Usenet Sample — alt.* hierarchy

A Usenet (sample) dataset of 6,111 posts from 2470 newsgroups, collected by OwnedByDanes via Hugging Face. Each record contains post text, newsgroup, date, author, subject. Sample of Usenet posts from 1980–2013, with 5,000 posts per top‑level hierarchy. Covers comp.*, sci.*, rec.*, alt.*, etc.. Suitable for historical discourse analysis, early internet culture, topic evolution, authorship attribution.

#Authorship attribution#Early internet#Newsgroup

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Analytics

7.2
Flesch–Kincaid grade
US school grade level
9.4
Automated readability index
Frequent terms
emailwrotelikenewsmessagedontimeknowpeoplethinkgoodnewsaidgodwaywantjobrightfreeyearsworklifeneedhandworldusearticlegotlittle½iïlovepostdaygoingthingsletthingcomefindmanhelp½hï½uï½yïlongsurebettergreatranchdidn
Topic clusters

Topic 0

file
problem
driver
run
work
card
system
thank

Topic 1

michigan
team
game
play
schedule
season
good
player

Topic 2

nie
jest
sie
jak
ale
dla
nic
przy

Topic 3

free
incest
movie
video
sex
girl
porn
pic

Topic 4

job
resume
apply
experience
processing
visit
company
description

Topic 5

obama
court
war
party
president
states
iraq
law

Topic 6

article
email
write
news
post
deja
discussion
problem

Topic 7

write
guy
boy
monkfish
david
martin
quote
hagen

Topic 8

god
jesus
bible
christ
scripture
lord
father
man

Topic 9

list
money
file
address
program
internet
post
send

Topic 10

article
email
write
apr
dec
evidence
credible
hoo

Topic 11

write
email
message
gmt
like
yes
stupid
funky
Show all 36 topics

Topic 12

schrijven
bericht
schreef
email
berichtnieuws
werken
oui
komen

Topic 13

sex
girl
phone
sexy
minute
hot
phonesex
fuck

Topic 14

search
discussion
free
thank
network
remarq
participate
send

Topic 15

cancer
breast
surgery
ray
woman
implant
chest
cup

Topic 16

gmt
write
email
sun
mar
sat
feb
dec

Topic 17

dog
kate
dream
clean
jump
try
like
attack

Topic 18

email
write
doug
article
gullible
troll
clueless
gandalf

Topic 19

lol
rain
love
gollum
trek
song
yum
hee

Topic 20

car
fuel
brake
vehicle
shop
pump
need
lite

Topic 21

thank
email
write
message
waldo
reply
iniquity
appreciate

Topic 22

suicide
god
life
cognitive
church
christ
holy
man

Topic 23

news
message
write
email
bob
barr
chortle
defiant

Topic 24

auction
item
shipping
bid
zip
ship
following
description

Topic 25

message
write
email
yeah
andrew
sloan
andreas
clare

Topic 26

message
write
email
adults
grady
amos
hace
wroten

Topic 27

email
article
write
des
kenneth
gift
actually
tree

Topic 28

country
government
america
truce
like
iraq
korea
economy

Topic 29

jesus
email
god
unto
child
law
article
write

Topic 30

radio
royalty
rock
music
song
new
stairway
revenue

Topic 31

lie
know
lance
liar
hint
stop
chloe
scum

Topic 32

mana
gps
address
message
email
vacuum
write
gmt

Topic 33

newsfeed
uncensored
usenet
newsgroup
servers
newsgroups
server
pgp

Topic 34

usn
email
write
hole
silver
chip
sight
friday

Topic 35

yeah
think
eyed
thou
pack
heh
notice
look
Top hashtags
#ï746
#172
#224
#520
#419
#317
#615
#14912
#hï10
#i10
#a9
#aï9
#tï9
#ô9
#0h8
#88
#q8
#w8
#iï7
#m7

Computed over the full corpus.

Record

Catalog key
usenet-alt
Authors
OwnedByDanes
Year
2026
Source paper
Usenet Corpus Sample (5000 posts per hierarchy)
License
Free sample — full corpus gated (contact usenetoverlord@gmail.com)
Records
6,111
Languages
en
Collected
1980–2013 (Before 1990, 1990s, 2000s, 2010s)
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://huggingface.co/datasets/OwnedByDanes/Usenet-Corpus-1980-2013 link checked
Hosted copy
Mirrored on echo.directory on 2026-10-02, 101.9 MB 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}
}

@misc{usenet_sample_2026,
  title     = {Usenet Corpus Sample (5000 posts per hierarchy)},
  author    = {OwnedByDanes},
  year      = {2026},
  publisher = {Hugging Face},
  url       = {https://huggingface.co/datasets/OwnedByDanes/Usenet-Corpus-1980-2013}
}

APA

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

OwnedByDanes (2026). Usenet Sample — alt.* hierarchy [Data set]. https://usenet-alt.echo.directory/

MLA

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

OwnedByDanes. Usenet Sample — alt.* hierarchy. 2026, usenet-alt.echo.directory/.

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