Voat — v/gifs

A Voat (Reddit alternative, 2013–2020) dataset of 8,024 submissions, 56,794 comments, 11,268 users, 32,641 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/gifs, covering its full lifetime on the platform (2013–2020). Includes all 8,024 submissions and 56,794 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Gif#Icwsm#Platform migration#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 11,268 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

11.3K
Nodes
32.6K
Edges
2.57e-04
Density
53
Components
-0.1246
Assortativity
0.4%
Reciprocity
6.1K
Bridges
Most central nodes
Some_Guy_from_RI0.1569
thedirtypuma0.1197
SilverBanana0.1018
Bill_Murrays_Sandals0.07473
Splooge0.07331
Reverse-Flash0.06949
killer70.04296
ExpertShitposter0.03497
IAmNotGod0.03355
suckcoke0.03311
Content metrics

64,818 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 7.482 ± 23.836
min 0max 1.4K
downvotesμ 0.652 ± 2.068
min 0max 91
scoreμ 6.83 ± 23.111
min -34max 1.4K
is link post97.7% true
true 97.7%false 2.3%
depthμ 0.817 ± 6.172
min -1max 1.4K
5.7
Flesch–Kincaid grade
US school grade level
6.2
Automated readability index
Frequent terms
likedonpeoplethinkknowtimeshitgoodwayrightfuckguylooksgoinggotwantfuckingthingdeletedgifuserlooksuredidnprobablyprettymanvideoneedlittlevoatactuallybetterusedaycardoesnyeahthoughtloveaccountlinkredditthingsbaddogworkwhiteseenreal
Topic clusters

