Usenet Sample — rec.* hierarchy

A Usenet (sample) dataset of 7,361 posts from 710 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.

#Early internet#Hugging face#Newsgroup#Rec hierarchy

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Analytics

7.1
Flesch–Kincaid grade
US school grade level
8.7
Automated readability index
Frequent terms
emailwrotelikedontimeknowgoodthinkmanualnewssolutionnewmessagepeoplebidwaysetrightwantarticleusegoinggotsaidgameneedlittlethanksbetterdaybestdidnminsailorgreatfindlotworklookyearsthingcardssurelongcomelulaoldmintworldlet
Topic clusters

Topic 0

write
email
message
article
news
think
jul
aug

Topic 1

sailor
dog
ann
like
robert
know
think
charles

Topic 2

email
write
article
news
message
post
know
site

Topic 3

game
team
goal
win
play
player
mark
mike

Topic 4

band
music
boy
song
play
promo
sound
new

Topic 5

thank
look
ebay
email
sale
mail
price
sell

Topic 6

engine
car
vehicle
tire
rear
drive
oil
brake

Topic 7

bid
min
card
mint
set
complete
auction
email

Topic 8

power
video
work
channel
need
camera
use
audio

Topic 9

ski
good
fly
line
need
light
boat
day
Top hashtags
#1134
#298
#341
#638
#428
#525
#1018
#718
#914
#s14
#1212
#812
#1111
#146
#316
#336
#466
#556
#ed6
#135

Computed over the full corpus.

Record

Catalog key
usenet-rec
Authors
OwnedByDanes
Year
2026
Source paper
Usenet Corpus Sample (5000 posts per hierarchy)
License
Free sample — full corpus gated (contact usenetoverlord@gmail.com)
Records
7,361
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 — rec.* hierarchy [Data set]. https://usenet-rec.echo.directory/

MLA

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

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

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