Voat — v/music

A Voat (Reddit alternative, 2013–2020) dataset of 25,680 submissions, 33,410 comments, 7,717 users, 17,094 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/music, covering its full lifetime on the platform (2013–2020). Includes all 25,680 submissions and 33,410 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 7,717 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

7.7K
Nodes
17.1K
Edges
2.87e-04
Density
166
Components
-0.1799
Assortativity
1.7%
Reciprocity
4.2K
Bridges
Most central nodes
killer70.03758
ElectricCanabull0.03331
conguero0.02009
Oh_Well_ian0.01905
Bill_Murrays_Sandals0.01853
bamex0.01827
Conspirologist0.01801
Russianbots0.01801
TheBuddha0.01801
1000110.01788
Content metrics

59,090 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 2.801 ± 5.88
min 0max 417
downvotesμ 0.409 ± 1.372
min 0max 182
scoreμ 2.392 ± 5.644
min -33max 408
is link post92.8% true
true 92.8%false 7.2%
depthμ 0.666 ± 2.757
min -1max 68
6.8
Flesch–Kincaid grade
US school grade level
6.3
Automated readability index
Frequent terms
messageautomatedyoutubedeletedusermusicaccountsonglikevideogooddonlovelivealbumtimeofficialgreatbandknowpeoplesongsnewthinkrockmangotbestshitversionguitarhooktubelyricsblackyearslistenfuckheardwaydaybetteroldcoverprettywhiterightwantlittlefuckingfavorite
Topic clusters

