Stack Exchange — networkengineering.stackexchange.com

A Stack Exchange (networkengineering.stackexchange.com) dataset of 11,642 users, 21,496 answer-collaboration edges, 16,633 questions, 26,328 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 networkengineering.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..

#Computer networking#Expertise network#Reputation#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 11,642 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

11.6K
Nodes
21.5K
Edges
1.59e-04
Density
182
Components
-0.2045
Assortativity
0.1%
Reciprocity
6.3K
Bridges
Most central nodes
172850.00636
290.00619
13530.00576
36200.00558
6300.00472
512310.00438
2310.00387
23490.00335
2670.00335
8640.00326
Content metrics

42,961 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 2.649 ± 5.039
min -9max 263
view countμ 1.2K ± 8.6K
min 0max 864K
answer countμ 0.613 ± 1.039
min 0max 24
comment countμ 1.654 ± 2.48
min 0max 60
9.2
Flesch–Kincaid grade
US school grade level
10.2
Automated readability index
Frequent terms
address255networkinterfacerouterswitchvlanport192access168useservertrafficciscorouteneedpacketsethostlayertcpmaclinklikeroutingprotocoladdressesnatdefaultpacketsdataswitchestimemodesourceconnectedgroupdevice100differentinternetconfigurationethernetlistdestinationswitchportdhcpconfigports
Topic clusters

Topic 0

cisco
snmp
command
ios
password
version
aaa
config

Topic 1

vlan
switch
port
trunk
tag
switchport
access
interface

Topic 2

tcp
layer
packet
byte
mtu
ack
protocol
header

Topic 3

mac
address
arp
table
switch
host
send
destination

Topic 4

crypto
ipsec
vpn
object
group
esp
tunnel
asa

Topic 5

subnet
address
mask
host
network
bit
class
dns

Topic 6

cable
fiber
pair
wire
ethernet
connector
duplex
copper

Topic 7

class
bandwidth
queue
qos
policy
traffic
match
dscp

Topic 8

channel
signal
antenna
wireless
wifi
transmit
collision
device

Topic 9

bgp
route
neighbor
prefix
path
router
ibgp
advertise

Topic 10

dhcp
server
address
client
relay
pool
lease
router

Topic 11

port
root
tree
switch
stp
bpdu
lacp
span
Show all 19 topics

Topic 12

ospf
area
router
lsa
route
link
network
interface

Topic 13

nat
inside
address
source
outside
public
port
static

Topic 14

icmp
ttl
traceroute
packet
ping
hop
response
udp

Topic 15

route
router
gateway
network
routing
default
table
static

Topic 16

switch
sfp
port
transceiver
cable
connect
gigabit
cisco

Topic 17

mpls
vrf
label
route
lsp
router
routing
traffic

Topic 18

multicast
igmp
pim
snoop
broadcast
group
switch
join
Top hashtags
#show924
#sh647
#pkts411
#1299
#ip290
#2271
#interface141
#sho132
#ping131
#3119
#exit119
#no116
#int100
#switchport87
#network74
#do67
#router55
#453
#deny52
#conf48

Sampled: text metrics from 50K of 131.9K records; topic model from 20K.

Record

Catalog key
stackexchange-networkengineering-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
131,947
Nodes
11,642
Edges
21,496 (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
2013/2024 (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, 47.4 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 — networkengineering.stackexchange.com [Data set]. https://stackexchange-networkengineering-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 — networkengineering.stackexchange.com. 2025, stackexchange-networkengineering-stackexchange-com.echo.directory/.

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