Topic 0

gif
favorite
gifs
reverse
quality
wars
tool
jif

Topic 1

anti
jones
people
jews
indian
population
nigger
bridget

Topic 2

dog
cute
squirrel
puppy
feed
otter
doggy
zoo

Topic 3

voat
voater
reddit
browse
logo
online
server
finally

Topic 4

cat
kitten
kitty
earthquake
owner
cute
feline
tremendous

Topic 5

reddit
comment
voat
post
site
spam
downvoat
content

Topic 6

gymnast
arm
probably
guy
styrofoam
kick
boxing
gas

Topic 7

thank
appreciate
haha
share
awesome
grateful
dangle
suggestion

Topic 8

fuck
kike
pedophile
cunt
fucking
fuckup
insane
religion

Topic 9

nigger
africa
trigger
niggerfaggot
bout
nignog
scientific
possess

Topic 10

work
start
win
grow
record
rural
bill
kiss

Topic 11

upvoat
confused
upvote
upgoat
fag
laugh
submit
confuse
Show all 180 topics

Topic 12

funny
fake
laugh
holy
hilarious
prank
shit
fph

Topic 13

need
mom
talk
god
assistance
require
digg
demand

Topic 14

horse
bitch
pussy
trash
kill
wtf
escape
israel

Topic 15

mrw
voat
ccp
finally
reddit
join
mfw
page

Topic 16

want
hey
ask
nom
whatcha
hay
rap
sense

Topic 17

deserve
lucky
little
thug
right
watch
definitely
hero

Topic 18

fire
burn
witch
firework
roof
shut
ghost
firefighter

Topic 19

great
beautiful
scene
amazing
movie
wonderful
strange
japanese

Topic 20

hurt
brain
ouch
bad
damage
bastard
shin
slippery

Topic 21

car
lane
driver
pass
cop
accident
drive
speed

Topic 22

automate
message
imgur
non
link

Topic 23

think
file
mean
protect
jacuzzi
amalek
antler
stellar

Topic 24

water
frozen
waterfall
tank
watermelon
load
sand
trailer

Topic 25

yes
true
understand
yeah
exactly
respect
friendship
mushroom

Topic 26

user
delete
author

Topic 27

kid
time
kyle
month
money
check
kids
rebuild

Topic 28

ice
spin
face
baby
brake
round
spinning
icebreaker

Topic 29

aviationgif
launch
orbit
earth
recoil
flight
tesla
pilot

Topic 30

account
user
delete

Topic 31

girl
chicken
happy
daughter
trip
pick
power
chick

Topic 32

know
virginity
knowledge
interested
cartoon
provide
feeling
kind

Topic 33

wrong
sad
mistaken
salmon
spell
mistake
possibly
scale

Topic 34

fat
dare
ass
poop
sour
sauce
steal
zombie

Topic 35

user
delete

Topic 36

remind
remember
debunk
ago
grade
director
college
attire

Topic 37

rule
sub
subverse
welcome
guideline
moderation
address
discussion

Topic 38

cool
loop
perfect
smooth
cooler
airlock
chaotic
archaeologist

Topic 39

downvote
downvoat
downvoate
chakra
dodge
upvoat
negative
karma

Topic 40

belief
deception
prove
union
wrong
objectively
fallacy
ignorant

Topic 41

goat
privilege
dream
balance
wear
episode
freakin
speedo

Topic 42

account
user
delete

Topic 43

nightmare
weird
scared
scary
finger
scream
adorable
bongo

Topic 44

cop
police
protester
spray
officer
pepper
arrest
cashier

Topic 45

stupid
idiot
armadillo
pangolin
mexicans
stupidity
fat
idiots

Topic 46

satisfy
satisfying
awesome
oddly
helmet
wear
special
super

Topic 47

attach
clothing
protective
foot
bed
assume
pen
salt

Topic 48

easy
look
snake
hazy
ranger
dazzle
bin
necktie

Topic 49

speed
close
second
convention
ali
tranny
dodge
escape

Topic 50

whale
shark
diving
diver
dolphin
fish
feeding
seal

Topic 51

wait
witness
peaks
jazz
fulfil
sled
smartphone
waiting

Topic 52

trump
cnn
democrats
obama
impeach
president
democratic
orange

Topic 53

sure
kernel
ahh
texas
truth
kicker
pizzagate
switzerland

Topic 54

jew
jews
jewish
goyim
communism
regulation
help
nose

Topic 55

video
link
music
vid
best
happy
sound
motivational

Topic 56

wonder
shell
drilling
entrust
attire
broadcast
slush
headliner

Topic 57

let
stay
awake
handicap
begin
hater
twitch
lad

Topic 58

come
amerimutts
skynet
tiresome
balls
dedication
woah
grind

Topic 59

drunk
drink
alcohol
drinking
worried
breast
bar
order

Topic 60

stop
groove
pass
hey
gay
retort
imgshark
embarrass

Topic 61

nope
doot
pat
click
messiah
ooo
rambo
dong

Topic 62

expect
cram
comeback
whelp
raptor
semitic
subhuman
sunglass

Topic 63

russian
russia
russians
vodka
baywatch
unsafe
speeding
pushup

Topic 64

race
wave
tide
treadmill
car
base
hockey