Topic 0

official
video
music
napalm
records
mastodon
south
steve

Topic 1

antwoord
duran
die
yngwie
satie
non
slow
erik

Topic 2

song
music
sample
think
copyright
help
free
good

Topic 3

kink
kinks
day
wish
ween
raise
believe
sunset

Topic 4

think
listen
like
know
hello
play
work
sure

Topic 5

pink
floyd
comfortably
jane
numb
brick
wall
wish

Topic 6

beethoven
minor
symphony
bach
mozart
sonata
concerto
major

Topic 7

account
user
delete

Topic 8

remix
trap
prod
instrumental
beat
cards
boulevard
dubstep

Topic 9

zappa
frank
duke
regalia
mothers
freaks
prunes
peaches

Topic 10

johnny
cash
hurt
john
denver
winter
mellencamp
battle

Topic 11

album
mushroom
damned
shape
release
infected
english
june
Show all 219 topics

Topic 12

account
delete

Topic 13

blues
blue
moody
monday
satin
hooker
bourbon
traveler

Topic 14

cure
nightwish
night
away
hawkwind
eye
guess
motley

Topic 15

lyric
lyrics
fitzgerald
wreck
sinatra
lightfoot
gordon
description

Topic 16

use
account
delete

Topic 17

account
user
delete
acc
ount

Topic 18

account
user
delete

Topic 19

thrill
horizon
macleod
scum
allin
grass
madness
green

Topic 20

ozzy
live
osbourne
crows
lightning
count
reo
speedwagon

Topic 21

rolling
stones
stone
thumb
sympathy
rollin
paint
roll

Topic 22

account
user
delete

Topic 23

heart
genesis
leon
leppard
oasis
confusion
def
childish

Topic 24

bowie
david
iggy
lazarus
pop
ashes
lust
americans

Topic 25

account
user
delete

Topic 26

count
user
delete

Topic 27

user
delete
ctrl
alt

Topic 28

neil
young
horse
crazy
aid
gold
man
harvest

Topic 29

joplin
miles
daniel
janis
mile
tomorrow
davis
silverchair

Topic 30

ice
baby
vanilla
attack
massive
dog
eat
zombies

Topic 31

zeppelin
led
parsons
kashmir
project
alan
immigrant
zepplin

Topic 32

hank
williams
iii
country
aaron
shades
lewis
boy

Topic 33

crap
shithop
rapper
rap
shit
bullshit
faggot
police

Topic 34

account
user
delete

Topic 35

tool
update
sober
gift
invincible
fear
january
holy

Topic 36

rush
stooges
coleman
wanna
cry
trees
gary
cowboy

Topic 37

love
grips
xurious
death
outfield
dub
thing
book

Topic 38

punk
daft
kennedys
weekend
dead
vampire
truck
police

Topic 39

wolf
big
black
plant
log
ambrosia
robert
metric

Topic 40

cover
gurdy
matthews
patty
hurdy
hills
nightwish
davis

Topic 41

theme
soundtrack
vangelis
ost
motion
picture
shell
runner

Topic 42

voat
voats
voater
speech
share
muskrat
ellen
dedication

Topic 43

sunshine
cream
eagles
red
eagle
easy
fringe
simply

Topic 44

pantera
marley
domination
panther
bob
steel
code
revolution

Topic 45

audio
souls
edgar
incognito
lost
official
palace
caravan

Topic 46

cooper
weezer
radiohead
alice
creep
paranoid
widow
fang

Topic 47

eric
stewart
clapton
winwood
steve
cat
antarctica
beer

Topic 48

sabbath
black
fairy
paranoid
wear
boot
caravan
planet

Topic 49

purple
deep
giants
mitchell
innocence
highway
giant
cardigans

Topic 50

jackson
michael
seger
ramblin
bob
page
criminal
smooth

Topic 51

account
delete

Topic 52

flaming
cannonball
lips
tenacious
rob
oizo
bath
handsome

Topic 53

lose
cowboy
rare
lost
lord
tank
earth
ost

Topic 54

guns
roses
gun
rose
million
november
yellow
kelly

Topic 55

rebel
son
kansas
sons
johnny
carry
bitchin
nigger

Topic 56

lily
beautiful
religion
rawthang
allen
morning
good
bad

Topic 57

let
melvins
men
history
bad
account
user
horse

Topic 58

fire
arcade
devo
material
wake
spirit
wham
whip

Topic 59

account
user
delete

Topic 60

forget
minds
simple
carpenters
forgotten
theater
dream
superstar

Topic 61

bush
baker
gerry
buckethead
kate
rafferty
buck
hill

Topic 62

alice
chains
unplugged
chain
rotten
wrong
restaurant
stereo

Topic 63

piano
improvisation
solo
piece
recorder
greatest
beginner
marble

Topic 64

metallica
matter
unforgiven
orion
battery
true
sad
lightning

Topic 65

talk
head
psycho
talks
talkin
killer
hollis
monster

Topic 66

account
user
delete

Topic 67

melon
anthrax
summertime
blind
summer
rain
zombie
spoonful

Topic 68

deleted
account
user
delete

Topic 69

beatles
beatle
hey
taxman
monitor
astonishing
sherman
blackbird

Topic 70

hate
jukebox
nickelback
haters
kiwanuka
jett
joan
grace

Topic 71

account
user
delete

Topic 72

doors
door
break
river
touch
pray
krauss
alison

Topic 73

megadeth
peace
bullets
wars
punishment
liar
holy
destruction

Topic 74

inch
nails
nail
ink
nin
closer
hole
damaged

Topic 75

petty
heartbreakers
tom
fallin
fargo
refugee
philadelphia
breakdown

Topic 76

marilyn
manson
swift
taylor
nigger
