Voat — v/Drudge

A Voat (Reddit alternative, 2013–2020) dataset of 8,394 submissions, 9,913 comments, 897 users, 896 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/Drudge, covering its full lifetime on the platform (2013–2020). Includes all 8,394 submissions and 9,913 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Drudge report#Icwsm#Platform migration#Subverse

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Analytics

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· graph.json

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

897
Nodes
896
Edges
1.11e-03
Density
1
Components
0.0%
Reciprocity
896
Bridges
Most central nodes
DrudgeBot1
14739163810
1Sorry_SOB0
1WinfieldBlue0
1moar0
29384798234230
2calculated0
2nddammit0
306204306530
3nk10
Content metrics

18,307 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 1.315 ± 2.855
min 0max 70
downvotesavg 0.11 / 8
0std 0.408
scoreμ 1.204 ± 2.808
min -8max 67
is link post97.6% true
true 97.6%false 2.4%
depthavg 0.09 / 8
0std 0.508
9.3
Flesch–Kincaid grade
US school grade level
10.3
Automated readability index
Frequent terms
messageautomatedtrumpsaidnewpresidentpeoplehouseyearwhitetimesyorknewslikeposttimewashingtonaccordingyearsnorthworlddailyonlinestateobamadayclintonbloombergsaysmediakoreamanchinaofficialsdonaldpolice000donweekmillionbilltoldcampaignmailelectioncitynationalsecuritypartypercent
Topic clusters

Topic 0

fuck
shit
like
fucking
people
think
want
thing

Topic 1

good
like
think
know
happen
thing
great
wish

Topic 2

obamacare
obama
dems
politico
repeal
republicans
dem
gop

Topic 3

man
cop
woman
cops
teen
facebook
steal
student

Topic 4

illegal
immigration
border
canada
deport
immigrant
deportation
mexico

Topic 5

trump
president
politico
mccain
thehill
leaks
breakfast
automate

Topic 6

syria
iran
isis
syrian
chemical
attack
assad
military

Topic 7

trump
bannon
white
house
president
obama
press
donald

Topic 8

flight
drone
passenger
airlines
plane
united
airline
pilot

Topic 9

pen
macron
french
france
erdogan
marine
election
poll

Topic 10

boom
billion
stock
amazon
stocks
record
unemployment
million

Topic 11

nigger
fuck
fucking
faggot
probably
shit
maybe
stupid
Show all 61 topics

Topic 12

police
man
officer
attack
suspect
subway
shoot
london

Topic 13

republicans
bill
care
health
gop
tax
republican
house

Topic 14

california
drought
record
snow
storm
weather
heat
rain

Topic 15

comey
russia
russian
intelligence
trump
flynn
fbi
investigation

Topic 16

hollywood
box
studio
movie
film
sony
office
panther

Topic 17

venezuela
venezuelan
caracas
opposition
government
protest
nicolas
military

Topic 18

korea
north
missile
nuclear
korean
test
kim
south

Topic 19

russia
putin
probe
mueller
russian
politico
manafort
kremlin

Topic 20

nfl
brady
olympics
bowl
super
espn
nbc
olympic

Topic 21

percent
market
stock
billion
bloomberg
million
index
rise

Topic 22

merkel
germany
german
schulz
angela
chancellor
party
poll

Topic 23

dog
pet
zoo
animal
puppy
cat
dogs
bites

Topic 24

fox
weinstein
news
harassment
sexual
allegation
century
yiannopoulos

Topic 25

nkorea
skorea
korea
north
missile
reuters
usa
kim

Topic 26

immigration
immigrant
enforcement
order
sanctuary
deportation
refugee
federal

Topic 27

cancer
study
sleep
disease
brain
risk
heart
patient

Topic 28

google
facebook
twitter
chrome
fake
california
founder
yes

Topic 29

wsj
silicon
valley
automate
message
regulator
stock
tech

Topic 30

robot
robots
human
warehouse
dynamics
delivery
pizza
boston

Topic 31

hillary
clinton
jill
stein
bitter
plot
politico
dem

Topic 32

pope
francis
school
shooting
vatican
cruz
church
florida

Topic 33

china
sea
south
chinese
reuters
island
crack
military

Topic 34

clinton
hillary
email
campaign
chelsea
podesta
election
presidential

Topic 35

cyber
internet
collapse
hacker
nsa
ransomware
spy
cyberattack

Topic 36

facebook
google
youtube
company
video
user
internet
content

Topic 37

woman
birth
pregnant
child
trans
sex
baby
vagina

Topic 38

nyt
fake
news
liberal
honest
oprah
recover
trash

Topic 39

uber
driver
lyft
self
drive
hail
car
waymo

Topic 40

brexit
britain
labour
orban
soros
theresa
minister
european

Topic 41

solar
earth
scientist
space
nasa
alien
star
moon

Topic 42

duterte
catalonia
philippines
drug
independence
philippine
spain
manila

Topic 43

berkeley
coulter
protester
rally
speech
protest
group
violence

Topic 44

spacex
space
rocket
launch
satellite
origin
musk
blue

Topic 45

cnn
reporters
fake
host
falsely
cuomo
script
trump

Topic 46

clinton
chelsea
hillary
fbi
emails
email
foundation
brat

Topic 47

virtual
reality
musk
valley
technology
silicon
social
facial

Topic 48

war
strike
preemptive
new
civil
america
order
nyt

Topic 49

apple
amazon
iphone
store
employee
jobs
alexa
retail

Topic 50

earthquake
fault
quake
magnitude
yellowstone
san
andreas
hit

Topic 51

china
kong
hong
chinese
beijing
globalization
economic
world

Topic 52

police
charge
terrorist
firearm
arrest
sheriff
felon
trafficking

Topic 53

hurricane
irma
florida
storm
caribbean
wind
puerto
island

Topic 54

cyber
attack
computer
cyberattack
security
wannacry
malware
ransomware

Topic 55

confederate
statue
monument
remove
removal
mayor
lee
cemetery

Topic 56

protester
labeouf
shia
protest
gay
parade
debate
town

Topic 57

kill
dead
suicide
death
mask
die
barn
packet

Topic 58

mexico
nafta
mexican
nieto
trade
wall
peso
peña

Topic 59

cancer
eat
study
gluten
heart
fat
muscle
diet

Topic 60

zoo
animal
dolphin
escape
lion
park
elephant
tourist
Top hashtags
#metoo12
#17
#blacklivesmatter6
#dusseldorf3
#fraudnewscnn3
#terror3
#blackish2
#buildthewall2
#clownlivesmatter2
#grabyourwallet2
#letlizspeak2
#pizzagate2
#podestaemails2
#police2
#121
#1761
#21
#71
#amazonwashingtonpost1
#assad1
Top emoji
😎3
🐐2
🍟1
🏻1
👍1
🤣1

Computed over the full corpus.

Record

Catalog key
voat-drudge
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
17,970
Nodes
897
Edges
896 (directed)
Attributes
nodes have attributes; edges have attributes
Languages
en
Collected
2016/2018 (2010s)
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, 20.7 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/Drudge [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/Drudge. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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