Stack Exchange — music.stackexchange.com

A Stack Exchange (music.stackexchange.com) dataset of 19,321 users, 50,377 answer-collaboration edges, 25,722 questions, 66,722 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 music.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#Reputation#Stack exchange data dump

Download data BibTeX JSONSimilar datasets

Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 19,321 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

19.3K
Nodes
50.4K
Edges
1.35e-04
Density
166
Components
-0.1362
Assortativity
1.1%
Reciprocity
9.4K
Bridges
Most central nodes
153130.01268
28080.00963
73560.00942
168970.00854
97490.00833
72220.00761
73060.00657
72180.00642
1280.006
106350.0059
Content metrics

92,444 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 3.837 ± 5.611
min -8max 161
view countμ 953.134 ± 6.8K
min 0max 659.4K
answer countμ 0.722 ± 1.587
min 0max 28
comment countμ 1.709 ± 2.548
min 0max 28
8.8
Flesch–Kincaid grade
US school grade level
9.3
Automated readability index
Frequent terms
playchordmusicnotesguitarnotelikesoundplayingusemajortimechordsstringdifferentkeywaystringsdonscalegoodminorwantpianoneedknowbassthinksonginstrumentexamplefindhandrightpracticetrylearnworkpiecesoundsstartplayedtoneamplotinstrumentsmelodyquestionbetterpitch
Topic clusters

Topic 0

chord
major
scale
note
minor
key
play
root

Topic 1

music
play
practice
learn
time
piece
piano
metronome

Topic 2

amp
sound
guitar
pickup
pedal
effect
signal
speaker

Topic 3

finger
hand
pick
string
play
fret
thumb
guitar

Topic 4

string
guitar
neck
bridge
tension
fret
gauge
acoustic

Topic 5

voice
sing
vocal
range
pitch
singing
singer
sound

Topic 6

beat
note
time
signature
bar
measure
quarter
tempo

Topic 7

piano
midi
keyboard
sound
pedal
key
digital
synth

Topic 8

instrument
valve
play
trumpet
reed
mouthpiece
flute
brass

Topic 9

drum
kit
drummer
snare
cymbal
play
beat
stick
Top hashtags
#m265
#x2500260
#9239
#5216
#4192
#11180
#7148
#1115
#2115
#x266d99
#957990
#373
#m770
#f63
#x266f62
#dim61
#t52
#dim744
#643
#s40

Sampled: text metrics from 50K of 277.5K records; topic model from 20K.

Record

Catalog key
stackexchange-music-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
277,475
Nodes
19,321
Edges
50,377 (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
2011/2024 (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, 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{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 — music.stackexchange.com [Data set]. https://stackexchange-music-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 — music.stackexchange.com. 2025, stackexchange-music-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

Similar datasets 10 all with scores →