resident
roll
smith

Topic 77

jennings
waylon
lonesome
crazy
jenny
cowboy
tulsa
shooter

Topic 78

santana
gimme
stand
rainbow
staind
sacrifice
woodstock
soul

Topic 79

clash
paper
plane
straight
supermarket
mia
european
cheat

Topic 80

walsh
simone
nina
gang
james
joe
jones
howard

Topic 81

man
tin
moon
skepta
trust
rem
america
work

Topic 82

motörhead
division
spades
joy
ace
distance
motorhead
sandman

Topic 83

billy
idol
billie
holiday
strings
yell
cobham
start

Topic 84

fears
mad
tear
fear
world
rule
gary
everybody

Topic 85

maiden
iron
flight
icarus
thy
waste
minutes
years

Topic 86

morrison
bruce
van
springsteen
morrissey
mystic
irish
english

Topic 87

user
delete

Topic 88

ace
feeling
rome
base
long
know
feel
europe

Topic 89

fuck
motherfucker
aguilera
existance
cee
fuckthepopulation
jammin
deicide

Topic 90

account
user
delete

Topic 91

roll
rock
powerwolf
long
kid
australian
way
control

Topic 92

soul
collective
brothers
mgmt
bvby
tulip
brother
souls

Topic 93

account
user
delete

Topic 94

circle
perfect
judith
pet
beauty
ferrell
apc
outsider

Topic 95

account
user
delete

Topic 96

ghosty
vigilante
funk
danish
concert
live
symphony
angeles

Topic 97

synthwave
mix
cyberpunk
electro
chill
darkwave
relaxing
retro

Topic 98

bizkit
limp
mouse
modest
ganja
eyes
boiler
biscuit

Topic 99

russian
shira
ukraine
ukrainian
folk
pride
russia
sings

Topic 100

account
user
delete

Topic 101

van
eddie
panama
eruption
bout
solo
talkin
teacher

Topic 102

paul
mccartney
simon
weller
wings
jet
leave
lover

Topic 103

chevelle
pain
molly
dinosaur
peaches
chevy
dreams
send

Topic 104

account
user
delete

Topic 105

steely
dan
teeth
reelin
dirty
alive
school
aja

Topic 106

stripes
white
phil
collins
letter
jolene
biscuit
lights

Topic 107

count
user
delete

Topic 108

account
user
delete

Topic 109

pearl
jam
evolution
unplugged
kiss
kick
mtv
entertainment

Topic 110

account
user

Topic 111

account
user
delete

Topic 112

del
height
account
user
tree

Topic 113

account
user
delete

Topic 114

foo
fighters
pretender
limo
letterman
matey
solstice
professor

Topic 115

dylan
bob
homesick
tangle
prize
things
alright
hoot

Topic 116

drummer
bing
crosby
drum
drums
boy
little
pretenders

Topic 117

die
overdose
founder
singer
dead
squire
aged
jim

Topic 118

lyric
video
official
midnight
strings
marcus
billy
rider

Topic 119

prodigy
stone
sour
roses
adore
breathe
firestarter
fools

Topic 120

gabriel
amy
winehouse
peter
rehab
games
rare
hill

Topic 121

waits
tom
blank
shore
west
hall
highway
break

Topic 122

daniels
nelson
charlie
willie
jamey
cost
johnson
hartford

Topic 123

account
user
delete

Topic 124

deleted
account
user
delete

Topic 125

bloodhound
gang
aqua
kool
uniform
barbie
charlie
clan

Topic 126

god
foreigner
awesome
charles
straight
duran
doo
agua

Topic 127

grateful
pilots
temple
dead
stone
grey
touch
cornell

Topic 128

dead
die
pretend
death
dreaming
mdc
dong
curry

Topic 129

account
user
delete

Topic 130

smashing
pumpkins
bullet
butterfly
wing
pumpkin
flight
bumble

Topic 131

scott
victory
sessions
raymond
righteous
powerhouse
ways
judgement

Topic 132

come
thought
tiffany
thinking
think
original
term
bout

Topic 133

electric
wizard
doom
stoner
gay
bar
drug
murder

Topic 134

phish
street
lost
dog
tod
band
benjamin
dogs

Topic 135

dire
money
swing
strait
arm
gayageum
viper
pool

Topic 136

rammstein
amerika
lindemann
frei
deutschland
yield
lust
exclusive

Topic 137

smiths
dog
smith
sam
night
mama
soon
madness

Topic 138

acc
ount
account
user
delete

Topic 139

remastered
toto
africa
remastere
moroder
giorgio
extended
chorale

Topic 140

user
delete

Topic 141

silence
disturbed
garfunkel
simon
sound
partner
spring
silent

Topic 142

queen
macabre
wing
squad
death
dance
obnx
dial

Topic 143

university
choir
audio
college
mass
christmas
video
bend

Topic 144

slipknot
leo
metal
snuff
cover
fairport
hannah
pulse

Topic 145

mode
depeche
puppets
meat
silence
master
ultra
enjoy

Topic 146

lorde
cancel
jewish
israel
jew
group
kelly
claim

Topic 147

account
user
delete

Topic 148

account
user

Topic 149

friday
thread
guitar
share
eastern
level
night
skill

Topic 150

nigger
nigel
plan
xtc
niggers
niggaz
cope
cochran

Topic 151

run
dmc
ventures
tricky
joe
knife
mary
goodbye

Topic 152

hendrix
jimi
watchtower
experience
haze
stockholm
voodoo
joe

Topic 153

primus
georgia
devil
mud
slippery
puddle
beef
tritt

Topic 154

account
user
delete

Topic 155

thieves
blondie
blonde
