Voat — anti-gay subverse (name withheld: anti-gay slur)

Every submission and comment that the Voat dataset of Mekacher and Papasavva holds for the anti-gay Voat subverse (its name is an anti-gay slur and is withheld here): 23,694 submissions and 194,464 comments written between 18 February 2015 and 25 December 2020, with the author's user name, upvote and downvote counts, the submission each comment belongs to and each comment's depth in its thread. Voat (voat.co) was a news aggregator in the style of Reddit that shut down on 25 December 2020; its communities were called subverses. The package also holds 3,075 user profiles (registration date and the subverses the user moderated or created) of the users who wrote in this subverse or moderate or own it, and the profile of the subverse (description, subscriber count, creation date).

#Alt tech#Fringe platform#Subverse

Download data package README Original files as received BibTeX JSONSimilar datasets

Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 3,485 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

3.5K
Nodes
34.1K
Edges
2.81e-03
Density
1
Components
-0.3299
Assortativity
20.8%
Reciprocity
1.6K
Bridges
Most central nodes
Gaffots0.3771
AutisticScreeching0.2322
wigson0.2167
Cuck-a-doodle-doo0.161
BillBugle0.1561
capturadorculo0.1515
Dillinger480.1157
Gafsucksalot0.1134
Timbo20.1114
Azureth0.1076
Content metrics

218,158 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

x upvotesμ 4.352 ± 5.885
min 0max 255
x downvotesμ 0.14 ± 0.74
min 0max 41
x depthμ 0.594 ± 1.072
min 0max 20
7.3
Flesch–Kincaid grade
US school grade level
8.0
Automated readability index
Frequent terms
likepeopledonwhiteshitthinkgafknowfuckingblackthreadfucktimetrumprightwantneogafgoodgoinggamepostwomenmessagewayguylolgamesautomatedgotthingdoesnactuallyprobablymanbannedreseteraneedaccountlooksaiddidnyearsisnuserdaysurerealnewworldfag
Topic clusters

Topic 0

game
play
like
sony
nintendo
gaming
character
video

Topic 1

fat
think
post
good
archive
thank
like
know

Topic 2

black
white
nigger
people
racist
man
cop
racism

Topic 3

trump
btfo
vote
hillary
election
president
clinton
people

Topic 4

ban
mod
sjw
post
thread
gaf
forum
like

Topic 5

pedo
faggot
cuck
fuck
pedophile
fucking
like
people

Topic 6

muslim
islam
country
muslims
liberal
people
europe
china

Topic 7

woman
man
tranny
gender
male
sex
feminist
like

Topic 8

resetera
automate
message
page
youtube
neogaf
twitter
view

Topic 9

delete
account
user
meet
asshole
anymore
use

Topic 10

gaf
gaffot
thread
post
like
trigger
site
gold
Top hashtags
#post525
#1154
#selection152
#metoo89
#263
#339
#resist34
#blacklivesmatter28
#425
#resistance22
#617
#currentyear17
#blm16
#515
#gamergate14
#neogaf14
#notallmuslims13
#resetera13
#1011
#s11
Top emoji
😂333
😏144
🤣117
🚨80
🤔71
😉44
👏36
😢28
🤠20
😁18
🔥16
🏻15
😐15
💯14
😒14

Computed over the full corpus.

Record

Catalog key
voat-neofag
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
224,848
Nodes
3,485
Edges
34,088 (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
Original files as received
The source files, unconverted, kept for reference: mirrored on echo.directory on 2026-11-03, 91.4 MB across 5 files. Checksums in MANIFEST.json. For use, start with the data package below.
Data package
Version 1.0.0 of this dataset as an ECHO Data Package: posts (218,158 rows), threads (23,694 rows), users (3,075 rows), communities (1 rows).
Structure
Temporal (timestamped), Node attributes, Text, Threaded conversations

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 — anti-gay subverse (name withheld: anti-gay slur) [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 — anti-gay subverse (name withheld: anti-gay slur). 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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