Voat — v/SoapboxBanhammer

A Voat (Reddit alternative, 2013–2020) dataset of 33,774 submissions, 87,664 comments, 3,508 users, 15,643 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/SoapboxBanhammer, covering its full lifetime on the platform (2013–2020). Includes all 33,774 submissions and 87,664 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#Soapboxbanhammer#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 3,508 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

3.5K
Nodes
15.6K
Edges
1.27e-03
Density
8
Components
-0.2569
Assortativity
21.1%
Reciprocity
1.7K
Bridges
Most central nodes
gabara0.4143
heygeorge0.2127
friendshipistragic0.1603
ExpertShitposter0.1237
TheBuddha0.1021
TurdLord50000.06958
zyklon_b0.05617
Mick0.05446
SeanBox0.0519
WhiteRonin0.04819
Content metrics

121,438 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 3.381 ± 4.842
min 0max 123
downvotesμ 0.562 ± 1.37
min 0max 42
scoreμ 2.819 ± 4.335
min -35max 113
is link post58.0% true
true 58.0%false 42.0%
depthμ 2.422 ± 5.451
min -1max 90
5.9
Flesch–Kincaid grade
US school grade level
6.8
Automated readability index
Frequent terms
deleteduseraccountniggerlikegabaradonsbbhknowvoattimepenusgotfuckpeopleshitthinkpostheygeorgenewbeepdaygoodgoinghomersimpsonfuckingheyrightcynabunswantneedthinkingletmickputtitout1990waythebuddhalistenactuallydoxxingtodaycrenschlovearmorlittlemannickelbacksurelife
Topic clusters

