Voat — v/religion

A Voat (Reddit alternative, 2013–2020) dataset of 2,778 submissions, 7,662 comments, 2,216 users, 3,799 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/religion, covering its full lifetime on the platform (2013–2020). Includes all 2,778 submissions and 7,662 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Platform migration#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 2,216 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

2.2K
Nodes
3.8K
Edges
7.74e-04
Density
29
Components
-0.09315
Assortativity
1.1%
Reciprocity
1.4K
Bridges
Most central nodes
doginventer0.09029
mememeyou0.05463
TodaysVerse0.05192
1Sorry_SOB0.0465
Othmar_Regin0.04424
jewsbadnews0.04199
Kippering0.03973
killer70.03386
proudchristian0.03296
AngelofDeath0.0307
Content metrics

10,440 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 2.336 ± 6.26
min 0max 197
downvotesμ 0.609 ± 1.635
min 0max 72
scoreμ 1.727 ± 6.062
min -15max 197
is link post78.0% true
true 78.0%false 22.0%
depthμ 1.506 ± 3.279
min -1max 38
7.9
Flesch–Kincaid grade
US school grade level
8.1
Automated readability index
Frequent terms
godpeoplelikereligionjesusdonknowmessagejewsautomatedyoutubebelievegoodthinkworldbiblechurchchristianitylifetimemanchristiandaychristchristiansshallwaysaidthingsislamwantlawnewcomerightlordfaithreligiousjewishthingisraelneedtruthgoingjewworddoesnlovetrueread
Topic clusters

Topic 0

thank
good
post
read
happen
know
love
think

Topic 1

god
lord
save
word
life
thank
work
christ

Topic 2

islam
muslim
muslims
saudi
islamic
prohibit
religion
mosque

Topic 3

motion
belief
nature
believe
life
create
law
god

Topic 4

jews
jewish
jew
judaism
rabbi
black
christian
christianity

Topic 5

religion
religious
atheist
church
atheism
america
cult
scientology

Topic 6

shall
god
man
bible
yahweh
messiah
unto
come

Topic 7

fuck
faggot
nigger
shit
fucking
like
bad
police

Topic 8

christianity
christian
catholic
church
mormon
christians
pagan
china

Topic 9

verse
day
psalm
corinthians
proverbs
isaiah
john
psalms

Topic 10

pope
francis
catholic
vatican
priest
abuse
church
sex

Topic 11

youtube
automate
message
yah
jesus
mystery
prophetic
matsen
Show all 23 topics

Topic 12

pidgeon
stephen
mark
youtube
automate
message
episode
wheat

Topic 13

youtube
automate
message
gentiles
oil
mix
report
water

Topic 14

islam
muslims
quran
muslim
adultery
kill
people
religion

Topic 15

white
jews
christians
jew
jewish
anti
like
black

Topic 16

account
user
delete

Topic 17

account
user
delete

Topic 18

israel
youtube
automate
message
syria
tribes
tribe
native

Topic 19

jesus
christ
wing
identical
hughes
jesuits
homosexual
bill

Topic 20

cepher
enoch
nephilim
book
eth
youtube
automate
message

Topic 21

delete
user
author
reposte

Topic 22

comment
ban
post
like
atheist
illiterate
idiot
discussion
Top hashtags
#26
#15
#44
#63
#93
#1242
#32
#332
#churchtoo2
#memorialday2
#q2
#qanon2
#s2
#whiteprivilege2
#1125981
#113361
#1256101
#1330361
#1330371
#1457661
Top emoji
😂44
😵40
💥5
🙏3
🐸2
😉2
🇧1
🇬1
😎1
😒1
🙂1
🤷1

Computed over the full corpus.

Record

Catalog key
voat-religion
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
10,359
Nodes
2,216
Edges
3,799 (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, 17.6 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/religion [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/religion. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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