TBBT: r/incels Ban Intervention (2017)

A Reddit (r/incels ban intervention, 2017) dataset of 273,009 pre-ban posts from banned community, 841,379 pre-ban control posts, 563,354 post-ban control posts, collected by Cerulli et al. via Reddit API (ICWSM 2026). Each record contains comment ID, selftext (post body), author (pseudonymized), subreddit, score, created_utc, split label (in-before/out-before/out-after). TBBT r/incels: pre- and post-ban Reddit dataset from The Big Ban Theory — standardized 3-month window around the 2017 moderation intervention with matched control communities. Suitable for content moderation effects, community migration, deplatforming research, pre/post intervention analysis, Reddit ban studies.

#Ban intervention#Control group#Incel#Manosphere#R incels#Subreddit ban#The big bang theory

Download data BibTeX JSONSimilar datasets

Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 27,288 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

27.3K
Nodes
139.3K
Edges
1.87e-04
Density
1
Components
-0.2364
Assortativity
0.0%
Reciprocity
12.3K
Bridges
Most central nodes
Incels0.1049
AskReddit0.04306
IncelTears0.0361
pics0.02521
news0.02309
todayilearned0.02276
funny0.02239
worldnews0.02195
gaming0.0206
MGTOW0.02001
Content metrics

1,677,742 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 6.237 ± 86.98
min -673max 27K
is banned16.3% true
true 16.3%false 83.7%
is pre ban66.4% true
true 66.4%false 33.6%
is post ban33.6% true
true 33.6%false 66.4%
6.4
Flesch–Kincaid grade
US school grade level
6.7
Automated readability index
Frequent terms
likedonwomenpeoplechadfuckthinkgoodknowlifemenfuckingwantshitincelsexguytimeincelslookguyslolwayuglylooksmanfacedoesnrightgotnormiesneedgirlssubbetterwomanactuallygirlfemalesgoinglookingthingfeelfemaleprobablygettingyeahcopefindbad
Topic clusters

Topic 0

incel
incels
post
normie
sub
insult
people
shit

Topic 1

ban
sub
mod
approve
account
delete
comment
downvote

Topic 2

woman
man
guy
attractive
average
date
female
find

Topic 3

cunt
retard
idiot
retarded
dumb
stupid
insult
cringe

Topic 4

blackpill
pill
black
brutal
swallow
pille
blue
bluepill

Topic 5

normie
itt
fuck
thread
thick
fail
upvote
lol

Topic 6

depression
therapist
sad
feel
brain
dream
pain
anxiety

Topic 7

ugly
fat
girl
female
woman
man
pretty
outcast

Topic 8

subhuman
society
collapse
western
allah
humanity
world
nuke

Topic 9

look
mirror
like
reflection
apple
pretty
attractive
good

Topic 10

cuck
knight
ban
pathetic
post
fuck
cucke
sad

Topic 11

sex
pregnancy
consequence
people
entitle
partner
abortion
family
Show all 101 topics

