TBBT: r/gunsforsale Ban Intervention (2018)

A Reddit (r/gunsforsale ban intervention, 2018) dataset of 5,837 pre-ban posts from banned community, 33,758 pre-ban control posts, 5,222 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/gunsforsale: 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#Control group#Firearm#Gun#R gunsforsale#Subreddit ban#The big bang theory

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Analytics

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· graph.json

The full graph has 1,606 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

1.6K
Nodes
4.5K
Edges
1.74e-03
Density
1
Components
-0.2747
Assortativity
0.0%
Reciprocity
861
Bridges
Most central nodes
Gunsforsale0.1464
gundeals0.1084
guns0.0972
ar150.0729
Firearms0.04798
AskReddit0.04673
weekendgunnit0.03364
GunDealsAnnouncements0.03053
NFA0.03053
pics0.02866
Content metrics

44,817 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 7.287 ± 55.6
min -233max 7K
is banned13.0% true
true 13.0%false 87.0%
is pre ban88.3% true
true 88.3%false 11.7%
is post ban11.7% true
true 11.7%false 88.3%
5.7
Flesch–Kincaid grade
US school grade level
5.9
Automated readability index
Frequent terms
likedongoodknowwantgunthinkgotpeopletimepricenewpostrightneedsurebuygoingusewaygreatbetterbarrellookingprettythanksworkdidndealprobablylooksellgamerifleshitdoesnfeelthingyeahgunsfindfreesellinglookssaidactuallyletmoneylotlittle
Topic clusters

