Usenet Sample — sci.* hierarchy

A Usenet (sample) dataset of 7,361 posts from 215 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#Newsgroup#Science

Download data BibTeX JSONSimilar datasets

Analytics

8.7
Flesch–Kincaid grade
US school grade level
10.1
Automated readability index
Frequent terms
emailmanualsolutionwroteliketimepeopledonknowsteelnewswheelsthink2ndmessageusenewvintageengineeringsystems3rdarticledesigngoodyearswaydataneedsysteminformationworkintroductionjohnproblemscience4thanalysisfindrighttheorysaidtestspacepointuniversityworlddresswantenergylong
Topic clusters

Topic 0

mass
energy
light
field
equation
charge
write
space

Topic 1

dress
vintage
wedding
try
everybody
let
instead
lot

Topic 2

nasa
launch
target
space
par
shuttle
mission
flight

Topic 3

human
specie
population
evolution
write
science
know
people

Topic 4

hiv
patient
treatment
disease
infection
blood
cell
sex

Topic 5

value
problem
distribution
thank
datum
matrix
method
equation

Topic 6

email
write
article
site
thank
book
know
university

Topic 7

manual
solution
steel
wheel
engineering
introduction
systems
design

Topic 8

write
email
jan
gmt
sat
jun
jason
thu

Topic 9

set
proof
number
axiom
mathematic
natural
infinite
define

Topic 10

write
stupid
like
email
people
post
know
think

Topic 11

global
warming
climate
november
ice
earth
carbon
temperature
Show all 26 topics

Topic 12

write
message
email
know
blah
post
news
sandi

Topic 13

wholesale
payment
cheap
paypal
jersey
shipping
max
shox

Topic 14

power
noise
glove
transformer
relay
amplifier
voltage
wire

Topic 15

chung
andrew
phd
breakfast
kid
email
school
write

Topic 16

land
tax
market
rate
pay
taxis
income
fed

Topic 17

water
heat
temperature
degree
pressure
cool
superheat
rotor

Topic 18

honey
cotton
crop
maize
wheat
feed
egg
plant

Topic 19

jesus
hungry
god
lord
christ
andrew
spirit
heart

Topic 20

message
write
email
news
nice
disintegration
scheffer
raz

Topic 21

dentist
tooth
crown
patient
beryllium
dental
canal
root

Topic 22

fat
protein
glucose
carb
acid
meat
eat
monounsaturate

Topic 23

thank
pin
plug
appreciate
chip
look
pcb
circuit

Topic 24

email
write
article
message
try
alan
legg
epk

Topic 25

resistor
voltage
circuit
current
ohm
output
generator
parallel
Top hashtags
#140
#231
#321
#611
#include10
#47
#57
#82127
#82115
#84
#42480003
#73
#102
#1002
#1052
#1082
#1102
#1112
#11393346415972
#122

Computed over the full corpus.

Record

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

MLA

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

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

BibTeX · RIS · CSL-JSON

Similar datasets 10 all with scores →