Stack Exchange — serverfault.com

A Stack Exchange (serverfault.com) dataset of 169,020 users, 416,072 answer-collaboration edges, 325,169 questions, 514,457 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 serverfault.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#Serverfault#Stack exchange data dump#System administration

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 169,020 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

169K
Nodes
416.1K
Edges
1.46e-05
Density
4.4K
Components
-0.06112
Assortativity
0.3%
Reciprocity
93.4K
Bridges
Most central nodes
89500.00306
25610.00292
133250.00189
810820.00185
341870.00183
514570.00181
372220.00177
213070.00166
9190.00156
218750.00156
Content metrics

839,626 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 2.425 ± 10.96
min -19max 2.5K
view countμ 1.9K ± 14K
min 0max 2.9M
answer countμ 0.613 ± 1.241
min 0max 160
comment countμ 1.266 ± 2.052
min 0max 132
9.0
Flesch–Kincaid grade
US school grade level
9.8
Automated readability index
Frequent terms
serverusewindowslikefileneedsystemwanttimenetworkdonfilesuserrundatawayrunningsetworkserversetclinuxaccessmachinegoodknownewusersproblemdiskdomainbackupdrivesqlsoftwarefindinstallweblogsurecommanddirectorytrythinkserviceclientdatabasednslooklocal
Topic clusters

Topic 0

log
time
syslog
amazon
server
ntp
look
event

Topic 1

network
dns
router
address
firewall
port
server
vpn

Topic 2

windows
file
command
user
shell
folder
vista
script

Topic 3

backup
sql
database
server
datum
mysql
file
table

Topic 4

drive
partition
disk
raid
file
boot
controller
ssd

Topic 5

password
user
work
domain
system
good
group
sysadmin

Topic 6

mail
email
exchange
server
send
outlook
smtp
message

Topic 7

memory
ram
server
power
cpu
room
buy
process

Topic 8

vmware
virtual
machine
server
host
run
virtualization
guest

Topic 9

package
debian
upgrade
linux
install
ubuntu
update
distribution
Top hashtags
#1125
#290
#035
#5331
#327
#423
#include17
#extinf15
#99914
#define13
#echo12
#ext12
#net11
#hobby9
#screen9
#0000808
#58
#958
#ffffff8
#397

Sampled: text metrics from 50K of 2.2M records; topic model from 20K.

Record

Catalog key
stackexchange-serverfault-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
2,235,003
Nodes
169,020
Edges
416,072 (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
2008/2024 (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, 819.8 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 — serverfault.com [Data set]. https://stackexchange-serverfault-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 — serverfault.com. 2025, stackexchange-serverfault-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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