Voat — v/gamingfringe

A Voat (Reddit alternative, 2013–2020) dataset of 4,720 submissions, 7,061 comments, 1,225 users, 1,310 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/gamingfringe, covering its full lifetime on the platform (2013–2020). Includes all 4,720 submissions and 7,061 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 1,225 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

1.2K
Nodes
1.3K
Edges
8.74e-04
Density
1
Components
-0.5119
Assortativity
1.1%
Reciprocity
1.1K
Bridges
Most central nodes
Kazara0.9518
kefkah0.04167
Mrwarmind0.0384
Temploiter0.01552
Starborn0.01144
fuck20200.00327
GeneralDisposition0.00163
icedutah0.00163
suske0.00163
theoldonez0.00163
Content metrics

11,781 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 2.209 ± 4.243
min 0max 94
downvotesavg 0.22 / 10
0std 0.6210
scoreμ 1.984 ± 4.171
min -9max 93
is link post33.3% true
true 33.3%false 66.7%
depthμ 0.233 ± 0.743
min -1max 9
8.7
Flesch–Kincaid grade
US school grade level
9.2
Automated readability index
Frequent terms
gameyoutubemessageautomatedstargamesnewwarslikepeopledisneyvideotimedongamingplayplayersgoodgoinggamerscompanyworldmoviefreemarvelsjwyearsfansyearonlineseriesshitmoneywanttrailerrightmediaknowwaysteamthinknewswokefuckblizzarddeadblackepicindustrymillion
Topic clusters

Topic 0

star
wars
disney
war
skywalker
automate
jedi
message

Topic 1

sjw
marvel
comic
captain
comics
youtube
automate
message

Topic 2

trailer
battlefront
official
automate
message
youtube
gameplay
dead

Topic 3

disney
star
movie
wars
film
dvd
rumor
overlord

Topic 4

game
play
player
like
good
new
time
buy

Topic 5

like
lol
sound
shit
buy
good
know
watch

Topic 6

kotaku
journalist
ubisoft
gamergate
games
automate
youtube
message

Topic 7

youtube
message
automate
patreon
censorship
purge
forbe
internet

Topic 8

blizzard
activision
telltale
hearthstone
overwatch
hong
kong
message

Topic 9

trump
nfl
twitter
automate
message
youtube
antifa
speech

Topic 10

bethesda
fallout
beta
elder
bag
scrolls
message
automate

Topic 11

youtube
automate
message
industry
video
twitch
gencon
scam
Show all 22 topics

Topic 12

woman
people
like
gamer
shit
game
thing
sjw

Topic 13

bioware
anthem
automate
totalbiscuit
message
youtube
concerns
mass

Topic 14

witcher
netflix
thrones
series
geralt
ciri
season
henry

Topic 15

fuck
fucking
shit
faggot
like
good
nigger
nigga

Topic 16

loot
boxes
box
esrb
gambling
lootboxes
automate
message

Topic 17

epic
games
store
xbox
steam
microsoft
exclusive
stadia

Topic 18

epic
store
nintendo
games
console
game
steam
switch

Topic 19

citizen
star
alpha
crowdfunding
roberts
million
chris
ship

Topic 20

clinton
hillary
fbi
email
emails
released
dnc
wikileak

Topic 21

yongyea
bioware
apology
christmas
refund
monetization
hey
nominate
Top hashtags
#gamergate38
#115
#metoo13
#comicsgate6
#starwars4
#23
#33
#73
#7f4ffa9a1b1f2
#berniesanders2
#blacklivesmatter2
#breaking2
#codnation2
#currentyear2
#dayforfreedom2
#everyonesbattlefield2
#founding2
#freewoes2
#gridgirls2
#hogwarts2
Top emoji
😂18
😆3
🏆2
😉2
😜2
🤔2
🇸1
🇺1
💍1
🔴1
🖕1
😁1
😬1
🤗1
🤘1

Computed over the full corpus.

Record

Catalog key
voat-gamingfringe
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
14,425
Nodes
1,225
Edges
1,310 (directed)
Attributes
nodes have attributes; edges have attributes
Languages
en
Collected
2015/2020 (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, 16.9 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/gamingfringe [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/gamingfringe. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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