Voat — v/gaming

A Voat (Reddit alternative, 2013–2020) dataset of 28,755 submissions, 139,916 comments, 17,940 users, 75,975 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/gaming, covering its full lifetime on the platform (2013–2020). Includes all 28,755 submissions and 139,916 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

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· graph.json

The full graph has 17,940 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

17.9K
Nodes
76K
Edges
2.36e-04
Density
30
Components
-0.1375
Assortativity
2.8%
Reciprocity
8.4K
Bridges
Most central nodes
killer70.1027
ChillyHellion0.09577
ArsCortica0.07871
profanion0.07804
spike111170.0733
Troll0.06232
Conspirologist0.06154
fluxusp0.04827
Magnar0.03852
Caleb_The_Chosen0.03077
Content metrics

168,671 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 3.628 ± 11.904
min 0max 1.4K
downvotesμ 0.449 ± 1.655
min 0max 186
scoreμ 3.179 ± 11.619
min -46max 1.4K
is link post81.3% true
true 81.3%false 18.7%
depthμ 0.923 ± 3.16
min -1max 1K
7.5
Flesch–Kincaid grade
US school grade level
7.9
Automated readability index
Frequent terms
gamegameslikeplaygamingnewpeopledontimegoodthinkwantsteamcontentdeleteduservideoknowaccountplayingwayfreegoinggotfeelplayedshitworldbetterthingsoldletnintendopostgameplaybestgreatprettyyearslovefunneeduselotrightsurexboxmoneypoststrailer
Topic clusters

Topic 0

trailer
teaser
launch
official
announcement
reveal
gameplay
release

Topic 1

fallout
bethesda
shelter
vegas
howard
mod
todd
dlc

Topic 2

battlefront
wars
star
battlefield
beta
showcase
open
jedi

Topic 3

enemy
mission
weapon
like
character
gun
level
think

Topic 4

review
simulator
overcooked
truck
lgr
magic
undertale
strange

Topic 5

feeling
honk
warm
dishonor
relevant
tell
struggle
day

Topic 6

doom
eternal
brutal
judge
pixel
arma
review
beta

Topic 7

loot
box
fifa
gambling
publishers
boxes
epic
developer

Topic 8

discussion
storyline
pretentious
bad
element
opinion
generic
game

Topic 9

gta
moments
gtav
funny
online
rockstar
train
mod

Topic 10

author
delete
late

Topic 11

sale
steam
summer
discount
leisure
larry
price
number
Show all 198 topics

Topic 12

delete
user
remove
bit
hour

Topic 13

sjw
fag
anti
faggot
white
shitshow
kid
fucking

Topic 14

sky
man
mans
skyline
city
skylines
cities
minutes

Topic 15

resident
evil
remake
capcom
horror
biohazard
umbrella
survival

Topic 16

giveaway
key
free
steam
weekend
limited
forever
smite

Topic 17

worst
ruin
bad
opinion
depression
booster
problems
pet

Topic 18

voat
goat
clan
clash
clans
goats
fellow
voatcraft

Topic 19

persona
kagura
senran
nsfw
mai
makoto
nan
shin

Topic 20

skyrim
elder
scrolls
scroll
elsweyr
thalmor
eso
conversion

Topic 21

sega
genesis
shenmue
dreamcast
mega
drive
saturn
tanglewood

Topic 22

sexist
female
sexism
women
woman
feminist
france
characters

Topic 23

montage
videogamedunkey
simulator
ender
dunkview
uncharted
rpg
fortnite

Topic 24

kojima
konami
hideo
metal
gear
productions
stranding
solid

Topic 25

gamergate
journalism
violent
violence
blame
journalists
shooting
journalist

Topic 26

soundtrack
music
ost
song
chrono
trigger
runescape
album

Topic 27

nvidia
amd
geforce
gtx
ryzen
emulator
rtx
gpu

Topic 28

account
delete
user

Topic 29

account
delete
user

Topic 30

citizen
star
refund
backer
scam
dates
quantum
peek

Topic 31

nes
mini
snes
classic
nexus
flappy
injection
discontinue

Topic 32

blizzard
warcraft
starcraft
reforge
blizzcon
diablo
nostalrius
legacy

Topic 33

nsfw
novel
erotic
visual
lewd
article
preview
club

Topic 34

microtransaction
microtransactions
promise
activision
transaction
micro
cosmetic
battlefront

