Stack Exchange — civicrm.stackexchange.com

A Stack Exchange (civicrm.stackexchange.com) dataset of 4,179 users, 12,946 answer-collaboration edges, 15,765 questions, 19,514 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 civicrm.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..

#Civicrm#Crm software#Expertise network#Reputation#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 4,179 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

4.2K
Nodes
12.9K
Edges
7.41e-04
Density
18
Components
-0.1891
Assortativity
2.5%
Reciprocity
1.9K
Bridges
Most central nodes
46740.01747
300.01699
2540.01675
960.01484
260.0146
2920.01436
1860.01269
120.01197
27870.01173
4740.01149
Content metrics

35,279 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 1.76 ± 1.749
min -6max 32
view countμ 64.446 ± 447.261
min 0max 68.7K
answer countμ 0.553 ± 0.868
min 0max 15
comment countμ 1.238 ± 1.928
min 0max 36
9.7
Flesch–Kincaid grade
US school grade level
10.8
Automated readability index
Frequent terms
civicrmquotphpcontacterrorusepagedrupalcrmsetfieldemailcivilikearraycustomeventcreatenewmembershipusercontributionwordpressformneedextensionaddsitescoregroupdatawanttypecontentcontactsfieldsamphomeapiwaysitesearchfilemodulesissuecodepluginsversionworksettings
Topic clusters

Topic 0

bug
fix
extension
release
patch
issue
upgrade
version

Topic 1

import
csv
datum
export
contact
column
field
excel

Topic 2

bounce
mail
email
smtp
send
mailing
server
civimail

Topic 3

table
mysql
database
upgrade
backup
error
sql
key

Topic 4

token
pdf
template
label
smarty
message
letter
print

Topic 5

group
smart
search
groups
criterion
contact
builder
exclude

Topic 6

custom
field
datum
set
table
value
option
multiple

Topic 7

cron
job
run
schedule
bin
execute
scheduled
cli

Topic 8

paypal
ipn
payment
transaction
standard
recur
processor
contribution

Topic 9

case
activity
type
role
civicase
view
add
client

Topic 10

file
permission
directory
resource
host
server
path
chmod

Topic 11

membership
date
reminder
member
renewal
renew
status
end
Show all 51 topics

Topic 12

webform
contact
form
submission
field
user
integration
drupal

Topic 13

joomla
component
administrator
civicrm
upgrade
version
error
xxx

Topic 14

relationship
household
individual
contact
type
organisation
employee
subtype

Topic 15

api
array
return
result
explorer
sequential
param
chain

Topic 16

civimail
footer
header
image
template
email
mailing
style

Topic 17

acl
permission
role
group
access
user
contact
edit

Topic 18

civix
civi
extension
certificate
ssl
cert
generate
file

Topic 19

wordpress
content
plugin
civicrm
plugins
install
mysite
live

Topic 20

civicrm
feature
community
partner
cost
good
project
host

Topic 21

theme
css
shortcode
page
wordpress
civicrm
use
style

Topic 22

modules
crm
site
core
civicrm
null
html
package

Topic 23

language
country
english
translation
localization
translate
french
county

Topic 24

processor
payment
iats
stripe
transaction
card
extension
omnipay

Topic 25

contribution
page
campaign
pcp
widget
donation
contribute
personal

Topic 26

report
contact
template
summary
image
display
edit
screen

Topic 27

profile
user
anonymous
form
permission
drupal
edit
field

Topic 28

entity
drupal
contact
user
rule
account
node
module

Topic 29

php
upgrade
drush
drupal
version
civicrm
install
recommend

Topic 30

price
set
option
fee
participant
event
discount
field

Topic 31

unsubscribe
mailing
group
list
email
opt
send
recipient

Topic 32

volunteer
civivolunteer
opportunity
role
event
shift
hour
instal

Topic 33

participant
event
registration
register
status
cancel
email
confirmation

Topic 34

dashlet
dashboard
report
user
modules
activity
civicrm
render

Topic 35

civirules
sms
condition
trigger
action
extension
send
civirule

Topic 36

wordpress
user
role
sync
access
profile
plugin
member

Topic 37

ckeditor
editor
wysiwyg
text
tinymce
file
textarea
config

Topic 38

search
advanced
result
wildcard
tag
builder
sort
quick

Topic 39

buildkit
phpunit
test
civibuild
bin
build
git
run

Topic 40

crm
template
file
form
change
utils
core
line

Topic 41

donor
donation
receipt
donate
contribution
offline
send
report

Topic 42

snippet
jquery
template
html
paste
form
copy
javascript

Topic 43

discount
cividiscount
apply
code
price
automatic
coupon
event

Topic 44

jira
issue
ticket
fix
bug
patch
github
change

Topic 45

cache
clear
flush
container
caches
cleanup
rebuild
file

Topic 46

reminder
schedule
reminders
send
activity
email
day
scheduled

Topic 47

geocode
geocoding
map
google
parse
mapping
address
proximity

Topic 48

financial
contribution
account
type
record
accounting
item
expense

Topic 49

membership
renew
payment
auto
recur
fee
price
pay

Topic 50

invoice
billing
contribution
custom
invoicing
address
pdf
block
Top hashtags
#1541
#2500
#0465
#3448
#4414
#5396
#6375
#7344
#9331
#8328
#10318
#11304
#12292
#13287
#14283
#15272
#16248
#17233
#18214
#19203

Sampled: text metrics from 50K of 95.3K records; topic model from 20K.

Record

Catalog key
stackexchange-civicrm-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
95,338
Nodes
4,179
Edges
12,946 (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
2015/2024 (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, 24.6 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 — civicrm.stackexchange.com [Data set]. https://stackexchange-civicrm-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 — civicrm.stackexchange.com. 2025, stackexchange-civicrm-stackexchange-com.echo.directory/.

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