thievery
glass
corporation
tech
ministry

Topic 156

glory
portishead
hallelujah
booze
danzig
mother
skinhead
crew

Topic 157

elvis
presley
costello
suspicious
detective
vegas
minds
amnesia

Topic 158

user
delete

Topic 159

account
user
delete

Topic 160

god
almighty
church
praise
hymn
chorus
kingdom
thee

Topic 161

kill
face
urban
complicated
pilgrim
define
kyle
faces

Topic 162

account
user
delete

Topic 163

charles
ray
fight
netherlands
montgomery
triumph
travis
live

Topic 164

dolly
kenny
rogers
parton
gambler
jolene
coward
county

Topic 165

ghost
ghostbusters
specials
town
hammer
square
ghostwriter
sad

Topic 166

peppers
chili
hot
red
kiedis
tissue
scar
anthony

Topic 167

priest
judas
nazareth
law
stain
grind
rust
electric

Topic 168

guthrie
traffic
fantasy
dear
temptation
peggy
order
lee

Topic 169

clearwater
creedence
revival
rain
bayou
lookin
rise
moon

Topic 170

heaven
hell
loaf
cowboys
bat
meat
sheep
challenge

Topic 171

account
user
delete

Topic 172

lynyrd
skynyrd
simple
breeze
saturday
special
bird
rockpalast

Topic 173

elo
prine
rip
miller
roger
sky
eso
hetfield

Topic 174

rage
machine
killing
renegades
maggie
farm
reagan
filthy

Topic 175

forever
strawberry
fields
lita
ford
close
young
sovereignty

Topic 176

account
user
delete

Topic 177

aphex
twin
daddy
pill
power
avril
artificial
donkey

Topic 178

ray
vaughan
stevie
stevens
flood
texas
squirrel
seagulls

Topic 179

president
states
trump
united
peaches
usa
america
donald

Topic 180

pixy
mind
eiffel
turtle
alec
gigantic
trample
hey

Topic 181

goat
goats
christmas
ships
gettin
wham
niggermusic
blackmore

Topic 182

jefferson
rabbit
starship
slick
grace
white
winterland
vietnam

Topic 183

gently
weeps
lynne
winwood
piano
cello
jeff
guitar

Topic 184

author
delete

Topic 185

weird
appearance
confused
melos
holler
autotune
tera
rides

Topic 186

haggard
merle
boy
nelson
pancho
lefty
willie
white

Topic 187

time
azealia
untold
seat
changin
banks
supremes
drones

Topic 188

jerry
grisman
garcia
mtv
reed
david
set
theater

Topic 189

ghostemane
mercury
dee
børns
hijack
kali
kiedis
venom

Topic 190

bond
fascist
nazi
tell
woke
mixtape
roof
vol

Topic 191

fleetwood
mac
buckingham
chain
fires
crowded
peter
bare

Topic 192

ratatat
richter
max
tycho
round
ratt
november
remixed

Topic 193

beck
loser
jeff
chelsea
hospital
apart
june
royal

Topic 194

soundgarden
hole
sun
black
wave
limo
hand
seattle

Topic 195

user
delete

Topic 196

intalex
marcus
happy
touch
turtles
trixter
revolve
unafraid

Topic 197

dixie
drive
baez
joan
land
chicken
old
camp

Topic 198

frampton
peter
edgar
group
happening
dave
clark
special

Topic 199

silly
total
cypress
eclipse
wizard
hill
bonnie
tyler

Topic 200

misfits
halloween
caress
wells
skulls
dust
moments
dare

Topic 201

sonic
youth
cult
riot
teenage
heather
bull
sonny

Topic 202

high
baker
bag
jake
revolve
tal
afroman
mel

Topic 203

zappa
frank
montana
page
live
paradise
slime
footwear

Topic 204

finger
punch
snap
death
prong
neck
lift
fingers

Topic 205

nirvana
bloom
breed
ape
plateau
unit
twins
son

Topic 206

ministry
build
gibby
tis
jesus
everyday
honey
terrible

Topic 207

roundabout
henry
shoe
funeral
nazareth
hair
dog
yes

Topic 208

beastie
boys
cha
farmers
vma
revere
found
flesh

Topic 209

amarth
amon
amaranthe
casualties
unseen
waltzing
temperance
matilda

Topic 210

midnight
oil
burning
special
actor
bleak
midwinter
collier

Topic 211

acid
raindrops
brock
berrigan
celebration
melting
bath
demo

Topic 212

jack
white
fight
danger
page
jimmy
astral
townshend

Topic 213

dawn
away
prison
wall

Topic 214

horses
funeral
darrell
dimebag
solo
amp
charlottesville
pardon

Topic 215

radar
earring
dark
darkness
golden
hoobastank
gesaffelstein
omega

Topic 216

account
user
delete

Topic 217

account
user
delete

Topic 218

account
user
delete
Top hashtags
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Top emoji
🎶9
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𝐞4
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Sampled: text metrics from 50K of 56.1K records; topic model from 20K.

Record

Catalog key
voat-music
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
56,104
Nodes
7,717
Edges
17,094 (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, 35.1 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/music [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/music. 2022, doi.org/10.1609/icwsm.v16i1.19382.

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