Topic 35

xbox
microsoft
scorpio
controller
wireless
windows
scarlett
controllers

Topic 36

minecraft
mmorpg
hardline
pillow
platformer
action
puzzler
castle

Topic 37

content
submission
define
post
illegal
mark
relate
creator

Topic 38

fantasy
final
vii
viii
remake
xiv
psx
lightning

Topic 39

gog
free
drm
currently
finale
connect
row
sale

Topic 40

account
delete
user

Topic 41

laptop
monitor
lenovo
budget
gaming
headset
mouse
guide

Topic 42

pokemon
pokémon
pokkén
generation
trainer
testing
field
bring

Topic 43

nier
automata
liang
xing
valentine
pervert
ice
commander

Topic 44

kickstarter
goal
funding
campaign
psychonauts
stretch
stoneshard
reaches

Topic 45

overwatch
team
fortress
doa
pharah
symmetra
mvp
valiant

Topic 46

andromeda
mass
effect
reacts
hitler
troubled
krogan
animations

Topic 47

china
chinese
tencent
censor
approval
mobile
ban
government

Topic 48

metal
gear
solid
phantom
pain
mgsv
doctor
masterpiece

Topic 49

free
wildstar
play
neotokyo
nox
reloaded
pico
kholat

Topic 50

mario
super
bros
luigi
maker
mansion
absolutely
kitty

Topic 51

creed
assassin
assassins
syndicate
origins
uplay
origin
odyssey

Topic 52

half
life
valve
alyx
newell
gabe
retrospective
writer

Topic 53

interview
director
interviews
talks
dragons
designer
david
dungeons

Topic 54

breath
zelda
wild
legend
stitch
hyrule
queen
wind

Topic 55

humble
bundle
charity
grid
monthly
free
saints
paradox

Topic 56

future
virtual
reality
commodore
size
crosscode
near
mini

Topic 57

deliverance
kingdom
come
hoe
saint
deliver
kingdoms
romance

Topic 58

denuvo
crack
censorship
drm
japan
sessions
piracy
mirage

Topic 59

mega
megaman
man
hearts
kingdom
legacy
collection
remix

Topic 60

enjoy
gamestop
hour
like
feel
graphical
play
scratch

Topic 61

delay
outlast
december
mighty
indefinitely
scalebound
psychonaut
spring

Topic 62

deus
mankind
divided
divide
revolution
faith
human
augmentation

Topic 63

rope
wonder
radiance
ultima
party
guy
tonight
pool

Topic 64

switch
nintendo
console
jimmy
nintendos
portable
piece
charger

Topic 65

indie
year
history
hardship
absolver
piñata
inspired
growth

Topic 66

mortal
kombat
robocop
terminator
woke
kotaku
controversy
fatalities

Topic 67

multiplayer
strategy
online
source
conquest
lan
free
space

Topic 68

delete
user

Topic 69

good
time
chain
supply
play
spend
rioter
thumper

Topic 70

projekt
red
cyberpunk
witcher
demand
sapkowski
andrzej
million

Topic 71

october
witcher
wine
screenshots
expansion
legion
warcraft
emerge

Topic 72

access
early
leave
starve
rogue
april
overgrowth
shipwreck

Topic 73

hearthstone
infinite
warfare
duty
million
surpasse
milestone
battleground

Topic 74

harassment
twitch
ban
sexual
accuse
fictional
panel
nazis

Topic 75

mario
kart
paper
splash
color
crashes
origami
marie

Topic 76

minute
gameplay
minutes
eroge
druidstone
biomutant
minimize
footage

Topic 77

account
delete
user

Topic 78

rpg
worm
try
flag
nostalgia
tabletop
cousin
greedfall

Topic 79

account
delete
user

Topic 80

weekly
news
week
episode
late
controversy
unveil
drm

Topic 81

naughty
copyright
dog
torrentfreak
druckmann
neil
scandal
piracy

Topic 82

cancel
cancelled
hills
cancellation
allison
del
toro
silent

Topic 83

heroes
comparison
cover
fanart
lazy
princess
storm
art

Topic 84

hedgehog
sonic
rumor
rumour
anniversary
mania
bully
confirm

Topic 85

account
delete
user

Topic 86

legends
league
jinx
sona
katarina
songjikyo
sakimichan
haru

Topic 87

arkham
batman
knight
gotham
return
warner
roam
idealist

Topic 88

warfare
modern
duty
wwii
cod
war
zombies
dutys

Topic 89

account
delete
user

Topic 90

witcher
arisen
dogma
farming
counter
strike
global
offensive

Topic 91

valve
steam
steamos
replace
greenlight
geometry
machines
users

Topic 92

date
september
august
north
europe
western
