress
run
revolution
engineer

Topic 18

sankaku
complex
clownfish
rooster
teeth
crossing
playstation
anime

Topic 19

anita
sarkeesian
arkeesian
video
mcintosh
puppet
fundraising
games

Topic 20

delete
user

Topic 21

trump
cnn
news
fake
buzzfeed
times
new
york
Top hashtags
#gamergate640
#selection69
#113
#blacklivesmatter10
#29
#metoo8
#torrentialdownpour7
#opskynet6
#jesuismilo5
#gg4
#imagineafeministinternet4
#killallwhitemen4
#opunderdog4
#oscon4
#savepoint4
#thetriggering4
#wtfu4
#boycottbattlefront3
#comment3
#freedomoftweets3
Top emoji
🍁3
🐸3
🌐2
🎵2
👍2
😑2
🇦1
🇶1
🎄1
🏴1
🏻1
🏼1
🔹1
😁1
😍1

Computed over the full corpus.

Record

Catalog key
voat-gamergate
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
17,123
Nodes
2,306
Edges
4,349 (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, 18.9 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/GamerGate [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/GamerGate. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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