Stack Exchange — linguistics.stackexchange.com

A Stack Exchange (linguistics.stackexchange.com) dataset of 6,000 users, 12,689 answer-collaboration edges, 11,125 questions, 16,846 answers, collected by Stack Exchange, Inc. via the annual Stack Exchange Data Dump. Each record contains user nodes (reputation, badge counts, vote history), directed weighted edges (answerer→asker, weight=answer score, count=interactions, accepted=bool), post text, tag distribution. User collaboration network from linguistics.stackexchange.com — directed weighted graph where edges represent knowledge-sharing relationships (A answered B's question), with edge weight reflecting answer quality. Enables prestige hierarchy, community detection, and expertise flow analysis.. Suitable for expertise network analysis, reputation systems, community detection, knowledge flow, PageRank-based authority ranking, Q&A platform dynamics..

#Expertise network#Linguistics#Reputation#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 6,000 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

6K
Nodes
12.7K
Edges
3.53e-04
Density
89
Components
-0.1649
Assortativity
1.1%
Reciprocity
3.2K
Bridges
Most central nodes
510.03551
7900.02067
920.01717
31420.014
220.01217
6240.01167
1110.00967
24110.00917
1410.0085
48380.0085
Content metrics

27,971 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 3.506 ± 5.225
min -12max 165
view countμ 472.098 ± 4.1K
min 0max 491.8K
answer countμ 0.603 ± 1.175
min 0max 22
comment countμ 2.642 ± 3.504
min 0max 45
10.4
Flesch–Kincaid grade
US school grade level
11.7
Automated readability index
Frequent terms
quotlanguagelanguagesenglishlikewordwordsexamplequestiondifferentuseknowdoncaseverbthinkvowelwaysoundmeaninglatinsentencepeopleformtimenoungrammaranswerfindsoundsfrenchgermannonvowelscommonspeakerslinguisticsexamplesverbsetcsimilarnumberpossiblemeansspeechmeansubjectwrittentheorydoesn
Topic clusters

Topic 0

latin
word
greek
french
germanic
proto
root
old

Topic 1

tree
grammar
structure
dependency
syntax
theory
sentence
syntactic

Topic 2

corpus
text
corpora
word
tool
tag
list
model

Topic 3

arabic
hebrew
persian
letter
word
semitic
language
slavic

Topic 4

verb
clause
sentence
adverb
noun
phrase
subject
case

Topic 5

vowel
syllable
phonology
consonant
segment
feature
phoneme
phonological

Topic 6

tone
chinese
japanese
korean
character
syllable
mandarin
language

Topic 7

tense
past
verb
aspect
perfect
future
present
form

Topic 8

compound
morpheme
plural
noun
affix
word
agglutinative
language

Topic 9

gender
masculine
noun
feminine
neuter
pronoun
animate
language

Topic 10

child
language
learn
native
speak
acquisition
acquire
age

Topic 11

ipa
symbol
transcription
sound
phonetic
bracket
use
slash
Show all 18 topics

Topic 12

stop
voice
consonant
fricative
vocal
palatal
voiceless
sound

Topic 13

language
think
linguistic
change
people
evolution
study
linguist

Topic 14

praat
file
speech
select
sound
time
spectrogram
textgrid

Topic 15

language
write
change
speech
identify
english
speak
susceptible

Topic 16

sign
language
asl
deaf
gesture
speak
hand
american

Topic 17

sanskrit
polish
sandhi
word
vowel
sound
language
malayalam
Top hashtags
#x332214
#186
#282
#358
#v35
#x3c35
#424
#3923
#713
#_13
#59
#428
#67
#consonants7
#etymology7
#english6
#phonology6
#605
#95
#gets5

Sampled: text metrics from 50K of 114.1K records; topic model from 20K.

Record

Catalog key
stackexchange-linguistics-stackexchange-com
Authors
Stack Exchange, Inc.
Year
2025
Source paper
Stack Exchange Data Dump
License
CC BY-SA 2.5 / 3.0 / 4.0 (by post date) (CC-BY-SA-2.5 AND CC-BY-SA-3.0 AND CC-BY-SA-4.0)
Records
114,148
Nodes
6,000
Edges
12,689 (directed)
Nodes are
user (Stack Exchange account)
Edges are
answer collaboration (A answered B's question)
Attributes
nodes have attributes; edges have attributes
Text corpus
question titles, post bodies, comment text, tag names
Languages
en
Collected
2009/2024 (2000s, 2010s, 2020s)
Tasks
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://archive.org/download/stackexchange link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 39.0 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{stackexchange_2025,
  title     = {Stack Exchange Data Dump},
  author    = {{Stack Exchange, Inc.}},
  year      = {2025},
  publisher = {Internet Archive},
  url       = {https://archive.org/download/stackexchange}
}

APA

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

Stack Exchange, Inc. (2025). Stack Exchange — linguistics.stackexchange.com [Data set]. https://stackexchange-linguistics-stackexchange-com.echo.directory/

MLA

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

Stack Exchange, Inc. Stack Exchange — linguistics.stackexchange.com. 2025, stackexchange-linguistics-stackexchange-com.echo.directory/.

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