Stack Exchange — beer.stackexchange.com

The content of beer.stackexchange.com (https://beer.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 7,931 rows: 3,924 posts (1,173 questions, 2,580 answers, 83 tag wiki excerpts, 83 tag wikis, 2 posts of type 6 and 3 posts of type 7) and 4,007 comments, written between 21 January 2014 and 21 March 2024. Beside it are 10,168 user accounts, 20,765 votes, 12,901 badges awarded, 152 tags, 10,423 post revisions and 152 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 18 rows.

#Beer#Expertise network#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 1,265 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

1.3K
Nodes
2.2K
Edges
1.36e-03
Density
21
Components
-0.1879
Assortativity
2.5%
Reciprocity
734
Bridges
Most central nodes
50640.05934
9380.03481
1230.03244
70.02848
360.0269
63660.0269
58470.02294
800.02136
58890.02057
730.02057
Content metrics

7,931 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

x scoreμ 2.331 ± 4.009
min -7max 67
x view countμ 5.3K ± 26.7K
min 11max 659.8K
x answer countμ 2.2 ± 1.769
min 0max 18
x comment countμ 1.021 ± 1.66
min 0max 21
8.0
Flesch–Kincaid grade
US school grade level
8.6
Automated readability index
Frequent terms
beerwinelikealcoholbeersdrinkbottletastegooddondifferentknowquestionusetimeansweryeastglasswaterthinksugarwayfindpeopledrinkingflavorwantwinesbottlesaletemperatureyearstrybestredprobablybrewingprocessaddhopswhiskeywhiskybetterstyleneedfermentationlotdayusuallyice
Topic clusters

Topic 0

wine
grape
red
champagne
white
sweet
vine
tannin

Topic 1

cocktail
gin
syrup
vodka
martini
mix
drink
liqueur

Topic 2

whisky
scotch
whiskey
bourbon
distillery
age
cask
year

Topic 3

answer
question
edit
vote
close
comment
duplicate
ask

Topic 4

ipa
hop
ibu
bitterness
ale
flavor
beer
malt

Topic 5

german
beer
germany
pilsner
czech
style
lager
law

Topic 6

brewery
app
beer
site
list
local
rating
find

Topic 7

cork
bottle
wine
cap
open
screw
plastic
opener

Topic 8

alcohol
drink
hangover
calorie
effect
cause
body
increase

Topic 9

keg
pressure
tap
beer
nitrogen
cask
gas
pump

Topic 10

state
sell
liquor
store
law
license
alcohol
buy

Topic 11

thank
answer
welcome
site
information
helpful
info
hope
Show all 39 topics

Topic 12

yeast
fermentation
sour
strain
sugar
ferment
beer
bread

Topic 13

trappist
abbey
monastery
westvleteren
monk
tripel
dubbel
belgium

Topic 14

glass
head
foam
beer
pewter
bubble
pour
shape

Topic 15

fish
beer
food
pair
corona
dish
fry
cook

Topic 16

ice
freezer
water
cool
salt
cooler
temperature
cold

Topic 17

bar
drink
bartender
order
want
try
cocktail
shot

Topic 18

temperature
warm
serve
cold
room
beer
degree
temp

Topic 19

guinness
ireland
black
tan
half
harp
stout
irish

Topic 20

mead
honey
yeast
fermentation
ferment
water
add
boil

Topic 21

lambic
chocolate
beer
wheat
sour
like
flavor
try

Topic 22

national
day
john
wine
eve
december
kosher
feast

Topic 23

calorie
weight
gain
fat
energy
alcohol
intake
count

Topic 24

education
beer
cicerone
program
question
book
certification
vote

Topic 25

link
answer
google
site
information
support
search
good

Topic 26

tequila
agave
mezcal
worm
mexico
salt
mexican
sip

Topic 27

distillation
distil
mash
freeze
water
vapor
distilled
distiller

Topic 28

stout
porter
lager
dark
black
malt
pale
mild

Topic 29

brewery
craft
microbrewery
portugal
porto
icelandic
bar
beer

Topic 30

hop
add
malt
hopping
process
barley
boil
dry

Topic 31

gluten
free
celiac
omission
beer
buckwheat
test
sorghum

Topic 32

homebrew
homebrewing
question
site
topic
migrate
stack
duplicate

Topic 33

answer
excellent
thank
agree
comment
read
diversity
xander

Topic 34

cider
dry
apple
fox
woodchuck
hill
ace
orchard

Topic 35

ice
whiskey
chill
water
perrier
rum
popsicle
freezer

Topic 36

age
beer
schlitz
aging
improve
flake
abv
green

Topic 37

carbonation
carbonate
flat
beer
force
sugar
low
cask

Topic 38

water
beer
strong
mineral
fictional
spring
night
natural
Top hashtags
#112
#212
#94
#33
#72
#11751
#1821
#1a1
#1d1
#211
#2521
#381
#41
#441
#angels1
#bohemia1
#coloring1
#flavour_and_aroma1
#good_aging_potential1
#history1

Computed over the full corpus.

Record

Catalog key
stackexchange-beer-stackexchange-com
Authors
Stack Exchange, Inc.
Year
2024
Source paper
Stack Exchange Data Dump
License
CC BY-SA 3.0 / 4.0 (by contribution date) (CC-BY-SA-3.0 AND CC-BY-SA-4.0)
Records
9,064
Nodes
1,265
Edges
2,182 (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/details/stackexchange link checked
Original files as received
The source files, unconverted, kept for reference: mirrored on echo.directory on 2026-10-09, 4.1 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 (7,931 rows), users (10,168 rows), x_votes (20,765 rows), x_badges (12,901 rows), x_tags (152 rows), x_post_history (10,423 rows), x_post_links (152 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 — beer.stackexchange.com [Data set]. https://stackexchange-beer.echo.directory/

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Stack Exchange, Inc. Stack Exchange — beer.stackexchange.com. 2024, stackexchange-beer.echo.directory/.

BibTeX · RIS · CSL-JSON

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