Manosphere Dataset — Incels.co

A Incels.co (manosphere forum) dataset of 2,436,297 posts from 5,933 unique authors across 117,592 threads, collected by Farrell et al. via web crawl (2019-2020). Each record contains post text, author username, author title/flair, join date, post count, post timestamp, thread URL, reply interactions, embedded links. Incels.co dataset contains 2,436,297 forum posts from 2017-11 to 2019-06, part of the iDRAMA manosphere collection covering incel and anti-feminist communities. Suitable for misogyny detection, hate speech research, radicalization analysis, manosphere community studies, extremist forum analysis, NLP classification, social network analysis.

#Forum#Idrama lab#Incel#Manosphere#Misogyny#Timestamps

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 123,525 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

123.5K
Nodes
1.7M
Edges
1.12e-04
Density
51
Components
-0.05754
Assortativity
0.0%
Reciprocity
3.9K
Bridges
Most central nodes
/threads/introductions.2/0.00266
/threads/i-just-made-a-woman-fly-from-spain-to-finland-for-me-lmao.17037/0.00139
/threads/rate-avatar-above-you.583/0.00131
/threads/goodbye-incel-brothers.13343/0.00125
/threads/christmas-truecel-200-amazon-gift-card-giveaway-5-with-fun-consolation-prizes.95003/0.00121
/threads/new-picture-of-saint-blackops2cel-found-on-4chan.86038/0.00117
/threads/nsfw-new-zealand-mosque-double-mass-shootings-the-shooter-livestreamed-it.112418/0.00113
/threads/the-daily-fap-thread.14221/0.00113
/threads/cucktears-hall-of-fame-megathread.72433/0.00111
/threads/ive-been-kicked-out-permanently-its-over.58460/0.00109
6.1
Flesch–Kincaid grade
US school grade level
7.0
Automated readability index
Frequent terms
saidclickexpandlikedonwomenpeoplemenchadthinkgoodfucklifeshitwantincelfoidsknowfuckingtbhuglywhitemantimesexlookguylooksfacewayincelsneedfoidguysyearsgoinghighgotbetterlookingthingbrodoesnrightfeeloldworldhavingprobablyday
Topic clusters

Topic 0

click
expand
video
tbh
game
bro
like
yes

Topic 1

fuck
bro
whore
yes
time
tbh
good
think

Topic 2

white
curry
click
expand
race
woman
ethnic
man

Topic 3

chad
look
click
expand
foid
fuck
guy
woman

Topic 4

woman
man
sex
like
male
female
life
child

Topic 5

eye
height
nose
surgery
tall
face
chin
average

Topic 6

cuck
cucktear
click
expand
cuyen
soy
cucktearslol
man

Topic 7

incel
expand
click
damo
post
think
community
like

Topic 8

look
ugly
looksmatch
mirror
like
face
good
guy

Topic 9

blackpill
blacktarpill
expand
click
bluepill
dogpill
redpill
blackpille

Topic 10

insomniac
porn
click
expand
sleep
watch
meme
phone

Topic 11

foid
expand
click
expiration
mall
look
right
maybe
Show all 15 topics

Topic 12

foid
ugly
normie
look
personality
girl
like
expand

Topic 13

autism
autistic
autisticcopecel
autist
function
expand
click
female

Topic 14

hair
bald
look
head
haircut
balding
beard
shave
Top hashtags
#metoo31
#120
#57
#36
#24
#44
#d29dffd097e0ef56b29b41e7dd7534034
#post4
#shestillwontfuckyou4
#63
#73
#83
#buildthewall3
#9948932
#based2
#country2
#migration_to_india2
#page_scan_tab_contents2
#shitonthestreets2
#v2

Computed over the full corpus.

Record

Catalog key
manosphere-incels
Authors
Horta Ribeiro, Manoel; Blackburn, Jeremy; Bradlyn, Barry; De Cristofaro, Emiliano; Stringhini, Gianluca; Long, Summer; Greenberg, Stephanie; Zannettou, Savvas
Year
2021
Source paper
The Evolution of the Manosphere across the Web
DOI / arXiv
10.1609/icwsm.v15i1.18053
License
Creative Commons Attribution 4.0 International (CC BY 4.0) (CC-BY-4.0)
Records
2,436,297
Nodes
123,525
Edges
1,711,782 (directed)
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Collected
2017-11 to 2019-06 (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/4007913 link checked
Hosted copy
Mirrored on echo.directory on 2026-10-21, 12.0 GB across 3 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{Horta_Ribeiro_2021,
  title     = {The Evolution of the Manosphere across the Web},
  volume    = {15},
  issn      = {2162-3449},
  url       = {http://dx.doi.org/10.1609/icwsm.v15i1.18053},
  doi       = {10.1609/icwsm.v15i1.18053},
  journal   = {Proceedings of the International AAAI Conference on Web and Social Media},
  publisher = {Association for the Advancement of Artificial Intelligence (AAAI)},
  author    = {Horta Ribeiro, Manoel and Blackburn, Jeremy and Bradlyn, Barry and De Cristofaro, Emiliano and Stringhini, Gianluca and Long, Summer and Greenberg, Stephanie and Zannettou, Savvas},
  year      = {2021},
  month     = May,
  pages     = {196–207}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Horta Ribeiro, M., Blackburn, J., Bradlyn, B., De Cristofaro, E., Stringhini, G., Long, S., Greenberg, S., & Zannettou, S. (2021). Manosphere Dataset — Incels.co [Data set]. https://doi.org/10.1609/icwsm.v15i1.18053

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Horta Ribeiro, Manoel, et al. Manosphere Dataset — Incels.co. 2021, doi.org/10.1609/icwsm.v15i1.18053.

BibTeX · RIS · CSL-JSON

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