MADOC: Reddit / funny

A MADOC (Reddit, funny) dataset of 3,851,024 users and 21,255,711 reply edges from 61,859,095 interactions, collected by Dankulov et al. via platform APIs, published at ICWSM 2025. Each record contains user-user reply edges, post and comment text, per-record sentiment scores (VADER and TextBlob), subjectivity scores, and toxicity scores (ToxiGen). FAIR-compliant dataset with pre-computed NLP quality labels (sentiment, subjectivity, toxicity) per record, enabling network analysis and content quality research without additional annotation. Suitable for social network analysis, toxicity detection, cross-platform community dynamics, misinformation research, and hate speech propagation studies.

#Cross platform#Madoc#Reply network#Toxigen#Vader

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 3,851,024 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

3.9M
Nodes
21.3M
Edges
1.43e-06
Density
10K
Components
-0.0139
Assortativity
0.0%
Reciprocity
1.6M
Bridges
Most central nodes
aabda857-1e72-5c2c-8e32-7ab39e98b45e0.01871
6f8c4540-f3ff-5e7a-9146-f9e58915ca260.01303
a25b036b-cb15-5963-8456-78021aeabfa40.01173
42fdc4ef-c433-5d30-aea0-026ad565c1a40.00891
2a3eaf28-0281-5642-b2ad-fd8e4fea5e0a0.00586
73d03d91-28bd-560b-9cdb-b5321a608d0c0.00508
ae26cea8-3a0f-5d1e-b7fc-91fb666fb4420.00503
782873b4-ca17-5a45-917d-843ab3ce99c20.00475
40023a9c-9986-5067-a611-e9e90d7017f30.00445
b3027472-5047-530f-9cd7-fe5cb3df68c40.00422
Content metrics

61,861,343 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

Sentiment (VADER)μ 0.056 ± 0.41
min -1max 1
low 25%medium 42%high 33%
Sentiment (TextBlob)μ 0.06 ± 0.276
min -1max 1
low 20%medium 47%high 33%
Subjectivity (TextBlob)33.6% true
true 33.6%false 66.4%
Toxicity (ToxiGen)μ 0.139 ± 0.304
min 0.001max 0.993
low 33%medium 34%high 33%
5.9
Flesch–Kincaid grade
US school grade level
6.2
Automated readability index
Frequent terms
likepeopledonthinkknowtimegoodnewfunnygotyearrightshitwayguyfuckyearsactuallygoingthingwantprettydoesnlooksuredidnredditmanfuckinglooksworksaidfixeddayyeahthoughtneedbetterbadprobablypostuseisnlotlovelittlefeelthingsmeanlife
Topic clusters

