Stack Exchange — bioacoustics.stackexchange.com

A Stack Exchange (bioacoustics.stackexchange.com) dataset of 305 users, 798 answer-collaboration edges, 480 questions, 1,074 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 bioacoustics.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..

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

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Analytics

The interactive network needs JavaScript.

· graph.json

Node size is centrality, colour is community. Hover a node for details; click one to isolate its community.

305
Nodes
798
Edges
8.61e-03
Density
4
Components
-0.2612
Assortativity
8.5%
Reciprocity
112
Bridges
Most central nodes
2080.102
930.09868
100.09211
730.09211
1310.08553
420.08553
310.06908
560.05921
2000.05592
400.05592
Content metrics

1,554 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 6.176 ± 5.242
min -3max 55
view countμ 51.048 ± 191.167
min 0max 4.2K
answer countμ 0.691 ± 1.422
min 0max 12
comment countμ 0.965 ± 1.602
min 0max 21
10.1
Flesch–Kincaid grade
US school grade level
11.1
Automated readability index
Frequent terms
quotsounddatatimeusenoisefrequencyquestionacousticfilesfilesignallikeanswerclickspeciesdifferentpamguardknowsoundsgoodrecordingneedrecordingsexampleworklevelaudiothinkwavbioacousticssourcedetectionrangesoftwarefindhydrophonecallsthanksanalysispressurehelpdondetectorwayfunctionhighlonglowspectrogram
Topic clusters

Topic 0

answer
question
thank
edit
comment
link
good
add

Topic 1

file
pamguard
click
detector
datum
train
module
time

Topic 2

bioacoustic
acoustic
whale
sound
marine
click
specie
work

Topic 3

hydrophone
calibration
frequency
sound
microphone
cable
noise
underwater

Topic 4

bird
bat
birdnet
specie
model
use
song
sound

Topic 5

signal
frequency
noise
power
level
value
spl
fft

Topic 6

soundtrap
card
battery
charge
deployment
host
device
issue

Topic 7

spectrogram
detection
positive
false
video
true
overlap
scroll
Top hashtags
#23
#iso3
#load3
#print3
#12
#721292332
#calculate2
#define2
#integrate2
#limit2
#split2
#tech4wildlife2
#this2
#2691
#2_96k_1
#511
#621
#6941
#81
#831

Computed over the full corpus.

Record

Catalog key
stackexchange-bioacoustics-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
3,770
Nodes
305
Edges
798 (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
2022/2024 (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, 1.3 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 — bioacoustics.stackexchange.com [Data set]. https://stackexchange-bioacoustics-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 — bioacoustics.stackexchange.com. 2025, stackexchange-bioacoustics-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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