Topic 0

idiot
homosexual
momma
like
way
boring
pretty
time

Topic 1

voat
voater
goat
protectvoat
vote
great
poal
nutshell

Topic 2

account
user
delete

Topic 3

think
thought
furniture
arby
communism
math
betcha
claus

Topic 4

shitpost
shitposte
shitposting
shitposter
quality
low
shit
post

Topic 5

soapboxbanhammer
banhammer
soapdoxbanhammer
soapbox
soap
hammer
box
race

Topic 6

faggot
fag
faggots
faddle
figgit
fig
literal
bet

Topic 7

sbbh
university
sdbh
olympics
test
meetup
private
roll

Topic 8

need
helper
help
song
gotta
nutshell
examine
hero

Topic 9

post
upset
laugh
floater
source
pass
news
pic

Topic 10

gabara
spic
glow
song
desire
agree
bot
pee

Topic 11

account
user
delete
Show all 183 topics

Topic 12

account
user
delete

Topic 13

ban
pornography
unban
child
bang
page
fph
posting

Topic 14

bad
autism
cry
lousy
joke
stupid
feel
odd

Topic 15

time
spend
clean
minute
spare
chamber
past
travel

Topic 16

cat
pet
pepperoni
tony
gerbil
whore
animal
spirit

Topic 17

fuck
fucker
fucking
motherfucker
fuckin
pig
lawn
jar

Topic 18

fuck
drunk
holy
fee
wash
alcoholic
bitch
shit

Topic 19

mod
application
mfw
moderator
invite
remove
demodde
abuse

Topic 20

proof
promise
rise
peace
rip
death
dead
proposal

Topic 21

author
delete

Topic 22

account
user
delete

Topic 23

author
delete

Topic 24

shit
shitter
css
shitty
street
seth
janitor
stir

Topic 25

flair
meme
choose
chose
choice
mug
new
hard

Topic 26

question
ask
answer
ama
important
pregnant
society
respond

Topic 27

life
save
live
young
safe
kiddo
plant
safety

Topic 28

mick
micky
jail
webs
gracious
mickening
falls
hearing

Topic 29

tonight
night
sleep
goodnight
evening
bone
number
wild

Topic 30

account
user
delete

Topic 31

friend
good
spot
boy
grocery
bud
buddy
doctor

Topic 32

video
official
feminist
music
feminism
fail
teaser
palace

Topic 33

special
message
test
origin
start
story
talent
techius

Topic 34

account
user
delete

Topic 35

reminder
daily
remind
gibson
gargamel
socket
tinfoil
penetration

Topic 36

jesus
pedo
evidence
bible
christ
christian
christians
lord

Topic 37

tired
apology
sorry
demand
asleep
apologize
forgive
sleep

Topic 38

doxe
dox
actual
oxygen
ware
tragic
tale
insanegoat

Topic 39

know
difference
bruh
guide
scotland
happen
partial
wendy

Topic 40

potato
suspect
outlier
simulation
news
warren
thx
wink

Topic 41

account
user
delete

Topic 42

remember
dream
star
miyagi
alf
remake
kids
eyes

Topic 43

nigger
rodent
standoff
niggers
derringer
breed
nipple
song

Topic 44

trump
president
donald
election
republican
electoral
biden
secretary

Topic 45

thinking

Topic 46

account
user
delete

Topic 47

want
wanna
brunch
someplace
exploration
tropical
telephone
assumption

Topic 48

girl
girlfriend
cute
chicken
anime
little
eat
dairy

Topic 49

anime
perfect
japan
japanese
tokyo
mistake
city
version

Topic 50

account
user
delete

Topic 51

baby
leave
ice
predict
faith
vanilla
imma
feed

Topic 52

user
delete

Topic 53

win
fight
prize
contest
victory
wins
superman
henry

Topic 54

drink
alcohol
drunk
drinking
drank
sore
vodka
drunken

Topic 55

murder
rap
raped
deny
kill
boy
girl
absolutely

Topic 56

ben
benne
benn
bens
garrison
shapiro
bendigo
rick

Topic 57

pic
dick
dickpic
send
dik
wife
wick
download

Topic 58

level
letter
git
got
kung
foo
worst
tan

Topic 59

account
user
delete

Topic 60

account
user
delete

Topic 61

today
declas
tuesday
airplane
mudaphukn
going
serenade
mall

Topic 62

happy
birthday
independence
year
day
doggie
cinco
finland

Topic 63

like
state
care
look
try
poland
crusade
legitimately

Topic 64

miss
mister
disabled
messy
presenting
dylan
cheesebooger
moses

Topic 65

user
delete
infinite
aids
super
post

Topic 66

believe
actually
actualy
rabbi
correct
ask

Topic 67

carl
charlie
classic
result
karl
diagram
initiation
sagan

Topic 68

ban
grate
recommend
modding
wikileak
snake
post
mrw

Topic 69

announcement