Topic 0

trump
racist
vote
white
news
election
country
president

Topic 1

ship
shipping
ffl
willing
fee
fedex
transfer
free

Topic 2

pin
bolt
drill
table
weld
buffer
tool
tube

Topic 3

car
truck
tire
vehicle
ford
drive
engine
mustang

Topic 4

time
check
work
hour
minute
late
home
day

Topic 5

sell
gunbroker
gun
price
armslist
rifle
buy
new

Topic 6

thank
info
appreciate
reply
help
feedback
awesome
input

Topic 7

joke
retarded
retard
funny
idiot
hate
suck
sad

Topic 8

look
classy
nice
beautiful
cool
gorgeous
sweet
piece

Topic 9

send
fund
viridian
pussy
sec
tendie
leupold
horse

Topic 10

think
believe
probably
apparently
mind
huh
neighbor
bay

Topic 11

glock
gen
sig
glocks
stack
frame
striker
handgun
Show all 141 topics

Topic 12

rifle
shoot
build
subsonic
brass
cartridge
ammo
powder

Topic 13

dad
guy
jeff
father
man
daddy
grandpa
dude

Topic 14

shoot
bullet
fps
shot
yard
range
drop
phantom

Topic 15

dak
catch
team
season
dez
game
yard
pass

Topic 16

downvote
upvote
comment
karma
whore
flinging
regret
reddit

Topic 17

booklet
artwork
disc
game
collect
opposite
copy
normal

Topic 18

eat
sauce
fruit
meal
food
taste
soy
flavor

Topic 19

play
team
game
player
goal
strength
win
speedy

Topic 20

muzzle
device
barrel
brake
gas
thread
suppressor
bushing

Topic 21

comment
tinder
edit
facebook
title
formatting
click
relationship

Topic 22

ammo
gun
pelican
box
shotgun
range
sparc
buy

Topic 23

watch
trek
movie
spoiler
meme
tos
episode
leave

Topic 24

team
ucf
bama
georgia
beat
schedule
national
championship

Topic 25

fuck
fuckin
fucking
cunt
christ
jesus
gtfo
buddy

Topic 26

poop
toilet
shit
wtf
insane
dammit
redneck
insanity

Topic 27

rail
section
train
quad
lok
mlok
mount
guyslee

Topic 28

build
rig
ultralight
nice
clone
psu
eyebox
board

Topic 29

shotgun
gun
gca
pistol
neat
round
shoulder
reload

Topic 30

thank
cod
head
strange

Topic 31

imgur
pic
link
upload
post
album
picture
photo

Topic 32

grip
apex
talon
zone
gripzone
sticky
safety
groove

Topic 33

trade
cash
interested
discount
trading
offer
ballpark
partial

Topic 34

knife
edc
blade
benchmade
pocket
sharpen
carry
tolerance

Topic 35

appreciate
thank
sir
man
bud
praise
dope
fam

Topic 36

barrel
chf
hbar
swap
pencil
faxon
wrap
extension

Topic 37

google
second
bring
come
garden
plz
local
enter

Topic 38

stock
online
pcr
atm
shelf
find
available
edit

Topic 39

price
sale
luck
good
undercut
tempting
deal
hey

Topic 40

interested
incoming
woof
memphis
toledo
prs
someday
seattle

Topic 41

paypal
info
address
bank
family
email
money
tomorrow

Topic 42

pic
pics
photo
picture
timestamp
got
information
paper

Topic 43

sell
sale
buyer
guide
guarantee
thousand
market
kroos

Topic 44

wage
pay
job
employee
business
earn
company
money

Topic 45

scope
reticle
spitfire
bipod
concrete
acog
vortex
sun

Topic 46

know
aware
internally
kno
understood
wae
dey
hiv

Topic 47

yes
sure
shadowbanne
bfa
yessir
siege
isolation
jersey

Topic 48

mag
magazine
round
ets
capacity
dump
dimensionally
teal

Topic 49

battery
lumen
toolcraft
olight
bulb
bcg
output
light

Topic 50

ask
question
answer
ice
sex
reporter
specifically
commonly

Topic 51

miss
worry
concerned
horror
stress
concern
butch
welp

Topic 52

good
sweet
cat
kroos
caldwell
nice
portal
sos

Topic 53

magpul
pmag
mag
forend
moe
cerakote
stock
archangel

Topic 54

sorry
payment
sell
delete
send
man
tomorrow
subsequent

Topic 55

wkndbot
ban
batfece
faggot
jackass
bot
skynet
bucko

Topic 56

like
matter
bam
norris
tom
aka
mob
nipple

Topic 57

xbox
crash
game
pubg
gameplay
glitch
patch
play

Topic 58

lol
reeeeeeeeepost
reeeeeee
reeeeeeeeee
fuggin
reeeeeeeeeeee
booooooo
snek

Topic 59

optic
trijicon
tfx
tritium
bright
sight
strikefire
eotech

Topic 60

live
want
friend
mate
relate
choir
friendo
int

Topic 61

handguard
guard
atlas
rod
guide
handguards
length
johnson

Topic 62

yeah
haha
basically
yep
yea
yup
guinea
hamster

Topic 63

submission
remove
action
duplicate
following
topic
moderator
chain

Topic 64

idea
civil
tone
freedom
hey
rpr
concept
relevant

Topic 65

talk
italian
chat
phrasing
speak
ehh
famous
wikipedia

Topic 66

sorry
apology
apologize
imos
charlottesville
friendo
man
slate

Topic 67

ship
shipping
michael
staple
clamshell
ups
cali
technically

Topic 68

picture
jasper
skynet
feg
photo
detect
skull
sea

Topic 69

bayonet
truck
gun
safety
shoot
shooter
range
idiot

Topic 70

year
jazz
insignificant
vet
jail
potential
subject
error

Topic 71

paint
cerakote
shadow
orange
slide
durable
polish
finish

Topic 72

reply
dear
everybody
respond
tar
saradomin
send
ftfy

Topic 73

holster
kydex
fit
owb
size
leather
zap
safariland

Topic 74

available
inbound
delton
bound
readily
ets
yes
yup

Topic 75

black
look
green
pink
fish
blue
hair
color

Topic 76

buy
gatterie
beni
srt
nagant
whichever
urge
gamma

Topic 77

cool
happy
feel