Topic 0

pizza
eat
chocolate
taco
cream
dairy
burger
bell

Topic 1

laugh
joke
funny
hilarious
cringe
humor
prank
cringepic

Topic 2

fuck
asshole
fucking
nigger
bitch
hell
damn
fuckin

Topic 3

chemistry
degree
chemist
job
graduate
major
engineering
chemical

Topic 4

ball
catch
baseball
kid
foul
steal
girl
game

Topic 5

picture
photo
fake
photoshop
pic
stick
image
photoshoppe

Topic 6

car
plate
door
lambo
hoverboard
chrome
sun
engine

Topic 7

money
bank
left
leave
problem
credit
bill
sell

Topic 8

cat
meow
kitten
fact
kitty
alpha
door
bowl

Topic 9

think
idea
thought
imagine
mindy
project
creative
lol

Topic 10

pole
cold
north
weather
frozen
shithole
snow
alaska

Topic 11

mormon
church
utah
nice
religion
mormons
marry
joseph
Show all 162 topics

Topic 12

stupid
idiot
retarded
dumb
retard
stupidity
average
underestimate

Topic 13

shirt
fit
sleeve
tall
length
wear
tailor
size

Topic 14

piss
poop
pee
toilet
poo
shower
bathroom
count

Topic 15

hair
walter
beard
attractive
blonde
shave
makeup
cute

Topic 16

happy
new
year
years
wish
reddit
hugh
thank

Topic 17

eve
years
new
year
kiss
spend
party
celebrate

Topic 18

date
write
month
birthday
paper
format
assignment
year

Topic 19

downvote
upvote
reddit
tweet
spam
comment
srs
troll

Topic 20

thank
obama
knew
thx
appreciate
scroll
subscribe
finally

Topic 21

song
listen
hear
lyric
talk
ear
sing
narrative

Topic 22

repost
karma
reposte
title
negative
whore
ancient
ago

Topic 23

christian
christians
religion
india
atheist
religious
bible
conservative

Topic 24

feel
hope
lucky
break
fun
enjoy
relax
life

Topic 25

remind
windows
minute
hey
congratulation
hello
window
congrat

Topic 26

drunk
hangover
drink
alcohol
sober
hungover
blood
vessel

Topic 27

turtle
crab
attack
fight
animal
weasel
battle
ferret

Topic 28

link
mobile
phone
android
app
youtube
internet
copy

Topic 29

weed
smoke
smoking
cigarette
drug
marijuana
lsd
drive

Topic 30

good
enhance
okay
enhancement
woah
boy
alright
add

Topic 31

nsfw
porn
surprised
nude
sfw
distinction
porno
unexpected

Topic 32

episode
cartoon
family
park
south
simpsons
network
season

Topic 33

firework
fire
burn
welder
polar
saruman
bear
injury

Topic 34

coulter
ann
feminist
ceo
grade
woman
female
boy

Topic 35

hate
hater
neeles
bastard
vegan
wanna
manly
cunt

Topic 36

bacon
pig
convert
gaffigan
feed
meat
swine
jim

Topic 37

kardashian
jennifer
lawrence
kardashians
kim
mom
bitch
ugh

Topic 38

shhhh
heh
haha
hah
hahahaha
hahaha
wooooooo
uhm

Topic 39

reference
relevant
source
cite
nexus
xkcd
library
understand

Topic 40

earth
old
age
decay
billion
year
universe
potassium

Topic 41

sleep
party
tonight
night
wake
morning
midnight
tired

Topic 42

sad
feel
suicide
parkinson
meh
depressing
disease
feeling

Topic 43

racist
race
black
racism
white
speech
pronounce
mixed

Topic 44

time
rate
travel
respect
redundant
define
sum
space

Topic 45

kill
murder
rip
murderer
dead
superman
bill
simpson

Topic 46

file
chunk
split
pls
click
respond
iphone
phone

Topic 47

dad
dadjoke
chef
father
boyfriend
win
insist
girlfriend

Topic 48

laptop
want
lcd
reflection
table
glass
wish
edge

Topic 49

gif
watch
load
beginning
calm
phone
wait
greatness

Topic 50

woman
lady
colour
stand
spectrum
rainbow
agree
stuck

Topic 51

year
duh
iminus
yearly
august
birthday
dary
incident

Topic 52

love
lamp
twilight
classic
lyfe
anchorman
arkansas
marinated

Topic 53

word
french
english
confuse
phrase
goatse
outwardly
que

Topic 54

colorado
denver
state
resident
weed
pot
marijuana
ski

Topic 55

new
happy
year
years
eve
drunk
chuckle
thank

Topic 56

guy
dude
manwich
deport
abide
roof
pearl
uhhh

Topic 57

channel
youtube
discovery
video
mtv
network
science
vlog

Topic 58

queen
trade
early
lose
competent
board
queens
exchange

Topic 59

vaccine
autism
vaccinate
vaccination
anti
preventable
polio
flu

Topic 60

reddit
askreddit
enhancement
site
teenager
interest
handle
list

Topic 61

weird
right
correct
interesting
accurate
funk
herion
river

Topic 62

guess
mate
check
clue
math
reality
important
kickstarter

Topic 63

shay
shaycarl
shaytards
shaytard
carl
youtube
watch
vlog

Topic 64

know
brotha
liefeld
chrishardwick
ram
misconstrue
trace
emergency

Topic 65

whoop
whoosh
fag
stahp
raise
promote
fuk
cooow

Topic 66

gym
workout
stair
treadmill
