Stack Exchange — bioinformatics.stackexchange.com

A Stack Exchange (bioinformatics.stackexchange.com) dataset of 2,673 users, 5,559 answer-collaboration edges, 6,093 questions, 7,551 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 bioinformatics.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..

#Bioinformatics#Expertise network#Stack exchange data dump

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Analytics

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· graph.json

The full graph has 2,673 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

2.7K
Nodes
5.6K
Edges
7.78e-04
Density
58
Components
-0.1902
Assortativity
1.2%
Reciprocity
1.5K
Bridges
Most central nodes
45950.02657
10750.01909
2850.01834
1800.01722
2080.01534
1740.01497
7340.01497
20050.0146
17710.01347
570.01272
Content metrics

13,644 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 2.352 ± 3.575
min -9max 191
view countμ 326.398 ± 1.7K
min 0max 123.9K
answer countμ 0.554 ± 0.909
min 0max 12
comment countμ 1.467 ± 2.206
min 0max 27
9.0
Flesch–Kincaid grade
US school grade level
10.4
Automated readability index
Frequent terms
quotfiledatauselikegenefilessequencequestionwantreadsreadneedgenesoutputgenomedifferentexamplefastadonerrornumbersequencesknowcodelinesamplereferencewayanswerbamfindrunseqanalysisproteinsamplesfastqformatvcflistinputthinklengthsetworkthankstimeendprint
Topic clusters

Topic 0

atom
protein
pdb
structure
sequence
residue
ligand
alignment

Topic 1

file
line
awk
process
print
fasta
script
output

Topic 2

read
genome
sequence
assembly
contig
reference
sibelia
long

Topic 3

bam
samtool
read
file
bedtool
view
sam
sort

Topic 4

plot
column
datum
value
dataframe
false
row
function

Topic 5

blast
ncbi
database
download
sra
query
ensembl
biomart

Topic 6

package
conda
snakemake
install
bioconda
rule
cran
instal

Topic 7

vcf
bcftool
file
alt
allele
variant
ref
genotype

Topic 8

tree
phylogenetic
taxon
branch
phylogeny
model
taxa
sequence

Topic 9

snp
allele
population
gwas
genotype
datum
individual
variant

Topic 10

network
pathway
gene
module
kegg
wgcna
drug
node

Topic 11

batch
sample
count
effect
gene
datum
design
test
Show all 14 topics

Topic 12

seq
cell
peak
rna
scrna
single
datum
bulk

Topic 13

augustus
exon
file
gtf
cds
ucsc
gene
gff
Top hashtags
#contig379
#info162
#format122
#sbatch118
#chrom105
#include71
#filter67
#163
#define38
#print38
#fileformat37
#231
#gff30
#sequence30
#reference27
#alt24
#source23
#fasta21
#016
#filedate16

Computed over the full corpus.

Record

Catalog key
stackexchange-bioinformatics-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
40,610
Nodes
2,673
Edges
5,559 (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
2017/2024 (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, 16.7 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 — bioinformatics.stackexchange.com [Data set]. https://stackexchange-bioinformatics-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 — bioinformatics.stackexchange.com. 2025, stackexchange-bioinformatics-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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