Voat Long-Tail Communities (>100KB subverses)

A Voat (Reddit alternative, 2013–2020) dataset of 127,238 submissions, 196,710 comments, 19,786 users, 80,559 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. Aggregate of 190 smaller Voat subverses (>100KB each) not covered by individual or thematic cluster entries. Represents the breadth of the platform beyond its headline communities, combining 127,238 submissions and 196,710 comments.. Suitable for platform breadth analysis, long-tail community dynamics, niche community research, social network analysis.

#Icwsm#Long tail#Niche community#Platform migration#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 19,786 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

19.8K
Nodes
80.6K
Edges
2.06e-04
Density
165
Components
-0.096
Assortativity
4.2%
Reciprocity
9.4K
Bridges
Most central nodes
Some_Guy_from_RI0.06065
DietCokehead10.05413
Dark_Shroud0.05287
Wolfspider0.04847
boekanier0.04847
bdmthrfkr0.04544
gramman740.04114
EarlPoncho0.03887
flyingcuttlefish0.03867
HWY__3950.03796
Content metrics

323,948 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 4.625 ± 11.497
min 0max 1.4K
downvotesμ 0.545 ± 1.713
min 0max 235
scoreμ 4.08 ± 11.1
min -232max 1.4K
is link post86.1% true
true 86.1%false 13.9%
depthμ 0.922 ± 16.364
min -1max 6.4K
7.3
Flesch–Kincaid grade
US school grade level
7.8
Automated readability index
Frequent terms
likepeoplemessageautomateddondeleteduserliveleakaccounttrumptimeknowshitthinkgoodmanyoutubenewwantwhitefuckfuckingrightgoingbidenantisemitismsaidwaygotlinkneedlookyearspostpoliceworldvideoassvoatthingyeardaybigblackjewsuseguyclimateoldeurope
Topic clusters

Topic 0

movie
film
trailer
horror
bond
good
like
character

Topic 1

truck
car
crash
driver
accident
man
hit
kill

Topic 2

police
cop
shoot
man
officer
kill
fight
shooting

Topic 3

fuck
sub
post
faggot
voat
troll
shit
hate

Topic 4

think
time
know
play
day
happen
month
year

Topic 5

gfy
knoe
alexis
underwood
aic
modafoka
sarah
ashley

Topic 6

biden
joe
hunter
automate
campaign
message
youtube
trump

Topic 7

ass
nsfw
nice
booty
look
black
perfect
thong

Topic 8

dick
ass
sex
suck
eat
pussy
face
asshole

Topic 9

trump
sanders
rally
message
automate
president
democratic
bernie

Topic 10

youtube
automate
message
official
video
music
lyrics
smashing

Topic 11

anonymous
security
network
use
information
tor
windows
internet
Show all 20 topics

Topic 12

hillary
clinton
election
pelosi
democrats
bill
democrat
gabbard

Topic 13

alaska
anchorage
ice
sea
bear
arctic
marijuana
oil

Topic 14

delete
user
account
mobile
link
automate
message

Topic 15

non
imgur
link
automate
message
break
want

Topic 16

jews
jewish
jew
israel
soros
clinton
refugee
george

Topic 17

incest
sister
mom
daughter
snuff
slave
dad
father

Topic 18

nigger
nigga
fuck
sand
mah
niggah
fucking
like

Topic 19

leg
foot
thigh
high
hair
ass
bun
shave
Top hashtags
#126
#217
#312
#metoo7
#45
#anonymous5
#tfnoriginal4
#whitegenocide4
#713
#epstein3
#how3
#qanon3
#righttorepair3
#182
#188516692
#232
#242
#292
#347952
#3632
Top emoji
😂27
🤔18
🤣11
👌9
👏9
😈9
🤡9
💙6
😍6
😭5
😯5
🇪4
🇮4
👍4
😁4

Sampled: text metrics from 50K of 310.2K records; topic model from 20K.

Record

Catalog key
voat-long-tail
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
310,183
Nodes
19,786
Edges
80,559 (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, 160.7 MB across 382 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 Long-Tail Communities (>100KB subverses) [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 Long-Tail Communities (>100KB subverses). 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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