Stack Exchange — ham.stackexchange.com

A Stack Exchange (ham.stackexchange.com) dataset of 3,040 users, 6,574 answer-collaboration edges, 4,734 questions, 8,891 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 ham.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..

#Amateur radio#Expertise network#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 3,040 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

3K
Nodes
6.6K
Edges
7.12e-04
Density
38
Components
-0.2209
Assortativity
2.3%
Reciprocity
1.6K
Bridges
Most central nodes
1740.04475
5560.03422
90.02632
2180.02501
1060.01843
50.01777
130.01744
13620.01744
135980.01612
134500.01349
Content metrics

13,625 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 3.193 ± 3.682
min -6max 80
view countμ 603.905 ± 3.2K
min 0max 142.9K
answer countμ 0.653 ± 1.192
min 0max 18
comment countμ 1.828 ± 2.545
min 0max 34
9.1
Flesch–Kincaid grade
US school grade level
9.6
Automated readability index
Frequent terms
antennaradiofrequencyusepowersignallikequotquestionimpedanceneeddongroundanswergoodbandantennascurrentdipolelinetimewirewaynoisewantwaveworkcoaxreceivermhzknowfrequencieshighpointthinktransmitterendamateurdifferenthamvoltagefindlowgainbetteroutputdoesnlengthswrcable
Topic clusters

Topic 0

signal
frequency
filter
sdr
sample
receiver
bandwidth
carrier

Topic 1

license
amateur
radio
fcc
station
ham
band
sign

Topic 2

ground
antenna
wire
radial
mount
lightning
vertical
plane

Topic 3

balun
current
coax
common
choke
core
mode
shield

Topic 4

microphone
audio
radio
mic
icom
speaker
usb
kenwood

Topic 5

impedance
swr
power
line
ohm
load
antenna
tuner

Topic 6

satellite
propagation
earth
ionosphere
frequency
signal
distance
time

Topic 7

dipole
antenna
wave
current
impedance
length
field
feed

Topic 8

antenna
gain
aperture
isotropic
power
sphere
direction
field

Topic 9

repeater
frequency
echolink
transmit
radio
simplex
use
link

Topic 10

baofeng
squelch
tone
radio
ctcss
repeater
dcs
transmit

Topic 11

morse
code
character
wpm
speed
word
letter
learn
Show all 16 topics

Topic 12

battery
supply
power
voltage
charge
radio
fuse
charger

Topic 13

contest
qso
contact
qsl
log
card
station
report

Topic 14

answer
question
link
site
thank
vote
good
post

Topic 15

yagi
element
polarization
antenna
polarize
boom
circular
drive
Top hashtags
#152
#247
#318
#1214
#3114
#1413
#include13
#4311
#410
#610
#1008
#88
#397
#define6
#615
#675
#v5
#104
#264
#imgrc4

Computed over the full corpus.

Record

Catalog key
stackexchange-ham-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
43,903
Nodes
3,040
Edges
6,574 (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, 17.4 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 — ham.stackexchange.com [Data set]. https://stackexchange-ham-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 — ham.stackexchange.com. 2025, stackexchange-ham-stackexchange-com.echo.directory/.

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