YouTube Snapshot 0428

A YouTube dataset of 71,715 videos, 1,397,970 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 0428 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#Recommendation graph#Related video#Video metadata

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 742,952 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

743K
Nodes
1.4M
Edges
2.53e-06
Density
3
Components
0.01646
Assortativity
12.5%
Reciprocity
516.3K
Bridges
Most central nodes
cQ25-glGRzI0.00025
hAkmUL-ixM80.00021
k7zzbB17Fvo0.00018
5P6UU6m3cqk0.00018
tvkh29RKFRY0.00017
Fxi9l7gBc0Q0.00015
YNLBCrdeagQ0.00013
2imwJKq674c0.00013
OrBbGv2_j2A0.00013
1OALAC1AwMA0.00013
Content metrics

71,715 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

ageμ 661.01 ± 127.031
min 0max 802
lengthμ 547.439 ± 30.6K
min 0max 5.2M
viewsμ 5.8K ± 22K
min 0max 1.3M
rateavg 3.45 / 5
0std 1.935
ratingsμ 15.216 ± 55.361
min 0max 4.1K
commentsμ 9.043 ± 31.658
min 0max 2.9K
related countμ 19.493 ± 2.812
min 0max 20
Frequent terms
musicentertainmentcomedyanimationfilmblogspeoplesportsgadgetsgamesnewspoliticsanimalspetsplacestravelautosvehiclesdiyhowtounakankeropnouwitteherder1978cdontvcarlessralagar7101theshendemrah404turkcedizilermarkzchannel3andezzztalpafandizitubeadfrenchsabqceshurrymonicrow4hakunamatata67thedailybuzzpaulkiskesoapfan9armyofone0001conan98002hepsidizijodybuntingvayturkcom2daxuremosse1haykiris99iplstas
Topic clusters

Topic 0

entertainment
laneschica
mscellym
calcwb
budd
doseca
gottara
attractionchronicle

Topic 1

music
miichamii
innosita
frenchgayguy
jeffocorbett
patonrouge
syahme
tasilow

Topic 2

blogs
people
google
trupadotcom
thenforce
englishrussiacom
gnophilist

Topic 3

comedy
piazadorarock
kirsikkanen
artzko
izacless
aznlitmage
ankawoman
alexlelio

Topic 4

games
gadgets
viviantkw
pastapadre
looneysolidsnake
gadget
spinjunct
crackkrishna

Topic 5

animation
film
orkunyk
adamdiehl
matthijsmessias
mexicanpunx
dejbe
vivwangwater

Topic 6

blogs
people
wewewah
lokbeibei
rmaguir
godekkrzysztof
theamazingatheist
assvallt

Topic 7

music
brokemc
vreci
lagalt
kranzkremlin
skybond
fantasticbabblings
jacksonguitarkid

Topic 8

markiparky
medicyehudi
shortbuddy
sacasonrisa
beastmagazine
rmaguir
davidsassismysass
brststroka

Topic 9

entertainment
hytain
asymptech
flickernut
dvpwiiiii
blackhawkdesign
beoachese
evmarkay

Topic 10

news
politics
freshfseven
google
angyalpalmer
cdontv
cspanjunkiedotorg
hughcree

Topic 11

news
politics
adfrench
noiiiip
trunkguy
lambdafox
haputy
alreadyknownas
Show all 41 topics

Topic 12

animals
pets
pet
pakabird
akhilaprakash
artistinagony
thedailybuzz
kingkoplax

Topic 13

film
animation
caretalk
apocalypse
comedyss
realkartal

Topic 14

pets
animals
pet
aethern
steviestallion
kenric
rachneco
nalt

Topic 15

karasahinsv
feartherice
afireinsidefhh
smiertspionem
newyorksplayaz
dukeoffortuneman
irbergui
assvallt

Topic 16

blogs
people
xxemmziexx
adamrach
arykalinn
greenhillccu
shlabse
gnophilist

Topic 17

sports
sport
cesarrenaullt
grootn
aadmorais
coolassmike
brststroka
abcinternet

Topic 18

comedy

Topic 19

comedy

Topic 20

film
animation
rurn
darrina
scrooge
nationundereducation

Topic 21

comedy

Topic 22

sports

Topic 23

howto
diy
alambre
worldgsmtv
alicedeeee
ryublue
kylesmichaud
rangerssteamtoy

Topic 24

sport
sports

Topic 25

entertainment
angarciafe
cecilialand
clucka
aierdna
desconocida
sercu
shireishou

Topic 26

entertainment
forsicht
funforone
gobbyching
cappsie
rentasf
nobleeth
graciederf

Topic 27

gadgets
games
spinjunct
skessu
rangerssteamtoy
shiryugl
blastaway
nextgenwalkthroughs

Topic 28

una
divoonezanjiri
viruete
baersley
freshfseven
morbeck
talpafan
kankeropnou

Topic 29

sports
sport
hazevl
aadmorais
ciprixcem
skssystem
jayhoon
gmoll

Topic 30

music
fhydra

Topic 31

diy
howto
proneural
dizitube
google
justbernard
nalt
souonicko

Topic 32

comedy
memomoeller
cdtdk
smiledonkey
ankawoman
duoinfernal
jimgor
sexysempanzeler

Topic 33

sports

Topic 34

music

Topic 35

theshend
gadgets
games
whdimaisi

Topic 36

music

Topic 37

animation
film
rocketrobinhood
dulcidine
systemfrog
sentino
richievandengo
nalt

Topic 38

cdontv
entertainment
moniquetel

Topic 39

music

Topic 40

music

Sampled: text metrics from 50K of 71.7K records; topic model from 20K.

Record

Catalog key
youtube-sfu-0428
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
742,952
Nodes
742,952
Edges
1,397,970 (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
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, 11.1 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}
}

@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 0428 [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 0428. 2008, doi.org/10.1109/iwqos.2008.32.

BibTeX · RIS · CSL-JSON

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