Topic 12

woman
female
attractive
man
bone
find
yeah
approach

Topic 13

chad
alert
lite
stacie
chadlet
franky
win
cucke

Topic 14

drunk
drink
weed
alcohol
pay
car
drive
money

Topic 15

laugh
funny
joke
comic
humor
hilarious
disgust
artist

Topic 16

gambler
permaban
zyros
zyrros
greece
paddock
bravo
grotesque

Topic 17

chad
fuck
fucking
roastie
right
stacy
probably
fuckboy

Topic 18

chin
nose
beard
jaw
eye
face
height
big

Topic 19

femoid
beta
orbiter
betabux
bux
femail
provider
femaloid

Topic 20

nice
good
excellent
glad
fine
awesome
hey
perfect

Topic 21

autistic
autism
autist
mentalcel
braincel
asperger
test
drawing

Topic 22

brother
welcome
luck
peace
old
rest
past
amen

Topic 23

slut
whore
sham
slutty
attention
seam
dress
handjob

Topic 24

virgin
virginity
lose
sex
inexperienced
lie
hyman
tell

Topic 25

roastie
roast
beef
sandwich
flap
wrong
identify
correct

Topic 26

fakecel
truecel
friday
gtfo
jump
infiltrator
liar
ban

Topic 27

play
game
gun
phone
rot
video
eat
nail

Topic 28

cope
copefident
coper
big
baseball
copefidence
lol
major

Topic 29

fuck
fucking
hole
sick
weeboo
nba
sand
tesla

Topic 30

calculator
exam
entitle
fail
lend
math
professor
bring

Topic 31

bully
people
bullying
feel
world
experience
somebody
narrow

Topic 32

lmfao
lmao
hahaha
hahahahaha
ayy
hahahahahaha
hahahaha
ahahahahahaha

Topic 33

wish
story
want
reference
interested
write
search
voice

Topic 34

volcel
fatcel
maxcell
dickcel
richcel
germancel
obligatory
incelistan

Topic 35

shower
wash
water
soap
day
cold
smell
wet

Topic 36

link
post
vote
read
comment
gop
book
word

Topic 37

thank
doc
appreciate
mate
pasta
sanity
bro
hambeast

Topic 38

friend
mom
smile
relate
mother
buddy
ill
good

Topic 39

fuel
sui
life
lifefuel
pure
circular
octane
suffer

Topic 40

white
race
black
ethnic
bbc
balkan
guy
indian

Topic 41

dick
asian
small
east
size
penis
inch
length

Topic 42

college
school
class
semester
graduate
parent
study
freshman

Topic 43

genetic
gene
recombination
asexual
chromosome
egg
reproduce
pass

Topic 44

know
learn
knowledge
aware
world
reckon
tim
erect

Topic 45

anime
video
youtube
key
channel
lock
game
robot

Topic 46

holy
shit
elaborate
party
fucking
literally
fuck
poo

Topic 47

tinder
match
swipe
app
date
include
meet
message

Topic 48

pic
picture
post
accurate
color
original
print
ill

Topic 49

social
medium
people
human
god
believe
sad
evidence

Topic 50

rope
cope
cure
save
manlet
pls
ldar
choose

Topic 51

matter
need
case
pick
find
publicity
pickle
messenger

Topic 52

school
college
internship
study
nursing
uni
degree
year

Topic 53

face
baby
eye
area
important
eyelid
round
tilt

Topic 54

hate
bitch
sweat
tit
fucking
ass
dumb
fuck

Topic 55

surgery
plastic
surgeon
implant
jaw
brace
woah
money

Topic 56

happen
help
support
soon
cause
greatly
simulation
farming

Topic 57

escort
escortcel
escortcelle
disgust
count
autistic
meaning
expensive

Topic 58

time
sunday
average
day
date
weekend
morning
hour

Topic 59

kek
fho
rapekink
unfuckable
highest
jos
kekiness
leap

Topic 60

hope
jesus
chance
believe
soon
pray
fate
win

Topic 61

tall
height
manlet
denmark
average
japanese
japan
giant

Topic 62

piss
nude
inhib
big
pee
panty
chair
film

Topic 63

girl
cute
look
quirky
tight
sexy
trap
thick

Topic 64

live
alive
life
bro
west
sheltered
weimar
republic

Topic 65

gay
air
prison
organize
uninterested
deposit
jfl
disappointing

Topic 66

feel
feeling
expand
good
inside
achieve
great
powerful

Topic 67

year
sleep
late
survive
alive
purchase
kit
lace

Topic 68

rape
accusation
crime
cry
quarantine
false
bed
death

Topic 69

vagina
condom
pay
std
sex
noise
orgasm
vaginas

Topic 70

pussy
whale
smell
neckbeard
pedestal
barrel
tier
nerd

Topic 71

testosterone
hgh
minoxidil
booster
dht
hormone
steroid
test

Topic 72

think
mind
able
logically
thought
envious
join
gravity

Topic 73

approve
pls
plz
private
remake
throw
approval
someday

Topic 74

die
dead
rip
hopefully
mere
crash
sadly
river

Topic 75

gym
gymcel
gymcelling
natty
squat
lift
gymcelle
gymceling

Topic 76

praise
lord
right
saint
hail
messiah
grace
invader

Topic 77

