Voat — v/ReportSpammers

A Voat (Reddit alternative, 2013–2020) dataset of 5,454 submissions, 4,224 comments, 443 users, 762 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/ReportSpammers, covering its full lifetime on the platform (2013–2020). Includes all 5,454 submissions and 4,224 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Alt tech#Spam#Subverse#V reportspammers

Download data BibTeX JSONSimilar datasets

Analytics

The interactive network needs JavaScript.

· graph.json

Node size is centrality, colour is community. Hover a node for details; click one to isolate its community.

443
Nodes
762
Edges
3.89e-03
Density
16
Components
-0.3524
Assortativity
15.2%
Reciprocity
306
Bridges
Most central nodes
Cynabuns0.2557
AOU0.1222
NeedleStack0.1199
Mumbleberry0.1063
heygeorge0.04299
kareemulla0.04299
Owlchemy0.0362
Fambida0.02941
Talc0.02489
PeaceSeeker0.02262
Content metrics

9,678 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 2.174 ± 1.981
min 0max 38
downvotesμ 0.256 ± 1.106
min 0max 17
scoreμ 1.918 ± 2.07
min -11max 35
is link post89.2% true
true 89.2%false 10.8%
depthμ 1.304 ± 2.114
min 0max 20
9.5
Flesch–Kincaid grade
US school grade level
12.9
Automated readability index
Frequent terms
domainspamuservoatlinkscontentpostrulesreviewlinkbannedsiteaccountsubmissionsiteschannelsubmitspammingcommentsspammersubmittingguidelinesassociateddeletedusersposteddomainspostsknowsubpostingusesubversefaqcommentthanksletsubmittedthankproductnewunrelatedgoodoperatelikeyoutubebanselfmessagebot
Topic clusters

