Voat — v/nsfw

A Voat (Reddit alternative, 2013–2020) dataset of 4,413 submissions, 6,219 comments, 1,736 users, 3,425 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/nsfw, covering its full lifetime on the platform (2013–2020). Includes all 4,413 submissions and 6,219 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Adult content#Nsfw#Platform migration#Subverse

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Analytics

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· graph.json

The full graph has 1,736 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

1.7K
Nodes
3.4K
Edges
1.14e-03
Density
21
Components
-0.1673
Assortativity
1.2%
Reciprocity
1K
Bridges
Most central nodes
Aged0.1971
TheDespair0.1032
jamesnba0.09568
Spank_My_Bottom0.08991
enotsr220.0634
Dark_Shroud0.06167
LovesFemaleBodies0.0611
lordunderthemountain0.05937
identifier10.05476
dman690.05014
Content metrics

10,632 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 8.418 ± 13.15
min 0max 194
downvotesμ 1.288 ± 2.682
min 0max 30
scoreμ 7.13 ± 12.242
min -28max 192
is link post97.1% true
true 97.1%false 2.9%
depthμ 0.432 ± 1.139
min 0max 15
5.2
Flesch–Kincaid grade
US school grade level
5.7
Automated readability index
Frequent terms
likelinkimgurmessagensfwautomatednondongirlpornlooksfuckasslooknicetitsposthotgoodbodydeletedlookingknownakedpussylovebeautifultimeuserwantthinkrightvoatprettygirlswomanfuckingwomenbiggotshitperfectdicklittlecontentneedpostingsurefacesexy
Topic clusters