bro
holy
expression
jelly
vibe

Topic 78

seller
item
insure
usps
insurance
buyer
lose
unbranded

Topic 79

cash
deal
bank
sweeten
panty
hank
stngr
irs

Topic 80

submission
whatcarshouldibuy
weekly
pertain
mega
buying
suggestion
page

Topic 81

automod
community
blacklist
doug
abuse
harassment
user
sub

Topic 82

dog
pupper
bull
rip
lab
fart
glough
kong

Topic 83

thread
fountain
unlikely
song
tho
direct
crystal
dub

Topic 84

network
update
wait
generate
trial
connect
code
fal

Topic 85

look
way
journey
recce
lookin
rocket
ill
pressure

Topic 86

sell
sold
sooooo
bread
iphone
gem
bare
milk

Topic 87

email
mail
gmail
app
field
mailman
morning
reply

Topic 88

guess
story
clue
baby
happen
future
kirby
chubb

Topic 89

awesome
wow
great
intangible
brilliant
satisfying
august
impressive

Topic 90

rust
lube
oil
cleaner
baffle
soak
electrical
steel

Topic 91

month
order
wait
snake
friendly
week
ind
nap

Topic 92

bcg
blem
shirt
bcm
alpha
jake
picture
link

Topic 93

gay
classic
hell
mad
homosexual
foty
noon
figh

Topic 94

bad
alright
terrible
trashy
oman
lubbock
star
review

Topic 95

trigger
squeeze
release
pull
install
hammer
finger
franklin

Topic 96

mount
height
mug
clamp
picatinny
low
flexibility
drilling

Topic 97

geissele
upper
magpul
bcg
precision
low
aero
build

Topic 98

texas
tag
austin
ftf
california
kindly
fort
eagles

Topic 99

nope
ill
nah
vityaz
chubb
jersey
blowback
nevermind

Topic 100

mag
round
worth
pmag
deal
aluminum
magazine
price

Topic 101

promotion
submission
channel
spam
self
spammer
content
continue

Topic 102

liberal
legislation
gun
lawful
government
politician
defense
self

Topic 103

mobile
locate
find
yah
overseas
okc
update
list

Topic 104

weather
snow
rain
winter
sandal
henry
low
chill

Topic 105

hope
wish
roger
sequel
pal
ebola
momentum
wojtek

Topic 106

asking
wts
wtb
require
offer
price
listing
list

Topic 107

got
backup
rock
portray
doin
haha
christ
access

Topic 108

card
btc
cancel
prepaid
refund
bitcoin
income
credit

Topic 109

bot
bad
shitbot
darn
turban
pedantic
knee
jasper

Topic 110

brake
rotor
pad
dust
drum
disk
cautious
slam

Topic 111

glws
geissele
black
blem
direct
clt
friday
sale

Topic 112

florida
california
usa
orlando
southern
area
retire
duval

Topic 113

post
history
crosspost
hehe
triple
carolina
openly
joe

Topic 114

scamme
scam
account
scammer
user
bank
email
dozen

Topic 115

suppressor
suppress
silencer
sbr
tight
dirty
depend
direct

Topic 116

price
happiness
router
healthy
eta
holosun
jig
pricing

Topic 117

try
brig
overspray
cyberpunk
startup
miami
prong
cruise

Topic 118

sound
okay
alright
hear
good
ought
raid
saturday

Topic 119

correct
right
savannah
prediction
ahhh
clarify
technically
overall

Topic 120

sbr
nato
beretta
bernier
datum
load
grenade
crack

Topic 121

link
screwy
publicly
doe
normie
instruction
break
bud

Topic 122

psa
hat
abortion
routinely
fsb
forbid
basically
butthurt

Topic 123

mess
shoot
bayonet
reduce
energy
jesus
waste
fukke

Topic 124

mbus
handle
charge
pro
charging
bcm
charger
sent

Topic 125

scorpion
receiver
matching
leatherman
spike
wave
tool
surefire

Topic 126

law
gun
assault
anti
pupper
revolver
intend
sam

Topic 127

pay
hourly
employee
compensation
intern
coordinator
principal
salary

Topic 128

sense
gotcha
ahh
ironman
dood
toyota
head
originally

Topic 129

dmv
question
belong
submission
subreddit
answer
agency
regional

Topic 130

gen
generation
camera
fix
key
arrow
miad
thumbnail

Topic 131

deal
fantastic
good
umbrella
ridiculously
durable
insanely
walmart

Topic 132

forget
forgot
creedmore
incorrectly
read
dose
later
website

Topic 133

mean
threaten
maxe
prison
bonus
sticker
alright
bore

Topic 134

aero
lower
upper
optics
coupon
planet
charlottesville
vat

Topic 135

carhartt
fashion
clothing
tool
zev
durable
able
reputation

Topic 136

joke
girlfriend
kid
nah
person
existent
clams
doin

Topic 137

kek
lead
glawk
turkish
leash
liac
croatian
vik

Topic 138

deer
fire
doe
rimfire
land
fireline
spooky
bloody

Topic 139

video
youtube
audio
savage
button
passion
dizzy
commonplace

Topic 140

title
submission
resubmit
description
vague
context
descriptive
action
Top hashtags
#110
#24
#33
#standard3
#42
#62
#72
#and2
#fuck2
#reeeeeeeeeeeeeee2
#the2
#101
#121
#1751
#20151
#5011
#6291
#81
#91
#bigly1
Top emoji
🚨25
😂23
👍15
👌9
🇸8
🇺8
🤔8
🤷8
🅱6
😒6
😤6
🏼5
😁5
😀4
😭4

Computed over the full corpus.

Record

Catalog key
tbbt-2018-gunsforsale
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
44,817
Nodes
1,606
Edges
4,479 (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, 18.1 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/gunsforsale 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/gunsforsale Ban Intervention (2018). 2026, doi.org/10.1609/icwsm.v20i1.42780.

BibTeX · RIS · CSL-JSON

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