Stack Exchange — sound.stackexchange.com

A Stack Exchange (sound.stackexchange.com) dataset of 6,955 users, 17,557 answer-collaboration edges, 10,047 questions, 26,050 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 sound.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..

#Audio#Expertise network#Reputation#Sound design#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 6,955 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

7K
Nodes
17.6K
Edges
3.63e-04
Density
177
Components
-0.1467
Assortativity
6.0%
Reciprocity
3.8K
Bridges
Most central nodes
181600.04242
400.02804
3380.0233
610.02286
8450.01884
20.01711
3480.01496
64990.01496
5870.01381
64110.01366
Content metrics

36,097 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 1.722 ± 2.411
min -9max 72
view countμ 549.898 ± 4.1K
min 0max 270K
answer countμ 0.722 ± 1.932
min 0max 109
comment countμ 0.97 ± 1.67
min 0max 30
8.6
Flesch–Kincaid grade
US school grade level
9.1
Automated readability index
Frequent terms
soundaudiolikeusesoundsrecordinggoodneedmictimeworkwantdonwaynoiseknowthinkdifferenttrackrecordbitsignalmusicfindtryrightamplotmixstereogreatbestsetetclevelbettersuredesignqualitygoingmicrophonefrequencylowmicsfilethingspeopleinputoutputhigh
Topic clusters

Topic 0

mic
good
use
sound
recording
record
recorder
like

Topic 1

pro
file
tools
use
work
library
track
drive

Topic 2

twitter
thank
post
great
question
answer
good
tweet

Topic 3

work
sound
film
design
project
school
job
know

Topic 4

sound
reverb
synth
pitch
use
like
try
frequency

Topic 5

film
sound
movie
scene
design
work
think
like

Topic 6

sound
metal
like
pitch
try
impact
layer
ice

Topic 7

car
record
recording
sound
ambience
train
traffic
city
Top hashtags
#183
#068
#x60
#242
#330
#424
#517
#716
#t11
#610
#398
#85
#file5
#p5
#the5
#this5
#00014
#00034
#more4
#outfile4

Sampled: text metrics from 50K of 82.4K records; topic model from 20K.

Record

Catalog key
stackexchange-sound-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
82,400
Nodes
6,955
Edges
17,557 (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
2010/2024 (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, 28.0 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 — sound.stackexchange.com [Data set]. https://stackexchange-sound-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 — sound.stackexchange.com. 2025, stackexchange-sound-stackexchange-com.echo.directory/.

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