Stack Exchange — iot.stackexchange.com

A Stack Exchange (iot.stackexchange.com) dataset of 1,601 users, 2,223 answer-collaboration edges, 2,259 questions, 2,729 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 iot.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..

#Expertise network#Internet of things#Reputation#Stack exchange data dump

Download data BibTeX JSONSimilar datasets

Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 1,601 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

1.6K
Nodes
2.2K
Edges
8.68e-04
Density
82
Components
-0.1629
Assortativity
2.0%
Reciprocity
1K
Bridges
Most central nodes
120.0425
140.02938
780.01625
990.01312
68160.01
160.00937
800.00937
7080.00875
490.00813
2710.0075
Content metrics

4,988 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 4.491 ± 5.084
min -9max 129
view countμ 691.616 ± 3.5K
min 0max 98.9K
answer countμ 0.547 ± 1.018
min 0max 16
comment countμ 1.574 ± 2.183
min 0max 17
8.9
Flesch–Kincaid grade
US school grade level
9.5
Automated readability index
Frequent terms
quotdeviceusedatadevicesiotlikeneedquestionmqttnetworkwantserverhometimeclientwaypowerdonconnectwifismartknowappworkinternetanswersendsensorgoogleswitchalexacontrolsetconnectioncodeconnectedsystemablebrokerexamplethingsthinkprotocolmessagedifferentfindnewpossiblequestions
Topic clusters

Topic 0

question
answer
ask
thank
edit
post
site
camera

Topic 1

mqtt
broker
client
message
mosquitto
topic
publish
server

Topic 2

board
power
sensor
arduino
flash
pin
battery
use

Topic 3

alexa
google
echo
home
amazon
device
skill
voice

Topic 4

iot
device
certificate
internet
question
key
network
use

Topic 5

switch
light
bulb
smart
control
relay
turn
hue

Topic 6

datum
cloud
iot
device
aws
send
azure
database

Topic 7

bluetooth
ble
device
phone
gps
beacon
rfid
nfc

Topic 8

router
network
address
port
wifi
connect
internet
access

Topic 9

zigbee
smartthings
hub
door
wave
device
home
lock

Topic 10

lora
lorawan
antenna
gateway
network
device
send
radio
Top hashtags
#define241
#include171
#endif31
#if24
#3920
#117
#ifdef10
#29
#create5
#else5
#print5
#98754
#elif4
#ifndef4
#state4
#undef4
#123
#33
#canvas3
#tutorials3

Computed over the full corpus.

Record

Catalog key
stackexchange-iot-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
15,662
Nodes
1,601
Edges
2,223 (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, 7.2 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 — iot.stackexchange.com [Data set]. https://stackexchange-iot-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 — iot.stackexchange.com. 2025, stackexchange-iot-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

Similar datasets 10 all with scores →