oil

Topic 65

accident
crash
tour
france
startle
helicopter
smell
police

Topic 66

reaction
bro
friend
prank
react
reach
captivity
dent

Topic 67

account
user
delete

Topic 68

quickly
fast
escalate
quick
furious
way
surround
clarity

Topic 69

impressive
impressed
impress
flipping
mannequin
wheelbarrow
skills
compilation

Topic 70

awkward
video
movie
watch
contradict
wilderness
moment
seek

Topic 71

glove
like
boss
tower
ultraman
curl
trough
retreat

Topic 72

master
ball
volleyball
golf
tennis
mastermind
juggle
criminal

Topic 73

good
okay
goodbye
title
inbreede
flake
manifest
frosted

Topic 74

night
friday
morning
sunday
feel
rain
saturday
tuesday

Topic 75

pass
shall
flooding
gets
pocket
haircut
das
firm

Topic 76

look
like
aunt
checker
montana
lsd
surge
orchestra

Topic 77

try
home
steer
figure
patent
tomato
brb
cranston

Topic 78

gun
everyday
shotgun
range
mall
tyson
american
ride

Topic 79

user
delete

Topic 80

hope
reserve
flint
pheasant
officially
hooker
vaccine
ronald

Topic 81

maybe
probably
silly
julie
analogous
swastika
stomping
male

Topic 82

beer
hold
alcohol
cia
creativity
string
serve
german

Topic 83

reddit
miracle
ready
meanwhileonreddit
competitor
announcement
obsess
page

Topic 84

miss
mess
double
voice
offense
wielding
splinter
chump

Topic 85

username
post
shumway
whore
ago
showerthought
loo
lugar

Topic 86

classic
old
spice
goodie
oldie
darkness
hello
movie

Topic 87

slide
slip
slice
water
worlds
guys
blackhole
longboard

Topic 88

nice
save
enjoy
booze
camouflage
roman
shot
century

Topic 89

tell
translate
english
astronaut
tread
cessna
jumping
thunder

Topic 90

happen
formation
glacier
iirc
christian
migration
grenade
script

Topic 91

user
delete

Topic 92

wish
smooth
adopt
pit
bull
subtitle
burrow
colony

Topic 93

alive
sit
live
living
life
seat
thebackyardscientist
immune

Topic 94

catch
calculate
anime
landslide
div
wicked
beer
catcher

Topic 95

cat
barn
owner
bird
house
domesticated
feed
domestic

Topic 96

ccp
scp
reach
introduction
unlimited
hit
business
newb

Topic 97

forget
screw
forgot
curve
outta
avalanche
copper
blinker

Topic 98

love
gift
peek
marketer
thx
mother
hat
quidditch

Topic 99

strike
swim
lightning
boat
row
water
ocean
open

Topic 100

surprise
surprised
surprising
surprisingly
makeup
muthafucker
delight
bind

Topic 101

account
user
delete

Topic 102

voat
favorite
subverse
gif
icon
new
gogh
unsubscribe

Topic 103

skateboard
majestic
skateboarding
trick
mad
magic
football
skate

Topic 104

animate
physics
animation
hamster
animated
lesson
effect
precision

Topic 105

machine
fight
rousey
street
goldberg
tree
ball
machete

Topic 106

slow
motion
effort
speed
floof
fast
dual
sorta

Topic 107

flip
bottle
guys
pollo
spiral
laptop
spill
descend

Topic 108

user
delete

Topic 109

turn
cut
trunk
corner
vacuum
etiquette
cleaner
junk

Topic 110

run
lot
estate
uav
semen
underwat
seed
cheetah

Topic 111

wind
break
dominos
burglar
wang
windy
breaking
glass

Topic 112

hole
bubble
ireland
blower
blow
leaf
bowl
chord

Topic 113

dick
dickbutt
dead
pic
thx
chivalry
crude
rooster

Topic 114

bet
gets
anus
planner
veuwer
owned
yes
orgasm

Topic 115

brave
mate
cheer
german
soundtrack
vole
benny
insert

Topic 116

account
user
delete

Topic 117

account
user
delete

Topic 118

monday
morning
staircase
blogspots
like
bet
doodle
recommend

Topic 119

lose
episode
shoe
loss
value
asl
doc
fatality

Topic 120

repost
quality
upvoat
low
reddit
comment
site
propaganda

Topic 121

notice
trannie
accidently
ppl
maroon
rogan
sanegoat
repent

Topic 122

dance
victory
dancing
handicap
pheasant
drake
choreography
orgasm

Topic 123

fun
look
scary
mad
trigger
focal
heelflip
psi

Topic 124

sneaky
hee
hungry
black
dispenser
piglet
wiper
hypnosi

Topic 125

pepe
shiny
hello
edition
rare
hallelujah
brexit
pierce

Topic 126

imgur
imgshark
purge
upvote
embed
rehost
sham
alternative

Topic 127

leave
tread
hang
beaver
stain
wcgw
jumping
firecracker

Topic 128

ham
ravioli
bacon
gorilla
beg
harm
sick
bug

Topic 129

destroy
dumbass
dumb
fatty
destruction