godzilla
public
service
announce
comparison
evolution
promote

Topic 70

account
user
delete

Topic 71

find
tell
google
alfe
jonathan
placement
wanker
curse

Topic 72

alt
srayzie
sane
bahaha
winky
vinnie
craze
dem

Topic 73

fagget
speech
meow
hardly
condom
free
allahu
akbar

Topic 74

user
delete

Topic 75

iron
fist
fisting
chi
real
original
true
cameo

Topic 76

account
user
delete

Topic 77

okay
costume
delicious
halloween
fren
gorilla
cream
cake

Topic 78

love
welcome
lma
leo
athf
lov
skating
texte

Topic 79

hero
need
voat
deserve
honk
heroes
motivate
cynabun

Topic 80

dial
indicator
cuckold
dialtone
recycle
musician
notch
dilemma

Topic 81

truth
true
honesty
yip
admire
brass
knuckle
mario

Topic 82

account
user
delete

Topic 83

fuck
fuckwit
stomach
dun
goose
florida
fancy
contribute

Topic 84

picture
indiana
sunglass
promotion
portrait
feel
photo
compliment

Topic 85

account
user
delete

Topic 86

sbbh
wall
budget
meet
server
nutshell
new
provide

Topic 87

wrong
photoshopped
steer
jared
elmo
rasputin
neighbourhood
pew

Topic 88

psa
nsfl
risky
skeleton
warning
click
trigger
nsfw

Topic 89

sex
fantasy
gay
sexy
sexual
wakey
tsunder
fella

Topic 90

forget
log
foam
graduate
checker
communication
snack
upload

Topic 91

author
delete

Topic 92

happen
scottish
unexpected
lincoln
microwave
comic
brace
mah

Topic 93

account
user
delete

Topic 94

wife
woman
gender
hair
crotch
gap
bare
man

Topic 95

clinton
obama
hillary
tweet
potus
bicycle
bill
clearance

Topic 96

right
protestant
cosby
high
lgbt
stab
rope
chin

Topic 97

account
user
delete

Topic 98

doxxing
tri
appropriate
lovely
annual
class
continue
problem

Topic 99

shill
awhile
failure
cheesebooger
poland
bald
reassignment
targeted

Topic 100

sbbh
ban
tumblr
confuse
sdbh
relevant
banhammere
freedom

Topic 101

remix
marley
francescoli
cheddar
clown
product
remixe
alberts

Topic 102

come
sam
tiktok
sushi
witty
eagle
guilty
agreement

Topic 103

haiku
organized
selfish
creed
blink
buddha
gang
gas

Topic 104

doxxe
isreal
son
home
thing

Topic 105

let
expect
lend
count
yawn
ghandi
justin
complaint

Topic 106

amalek
kevdude
techius
mudaphukn
cus
rong
sperge
henrycorp

Topic 107

doxxe
nsfl
youngster
motel
smoking
breakfast
style
relate

Topic 108

upvote
upvoat
left
revert
sideways
rely
animation
esteem

Topic 109

smell
gum
foot
rum
taste
seven
egg
green

Topic 110

news
break
breaking
isis
confirmed
arrow
release
vancouver

Topic 111

account
user
delete

Topic 112

thinking
deeply

Topic 113

fact
realize
corn
jerk
circle
therad
environment
amerika

Topic 114

penis
penance
hav
transvestigation
enormous
stare
bloody
ugh

Topic 115

notice
christmas
santa
godsmack
orphan
afk
dmca
complicated

Topic 116

thank
role
hashtag
quietly
meem
homie
thankful
treasury

Topic 117

user
delete
file

Topic 118

account
user
delete

Topic 119

sanegoat
unrelated
pic
amalek
pleb
said
grove
subscription

Topic 120

qtards
qtard
research
pretend
animosity
steadily
fend
flak

Topic 121

problem
solution
premature
eureka
matrix
squirrel
anime
mystery

Topic 122

account
user
delete

Topic 123

talk
speak
fools
hockey
adjust
aliens
wong
need

Topic 124

watch
walk
way
entirety
tim
jus
survival
eric

Topic 125

greatawakening
awakening
introduce
improvement
protector
great
let
greatawakene

Topic 126

check
knock
mixtape
knockin
fitness
automatic
poland
rolling

Topic 127

racist
racism
nazi
dice
meaningless
vitamin
pacific
jihad

Topic 128

troll
wash
tolerate
hand
level
fgts
captcha
beware

Topic 129

retard
retarded
innovation
iran
womb
treadmill
dredel
cripple

Topic 130

guy
gay
country
wendy
gal
hat
education
christians

Topic 131

dear
wonder
dare
hotwheels
humans
julius
football
rainbow

Topic 132

totally
actually
definitely
melal
qancer
android
jizz
sgi

Topic 133

piece
shit
zahi
haiti
diana
graham
ronald
marley

Topic 134

like
cooler
mondays
homework
skittle
whistle
rider
defend

