Voat — v/books

A Voat (Reddit alternative, 2013–2020) dataset of 2,142 submissions, 10,877 comments, 4,220 users, 7,394 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/books, covering its full lifetime on the platform (2013–2020). Includes all 2,142 submissions and 10,877 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Icwsm#Platform migration#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 4,220 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

4.2K
Nodes
7.4K
Edges
4.15e-04
Density
42
Components
-0.07901
Assortativity
0.3%
Reciprocity
2.6K
Bridges
Most central nodes
Bad-R0nald0.07727
Czarpineapple0.03389
1Sorry_SOB0.03366
killer70.02868
carnold030.02418
BlockMe0.02252
PeBeFri0.02252
pm-me-your-pm0.0192
Conspirologist0.01825
GAD0.01707
Content metrics

13,019 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 3.166 ± 8.468
min 0max 292
downvotesμ 0.315 ± 1.554
min 0max 55
scoreμ 2.851 ± 8.198
min -20max 286
is link post63.6% true
true 63.6%false 36.4%
depthμ 0.759 ± 1.635
min -1max 26
7.3
Flesch–Kincaid grade
US school grade level
7.7
Automated readability index
Frequent terms
bookreadbookslikereadinggoodtimeseriespeoplethinkdongreatknowworldwaystorywantnewfindyearslovegotfictionworkgoinglotbestliferightauthormandidnhistorythingsprettylongwritingwrittenuserfantasybetterthingdeletedinterestingactuallyrecommendlistprobablyoldlittle
Topic clusters

Topic 0

fuck
faggot
fucking
guy
retard
look
kill
man

Topic 1

post
think
look
like
know
major
sure
miss

Topic 2

series
read
book
king
love
character
story
good

Topic 3

jew
jews
jewish
antisemitic
book
anti
write
semitic

Topic 4

stephen
king
short
tower
dark
story
series
stephenson

Topic 5

thank
interesting
check
share
post
sound
libgen
look

Topic 6

ban
book
white
racist
amazon
library
anti
books

Topic 7

neil
trilogy
series
gaiman
love
book
apocalyptic
favorite

Topic 8

favorite
favourite
author
fiction
book
recommend
best
fantasy

Topic 9

wiesel
people
write
read
world
way
man
like

Topic 10

account
delete
user

Topic 11

account
delete
user
Show all 26 topics

Topic 12

kindle
book
buy
screen
paper
physical
copy
library

Topic 13

book
good
read
recommend
look
great
beach
suggest

Topic 14

asimov
dune
robot
foundation
herbert
series
isaac
hyperion

Topic 15

delete
user
reposte

Topic 16

read
book
challenge
metro
giant
hard
relate
reading

Topic 17

read
think
book
people
boring
story
shit
novel

Topic 18

white
racist
liberal
propaganda
fascist
fdr
racism
americans

Topic 19

jews
jew
islam
muslim
religion
anti
christianity
christians

Topic 20

science
recommend
sci
fiction
fantasy
ken
space
follett

Topic 21

automate
message
youtube
nobel
summary
animated
retrogrades
shutdown

Topic 22

nature
selfish
belief
control
lie
conflict
black
claim

Topic 23

library
pdf
free
store
book
find
hand
phone

Topic 24

murakami
haruki
short
shore
kafka
sheep
chase
wild

Topic 25

thank
add
list
right
read
post
info
pdf
Top hashtags
#115
#26
#218af1bc3da44
#380f336936042
#52
#642
#antisemitism_in_britain_2
#fiction2
#metoo2
#resist2
#we2
#1091
#111
#1139591
#1139601
#121
#1200121
#1206471
#1473521
#1478531
Top emoji
💚4
👍2
😂2
🙂2
🏻1
🐐1
👋1
😊1
😌1
😒1
🤓1
🦉1

Computed over the full corpus.

Record

Catalog key
voat-books
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
12,782
Nodes
4,220
Edges
7,394 (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, 18.3 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/books [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/books. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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