Usenet Sample — talk.* hierarchy

A Usenet (sample) dataset of 7,361 posts from 43 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#Talk hierarchy

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Analytics

8.1
Flesch–Kincaid grade
US school grade level
10.0
Automated readability index
Frequent terms
emailwrotepeoplelikedongodnewsknowtimethinkmessagesaidwayworldrightarticlegoodgovernmentlifenewyearswantusestatebelievepointtruefactthingshumanmanworkneedbettergoingrightsdoesnpersonfreethingcourseevidencecomelongdayfindlawmindquestionpost
Topic clusters

Topic 0

god
people
like
know
man
world
way
true

Topic 1

people
pay
government
write
email
system
tax
work

Topic 2

email
write
message
news
article
stumper
lie
good

Topic 3

write
email
jan
jun
jul
bob
john
message

Topic 4

write
email
message
like
fuck
fucking
know
think

Topic 5

pound
water
meat
change
food
year
energy
produce

Topic 6

representative
phone
office
armenian
government
turkish
people
nuclear

Topic 7

chinese
china
tibet
taiwan
tibetan
ccp
lama
tibetans

Topic 8

darfur
games
complaints
olympic
continue
write
haha
beijing

Topic 9

email
write
aug
feb
tue
thank
gmt
mon

Topic 10

email
write
article
message
apr
wrong
dec
know

Topic 11

email
obama
write
vote
article
amendment
bush
party
Top hashtags
#65292499
#30340301
#34255214
#26159178
#12290176
#20154155
#35199153
#19981104
#2637797
#2018296
#1996883
#2226980
#2189578
#2204378
#2231278
#2010275
#2510575
#2001066
#3582866
#2020463

Computed over the full corpus.

Record

Catalog key
usenet-talk
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 — talk.* hierarchy [Data set]. https://usenet-talk.echo.directory/

MLA

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

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

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