YouTube Snapshot 0418

A YouTube dataset of 91,638 videos, 1,784,291 related-video edges, collected by Cheng et al. via YouTube API (2007-2008). Each record contains video metadata (ID, uploader, age, category, length, views, rate, ratings, comments), related video IDs. Early YouTube snapshot 0418 capturing the video graph and metadata from the platform's rapid growth period in 2007-2008. Suitable for social network analysis, video recommendation, information diffusion, community detection.

#Network snapshot#Related video#Sfu youtube#Video metadata#View count

Download data BibTeX JSONSimilar datasets

Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 889,127 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

889.1K
Nodes
1.8M
Edges
2.26e-06
Density
4
Components
0.01616
Assortativity
14.1%
Reciprocity
592.7K
Bridges
Most central nodes
ZQgVAD7x5Zo0.00021
cQ25-glGRzI0.00018
pIqhUCZgwXQ0.00017
B_POuAuoBWY0.00016
ruUNIqBS9_c0.00016
O3ejlkzDCuc0.00015
Nuz3K__ipJ00.00015
qPCjIXEu_tA0.00015
2_N3CK-6CHk0.00014
pP1X-O2eFhE0.00014
Content metrics

91,638 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

ageμ 650.166 ± 132.713
min 0max 791
lengthμ 203.176 ± 431.172
min 0max 102.6K
viewsμ 7.4K ± 35.6K
min 0max 5.6M
rateavg 3.54 / 5
0std 1.835
ratingsμ 18.89 ± 80.121
min 0max 10.2K
commentsμ 11.386 ± 49.949
min 0max 4.7K
related countμ 19.471 ± 2.935
min 0max 20
Frequent terms
musicentertainmentsportscomedyblogspeoplegadgetsgamesanimationfilmnewspoliticsautosvehiclesplacestraveldiyhowtoanimalspetsunaduoweiradioaporreadutchtrainmanserie22trainmanwphazeringmetauroaveeipoliticstvelsunjenfranklinkarenkare123rwhitenightrickhovickcbssusy81dingy52humdebeluniversalmusicgroupasephirothoheso82oohyugaoonhlvideosonybmgthaibb2006bubba2781newfliesteachmecheechkrabicethemagictard
Topic clusters

Topic 0

sports
sport
ccbmx
mikeschuster
ngmm
niswander
vincefoz
bwrbrett

Topic 1

entertainment
theanusbrother

Topic 2

entertainment
pmohguild
themauryshow
themagictard
tmntgal
apolomagnate
disischeyanne
aveei

Topic 3

music
redbarney

Topic 4

games
gadgets
muttsmooch
gadget
citrusrum
bradofarrell
gbcollins
didclrltnsu

Topic 5

news
politics
aveei
anngry
gumbyandgoo
newshoundsblog
willmillercrumpler
snoopfmppp

Topic 6

travel
places
place
artistmac
srovets
dubaimafia
stephend
thunefeld

Topic 7

blogs
people
newshoundsblog
diethealth
medialink
houstonchronicle
pandadeist
foxnewsfans

Topic 8

music
snuffytherabbit
apunbindaas
alessioiride
gijsforever
papepra
annnaklara
chenoistaforever

Topic 9

music
toonamifan
thedubpistol
piaoliangjiejie
kamipl
kidzproductions
koalicion
minici

Topic 10

sports

Topic 11

entertainment
callmescooter
eviedoesitbetter
oohyugaoo
danacartersgx
dancescientist
jeffkostello
colonyweb
Show all 32 topics

Topic 12

news
politics
asertydances
guardianoftruth
hnbb
houstonchronicle
charliesvideo
elkeyeme

Topic 13

autos
vehicles
auto
xxxkismetxxx
dashloc
casslakechris
eltoncostaandrade
gdenscombe

Topic 14

animation
film
srovets
austron
sqalk
carlosmendieta
zomega
mschaeufele

Topic 15

people
blogs
jewishmedia
laithsabrine
metrikerm
anngry
chipthamac
dukeicon

Topic 16

film
animation
setnor
ronaldthecock
duowei
gbcollins
metabob
hvychvy

Topic 17

comedy
magnanimousprod
woodlandchronicle
iamdaniel
clickwheel
getrudeon
christophermast
abbegirl

Topic 18

comedy
antimanxl
whiterabbitx
danacartersgx
guardiane
getrudeon
bighippiepat
adamjirh

Topic 19

comedy

Topic 20

pets
animals
animal
youarthurhu
maboda
blogpeste
mustrekl
tartanna

Topic 21

games
gadgets
utawarezen
hitmaniak
alaxtrang
iceycreamycreamy
lelixlover
lolzorzomgwtfbbq

Topic 22

comedy

Topic 23

animals
pets
pet
padresj
comandanteagi
gabjuar
ericawesomo
erickaholui

Topic 24

diy
howto
mathproblem
mschaeufele
ibpilot
spumco
peaceeverywhere
metrikerm

Topic 25

blogs
people
anngry
dougmcsp
davepritch
cwboaze
jdu
kilowaa

Topic 26

sport
jazznbear
games
gadget
gadgets
galadryel
music
sports

Topic 27

auto
vehicles
vehicle
lasalsapicante
classicalgasstuff

Topic 28

vehicles
autos
auto
lheuz
boxcarfrank
skamanfrank
vehicle
brianamtrak

Topic 29

diy
howto
gizmodo
yourteachermathhelp
stephend
ibpilot
diethealth

Topic 30

una
neeseo
thedakkster
rojne
mathieufan
miltani
teenhaley
cruchotcz

Topic 31

una
stillhansum
thefusedvideo
rgjoergw
insultalien
neeseo
jovencato
gewitogofwittegijnie

Sampled: text metrics from 50K of 91.6K records; topic model from 20K.

Record

Catalog key
youtube-sfu-0418
Authors
Cheng, Xu; Dale, Cameron; Liu, Jiangchuan
Year
2008
Source paper
Statistics and Social Network of YouTube Videos
DOI / arXiv
10.1109/iwqos.2008.32
License
Academic use only (LicenseRef-Research-Only)
Records
889,127
Nodes
889,127
Edges
1,784,291 (directed)
Nodes are
video
Edges are
related video
Attributes
nodes have no attributes; edges have no attributes
Text corpus
video metadata
Languages
en
Collected
2007-2008 (2000s)
Tasks
Recommendation (ranking) inferred, Rating prediction (regression; rate) inferred
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://netsg.cs.sfu.ca/youtubedata/ link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 14.2 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}
}

@inproceedings{cheng2008statistics,
  title        = {Statistics and social network of youtube videos},
  author       = {Cheng, Xu and Dale, Cameron and Liu, Jiangchuan},
  booktitle    = {2008 16th International Workshop on Quality of Service},
  pages        = {229-238},
  year         = {2008},
  organization = {IEEE}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Cheng, X., Dale, C., & Liu, J. (2008). YouTube Snapshot 0418 [Data set]. https://doi.org/10.1109/iwqos.2008.32

MLA

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

Cheng, Xu, et al. YouTube Snapshot 0418. 2008, doi.org/10.1109/iwqos.2008.32.

BibTeX · RIS · CSL-JSON

Similar datasets 10 all with scores →