Topic 0

nsfw
cunnilingus
work
pussyjob
sex
spank
pale
christmas

Topic 1

non
automate
message
imgur
link

Topic 2

blonde
brunette
pound
blond
sasha
grey
stocking
slender

Topic 3

tit
big
titties
titty
perfect
batman
metal
perky

Topic 4

non
automate
message
imgur
link

Topic 5

naked
woman
nature
dark
horse
nude
nake
norway

Topic 6

panty
smile
pant
walk
hike
outdoor
swallow
wear

Topic 7

pussy
rear
play
virgin
eating
innie
perfect
public

Topic 8

porn
voat
reddit
post
downvote
faggot
censor
drama

Topic 9

redhead
red
fox
pale
lucky
russian
cute
gorgeous

Topic 10

thank
share
sharing
care
welcome
deal
week
attention

Topic 11

account
user
delete
post
Show all 126 topics

Topic 12

boob
boobs
big
breast
booby
starr
nekane
cara

Topic 13

flooring
floor
jelly
hardwood
marble
dragon
theme
seven

Topic 14

like
order
mmmmm
don
illusion
pitch
taco
pony

Topic 15

bush
face
wait
facial
rid
staff
thesis
facesitting

Topic 16

view
look
challenge
control
find
beak
presentation
twice

Topic 17

perfect
perfection
body
shape
gape
clam
practically
slightly

Topic 18

ass
august
parade
finger
offer
present
pick
glass

Topic 19

right
fry
bike
properly
definitely
spot
correct
hit

Topic 20

butt
bit
rough
finger
challenge
stick
rub
implant

Topic 21

want
eat
ant
wanna
play
stick
saber
wench

Topic 22

kill
pedophile
faggot
pedo
spam
fag
kike
murder

Topic 23

anal
amateur
dildo
teen
lesbian
lana
couple
sex

Topic 24

lexi
belle
bella
daisy
monica
danielle
valentina
eva

Topic 25

suck
burn
fuck
dick
motherfucker
burner
coal
gross

Topic 26

title
insult
lose
gay
bill
contact
judge
think

Topic 27

tattoo
ruin
tat
ugly
bad
piercing
awful
ridiculous

Topic 28

pool
table
yoga
pose
massage
daniel
strike
water

Topic 29

girlfriend
girl
student
soul
day
clinton
asstastic
bernie

Topic 30

nipple
nip
pierce
puffy
forest
nymph
ring
small

Topic 31

think
point
minute
add
camera
giovanni
hdd
potter

Topic 32

look
like
young
boy
drug
prob
lindsay
invitation

Topic 33

luba
kira
dana
bruni
ayumi
zen
por
ogura

Topic 34

nice
ride
matter
view
bod
curves
spread
dat

Topic 35

thank
thumbnail
post
spam
etc
edit
bring
domain

Topic 36

know
research
vid
want
pronounce
hammer
hire
film

Topic 37

sexy
sexual
lingerie
leah
bun
project
prank
res

Topic 38

source
sauce
cinematography
kit
info
thesis
nevermind
available

Topic 39

shower
catch
spill
pack
pick
splash
mango
disaster

Topic 40

hold
hang
sure
hell
load
hunt
experienced
deliver

Topic 41

eye
happy
beautiful
bedroom
contact
view
gorgeous
gape

Topic 42

find
apparently
target
search
break
study
original
cover

Topic 43

beach
sand
babe
sea
tune
scan
als
rya

Topic 44

white
female
black
lace
angela
iris
observe
bride

Topic 45

try
sleep
support
return
release
build
choose
wine

Topic 46

lady
woman
lovely
radiator
beautiful
princess
physical
identify

Topic 47

disgusting
fuck
fuckin
bound
fucked
nasty
improve
captain

Topic 48

olga
catarina
alessandra
chybova
colour
elena
anllela
kaley

Topic 49

user
delete
author

Topic 50

hard
pee
cum
cumme
press
bodied
lane
elizabeth

Topic 51

great
shoe
rhythm
garter
grace
swing
dance
gauge

Topic 52

blow
fun
blowjob
job
surprise
professional
wake
tip

Topic 53

anjelica
angelic
missalice
swimsuit
german
wonderful
correct
goddess

Topic 54

hot
tub
ear
ray
donna
hallway
hotter
bunny

Topic 55

slut
festival
pile
dildo
cock
mode
gamer
cowgirl

Topic 56

mobile
automate
message
link
erm
sound
like

Topic 57

suicide
girls
girl
mermaid
narrow
tone
whitney
service

Topic 58

need
ask
science
question
bored
everybody
sack
paper

Topic 59

shave
psa
balls
fantasy
ball
risky
passionate
bowl

Topic 60

work
buddy
worker
cuddle
wednesday
metal
golden
boss

Topic 61

user
delete
author
forget
remove

Topic 62

check
reveal
count
counter
countertop
reflection
tumblr
fever

Topic 63

selfie
sexy
upton
photograph
ukranian
touching
boobie
trend

Topic 64

way
center
dirt
ester
giselle
usa
fresh
leather

Topic 65

fake
brazilian
blow
blemish
gauge
target
vagina
chick

Topic 66

bikini
black
bambi
bikinis
pentagram
ricci
snake
blacks

Topic 67

sic
sapphira
leg
amazing
quiver
stella
lane
yargh

Topic 68

bath
bathtub
water
time
bait
rag
masterbate
tab

Topic 69

bite
lip
bug
lips