america
reveal

Topic 93

street
fighter
capcom
juri
ultra
akuma
zangief
pull

Topic 94

souls
dark
total
warhammer
war
beamdog
soul
dungeons

Topic 95

review
honey
select
objective
spoilers
carrion
aviary
exceed

Topic 96

redemption
red
dead
november
persona
date
atlus
dishonored

Topic 97

favorite
sidekick
great
bendy
ezio
rivia
fisher
trevor

Topic 98

remember
tekken
starve
memory
bulletin
firefall
rusty
stroll

Topic 99

bioshock
plus
infinite
free
playstation
vote
mirco
elizabeth

Topic 100

donkey
kong
legend
super
smash
blindfold
legends
league

Topic 101

recommend
suggestion
recommendation
index
personally
persia
rpgs
prince

Topic 102

atari
laptop
razer
predator
vcs
colecovision
ces
launch

Topic 103

delete
user

Topic 104

tomb
raider
conquer
command
rise
offs
commando
siberian

Topic 105

chrono
retro
trigger
cartridge
coleco
console
handheld
obscure

Topic 106

ops
destiny
black
duty
bungie
blackout
dlc
aquarium

Topic 107

nintendo
smartphone
announce
switch
blob
vita
leak
boy

Topic 108

subverse
bug
meta
classify
chuckle
hyphen
monsterhunter
fanfare

Topic 109

impressions
walkthrough
impression
commentary
gameplay
hellblade
iron
sieg

Topic 110

steam
controller
greenlight
link
dong
gamesnosh
mfw
analogue

Topic 111

nigger
girl
woman
white
sexually
girlfriend
college
assault

Topic 112

stream
live
ufc
nfl
panthers
texans
usa
watch

Topic 113

warning
twitch
die
angry
anomen
davy
camelot
jaheira

Topic 114

cyberpunk
chameleon
ciri
delusional
catholic
shy
linus
gratuitous

Topic 115

event
irc
survey
republican
voat
join
cst
hello

Topic 116

evolve
evolution
blaze
lethal
stage
league
utc
cst

Topic 117

division
beta
versus
patch
sign
hotfix
dew
expansions

Topic 118

account
delete
user

Topic 119

ark
survival
evolve
evolved
ragnarok
rex
survive
mars

Topic 120

rise
fall
dead
gvmer
gaia
goodie
based
exo

Topic 121

dayz
diy
sharing
chaotic
feb
dusk
fishing
standalone

Topic 122

halo
ruined
odst
industries
wars
tragedy
midnight
vet

Topic 123

trackmania
utawarerumono
thrill
privilege
baldur
rockstar
gate
soul

Topic 124

cry
far
primal
farcry
montana
bury
engaging
trace

Topic 125

shut
shutdown
servers
disney
bankrupt
mmorpg
marvel
august

Topic 126

account
delete
user

Topic 127

account
delete
user
index
aeris
tribute
host

Topic 128

account
delete
user

Topic 129

thrones
season
watch
episode
online
homecoming
movie
stream

Topic 130

delete
user

Topic 131

anticipated
best
games
upcoming
suggestion
publishers
seller
dan

Topic 132

nerd
angry
episode
video
avgn
enrage
enigma
activator

Topic 133

live
ufc
stream
fight
watch
streaming
free
joshua

Topic 134

satoru
iwata
miyamoto
passing
amiibo
legacy
immortalise
nintendoswitch

Topic 135

account
delete
user

Topic 136

sjw
capitalist
fuck
white
disgusting
propaganda
autistic
faggot

Topic 137

punctuation
zero
yahtzee
nom
hatfall
layers
rapture
woolly

Topic 138

account
delete
user

Topic 139

favorite
favourite
waster
satanic
whoaverse
homo
animate
till

Topic 140

wolfenstein
colossus
nazi
radroache
wayne
grammar
new
anger

Topic 141

tips
tip
tricks
drifter
hyper
beginner
advice
tutorial

Topic 142

metroid
remake
fandom
metroidvania
fan
anniversary
prequel
jessica

Topic 143

oculus
rift
xcom
vive
htc
pre
pretender
wednesday

Topic 144

million
sell
copy
sells
worldwide
unit
sold
horizon

Topic 145

playstation
sony
kinect
microsoft
confirm
bring
codemasters
acquires

Topic 146

kerbal
program
space
rover
mars
horizons
intrigue
spacex

Topic 147

cuphead
delicious
model
animation
modest
ture
tesla
inclusion

Topic 148

war
gears
gear
dice
ultimate
battlefield
edition
internship

Topic 149

account
delete
user
inactivity
inactive
microsoft
year

Topic 150

razörfist
arcade
deliverance
razorfist
pandora
ascendant
saboteur
deus

Topic 151

shock
