Voat — v/guns

A Voat (Reddit alternative, 2013–2020) dataset of 4,383 submissions, 22,038 comments, 3,241 users, 11,636 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/guns, covering its full lifetime on the platform (2013–2020). Includes all 4,383 submissions and 22,038 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Firearm#Gun#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 3,241 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

3.2K
Nodes
11.6K
Edges
1.11e-03
Density
9
Components
-0.2198
Assortativity
3.0%
Reciprocity
1.5K
Bridges
Most central nodes
Some_Guy_from_RI0.2022
Splooge0.1596
Dfens0.1482
Dark_Shroud0.142
Bad-R0nald0.1358
pcdude0.07778
boekanier0.06728
ExpertShitposter0.06235
Thisismyvoatusername0.05463
Rellik880.04136
Content metrics

26,421 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 5.346 ± 16.502
min 0max 349
downvotesμ 0.253 ± 0.961
min 0max 34
scoreμ 5.093 ± 16.3
min -29max 349
is link post76.6% true
true 76.6%false 23.4%
depthμ 1.201 ± 2.114
min -1max 29
6.4
Flesch–Kincaid grade
US school grade level
6.6
Automated readability index
Frequent terms
gunlikegunsdongoodpeoplewantthinkknowtimeuseneedrightrifleshootcarrygoingwayammoshootinggotnewpistolshotbetterbuyshitrangethingbarrelsurestateuserroundsdoesnfucklongpointfirearmsprettyroundlookworkfindsaidgreatprobablymoderatorsaccountbest
Topic clusters

Topic 0

round
barrel
shoot
rifle
like
good
range
pistol

Topic 1

thank
awesome
great
share
good
interesting
excellent
news

Topic 2

watch
update
point
work
post
archive
video
start

Topic 3

automate
youtube
message
forgotten
weapons
rust
imgur
video

Topic 4

man
armed
shoot
kill
school
robber
home
suspect

Topic 5

law
state
constitution
right
gun
people
control
government

Topic 6

fuck
fucking
idiot
motherfucker
shit
faggot
fucker
laugh

Topic 7

confiscation
law
gun
control
bill
unconstitutional
california
amendment

Topic 8

gun
guns
jesus
bullet
video
need
switzerland
monthly

Topic 9

law
people
gun
death
state
right
hoax
shooting

Topic 10

pistol
caliber
rifle
kalashnikov
rifles
new
pistols
ryder

Topic 11

nra
goa
join
membership
member
support
money
renew
Show all 60 topics

Topic 12

fuck
faggot
fucking
like
stupid
retard
think
maybe

Topic 13

glock
nylon
print
tactical
printed
gen
partial
update

Topic 14

mag
drill
magpul
upper
press
swap
glock
receiver

Topic 15

hope
like
miss
pew
opportunity
cat
look
sauce

Topic 16

picatinny
rail
tread
barrel
mag
sight
follower
orange

Topic 17

delete
account
user

Topic 18

mini
round
cycle
barrel
sig
bolt
steel
reload

Topic 19

want
wish
christmas
save
afterword
sing
life
hey

Topic 20

nigger
steal
primitive
connection
nig
spic
live
likely

Topic 21

ruger
luger
lcp
bushmaster
american
new
blackhawk
review

Topic 22

holster
iwb
kydex
alien
wear
belt
pocket
carry

Topic 23

ammo
best
defense
home
ammunition
shortage
lehigh
harrell

Topic 24

round
load
rebate
edc
loading
whitetail
magazine
beowulf

Topic 25

amendment
second
bear
arm
california
right
rights
court

Topic 26

shotgun
homemade
classic
ammo
room
gauge
israeli
rifles

Topic 27

shoot
underwater
eye
bang
recovery
lionfish
ssris
moving

Topic 28

delete
account
user

Topic 29

delete
user
hack
shut
somebody
security

Topic 30

delete
account
user
amazon

Topic 31

link
notification
voat
suppress
submission
bot
automatically
cross

Topic 32

liberal
abortion
abuse
lefty
evil
leftist
uncommon
term

Topic 33

recommendation
makarov
look
bipod
spotlight
jennings
suggestion
love

Topic 34

fail
freedom
israeli
comply
runner
situational
awareness
honk

Topic 35

sig
print
printer
magazine
target
creality
hoarding
models

Topic 36

faggot
fag
faggots
weak
troll
little
cry
value

Topic 37

carry
permit
conceal
constitutional
state
missouri
texas
pass

Topic 38

cheap
sweet
price
dirt
expensive
precious
plug
john

Topic 39

think
rdb
child
guy
develop
ship
barge
intentione

Topic 40

lever
long
rifle
range
heritage
flash
sniper
symbol

Topic 41

conceal
carry
concealed
open
guys
scenario
carrier
decent

Topic 42

know
luty
marines
model
select
temp
peg
furious

Topic 43

bump
stock
ban
goa
backdoor
bumpstock
denver
trump

Topic 44

mossberg
mosin
moses
nagant
shockwave
browning
john
russian

Topic 45

semi
auto
automatic
revolver
semiauto
semiautomatic
fully
rifle

Topic 46

author
delete
course

Topic 47

binary
suppressor
armor
body
trigger
blackout
franklin
suppress

Topic 48

delete
account
user

Topic 49

delete
account
user
ccount
del

Topic 50

way
nah
contraption
nano
noes
ehhh
clip
exist

Topic 51

sling
barrel
fold
point
sight
avail
maxine
telescope

Topic 52

delete
account
user

Topic 53

jews
party
socialism
democratic
hitler
jew
goyim
jewish

Topic 54

jews
jew
jewish
israel
buzzword
york
white
profit

Topic 55

delete
account
user

Topic 56

cool
nice
corbon
arrangement
bet
guitar
barry
pretty

Topic 57

kill
deserve
killer
die
february
wave
win
heat

Topic 58

yes
yup
yep
occasion
jesus
let
congress
yeah

Topic 59

sure
fantastic
direction
popular
sbr
visibility
step
disclaimer
Top hashtags
#116
#413
#26
#005
#34
#s4
#53
#102
#112
#1642
#222
#4591d504702f2
#62
#92
#colt2
#enough2
#guncontrolnow2
#onk2
#whyicarry2
#000011
Top emoji
🏻3
👍3
🔫3
𝔞2
🇮2
🇱2
🇸2
🇺2
👁2
💀2
🔥2
😈2
😎2
🙂2
🤔2

Computed over the full corpus.

Record

Catalog key
voat-guns
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
25,403
Nodes
3,241
Edges
11,636 (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, 24.0 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/guns [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/guns. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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