Stack Exchange — ai.stackexchange.com

A Stack Exchange (ai.stackexchange.com) dataset of 6,708 users, 10,407 answer-collaboration edges, 12,380 questions, 12,460 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 ai.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..

#Artificial intelligence#Expertise network#Reputation#Stack exchange data dump

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Analytics

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· graph.json

The full graph has 6,708 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

6.7K
Nodes
10.4K
Edges
2.31e-04
Density
263
Components
-0.09228
Assortativity
0.4%
Reciprocity
4K
Bridges
Most central nodes
80.0161
187580.01282
24440.00701
16710.00656
41990.00656
226590.00552
165650.00522
168710.00447
253620.00447
28440.00447
Content metrics

24,840 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 2.369 ± 4.611
min -6max 182
view countμ 432.2 ± 2.6K
min 0max 119.6K
answer countμ 0.502 ± 0.885
min 0max 19
comment countμ 1.18 ± 2.04
min 0max 34
10.6
Flesch–Kincaid grade
US school grade level
11.4
Automated readability index
Frequent terms
quotlearningmodeldatanetworkusefunctionliketrainingneuralstateprobleminputtimeexamplevalueoutputselflossdifferentactionpolicyimagequestionlayernumberneedwantalgorithmwaysetcasenetworksagentknowbaseddonrewardvaluespossiblethinklayersrightgoodgiventrainpaperimagesanswertext
Topic clusters

Topic 0

human
intelligence
artificial
agi
machine
system
computer
intelligent

Topic 1

datum
model
set
training
dataset
validation
test
accuracy

Topic 2

game
play
player
win
search
tree
chess
card

Topic 3

image
object
box
detection
face
detect
bounding
train

Topic 4

policy
state
action
reward
value
function
return
update

Topic 5

word
language
sentence
text
translation
model
nlp
vector

Topic 6

search
heuristic
node
algorithm
problem
solution
goal
cost

Topic 7

genetic
fitness
gene
crossover
algorithm
population
individual
mutation

Topic 8

activation
layer
function
neuron
linear
output
network
relu

Topic 9

reinforcement
agent
reward
learning
environment
action
state
problem

Topic 10

lstm
rnn
recurrent
sequence
gate
input
cell
network

Topic 11

filter
convolution
layer
kernel
channel
image
convolutional
cnn
Show all 22 topics

Topic 12

gan
generator
discriminator
adversarial
image
generative
generate
network

Topic 13

neural
network
input
output
layer
number
train
size

Topic 14

python
language
programming
lisp
knowledge
logic
library
ontology

Topic 15

graph
deep
learning
network
neural
node
machine
edge

Topic 16

gradient
function
descent
derivative
loss
parameter
respect
weight

Topic 17

cnn
convolutional
convolution
image
neural
network
layer
filter

Topic 18

brain
neuron
biological
human
network
artificial
neural
signal

Topic 19

hypothesis
probability
bayesian
pac
distribution
learning
dimension
class

Topic 20

car
drive
self
vehicle
driver
road
autonomous
radar

Topic 21

speech
audio
voice
sound
music
recognition
song
speaker
Top hashtags
#193
#print68
#257
#model50
#332
#include29
#get15
#end14
#e11
#if11
#data10
#hidden10
#train10
#x10
#49
#and9
#self9
#assert8
#create8
#q8

Sampled: text metrics from 50K of 68.8K records; topic model from 20K.

Record

Catalog key
stackexchange-ai-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
68,802
Nodes
6,708
Edges
10,407 (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
2016/2024 (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, 35.3 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 — ai.stackexchange.com [Data set]. https://stackexchange-ai-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 — ai.stackexchange.com. 2025, stackexchange-ai-stackexchange-com.echo.directory/.

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