TBBT: r/milliondollarextreme Ban Intervention (2018)

A Reddit (r/milliondollarextreme ban intervention, 2018) dataset of 129,276 pre-ban posts from banned community, 536,408 pre-ban control posts, 401,687 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/milliondollarextreme: pre- and post-ban Reddit dataset from The Big Ban Theory — standardized 3-month window around the 2018 moderation intervention with matched control communities. Suitable for content moderation effects, community migration, deplatforming research, pre/post intervention analysis, Reddit ban studies.

#Ban intervention#Icwsm#Matched control#Million dollar extreme#Subreddit ban#The big bang theory

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Analytics

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· graph.json

The full graph has 15,540 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

15.5K
Nodes
90.9K
Edges
3.76e-04
Density
1
Components
-0.1368
Assortativity
0.0%
Reciprocity
7.3K
Bridges
Most central nodes
milliondollarextreme0.1365
CringeAnarchy0.0639
AskReddit0.05097
pics0.04112
politics0.03926
The_Donald0.03913
worldnews0.03733
todayilearned0.03494
news0.03437
funny0.02915
Content metrics

1,067,371 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 8.297 ± 60.71
min -2.6Kmax 26.6K
is banned12.1% true
true 12.1%false 87.9%
is pre ban62.4% true
true 62.4%false 37.6%
is post ban37.6% true
true 37.6%false 62.4%
7.4
Flesch–Kincaid grade
US school grade level
7.8
Automated readability index
Frequent terms
likepeopledonwhitethinkgoodshitknowniggerrighttimefuckmanfuckingwantblackactuallygoingwaygotthingyeahworldyearsneedlooklifewomenjewsguyrealloldoesnbetterprettyoldliterallybadisndayletsaiddidnpostthingsworkkidsprobablydudegod
Topic clusters