Topic 0

contractor
roofing
essay
spam
domain
gym
blank
asian

Topic 1

domain
doamin
clinic
chiropractic
plastic
cod
doomjunkie
stop

Topic 2

submit
niche
associate
subverse
youtube
voat
example
operate

Topic 3

delete
author
user

Topic 4

alt
blog
spamme
news
political
hosted
use
security

Topic 5

aged
spammer
user
pro
advert
rockeyrosser
ramordc
bnblive

Topic 6

spamme
misc
ultrapur
user
prostitution
scam
service
escort

Topic 7

review
user
acct
content
elecdeen
dontmakemefool
dewhodewho
fromthisseat

Topic 8

spammer
pro
russian
serial
pay
corp
user
service

Topic 9

puttitout
username
add
reason
report
help
case
way

Topic 10

svcs
adult
legal
patent
hosting
spam
domain
writing

Topic 11

comment
comments
section
leave
spamme
mail
spammer
pirate
Show all 186 topics

Topic 12

spamme
excess
single
amina
pornography
domain
user
libertyinstituteca

Topic 13

resolved
mark
resolve
activity
capture
revisit
effective
image

Topic 14

commerce
spammer
comment
user
business
kellyon
kitambala
buyamericancampaign

Topic 15

movie
online
spam
contact
domain
movies
sharing
spams

Topic 16

append
cross
automatically
information
forward
notification
suppress
bot

Topic 17

blog
blogger
corp
building
collection
advert
team
spam

Topic 18

tech
spam
domain
subdomain
original
remove
sale
review

Topic 19

nigger
faggot
fuck
shit
pig
mother
fucker
gay

Topic 20

caution
repetitious
exist
outside
concern
place
admin
promote

Topic 21

comments
review
rule
download
links
apps
spamme
games

Topic 22

multi
dom
spammer
aged
pro
doms
user
paid

Topic 23

self
promotion
promo
political
excess
rules
suggest
domain

Topic 24

product
spam
domain
malicious
file
possibly

Topic 25

web
svcs
svc
dev
spam
svs
domain
tech

Topic 26

rules
review
content
repost
domain
user

Topic 27

supplement
spam
domain
design
site

Topic 28

delete
user
remember

Topic 29

crosslink
suppress
notification
click
append
cross
automatically
information

Topic 30

delete
user
sport
technology

Topic 31

prod
spam
domain
nasty

Topic 32

redirect
redirects
permit
wittyfeed
mining
determine
voodoo
site

Topic 33

spammer
obvious
jealouspedoslose
lame
trick
salty
boot
hammer

Topic 34

primary
honeypot
dox
visit
circulate
single
twitter
thx

Topic 35

srvs
srv
health
medical
cloud
educational
svc
online

Topic 36

puppet
child
sock
jrandom
porn
nadrewod
sockpuppet
ireportspammer

Topic 37

associate
globally
perfectly
meet
guideline
thumb
unaware
form

Topic 38

jrandom
child
porn
alt
account
kiddie
typo
post

Topic 39

update
spamme
ignore
red
proof
twice
dailymotion
default

Topic 40

gambling
piracy
gaming
bitcoin
dev
game
games
software

Topic 41

money
finance
banking
fortune
online
scheme
financial
digital

Topic 42

mia
mod
adopt
sub
landing
fill
hold
dead

Topic 43

sub
product
mod
coupon
antique
watchhold
ecommerce
valid

Topic 44

product
spam
domain

Topic 45

svc
spa
immigration
trade
spam
affiliate
domain
auto

Topic 46

svc
astrology
paint
spam
domain
review

Topic 47

travel
agency
transport
spam
domain
business
aged
service

Topic 48

medical
services
surgery
clinic
cancer
spam
domain
health

Topic 49

support
spam
domain

Topic 50

remove
thank
report
hopper
vigilance
searchable
flair
ebook

Topic 51

review
content
eddymation
rule
rules
blazing
press
guiltknightgaming

Topic 52

vote
manipulation
suspect
manipulate
suspicious
confirmed
innocent
farming

Topic 53

youtube
spammer
channel
dicey
darknessvq
pinpo
viralweb
webbercv

Topic 54

manipulator
seller
ccp
voat
blocking
mega
criminal
manipulation

Topic 55

murder
werey
number
thnx
president
got
user
contractor

Topic 56

evasion
ban
circumvent
attempt
accuracy
fillsimmon
primerotech
linky

Topic 57

youtube
channel
drunkenmasteruk
cocosik
juvejuve
jellyjugz
ukraine
rajamanickam

Topic 58

warning
ignore
warn
ago
janitor
second
sure
month

Topic 59

set
ccp
subverse
ooh
minimum
private
second
deep

Topic 60

job
recruitment
spanish
employment
visa
jobs
agency
writing

Topic 61

delete
account
user

Topic 62

products
health
beauty
indonesian
sales
indian
product
care

Topic 63

channel
self
scionstorm
brelekai
bitchute
toplolplay
unitchy
peterpestilence

Topic 64

spamme
enlargement
spamma
everybody
fishing
dick
book
close

Topic 65

sales
sale
book
selling
door
lcbo
pets
dna

Topic 66

health
insurance
diet
suppliment
