Stack Exchange — earthscience.stackexchange.com

A Stack Exchange (earthscience.stackexchange.com) dataset of 4,025 users, 7,037 answer-collaboration edges, 7,117 questions, 8,846 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 earthscience.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..

#Earth science#Expertise network#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 4,025 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

4K
Nodes
7K
Edges
4.34e-04
Density
96
Components
-0.1402
Assortativity
1.0%
Reciprocity
2.4K
Bridges
Most central nodes
60310.02808
510.01491
100.01392
53720.01367
1110.01143
50520.01143
27330.00994
560.00944
5430.0077
10340.00721
Content metrics

15,963 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 5.031 ± 6.259
min -20max 154
view countμ 744.085 ± 6.1K
min 0max 511.6K
answer countμ 0.554 ± 0.999
min 0max 21
comment countμ 2.046 ± 2.812
min 0max 50
9.7
Flesch–Kincaid grade
US school grade level
10.4
Automated readability index
Frequent terms
earthwaterquestionliketimedatatemperatureanswersurfaceairatmospherequotyearsclimateiceseaknowoceanthinkdonchangedifferentpressurelevelenergyusehighheatpointwindwaymodelareaexampleneedfindrockgloballargegoodeffectweathersuncarbonsourceyearlongco2meanland
Topic clusters

Topic 0

ice
sea
level
glacier
year
melt
rise
sheet

Topic 1

river
water
flow
lake
aquifer
desert
salt
groundwater

Topic 2

cloud
lightning
humidity
air
vapor
temperature
water
relative

Topic 3

wind
wave
speed
equation
direction
coriolis
velocity
pressure

Topic 4

datum
forecast
weather
precipitation
model
rain
hourly
day

Topic 5

sun
light
rainbow
sky
day
time
earth
solar

Topic 6

earth
latitude
rotation
gravity
longitude
coordinate
axis
pole

Topic 7

mineral
element
crystal
gold
deposit
ore
metal
copper

Topic 8

air
temperature
snow
cold
climate
winter
warm
season

Topic 9

hurricane
cyclone
tornado
tropical
storm
wind
air
typhoon

Topic 10

earthquake
magnitude
fault
quake
plate
epicenter
seismic
rupture

Topic 11

plate
continental
crust
oceanic
tectonic
subduction
ridge
boundary
Show all 24 topics

Topic 12

eruption
volcano
magma
volcanic
lava
flow
erupt
pyroclastic

Topic 13

climate
change
warming
global
human
emission
air
pollution

Topic 14

dip
geology
map
strike
pressure
science
rock
line

Topic 15

oil
oxygen
carbon
methane
fuel
gas
hydrocarbon
fossil

Topic 16

earth
heat
venus
atmosphere
planet
water
moon
core

Topic 17

tree
carbon
soil
plant
forest
plastic
grow
nitrogen

Topic 18

seismic
wave
frequency
wavelet
inversion
amplitude
datum
velocity

Topic 19

file
grid
stagger
netcdf
datum
description
float
unit

Topic 20

radiation
ozone
greenhouse
atmosphere
gas
absorb
energy
heat

Topic 21

magnetic
field
earth
pole
geomagnetic
reversal
core
solar

Topic 22

rock
metamorphic
stone
sedimentary
igneous
form
granite
mineral

Topic 23

fossil
limestone
find
dinosaur
calcite
shell
rock
animal
Top hashtags
#241
#135
#3924
#v22
#320
#49
#climate8
#current8
#here6
#u6
#20155
#10044
#1764
#54
#64
#82394
#create4
#formation4
#page4
#plot4

Sampled: text metrics from 50K of 56.4K records; topic model from 20K.

Record

Catalog key
stackexchange-earthscience-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
56,432
Nodes
4,025
Edges
7,037 (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
2014/2024 (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, 21.7 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 — earthscience.stackexchange.com [Data set]. https://stackexchange-earthscience-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 — earthscience.stackexchange.com. 2025, stackexchange-earthscience-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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