Stack Exchange — chess.stackexchange.com

A Stack Exchange (chess.stackexchange.com) dataset of 5,683 users, 16,082 answer-collaboration edges, 8,955 questions, 21,106 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 chess.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..

#Chess#Expertise network#Reputation#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 5,683 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

5.7K
Nodes
16.1K
Edges
4.98e-04
Density
38
Components
-0.1438
Assortativity
2.4%
Reciprocity
2.7K
Bridges
Most central nodes
1090.03045
166260.02499
11050.02411
82910.02341
32370.0183
8850.01531
152230.01496
44180.01461
38720.0139
111440.01355
Content metrics

30,061 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 5.003 ± 6.613
min -18max 170
view countμ 660.574 ± 4.6K
min 0max 289.6K
answer countμ 0.702 ± 1.514
min 0max 31
comment countμ 1.498 ± 2.342
min 0max 44
7.7
Flesch–Kincaid grade
US school grade level
8.4
Automated readability index
Frequent terms
chessquotwhiteblackgameplaypawnpositionmoveskinggamestimelikeplayerplayersopeningpiecesopponentbishopgoodplayingqueenfenknightboarddonpieceenginepawnsbestwaythinkplayedbetterrookwinratingknowpositionsquestiondrawexamplenf3usefindpossiblestockfishattackanswerwant
Topic clusters

Topic 0

black
pawn
white
play
bishop
knight
position
attack

Topic 1

engine
chess
stockfish
computer
game
position
depth
human

Topic 2

chess
game
play
book
good
opening
player
time

Topic 3

king
check
stalemate
pawn
capture
square
piece
rook

Topic 4

player
clock
rule
arbiter
time
opponent
game
claim

Topic 5

rating
fide
player
elo
rat
tournament
system
uscf

Topic 6

checkmate
puzzle
mate
position
check
solution
good
white

Topic 7

carlsen
anand
fischer
world
kasparov
game
match
champion
Top hashtags
#1134
#2131
#377
#446
#3926
#525
#622
#include19
#817
#26713
#1012
#711
#910
#define9
#117
#2807
#973697
#now7
#886
#155

Sampled: text metrics from 50K of 85.1K records; topic model from 20K.

Record

Catalog key
stackexchange-chess-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
85,108
Nodes
5,683
Edges
16,082 (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
2012/2024 (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, 34.1 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 — chess.stackexchange.com [Data set]. https://stackexchange-chess-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 — chess.stackexchange.com. 2025, stackexchange-chess-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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