lifestyle
rcmacc
care
fitness

Topic 67

redirect
poss
relation
malware
porno
nasty
spam
domain

Topic 68

faggot
farmer
begger
upvote
successfully
ccp
louder
upvoted

Topic 69

review
asia
watchmoviesonline
links
attribution
darknet
finance
curious

Topic 70

button
promote
way
life
leave
anti
obviously
traffic

Topic 71

drug
pill
online
sales
dick
enlargement
penis
german

Topic 72

review
rule
studio
knowable
thegoldwater
pinpo
harleyhamada
box

Topic 73

crosslink
suppress
notification
click
onetrueputt
append
cross
automatically

Topic 74

thank
glad
acct
report
ashekchum
attend
pleasure
searchable

Topic 75

biz
svcs
svc
web
spam
app
domain
money

Topic 76

escort
adult
service
twist
date
dating
best
services

Topic 77

multiple
multi
cynabun
aggregator
healt
overflow
tredditfirst
virtually

Topic 78

app
software
web
mobile
tax
application
apps
survey

Topic 79

onetrueputt
append
cross
automatically
information
forward
suppress
notification

Topic 80

commerce
sit
retail
whooooole
classified
ecommerce
shop
commercial

Topic 81

badmovietrailer
nicolai
hoestonline
review
rule
unitchy
cesarlinqin
cartoon

Topic 82

check
detail
comment
datum
reduce
month
judge
protect

Topic 83

product
spam
domain

Topic 84

streaming
stream
sub
moviemaker
sama
snf
collect
watchmoviesonline

Topic 85

puttitout
putts
duplicate
patience
slash
turn
junk
check

Topic 86

shortener
redirector
redirect
abuse
razbitros
voodoo
shortner
yea

Topic 87

loan
loans
payday
nigerian
foreign
spam
domain
money

Topic 88

vehicle
pay
site
data
upload
collection
default
count

Topic 89

shortener
orig
tld
permit
shorteners
shortening
verify
apparent

Topic 90

seo
blogge
flood
company
marketing
biz
spam
domain

Topic 91

ratio
author
contribute
second
original
familiar
exact
enforce

Topic 92

product
spam
domain

Topic 93

prod
svc
svcs
marketing
pro
spam
domain
user

Topic 94

clickbait
hosted
single
news
garbage
blablabla
celebs
adspam

Topic 95

redirect
redirecting
vpn
link
spam
domain
sale
service

Topic 96

store
shirt
online
sales
furniture
shoe
sale
jewelry

Topic 97

reference
dpfk
check
huh
boy
record
ragbagger
studio

Topic 98

live
repetitive
phrase
global
domains
address
list
moderators

Topic 99

affiliate
afflt
amzn
affl
publisher
amazon
sell
domain

Topic 100

delete
account
user

Topic 101

service
internet
cloud
photography
web
sex
spam
pay

Topic 102

overview
profile
lordoftheshadow
carlister
retail
goatmebro
spamma
site

Topic 103

loan
spam
money
domain

Topic 104

primary
appear
prime
advise
subsequently
copyright
appropriate
remain

Topic 105

alt
dicey
new
acct
techius
nigga
argjetina
japoni

Topic 106

tech
mkte
unlocking
phone
critical
infrastructure
institute
firm

Topic 107

medical
svcs
yup
med
svc
read
spam
domain

Topic 108

viet
span
vietspammer
min
upvote
feeling
shit
false

Topic 109

thank
merry
smile
help
pleasure
christmas
year
appreciate

Topic 110

guidelines
clear
reveal
final
variety
ask
comply
understanding

Topic 111

delete
account
user

Topic 112

product
spam
domain

Topic 113

promo
rules
self
review
jingpawh
wrongthink
radio
key

Topic 114

barely
thread
remove
libs
slightly
theory
table
slam

Topic 115

vid
channel
review
rule
hunterp
max
matrix
pilot

Topic 116

edu
svc
svcs
education
teaching
jobs
english
previous

Topic 117

hosted
rule
review
reviews
mobile
stuff
blogspam
media

Topic 118

rental
vacation
car
student
singapore
truck
housing
property

Topic 119

movie
stream
streaming
film
piracy
illegal
grab
domain

Topic 120

thread
discussion
alt
jrandom
imitate
dumb
standard
nevermind

Topic 121

promotion
self
music
kilouax
hunterp
ideliverpizza
promo
instagram

Topic 122

investment
stock
trading
trade
services
singapore
reading
card

Topic 123

imgur
sub
create
dump
spammer
overrun
television
job

Topic 124

app
redirect
product
svcs
apps
recipe
upload
redirects

Topic 125

archive
report
zap
usable
separate
entry
operation
related

Topic 126

edu
job
educational
university
spam
domain

Topic 127

history
glad
submission
princegill
bradleyjoel
thegoldwater
molycolor
happen

Topic 128

sub
fix
buildingdesigns
tidyhome
pull
stick
yep
admin

Topic 129

livestream
stream
live
pirate
material
cam
sports
offender

Topic 130

apparent
review
subscription
poss
probable
activity
short
use

Topic 131

product
food
malicious
file
parent