normans
norman
gtfo
fail
jimmy
priori
partake
desk

Topic 78

lift
gain
squat
muscle
bench
weight
cut
bulk

Topic 79

misogynistic
sexist
empire
sjw
racist
woman
professional
apt

Topic 80

cop
party
stop
insecurity
cope
police
illegal
boyo

Topic 81

sentence
death
prison
robbery
punishment
gun
risk
deadly

Topic 82

curry
currycel
india
marriage
paint
arrange
brown
foid

Topic 83

girl
approach
chick
ask
know
signal
broken
hold

Topic 84

ldar
ldare
leggo
unsettling
glorious
schizophrenia
surf
teaching

Topic 85

personality
score
matter
exchange
change
behavior
causal
telepathy

Topic 86

lol
christ
jesus
rawr
superman
wut
nun
genius

Topic 87

example
talk
source
exception
sense
proof
conversation
continue

Topic 88

incel
black
remember
realize
pill
sub
come
lay

Topic 89

nofap
fap
doctor
pee
fappe
zinc
superpower
day

Topic 90

lie
wrong
false
rot
deflection
truthbomb
deceive
negate

Topic 91

yes
yeah
yesrope
tire
yep
yea
hahahaha
boot

Topic 92

suicide
fuel
suicidal
thankfully
mirror
seasonal
octane
zoro

Topic 93

anxiety
social
situation
fear
communication
spectrum
inhibition
discomfort

Topic 94

beta
cuck
bluepille
roastie
provider
knight
betacuck
pathetic

Topic 95

haircut
shower
hair
lift
norwood
confidence
pillow
tryhard

Topic 96

porn
masturbate
watch
masturbation
bbc
penis
infact
soooooooo

Topic 97

evidence
doubt
datum
theory
analogy
bbc
interpretation
interesting

Topic 98

bald
hair
baldness
grey
loss
weakness
stress
gray

Topic 99

bot
ninja
capital
purpose
correct
user
link
edit

Topic 100

argument
party
finger
denial
refute
gun
sens
counter
Top hashtags
#e2
#11
#21
#23345313431
#awalt1
#b1
#backfat1
#bellyrolls1
#cellulite1
#celluliteisnormal1
#denial1
#framing1
#fuck1
#justgirlthings1
#justgirlythings1
#killuminati1
#major1
#no1
#psa1
#r1
Top emoji
😂81
💯7
😍6
🤔6
🚨5
😆4
👏3
👌2
💦2
🙄2
🙏2
🇩1
🇹1
🏼1
💀1

Computed over the full corpus.

Record

Catalog key
tbbt-2017-incels
Authors
Cerulli, Aldo; Cima, Lorenzo; Tessa, Benedetta; Tardelli, Serena; Cresci, Stefano
Year
2026
Source paper
The Big Ban Theory: A Pre- and Post-Intervention Dataset of Online Content Moderation Actions
DOI / arXiv
10.1609/icwsm.v20i1.42780
License
CC BY-NC-ND 4.0 (CC-BY-NC-ND-4.0)
Records
1,677,742
Nodes
27,288
Edges
139,332 (directed)
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Collected
2017 (3 months pre/post ban) (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/18245670 link checked
Hosted copy
Mirrored on echo.directory on 2026-10-21, 773.2 MB across 3 files. Checksums in MANIFEST.json.

Citations

The Big Ban Theory: A Pre- and Post-Intervention Dataset of Online Content Moderation Actions
Aldo Cerulli, Lorenzo Cima, Benedetta Tessa, S. Tardelli, Stefano Cresci
Journal Article · Proceedings of the International AAAI Conference on Web and Social Media · 2026

4
citations
few citations so far
0
influential citations
0% of all citations

Cited by

Citation data from Semantic Scholar, retrieved 2026-10-22.

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{Cerulli_2026,
  title     = {The Big Ban Theory: A Pre- and Post-Intervention Dataset of Online Content Moderation Actions},
  volume    = {20},
  issn      = {2162-3449},
  url       = {http://dx.doi.org/10.1609/icwsm.v20i1.42780},
  doi       = {10.1609/icwsm.v20i1.42780},
  number    = {1},
  journal   = {Proceedings of the International AAAI Conference on Web and Social Media},
  publisher = {Association for the Advancement of Artificial Intelligence (AAAI)},
  author    = {Cerulli, Aldo and Cima, Lorenzo and Tessa, Benedetta and Tardelli, Serena and Cresci, Stefano},
  year      = {2026},
  month     = May,
  pages     = {2756–2767}
}

APA

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

Cerulli, A., Cima, L., Tessa, B., Tardelli, S., & Cresci, S. (2026). TBBT: r/incels Ban Intervention (2017) [Data set]. https://doi.org/10.1609/icwsm.v20i1.42780

MLA

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

Cerulli, Aldo, et al. TBBT: r/incels Ban Intervention (2017). 2026, doi.org/10.1609/icwsm.v20i1.42780.

BibTeX · RIS · CSL-JSON

Similar datasets 10 all with scores →