Stack Exchange — materials.stackexchange.com

A Stack Exchange (materials.stackexchange.com) dataset of 1,106 users, 2,902 answer-collaboration edges, 3,915 questions, 4,237 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 materials.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#Materials science#Reputation#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 1,106 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

1.1K
Nodes
2.9K
Edges
2.37e-03
Density
11
Components
-0.1867
Assortativity
4.3%
Reciprocity
531
Bridges
Most central nodes
880.0552
240.04434
50.03348
17880.03258
12180.02986
13800.02896
520.02715
1410.02624
2430.02624
6970.02624
Content metrics

8,152 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 7.163 ± 5.462
min -8max 85
view countμ 256.369 ± 751.283
min 0max 15.5K
answer countμ 0.521 ± 0.941
min 0max 20
comment countμ 2.158 ± 2.763
min 0max 24
9.8
Flesch–Kincaid grade
US school grade level
10.8
Automated readability index
Frequent terms
quotenergyquestionuseanswerfilelikecalculationstructuresystemdfttimeatomsdensityneedcalculationsdifferentsetbasiswantexampleatomknowpointampmathbfnumberquantumstatethinkcodedoninputpotentialcellmethodcalculatewaybandcasefindelectronspinmoleculeorbitalsproblemmoleculardataerrorpaper
Topic clusters

Topic 0

simulation
force
energy
model
molecular
potential
system
field

Topic 1

atom
format
protein
file
import
rdkit
molecule
bond

Topic 2

cell
lattice
supercell
structure
surface
crystal
unit
atom

Topic 3

answer
question
comment
ask
bounty
post
close
unanswered

Topic 4

node
core
gpu
run
cpu
time
job
intel

Topic 5

spin
berry
topological
symmetry
magnetic
band
reversal
orbit

Topic 6

thank
welcome
hope
question
answer
site
community
future

Topic 7

phonon
energy
phonopy
frequency
mode
structure
calculate
formation

Topic 8

band
gap
fermi
calculation
semiconductor
point
structure
material

Topic 9

orca
gaussian
file
input
cube
run
calculation
use

Topic 10

espresso
quantum
april
calculation
file
input
calculate
dft

Topic 11

basis
orbital
set
function
integral
amp
matrix
exponent
Show all 16 topics

Topic 12

vasp
band
plot
file
calculation
pyprocar
kpoint
point

Topic 13

density
functional
electron
kohn
dft
correlation
sham
hartree

Topic 14

density
charge
dft
electron
chgcar
elf
file
datum

Topic 15

convergence
point
scf
converge
grid
optimization
test
geometry
Top hashtags
#sbatch94
#668387
#p78
#163
#237
#633
#include29
#328
#the23
#print21
#pbs20
#this17
#411
#end11
#set11
#3910
#electronic10
#59
#79
#calculate9

Computed over the full corpus.

Record

Catalog key
stackexchange-materials-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
30,674
Nodes
1,106
Edges
2,902 (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
2020/2024 (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, 11.8 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 — materials.stackexchange.com [Data set]. https://stackexchange-materials-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 — materials.stackexchange.com. 2025, stackexchange-materials-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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