Voat — v/pizzagate

A Voat (Reddit alternative, 2013–2020) dataset of 36,749 submissions, 341,207 comments, 16,507 users, 152,119 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/pizzagate, covering its full lifetime on the platform (2013–2020). Includes all 36,749 submissions and 341,207 comments with full text and engagement metadata.. Suitable for social network analysis, community dynamics, content moderation, platform migration studies, online community research.

#Pizzagate#Platform migration#Subverse

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 16,507 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

16.5K
Nodes
152.1K
Edges
5.58e-04
Density
9
Components
-0.1406
Assortativity
6.4%
Reciprocity
6.5K
Bridges
Most central nodes
gamepwn0.07319
darkknight1110.06161
V____Z0.05992
LA_Trump0.05798
srayzie0.05447
MeatballPizza0.05131
Vindicator0.05089
MolochHunter0.0498
Orangutan0.04635
31415926530.04501
Content metrics

377,956 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

upvotesμ 3.796 ± 15.692
min 0max 1.4K
downvotesμ 0.413 ± 1.38
min 0max 197
scoreμ 3.383 ± 15.455
min -51max 1.4K
is link post39.7% true
true 39.7%false 60.3%
depthμ 1.47 ± 12.14
min -1max 6.9K
9.6
Flesch–Kincaid grade
US school grade level
10.4
Automated readability index
Frequent terms
pizzagatechildchildrenpeoplelikelinkpostknownewsaidpostspizzatraffickingsexabusetimeclintonpodestafoundvideothinkdontrumpsexualinvestigationyearsrelatedarticlenewshumanyearlookvoatgoinglinksalefantisevidencestateepsteindeletedworkoldworldcasefindinformationpolicemediajohnpedophile
Topic clusters

Topic 0

pizzagate
pizza
new
gate
news
video
fake
post

Topic 1

need
voat
post
help
know
mod
link
look

Topic 2

podesta
john
seth
rich
email
tony
dnc
breitbart

Topic 3

clinton
hillary
foundation
haiti
silsby
trump
laura
clintons

Topic 4

child
year
abuse
state
victim
police
school
report

Topic 5

comet
pong
ping
pizza
basement
video
tunnel
photo

Topic 6

child
arrest
porn
charge
sex
pornography
abuse
year

Topic 7

author
delete
rubin
adam
track
map
drop
idea

Topic 8

user
account
delete

Topic 9

pizzagate
people
know
think
fake
thing
disinformation
like

Topic 10

alefantis
james
pegasus
restaurant
instagram
interview
comet
kelly

Topic 11

epstein
jeffrey
island
ghislaine
maxwell
jeffery
andrew
connection
Show all 21 topics

Topic 12

user
delete
lag
ios
deletion
extreme
compile
shall

Topic 13

pedo
pedophilia
pedophile
normalize
normalization
normalisation
pedos
normalizing

Topic 14

satanic
ritual
sacrifice
abuse
satan
satanism
satanist
child

Topic 15

materialize
conspiracy
ridiculous
theory
fictitious
pizzagate
insane
conspiratard

Topic 16

like
video
pizza
look
child
know
think
music

Topic 17

child
trafficking
abuse
sex
foster
children
kidnap
finders

Topic 18

ring
pedophile
pedo
pedophilia
british
elite
expose
paedophile

Topic 19

symbol
pedo
logo
lover
boy
symbolism
logos
pedophile

Topic 20

link
post
submission
pizzagate
source
question
content
relevant
Top hashtags
#pizzagate1.2K
#gid268
#1165
#selection153
#pedogate125
#294
#metoo47
#344
#comment33
#fakenews33
#v30
#429
#vault727
#qanon26
#killroom25
#q25
#carisjames24
#submissiontop23
#imgrc22
#sethrich21
Top emoji
🚨540
🍕18
💥14
😂12
💓10
📲9
🙏7
𝗮6
🏻6
💚6
📁6
🇸5
🇺5
👏5
🗜5

Sampled: text metrics from 50K of 374.7K records; topic model from 20K.

Record

Catalog key
voat-pizzagate
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
374,745
Nodes
16,507
Edges
152,119 (directed)
Attributes
nodes have attributes; edges have attributes
Languages
en
Collected
2016/2020 (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, 278.4 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/pizzagate [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/pizzagate. 2022, doi.org/10.1609/icwsm.v16i1.19382.

BibTeX · RIS · CSL-JSON

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