cardio
machine
exercise
run

Topic 67

wine
baptist
alcohol
water
drink
christian
church
southern

Topic 68

bitch
bitchy
smack
nah
mega
mankind
stacy
titty

Topic 69

spice
girls
hooker
girl
scary
sporty
dvd
tranny

Topic 70

tip
fedora
tap
touch
iceberg
stimpy
reckon
zoom

Topic 71

forget
forgot
moore
naked
planet
mint
rhubarb
snapple

Topic 72

whore
lady
dirty
pig
cunt
asshole
cum
slut

Topic 73

friend
kim
grrr
indefinitely
coconut
friendship
send
karate

Topic 74

yes
absolutely
mcgreedybitch
barry
umm
cast
county
fortune

Topic 75

hook
wobbly
hold
manga
anime
captain
heathen
kit

Topic 76

like
feldgrau
viking
bambi
frank
suit
bucket
wut

Topic 77

wow
amazing
yay
badass
fantastic
impressive
amaze
pineapple

Topic 78

cunt
warmth
payment
depth
bullshit
lack
complete
mcgreedybitch

Topic 79

asian
asians
father
dad
boyfriend
banish
river
helpless

Topic 80

wut
tit
explain
form
final
understand
turnt
jabba

Topic 81

drink
bottle
beer
scotch
drinking
champagne
remy
croix

Topic 82

banana
scale
green
blue
radiation
light
knee
friendly

Topic 83

funny
larry
ent
heh
quote
dat
haha
god

Topic 84

live
life
tell
australia
necco
cambridge
fluff
transition

Topic 85

breastfeed
atom
std
energy
futile
blow
milk
hormone

Topic 86

movie
film
watch
scene
credit
hoek
rewatche
marked

Topic 87

nice
sweet
huell
honda
swell
reasonably
son
pretty

Topic 88

shit
fist
rofl
capital
mag
schrödinger
shitty
cannon

Topic 89

wife
gun
automatic
pistol
rifle
hotter
soul
hot

Topic 90

nope
smell
wanna
sniff
nah
todd
awareness
margaret

Topic 91

upvote
karma
comment
rare
post
reddiquette
grrr
commentary

Topic 92

troll
trolling
toll
horrible
obvious
professional
pay
irl

Topic 93

pick
robert
pickup
line
resort
booth
dubai
ipod

Topic 94

happen
showcase
bludgeon
masculinity
howe
alp
exact
eyed

Topic 95

play
game
lemming
match
dixey
cah
kick
syrup

Topic 96

sorry
thee
jumbe
bummer
linux
misunderstood
shingle
brag

Topic 97

fat
skinny
tall
short
obese
lbs
height
range

Topic 98

class
walk
room
lecture
blackboard
sit
classroom
regret

Topic 99

chrome
browser
firefox
opera
internet
safari
use
shotgun

Topic 100

stair
stairmaster
master
stepper
rowing
step
walk
donkey

Topic 101

mom
mother
teresa
hip
bird
flip
weird
roller

Topic 102

vote
petition
candidate
elect
voter
election
rid
guarantee

Topic 103

wrong
incorrect
irrelevant
triangle
mislead
peach
dart
steve

Topic 104

pawn
queen
knight
promote
extra
set
chess
spare

Topic 105

write
school
pen
draw
high
grade
remember
rookie

Topic 106

punch
slap
face
punchable
rib
chain
enhance
abuse

Topic 107

dorothy
blowjob
boob
uncomfortable
penis
cock
background
ass

Topic 108

try
mel
upper
hard
relatable
shy
advertise
emma

Topic 109

vagina
zappa
flesh
scary
scared
album
weasels
rip

Topic 110

ironic
sarcasm
irony
sarcastic
unkind
thrift
denote
indirectly

Topic 111

jesus
velociraptor
newborn
catholic
bible
baby
state
eviscerate

Topic 112

hand
left
finger
decal
head
shadow
toe
goin

Topic 113

hot
sexy
jenny
comfy
attractiveness
chivalry
tolerate
principle

Topic 114

healthy
unhealthy
die
expectancy
live
life
joy
food

Topic 115

video
whoa
drama
return
shoot
cry
horn
tickle

Topic 116

dog
breed
horse
constipate
dogg
fluffy
felix
buzzer

Topic 117

tyson
holyfield
mike
ear
bite
ref
fight
sport

Topic 118

texas
traffic
austin
street
downtown
trailer
neighborhood
near

Topic 119

mean
wax
context
rapidly
average
median
salmon
meaning

Topic 120

talk
borco
fuck
lazy
design
hell
ass
william

Topic 121

bang
poppy
suppress
fawn
suppressor
beat
noise
penance

Topic 122

genius
brilliant
smart
clever
exclaim
brilliance
man
ohhh

Topic 123

look
like
hoek
toad
wong
stevens
hood
coconut

Topic 124

angry
anger
rage
jerk
disgust
amy
shame
temper

Topic 125

creepy
amy
ugly
baking
hideous
kitchen
company
awe

Topic 126

wait
long
explosive
pyramid
printer
sec
pillow
pat

Topic 127

care
dubai
sane
serve
nurse
mark
currently
search

Topic 128

ness
loch
manatee
control
scotland
saxton
body
frey

Topic 129

bad
aluminum
ste
tinfoil
terrible
dan
worst
chad

Topic 130

imgur
image
upload
load
minus
section
original
file

Topic 131

pronounce
accent
katie
gogh
skit
russian
holly
english

Topic 132

cheer
fap
playboy
playmate
settle
tittie
cheery
titty

Topic 133

butt
assy
buttock
mcgee
ass
hulk