system
reboot
differ
pipe
album
shodan
deal

Topic 152

delete
user

Topic 153

showcase
pve
pvp
destiny
legendary
weapon
prospector
merciless

Topic 154

hyperdimension
neptunia
emblem
robin
awakening
fire
heart
terar

Topic 155

isaac
binding
bind
rebirth
afterbirth
reject
tier
default

Topic 156

idle
like
fly
plausible
couch
calm
fishing
moba

Topic 157

account
delete
user

Topic 158

delete
user

Topic 159

white
strikes
cringe
bully
terminator
jesus
cast
racist

Topic 160

sjw
sjws
bullshit
faggot
moan
owen
baldurs
fortnight

Topic 161

awards
nominee
award
winner
gamey
uranium
won
arbitrary

Topic 162

account
delete
user

Topic 163

ross
dungeon
halloween
sieg
phantasmagoria
revenant
darkness
guild

Topic 164

goldeneye
moments
funniest
funny
kills
logic
compilation
mother

Topic 165

pewdiepie
customer
block
bullyhunters
mislead
stores
tester
sponsor

Topic 166

achievement
bad
generally
wrc
accomplishment
great
relative
percentage

Topic 167

disability
mental
design
better
improve
gamegan
janitor
illness

Topic 168

salty
pubg
death
history
syria
overpowered
videogame
video

Topic 169

rainbow
siege
operation
operator
coopgaming
valkyrie
patch
ice

Topic 170

exile
path
fall
legacy
blight
informed
relic
ravenous

Topic 171

aaa
developer
industry
losses
pinnacle
conventional
practices
crash

Topic 172

epic
store
exclusive
games
steam
clause
avid
adding

Topic 173

xenoblade
chronicles
pyra
octopus
prism
mechs
outcry
melt

Topic 174

architect
prison
homepage
pcgamesn
liberate
update
prisoner
california

Topic 175

account
delete
user

Topic 176

theft
auto
grand
fishy
predict
weakness
delist
unlikely

Topic 177

compatibility
backwards
xbox
msft
compatible
backward
permission
microsoft

Topic 178

account
delete
user

Topic 179

coopgaming
post
garden
plant
zombies
titanfall
diary
callofduty

Topic 180

pac
man
championship
score
stitch
intellivision
obsess
maximum

Topic 181

engine
unreal
west
enslave
demo
odyssey
nesano
fixes

Topic 182

rage
street
bendy
ink
mlb
mickey
turd
observer

Topic 183

empires
age
definitive
kingdoms
african
edition
empire
ryse

Topic 184

ban
blacklist
offensive
manager
kikes
gggmanlive
allegations
olin

Topic 185

civilization
sid
civ
meier
diplomatic
civilisation
depths
galactic

Topic 186

mercy
overwatch
widowmaker
liang
xing
imp
mei
pink

Topic 187

valve
gambling
washington
commission
australian
court
lawsuit
trouble

Topic 188

speed
need
wanted
origin
connection
tuning
lamborghini
payback

Topic 189

ubisoft
inclusiveness
indoor
defect
malaysia
critically
crashing
ubisofts

Topic 190

alive
xtreme
dead
koei
tecmo
jiggle
honoka
round

Topic 191

tiberian
update
alert
event
honor
sun
class
derby

Topic 192

rocket
league
sieges
predecessor
playerbase
darksider
keys
national

Topic 193

epic
refund
store
request
esports
technica
dumpster
practices

Topic 194

emotionally
milo
royal
hand
play
thousand
russian
storm

Topic 195

pubg
sue
clone
lynch
teleport
swimming
border
teammate

Topic 196

addiction
disorder
mental
health
reduce
brain
study
classify

Topic 197

nintendo
nein
labo
evaluate
shocking
nintendos
context
appropriate
Top hashtags
#s299
#159
#219
#gamergate16
#315
#59
#48
#gaming8
#metoo8
#66
#104
#84
#alitaarmy4
#fe4
#73
#93
#cupodcast3
#0012
#122
#302
Top emoji
🎅44
🤣10
🤪8
👌7
😂6
🙃3
🤮3
👍2
😉2
🌄1
🌠1
🏰1
🏻1
🏼1
🐥1

Sampled: text metrics from 50K of 162K records; topic model from 20K.

Record

Catalog key
voat-gaming
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
161,964
Nodes
17,940
Edges
75,975 (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, 91.5 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/gaming [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/gaming. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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