lipstick
finger
smudge
twist

Topic 70

god
bless
work
son
lord
america
merry
christmas

Topic 71

tie
bed
thea
sydney
tara
affair
edge
useful

Topic 72

fuck
fucking
ball
stupid
nasty
ugly
fit
cunt

Topic 73

porno
porn
research
pornography
find
aoc
liseli
scriptsensei

Topic 74

curvy
curve
bra
sport
truly
pull
curves
label

Topic 75

leg
jenna
jennifer
haze
jenni
lee
xxx
dammit

Topic 76

ready
tie
clean
play
accident
reasonable
cheerleader
baseball

Topic 77

tongue
butthole
punch
box
fart
stick
deny
asshole

Topic 78

caprice
jordan
capri
little
fellow
onoff
quivering
complete

Topic 79

spread
cheeks
leg
cheek
open
sophia
bailey
sandy

Topic 80

yes
yeah
maybe
mmmmmm
donna
aww
novelty
chicken

Topic 81

blue
eyed
sky
eye
glow
cass
shinozaki
ocean

Topic 82

old
year
brilliant
phone
age
cyclist
fight
fresh

Topic 83

nude
nudie
abclic
artofdanphotography
climber
rya
vintage
crawdad

Topic 84

wonder
far
sorry
left
faro
ocelot
purchase
recognize

Topic 85

body
excellent
amazing
killer
healthy
fantastic
yeahhhh
lowe

Topic 86

beautiful
lithe
scenery
artistic
paris
view
beauty
america

Topic 87

amazing
incredible
odd
impressed
extraordinarily
jaw
ink
grip

Topic 88

drop
cute
goth
random
doon
drawer
factor
cuteness

Topic 89

spam
ban
spammy
new
spamme
rogueplanet
ffs
hijack

Topic 90

chat
interested
webcam
live
cleavage
join
sex
clone

Topic 91

morning
time
sunday
good
paper
wave
heaven
alive

Topic 92

little
nice
baby
attach
spunk
wench
measure
ease

Topic 93

alexis
alexa
alexandra
adams
likely
aleksa
rodriguez
grace

Topic 94

degenerate
porn
profile
faggot
japanese
pathetic
fail
posting

Topic 95

album
comment
comments
rachel
luba
shumeyko
revenge
jensen

Topic 96

squirt
squirting
rotten
bonnie
queen
orgasm
piss
houston

Topic 97

stocking
heel
heels
alex
tanner
high
suppose
stockings

Topic 98

tight
air
bodied
mediocre
package
skirt
squeeze
jump

Topic 99

slow
sloppy
slowly
towel
username
orange
tooth
easy

Topic 100

shit
africa
abba
aoc
vespa
shitter
zabba
cancer

Topic 101

met
art
detail
north
ralina
jane
dinner
heaven

Topic 102

expect
penis
wong
skyrim
xposte
unexpected
depress
pooper

Topic 103

enjoy
baby
dress
july
holiday
pregnant
secretary
friendly

Topic 104

absolutely
stunning
spectacular
absolute
beautiful
runway
visually
definitely

Topic 105

love
train
bbc
nerd
air
mom
oil
stand

Topic 106

wish
stay
kinda
tad
warm
favs
everyday
maya

Topic 107

orgasm
quivering
pleasure
eye
roll
orgasim
hitachi
intense

Topic 108

nubiles
alina
barbara
veronica
marie
ariana
uma
west

Topic 109

ban
jailbait
verse
content
violate
gifs
list
earn

Topic 110

mic
dean
viola
player
bottomless
tennis
pole
harley

Topic 111

interesting
hair
color
sunshine
visible
state
jewelry
squat

Topic 112

smirk
mercy
hip
flora
ahh
tender
soul
love

Topic 113

playboy
centerfold
playmate
santos
mandy
heidi
mirella
heroin

Topic 114

knee
holly
natasha
kendra
peers
song
carli
banks

Topic 115

hope
guess
logical
solution
hurt
equipment
birthday
refund

Topic 116

kinda
armpit
bear
raise
meet
set
perfect
color

Topic 117

stoya
getting
rider
expert
duty
simple
marble
face

Topic 118

wow
trust
imagine
camera
rid
room
friend
picture

Topic 119

bounce
bonnie
bound
rotten
veronica
playful
collar
heart

Topic 120

julia
champagne
yaroshenko
rose
sabrina
julie
scientist
carmen

Topic 121

model
runway
ester
unknown
softcore
heh
fashion
recent

Topic 122

dgc
miyuki
kojima
golden
ayumi
ogura
miyu
online

Topic 123

gif
boat
float
quinn
kush
zoey
jerk
resolution

Topic 124

bet
legendarylootz
wash
clean
cleaning
suit
mixed
fresh

Topic 125

wrong
toe
hardcore
tell
finger
spears
singer
sorry
Top hashtags
#13
#22
#52
#0061
#0101
#0141
#0171
#0191
#0431
#0801
#167762651
#19201
#31
#340011
#350841
#361
#41
#61
#644381
#644391
Top emoji
🍓1
😁1
😂1
😄1

Computed over the full corpus.

Record

Catalog key
voat-nsfw
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
8,943
Nodes
1,736
Edges
3,425 (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, 14.5 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/nsfw [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/nsfw. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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