butthead
mmmmm

Topic 134

meme
tom
keanu
mabe
ridiculous
bye
scarlett
spongebob

Topic 135

rape
mass
crime
genocide
rapist
blah
child
abuse

Topic 136

yeah
yep
yup
disc
steve
wut
kony
huh

Topic 137

lol
lawyer
troll
need

Topic 138

dance
dancing
zero
exercise
fusion
continually
dancer
thousand

Topic 139

ask
question
answer
important
curio
knick
knack
paw

Topic 140

band
brother
clap
lorde
pop
album
knuckle
distant

Topic 141

hooker
prostitute
lover
careful
look
blackjack
lookout
snapple

Topic 142

tree
outta
yard
wood
boise
tangerine
mario
branch

Topic 143

ogre
magi
starcraft
warcraft
multicast
zerg
challenge
prove

Topic 144

lung
organ
twin
heart
intestine
set
dead
reproductive

Topic 145

sexist
fedora
condemn
tantrum
satire
insult
smug
prob

Topic 146

count
dozen
usb
number
interface
help
jews
unlimited

Topic 147

look
heaven
looker
unseen
asia
founder
root
closely

Topic 148

mccarthy
jenny
vaccination
hardwick
suffer
child
famous
autism

Topic 149

double
bam
second
twice
replay
dipping
deuce
stunt

Topic 150

chess
computer
grandmaster
play
player
endgame
opening
game

Topic 151

confirm
request
guile
source
prove
blanket
manitoban
confirmation

Topic 152

polite
derp
friendly
let
halp
confine
asap
nevermind

Topic 153

believe
leap
belief
miniature
orbit
keeper
doe
pluto

Topic 154

kid
son
aye
child
childcare
invasive
albert
defence

Topic 155

dick
penis
burgundy
butch
crippling
kangaroo
box
oak

Topic 156

shut
red
republican
amy
analogy
bouzaglo
fucking
primary

Topic 157

perfect
flawless
best
gladly
execution
sharon
loop
gallon

Topic 158

bender
awesome
great
amish
homely
sister
gord
excellent

Topic 159

ready
morton
prepare
ticket
herion
dogg
barbie
adapt

Topic 160

come
actin
viva
ere
hahah
swallow
beautifully
jews

Topic 161

chess
player
play
board
classical
variation
petrov
knight
Top hashtags
#t20
#118
#wiki18
#323212
#wiki_149
#28
#37
#rekt7
#this6
#45
#65
#q4
#yolo4
#03
#103
#113
#163
#323
#53
#73
Top emoji
👍3
👏2
𐎒1
🐙1
👆1
👇1
👈1
👉1
👊1
👋1
👌1
👎1
👐1
💣1
💪1

Sampled: text metrics from 50K of 61.9M records; topic model from 20K. Degree assortativity: exact — Pearson correlation of total degree over every edge (DuckDB) Bridge bottleneck count: exact — biconnected components of the undirected graph (NetworKit) Connected components: exact — weakly connected components (NetworKit) Density: exact Reciprocity rate: exact (DuckDB) Top 10 centrality hubs: exact — full degree count (DuckDB)

Record

Catalog key
madoc-reddit-funny
Authors
Dankulov, Marija Mitrović; Tomašević, Aleksandar; Maletić, Slobodan; Anđelković, Miroslav; Vranić, Ana; Cvetković, Darja; Stupovski, Boris; Vudragović, Dušan; Major, Sara; Bogojević, Aleksandar
Year
2025
Source paper
MADOC: Multi-Platform Aggregated Dataset of Online Communities
DOI / arXiv
10.1609/icwsm.v19i1.35954
License
Creative Commons Attribution 4.0 International (CC BY 4.0) (CC-BY-4.0)
Records
61,859,095
Nodes
3,851,024
Edges
21,255,711 (directed)
Nodes are
user
Edges are
reply
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Collected
2012 to 2024 (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/15690964 link checked
Hosted copy
Mirrored on echo.directory on 2026-10-02, 9.0 GB across 1 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{dankulov2025madoc,
  title   = {{MADOC: Multi-Platform Aggregated Dataset of Online Communities}},
  author  = {Dankulov, Marija Mitrović and Tomašević, Aleksandar and Maletić, Slobodan and Anđelković, Miroslav and Vranić, Ana and Cvetković, Darja and Stupovski, Boris and Vudragović, Dušan and Major, Sara and Bogojević, Aleksandar},
  journal = {Proceedings of the International AAAI Conference on Web and Social Media (ICWSM)},
  volume  = {19},
  year    = {2025},
  doi     = {10.1609/icwsm.v19i1.35954}
}

APA

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

Dankulov, M. M., Tomašević, A., Maletić, S., Anđelković, M., Vranić, A., Cvetković, D., Stupovski, B., Vudragović, D., Major, S., & Bogojević, A. (2025). MADOC: Reddit / funny [Data set]. https://doi.org/10.1609/icwsm.v19i1.35954

MLA

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

Dankulov, Marija Mitrović, et al. MADOC: Reddit / funny. 2025, doi.org/10.1609/icwsm.v19i1.35954.

BibTeX · RIS · CSL-JSON

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