Topic 135

club
member
option
new
north
electrical
ilikeskittle
flavour

Topic 136

thinking

Topic 137

hitler
adolf
birthday
alike
hitlers
adolph
walt
william

Topic 138

sdbh
gold
party
ward
queue
vampire
occupy
explanation

Topic 139

account
user
delete

Topic 140

standoff
hobby
imgur
lifestyle
thuggin
vult
deus
minute

Topic 141

degeneracy
west
heygeorge
source
self
dox
die
decree

Topic 142

lasagna
horse
whore
host
dear
mailing
photoshopped
symposium

Topic 143

infant
murder
rap
white
fetus
rape
registered
royal

Topic 144

unable
suggest
title
uncensored
scott
steiner
einstein
weinstein

Topic 145

subverse
disabled
private
imagine
accessible
bailey
engineering
swede

Topic 146

week
category
gon
payday
kkk
restart
geez
monetize

Topic 147

loli
ass
yankee
amirite
overrate
hunters
rapper
crazy

Topic 148

money
bitch
craigslist
vocal
dunno
sum
awake
niggas

Topic 149

lose
lost
loss
loser
incorrectly
audition
reboot
cache

Topic 150

hey
goy
yeah
hoe
kay
ladies
fuzzyword
lil

Topic 151

wheel
hype
nuffin
kink
pile
nevermind
nope
grass

Topic 152

vacation
day
thailand
syria
beach
dae
holiday
summer

Topic 153

putts
putt
puttitout
sayin
smooth
schedule
summon
shift

Topic 154

suck
sucker
dick
indie
jihadi
membership
violent
phrase

Topic 155

hahaha
shhh
haha
hahahaha
thirsty
soooo
mildly
cripple

Topic 156

reeeeeeeee
happening
destroyer
heavy
load
george
honor
dude

Topic 157

days
date
day
culling
peter
datum
compare
january

Topic 158

damn
quiet
damnit
quit
goddammit
fluffy
legit
dammit

Topic 159

fun
fine
function
funky
accordingly
pond
soldier
impress

Topic 160

account
user
delete

Topic 161

poal
smoke
bong
jizz
pole
banker
sgt
smoker

Topic 162

account
user
delete

Topic 163

fat
obesity
weight
kink
sonic
fatpeoplehate
fatty
india

Topic 164

doxxe
predator
cat
buddy
lavish
dox
doc
facts

Topic 165

nickelback
photograph
nickleback
serenade
forbid
backwards
honestly
faggotry

Topic 166

hello
hail
hell
painting
hothler
scotland
weeaboos
nod

Topic 167

finally
finish
jump
roping
thicken
sewer
badass
motion

Topic 168

account
user
delete

Topic 169

morn
doon
meh
marvel
movement
fence
gun
rest

Topic 170

reddit
ministry
redditors
redditor
gentlemen
someplace
coin
nephew

Topic 171

jews
racist
gene
redhead
jew
irish
israel
frankly

Topic 172

clone
heterosexual
penis
gay
fart
mfw
manicure
hungarian

Topic 173

tit
gtfo
titty
sequel
dem
loop
bleach
exclusive

Topic 174

qrv
chess
qancer
aged
quota
productive
combine
fate

Topic 175

sure
doon
loyalty
inclination
pledge
surrender
motivational
furry

Topic 176

kill
murder
clarify
ded
levine
youself
prince
weaponize

Topic 177

wisdom
proud
wise
word
freeman
morgan
saying
undertaker

Topic 178

jew
jewish
evolution
jews
das
exterminate
youngster
possibility

Topic 179

parade
float
cena
dun
cheesebooger
throw
interrupt
techno

Topic 180

solo
cheese
cock
neighbor
homo
girl
strong
fiste

Topic 181

merry
christmas
wonderful
xmas
hope
simply
precisely
initiation

Topic 182

anal
insertion
whore
pic
virginal
diver
borderline
promise
Top hashtags
#125
#216
#39
#me8
#19905
#55
#blacklivesmatter5
#metoo5
#246522733
#43
#fakenews3
#gamergate3
#medeuce3
#rotteuxx3
#102
#159762
#322
#crenschgate2
#dicksoutforfeminism2
#hashtag2
Top emoji
💩10.6K
🍤32
🐳10
💞10
🤣10
😎8
🇸7
🇺7
💕7
😂7
😱7
🐒6
🐵6
🐥5
🐯5

Sampled: text metrics from 50K of 110.7K records; topic model from 20K.

Record

Catalog key
voat-soapboxbanhammer
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
110,671
Nodes
3,508
Edges
15,643 (directed)
Attributes
nodes have attributes; edges have attributes
Languages
en
Collected
2015/2020 (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, 68.0 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/SoapboxBanhammer [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/SoapboxBanhammer. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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