possibly
spam
domain

Topic 132

thank
mysterious
highlight
away
weekend
linky
mumbles
peek

Topic 133

training
job
android
safety
fire
technical
online
language

Topic 134

hosted
news
blog
fire
political
copypasta
random
fact

Topic 135

captive
ace
reban
master
mcracer
gracerx
capture
ban

Topic 136

tend
downvote
sit
moderator
negative
favor
probably
famouslut

Topic 137

disable
sub
abandoned
magnet
disabling
abandon
dead
review

Topic 138

delete
account
user

Topic 139

final
continue
presume
intent
prime
effort
interest
commercial

Topic 140

supplement
spam
domain

Topic 141

lolol
lol
love
bye
man
healing
classic
hug

Topic 142

vietnamese
viet
relationship
interior
clinic
furniture
political
business

Topic 143

promotion
self
cuddlesblog
fromthisseat
repost
molycolor
violation
post

Topic 144

auto
sale
vehicle
reports
spam
domain
sales
report

Topic 145

electronics
sales
gym
french
machine
lead
repair
phone

Topic 146

banned
report
drive
delete
comment
georgi
yepper
solicitation

Topic 147

work
definitely
beer
appreciate
big
absolutely
active
help

Topic 148

good
neck
advantage
exposure
bye
cnn
mix
understand

Topic 149

duplicate
mark
resolved
resolve
handling
slash
dupe
detect

Topic 150

disabled
podcast
swarm
listing
honeypot
qrv
related
currently

Topic 151

photo
svcs
photography
svc
product
products
aged
sales

Topic 152

old
hour
minute
hair
item
pure
extra
resubmit

Topic 153

tech
support
hotline
techsupport
yahoo
printer
apple
text

Topic 154

final
disintereste
effort
interest
guideline
follow
appear
dizlay

Topic 155

disable
inactive
ready
sub
fill
nest
lay
reactivated

Topic 156

shortener
redirect
shortner
redirecting
app
domain
link
site

Topic 157

child
porn
jrandom
absolem
pedophile
pervert
twice
image

Topic 158

dannydale
porn
child
kiddie
sick
fuck
stop
private

Topic 159

review
content
rule
domain

Topic 160

professional
specifically
banning
banned
censorship
round
tag
wrong

Topic 161

stuff
lazy
boost
tank
approve
fyi
post
leave

Topic 162

education
university
school
cheat
sales
spam
domain

Topic 163

sale
sales
general
products
product
kit
misc
blanket

Topic 164

unaware
form
thumb
head
associate
operate
unrelated
faq

Topic 165

frequently
associate
receive
perfectly
globally
meet
unaware
thumb

Topic 166

estate
real
sales
mgmt
weather
spanish
wisconsin
property

Topic 167

supplement
disguise
sale
spam
blog
domain

Topic 168

pen
round
goat
welcome
quick
cool
fond
acknowledgement

Topic 169

news
fake
aggregate
spam
domain
account
site

Topic 170

support
spam
domain

Topic 171

appreciate
tonight
yoga
nod
thank
appreciated
help
thanks

Topic 172

usable
customer
jasher
ukyogaaccessory
registrar
lock
tomorrow
large

Topic 173

previously
previous
bin
intuz
prob
bypass
reactivate
ban

Topic 174

distinguish
fall
ban
individually
inappropriate
circumvent
occur
following

Topic 175

disclosure
nsfw
application
flaire
note
honor
resolved
marking

Topic 176

reposte
delete
remove
compliance
news
think
post
spam

Topic 177

porn
fake
tumblr
blablabla
cam
pornography
nsfw
illegal

Topic 178

submitting
ripe
disabling
reopen
log
decision
view
agree

Topic 179

date
scam
year
website
spam
day
domain
list

Topic 180

srs
iran
pathetic
low
effort
shill
upvoat
farm

Topic 181

delete
account
user

Topic 182

protectvoat
append
cross
automatically
information
forward
suppress
notification

Topic 183

banned
clarity
remove
report
sweep
mark
deletion
content

Topic 184

onetrueputt
append
cross
automatically
information
forward
suppress
notification

Topic 185

onetrueputt
append
cross
automatically
information
forward
suppress
notification
Top hashtags
#selfpromotion8
#selection4
#46609672
#532
#554772
#clienttransferprohibited2
#11
#1002151
#100280091
#1053741
#109671
#109691
#109701
#110797531
#116046541
#1293661
#1293671
#1293691
#1293701
#1293731
Top emoji
🎃1
🏻1
💋1
😈1
😮1
🙌1

Computed over the full corpus.

Record

Catalog key
voat-reportspammers
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
9,619
Nodes
443
Edges
762 (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, 17.1 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/ReportSpammers [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/ReportSpammers. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

Similar datasets 10 all with scores →