Stack Exchange — spanish.stackexchange.com

A Stack Exchange (spanish.stackexchange.com) dataset of 5,320 users, 12,610 answer-collaboration edges, 9,138 questions, 19,424 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 spanish.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#Language learning#Spanish language#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 5,320 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

5.3K
Nodes
12.6K
Edges
4.46e-04
Density
29
Components
-0.2517
Assortativity
3.2%
Reciprocity
2.9K
Bridges
Most central nodes
16740.06731
540.05715
126370.04982
120.03873
54810.0376
19790.03459
21110.03234
21580.02576
850.02425
7680.01936
Content metrics

28,562 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 3.589 ± 3.959
min -9max 90
view countμ 1.5K ± 10.2K
min 0max 496.2K
answer countμ 0.68 ± 1.324
min 0max 16
comment countμ 1.663 ± 2.34
min 0max 34
9.8
Flesch–Kincaid grade
US school grade level
10.0
Automated readability index
Frequent terms
thequotandthatyouforthisspanishbutarenotwithcanusehavewouldusedwhattherefromlikesayonewhenenglishpalabramorewordwhichespañolwasalsotheysomeaboutotheryourverbjusthassentenceexamplesomethinghowejemplomeaningformadoncasosame
Topic clusters

Topic 0

que
por
del
los
una
con
como
para

Topic 1

qué
cuál
origen
decir
por
que
diferencia
correcto

Topic 2

pronounce
sound
word
pronunciation
vowel
accent
spanish
syllable

Topic 3

traducción
que
para
como
una
por
pero
los

Topic 4

pronoun
object
verb
direct
indirect
reflexive
sentence
subject

Topic 5

que
una
como
por
con
subjuntivo
del
verbo

Topic 6

subjunctive
tense
past
future
present
conditional
use
mood

Topic 7

spanish
learn
english
language
book
word
translate
find

Topic 8

word
country
use
slang
like
spanish
mexico
mean

Topic 9

translation
translate
good
time
book
english
translator
correct

Topic 10

difference
tampoco
claro
mean
poco
verdad
mirar
cierto

Topic 11

gender
feminine
masculine
noun
word
male
end
adjective
Show all 18 topics

Topic 12

sentence
translate
phrase
use
example
context
think
like

Topic 13

plural
singular
que
los
las
correcto
verbo
del

Topic 14

que
vocal
las
por
como
una
con
sílaba

Topic 15

buenas
felicidades
day
night
felicidade
good
spanish
enhorabuena

Topic 16

estar
verb
ser
está
use
state
permanent
time

Topic 17

game
play
messi
golf
translation
card
juegos
juego
Top hashtags
#191118
#3982
#23379
#24370
#23758
#144
#243
#22541
#24134
#327
#raeconsultas26
#161421
#778915
#161612
#95712
#161011
#161711
#411
#157710
#25010

Sampled: text metrics from 50K of 85.9K records; topic model from 20K.

Record

Catalog key
stackexchange-spanish-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
85,937
Nodes
5,320
Edges
12,610 (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
es
Collected
2011/2024 (2010s, 2020s)
Tasks
From the graph: link prediction, community detection
Region
Europe, Latin America (inferred: from the language of the data)

Provenance

Originally published at
https://archive.org/download/stackexchange link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 33.5 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 — spanish.stackexchange.com [Data set]. https://stackexchange-spanish-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 — spanish.stackexchange.com. 2025, stackexchange-spanish-stackexchange-com.echo.directory/.

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