Topic 0

christianity
god
religion
church
christian
christians
atheist
catholic

Topic 1

pay
money
school
job
public
work
year
college

Topic 2

play
game
runescape
fallout
epic
tommy
enemy
win

Topic 3

video
watch
episode
youtube
content
vid
channel
cody

Topic 4

gun
cop
shoot
police
officer
bad
shotgun
pull

Topic 5

country
mexico
immigration
immigrant
brexit
america
mexicans
americans

Topic 6

kill
die
suicide
murder
rip
death
sad
illegal

Topic 7

capitalism
democracy
socialism
capitalist
libertarian
economic
socialist
marxism

Topic 8

finna
hormel
wuz
dab
das
der
boutta
baste

Topic 9

drink
milk
lactose
almond
water
eat
soy
intolerant

Topic 10

team
sweden
football
croatia
england
france
europe
russia

Topic 11

gym
shoe
set
wear
lift
weight
look
workout
Show all 92 topics

Topic 12

source
word
confirm
write
come
bring
causation
sentence

Topic 13

retard
retarded
idiot
stupid
edgy
fucking
fuck
degenerate

Topic 14

faggot
fag
bitch
fuck
shut
fucking
dick
alert

Topic 15

ban
sub
mod
delete
post
remove
account
bpt

Topic 16

joke
funny
laugh
comedy
hilarious
chuckle
comedian
cartoon

Topic 17

internet
think
walk
idea
thought
smart
creative
sense

Topic 18

nigga
rap
niggas
lil
ass
dat
shit
dis

Topic 19

meme
bug
song
music
bugman
block
listen
blah

Topic 20

grill
burger
sauce
sandwich
mayo
oven
eat
salad

Topic 21

boomer
old
year
millennial
millenial
meme
paper
monster

Topic 22

sam
hyde
bear
twitter
tweet
sammy
samuel
funniest

Topic 23

black
racist
white
racism
people
date
cop
woman

Topic 24

cool
good
fantastic
okay
wow
nice
pal
delight

Topic 25

nigger
moor
person
niggers
black
pack
ebonic
crow

Topic 26

mde
nig
post
lore
glug
user
official
nazbol

Topic 27

yeah
yes
sure
sir
right
yah
hell
probably

Topic 28

smell
wash
penis
dick
pussy
vagina
clean
hairball

Topic 29

weimar
war
germany
soviet
russia
tank
slavs
navy

Topic 30

gay
queer
homo
charles
lesbian
boy
homosexual
porn

Topic 31

movie
joker
film
batman
armor
plot
watch
hollywood

Topic 32

nuke
womp
sub
cringeanarchy
post
mde
cringe
irony

Topic 33

teacher
kid
child
sex
fuck
student
drag
parent

Topic 34

thank
cool
wallpaper
thanks
kanye
cake
info
honor

Topic 35

weed
smoke
addictive
drug
smoking
pothead
ssri
shop

Topic 36

woman
sex
date
relationship
marriage
girl
find
partner

Topic 37

yee
honk
bing
ahahaha
ooh
hahahahahaha
wahoo
aye

Topic 38

remind
matter
minute
ahead
happy
remember
problem
future

Topic 39

rape
pedophile
pedo
offender
pedophilia
child
prison
sex

Topic 40

dog
breed
bully
pit
bull
fighting
fight
weird

Topic 41

look
good
feel
happy
shirt
smile
lookin
normal

Topic 42

wife
redpill
married
marry
asian
fappe
whitepill
mormon

Topic 43

conservative
liberal
leftist
conservatism
wing
right
sheeit
lefty

Topic 44

know
mean
right
energy
knowledge
frickin
mushroom
java

Topic 45

try
ride
strength
grow
leave
hard
buy
strong

Topic 46

fat
obese
ugly
meat
overweight
obesity
diet
lbs

Topic 47

year
ago
datum
people
degrade
bunch
information
digital

Topic 48

buddy
text
image
screenshot
paint
line
friend
picture

Topic 49

white
fellow
male
people
whiter
person
upper
straight

Topic 50

fuck
fucking
baste
man
lazy
hanz
nan
ruger

Topic 51

shapiro
ben
logic
sjw
fact
compilation
feminist
libtard

Topic 52

glove
gas
hand
rubber
small
fella
finger
boot

Topic 53

brother
destiny
hogan
war
bone
hope
demographic
worry

Topic 54

chad
virgin
alliance
driver
owner
incel
derrick
luddite

Topic 55

sorry
angry
cry
anger
gub
steal
accident
tired

Topic 56

israel
jews
jew
zionist
foreskin
palestine
anti
jewish

Topic 57

fuck
bitch
tie
cartoon
sam
exhaust
azir
goof

Topic 58

post
larp
joey
posting
quality
nice
grugposte
synonym

Topic 59

jew
jews
jewish
raw
obvious
chosenite
jewlies
dreidel

Topic 60

predator
fight
knock
mma
muay
spine
thai
pull

Topic 61

white
feature
dimension
curly
implicit
hair
half
dacian

Topic 62

hate
disdain
pull
dislike
low
peace
diarrhea
ecumenism

Topic 63

downvote
upvote
calculation
upvoted
hehe
result
famous
post

Topic 64

autistic
autism
autist
shooting
victim
duhhh
dood
wyboi

Topic 65

tranny
masculinity
toxic
trans
trannie
woman
pass
gay

Topic 66

holocaust
anne
frank
diary
auschwitz
camp
museum
documentation

Topic 67

black
negro
nod
certainly
skin
negromancer
goldman
silhouette

Topic 68

big
guy
tall
alright
grug
uhuru
slim
larry

Topic 69

toy
kid
smartphone
parent
childhood
child
feel
memory

Topic 70

pill
bloatmaxxe
bloatpill
bloat
gateway
lbs
blz
bloatmax

Topic 71

let
solution
imply
resolution
suppose
final
finish
assume

Topic 72

libtard
coward
troll
comedy
funny
style
epic
sincerity

Topic 73

nazi
hitler
heil
adolf
camp
surprise
nazis
hollywood

Topic 74

time
use
celsius
oil
knowledge
ballpoint
wednesday
jfk

Topic 75

lol
maaan
maiden
lame
bare
license
dump
iron

Topic 76

tolkien
anglo
germanic
saxon
england
english
trilogy
british

Topic 77

abortion
abort
fetus
baby
legalize
outlaw
anti
pro

Topic 78

god
argument
godly
believe
wish
sky
create
extravagant

Topic 79

brain
smooth
dodge
hard
big
tough
hurt
ram

Topic 80

sweaty
sweatie
sorry
umm
sweat
fusion
ethiopian
extremism

Topic 81

dad
father
daddy
found
parent
relationship
intimate
yessir

Topic 82

car
ford
feel
wut
civic
shine
crown
ranger

Topic 83

like
shrimp
ebonic
wine
parallel
grey
hehe
bus

Topic 84

holy
literally
elaborate
seriously
shit
obsessed
hobgoblin
unreasonable

Topic 85

disaster
citizen
consequence
nation
border
revolution
race
industrial

Topic 86

hour
wish
disney
want
real
long
hangin
maxe

Topic 87

cute
sweetie
kinda
stug
latina
eric
boi
anne

Topic 88

nigger
cia
fuck
underground
bird
lol
computer
faggot

Topic 89

alt
press
right
amendment
journalist
news
speech
free

Topic 90

look
face
ugly
like
poo
period
garbage
jewy

Topic 91

base
redpille
super
satisfying
rofl
illusion
crossover
sabbath
Top hashtags
#3723
#cite_note5
#13
#metoo3
#weimar3
#_ftnref32
#and2
#depression2
#fuck2
#hey2
#it2
#resist2
#selection2
#you2
#131
#251
#301
#421
#4631
#51
Top emoji
😍175
🤔92
😂79
🏿20
😎19
👏17
💯15
👍13
😤13
🤣12
🤬12
😡11
👌10
💅10
💪10

Computed over the full corpus.

Record

Catalog key
tbbt-2018-milliondollarextreme
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
1,067,371
Nodes
15,540
Edges
90,861 (directed)
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Collected
2018 (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, 460.3 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/milliondollarextreme Ban Intervention (2018) [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/milliondollarextreme Ban Intervention (2018). 2026, doi.org/10.1609/icwsm.v20i1.42780.

BibTeX · RIS · CSL-JSON

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