Stack Exchange — materials.stackexchange.com

The content of materials.stackexchange.com (https://materials.stackexchange.com/), a Stack Exchange question-and-answer site, as published in the Stack Exchange Data Dump of April 2024 on the Internet Archive. The posts table holds 26,663 rows: 9,087 posts (3,915 questions, 4,237 answers, 462 tag wiki excerpts, 462 tag wikis, 7 posts of type 6 and 4 posts of type 7) and 17,576 comments, written between 28 April 2020 and 31 March 2024. Beside it are 7,894 user accounts, 64,924 votes, 14,601 badges awarded, 457 tags, 32,620 post revisions and 1,255 links between posts. Every answer keeps the question it answers and every comment the post it was written on, so the threads can be rebuilt. The Internet Archive item describes the dump as anonymised; the votes table names the voter in only 231 rows.

#Expertise network#Materials science#Reputation#Stack exchange data dump

Download data package README Original files as received BibTeX JSONSimilar datasets

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

26,663 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

x scoreμ 2.587 ± 4.37
min -8max 85
x view countμ 533.823 ± 1K
min 9max 15.5K
x answer countμ 1.084 ± 1.11
min 0max 20
x comment countμ 1.937 ± 2.697
min 0max 24
x favorite count2.0% true
true 2.0%false 98.0%
9.8
Flesch–Kincaid grade
US school grade level
10.7
Automated readability index
Frequent terms
energyquestionuseanswerfilelikecalculationstructuresystemdfttimeatomsdensityneedcalculationsdifferentsetbasiswantexampleatomknowpointmathbfnumberquantumstatethinkcodedoninputpotentialcellmethodcalculatewaybandcasefindelectronspinmoleculeorbitalsproblemmoleculardataerrorpaperrunvasp
Topic clusters

Topic 0

cell
lattice
structure
crystal
supercell
atom
unit
parameter

Topic 1

question
answer
post
comment
ask
edit
close
write

Topic 2

force
field
simulation
bond
water
potential
molecular
model

Topic 3

thank
answer
comment
question
help
suggestion
response
sorry

Topic 4

basis
orbital
set
integral
pyscf
function
matrix
gto

Topic 5

density
electron
functional
correlation
kohn
sham
dft
hartree

Topic 6

core
node
cpu
gpu
run
intel
ram
fortran

Topic 7

spin
band
gap
magnetic
material
fermi
calculation
orbit

Topic 8

protein
atom
arg
docking
ligand
conect
pol
file

Topic 9

chemistry
physics
matter
science
modeling
learning
course
question

Topic 10

update
ago
month
figure
actively
long
answer
question

Topic 11

state
excited
hessian
dipole
mode
charge
transition
energy
Show all 26 topics

Topic 12

file
block
input
code
screenshot
github
upload
add

Topic 13

espresso
quantum
camila
april
calculation
input
dft
file

Topic 14

phonon
phonopy
surface
mode
frequency
dfpt
energy
atom

Topic 15

dav
band
calculation
vasp
scf
file
dos
structure

Topic 16

convergence
converge
optimization
geometry
dav
scf
test
point

Topic 17

welcome
hope
community
contribute
future
thank
question
new

Topic 18

chat
room
discussion
comment
chatroom
conversation
long
click

Topic 19

vasp
vaspkit
ase
kpoint
file
tag
poscar
calculation

Topic 20

digit
algorithm
multiplication
decimal
integer
precision
float
number

Topic 21

berry
curvature
reversal
symmetry
topological
hall
chern
weyl

Topic 22

dft
method
code
calculation
vdw
density
hybrid
answer

Topic 23

gaussian
file
input
keyword
job
run
optimization
error

Topic 24

fortran
language
python
code
matlab
learn
programming
write

Topic 25

lammps
file
fix
lammp
command
vmd
atom
chunk
Top hashtags
#sbatch94
#668387
#p78
#163
#237
#633
#include29
#328
#the23
#print21
#pbs20
#this17
#411
#end11
#set11
#electronic10
#59
#79
#calculate9
#relaxation9

Computed over the full corpus.

Record

Catalog key
stackexchange-materials-stackexchange-com
Authors
Stack Exchange, Inc.
Year
2024
Source paper
Stack Exchange Data Dump
License
CC BY-SA 4.0 (CC-BY-SA-4.0)
Records
30,219
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/details/stackexchange link checked
Original files as received
The source files, unconverted, kept for reference: mirrored on echo.directory on 2026-10-09, 11.8 MB across 1 files. Checksums in MANIFEST.json. For use, start with the data package below.
Data package
Version 1.0.0 of this dataset as an ECHO Data Package: posts (26,663 rows), users (7,894 rows), x_votes (64,924 rows), x_badges (14,601 rows), x_tags (457 rows), x_post_history (32,620 rows), x_post_links (1,255 rows).
Structure
Temporal (timestamped), Node attributes, Text, Threaded conversations

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_2024,
  title     = {Stack Exchange Data Dump},
  author    = {{Stack Exchange, Inc.}},
  year      = {2024},
  month     = {apr},
  publisher = {Internet Archive},
  url       = {https://archive.org/details/stackexchange}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Stack Exchange, Inc. (2024). Stack Exchange — materials.stackexchange.com [Data set]. https://stackexchange-materials.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. 2024, stackexchange-materials.echo.directory/.

BibTeX · RIS · CSL-JSON

Similar datasets 10 all with scores →