ban
defend
pro

Topic 130

pepper
roof
conductor
tilt
score
wipeout
hornet
mobius

Topic 131

damn
smell
patton
bae
looter
savage
sneak
bonus

Topic 132

fail
failure
sadness
indoor
author
induce
attempt
plank

Topic 133

shit
duck
ethnostate
synonym
australia
shitskin
shelf
tube

Topic 134

guess
coordinate
daredevil
marathon
inflate
tow
therapy
vessel

Topic 135

animal
dog
domesticate
par
breed
stock
wild
human

Topic 136

grin
pool
disgusting
tooth
schizophrenic
hath
tyrannosaurus
goddamne

Topic 137

landing
stick
emergency
oooh
takeoff
stylish
daring
instruction

Topic 138

automate
message
imgur
non
link

Topic 139

fish
pond
percentage
edible
inverted
sunfish
furrie
fishy

Topic 140

food
guy
breakfast
earn
priority
cleary
flower
android

Topic 141

dog
animal
wolf
elephant
polar
parrot
live
boar

Topic 142

robot
ballet
turkish
evolve
evolution
coffee
catches
cane

Topic 143

account
delete
user
week
think

Topic 144

accent
fph
aussie
shitposting
marriage
site
internet
gay

Topic 145

faggot
ramadan
happy
hitler
instagram
iii
pony
orientation

Topic 146

real
life
kung
soldering
pilkington
scooby
sonic
doo

Topic 147

thing
thon
coat
limp
masturbate
rodeo
reproduce
wrist

Topic 148

joejoe
island
puppy
duckling
swoop
bathtub
wierd
munch

Topic 149

devil
alien
cute
scooby
furrie
doo
pale
beak

Topic 150

dad
father
whisper
points
tractor
festival
olive
surprising

Topic 151

death
die
reject
cruel
hooray
embarrassment
hellish
photoshoppe

Topic 152

underwater
jellyfish
turtle
giant
sea
amaize
footage
color

Topic 153

instant
regret
karma
crap
tram
balcony
collision
glove

Topic 154

user
delete

Topic 155

account
user
delete

Topic 156

unexpected
impossible
unexpectedly
discern
mission
probable
totally
unsure

Topic 157

hahahaha
circlejerk
prolly
jersey
unsettling
unstoppabl
uncontrollably
reconnect

Topic 158

ammo
doon
cure
lawyer
wedding
photoshop
comedy
audio

Topic 159

jump
cliff
record
sweet
jumping
subway
triple
world

Topic 160

account
user
delete

Topic 161

drone
explosion
explode
shockwave
volcano
meteor
aires
uav

Topic 162

tire
fix
maintain
vehicle
bounce
tear
road
chevrolet

Topic 163

hillary
drop
clinton
exact
bryan
cranston
dropkick
shoop

Topic 164

future
finally
pinch
amputee
nypd
mood
promise
handy

Topic 165

climb
rough
climbing
sea
balcony
tree
team
climber

Topic 166

sorry
bieber
unforgive
tolerant
swift
justin
penalty
commie

Topic 167

find
year
exports
european
somewhat
attractive
college
penis

Topic 168

sleep
boom
asleep
trigger
minibus
dynamite
bamboozle
babe

Topic 169

hate
wha
wince
hater
happen
defeat
parking
sight

Topic 170

explanation
heaven
graphic
match
master
wake
interactive
goku

Topic 171

day
alice
inspection
shuffle
wednesday
pal
patrick
alaska

Topic 172

scammer
car
parking
rider
signal
direction
speed
spineless

Topic 173

pancake
tooth
prevent
hungover
marge
shaving
razor
guilt

Topic 174

magic
trick
cloth
photobomb
baboon
dart
skills
party

Topic 175

hell
rope
groundhog
spectacle
bong
visible
express
elevator

Topic 176

overflow
diarrhea
intentionally
mexicans
hospital
asshole
receive
stunt

Topic 177

long
bye
greatest
goodbye
bathroom
stfu
streak
dumpster

Topic 178

hard
lefty
accuse
resist
difficult
learn
try
ear

Topic 179

battery
guitar
magnet
pick
maximum
spike
pressure
finger
Top hashtags
#117
#29
#35
#s5
#218af1bc3da44
#metoo4
#643
#wokeaway3
#200156642
#380f336936042
#day2
#feminism2
#food_safety2
#imwithher2
#maga2
#notmypresident2
#politicallytriggered2
#qanon2
#t2
#ugogrill2
Top emoji
💩2.3K
🐐30
😂18
🐕7
🤣7
👌6
😭6
🌟3
😀3
😆3
😎3
🤔3
𝓐2
𝓓2
🇲2

Sampled: text metrics from 50K of 55.4K records; topic model from 20K.

Record

Catalog key
voat-gifs
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
55,443
Nodes
11,268
Edges
32,641 (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, 32.8 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/gifs [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/gifs. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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