YouTube Shorts Dataset: 100,000+ Short-Form Videos

A YouTube Shorts dataset of 68,699 short-form video records (metadata only), collected by JamilAL01 via the YouTube Data API (GitHub, 2025). Each record contains video title, description, tags, channel info, category, and engagement metrics (views, likes, comments, duration). metadata-only corpus with no video files — purely textual and categorical fields enabling content and engagement analysis without requiring video storage or processing. Suitable for short-form video trend analysis, content categorization, engagement prediction, and creator behavior modeling.

#Engagement prediction#Short video#Video metadata

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Analytics

14.1
Flesch–Kincaid grade
US school grade level
19.8
Automated readability index
Frequent terms
shortsvideofunnyviralfactslifetrendingshortvideosbestyoutubetiktoksubscribemotivationnewyoutubeshortsfoodlikehacksamazingchannelworldideastipstravelusemomentscomedysavemagichomelovetrickssciencerespectasmrmemesdiychallengefootballgadgetsytshortsshortsfeedcatmotivationalstatusnatureinstagramcutewatch
Topic clusters

Topic 0

meme
funny
fail
laugh
video
comedy
compilation
reaction

Topic 1

minecraft
fortnite
game
anime
fire
free
edit
naruto

Topic 2

makeup
hair
skincare
beauty
hack
glow
skin
asmr

Topic 3

animal
dog
cat
pet
cute
funny
video
puppy

Topic 4

motivation
motivational
quote
study
success
business
status
billionaire

Topic 5

football
ronaldo
goal
skill
soccer
messi
moment
kick

Topic 6

dance
song
tiktok
trend
cover
music
singer
status

Topic 7

workout
gym
exercise
fitness
weight
loss
fat
home

Topic 8

talent
agt
stunt
parkour
record
america
skill
flip

Topic 9

car
bike
motorcycle
stunt
luxury
review
carreview
formula

Topic 10

gadget
tech
technology
pro
iphone
phone
samsung
unbox

Topic 11

comedy
funny
video
short
haryanvi
trend
keshav
bollywood
Show all 25 topics

Topic 12

travel
place
nature
tourist
bus
beautiful
status
adventure

Topic 13

movie
explain
review
film
recap
hindi
tamil
mrs

Topic 14

fact
experiment
science
save
life
amazing
interesting
telugu

Topic 15

healthy
recipe
health
breakfast
protein
shake
food
healthyrecipe

Topic 16

basketball
nba
shot
espn
trick
pool
trickshot
highlight

Topic 17

fashion
outfit
style
dress
formal
meesho
man
lehenga

Topic 18

craft
diy
paper
origami
easy
idea
art
handmade

Topic 19

photography
camera
nikon
streetphotography
videography
street
canon
sony

Topic 20

history
historical
fact
ancient
story
mystery
documentary
war

Topic 21

asmr
satisfy
slime
sand
satisfying
kinetic
relax
cutting

Topic 22

magic
trick
reveal
rubber
tutorial
video
walo
band

Topic 23

art
draw
doodle
paint
drawing
painting
procreate
tutorial

Topic 24

food
street
challenge
eat
chennai
biryani
foodie
delhi
Top hashtags
#shorts68K
#trending8.1K
#viral7.8K
#youtubeshorts6.9K
#funny5.3K
#shortsfeed4K
#short3.8K
#shortvideo3.7K
#ytshorts3.7K
#viralvideo3.6K
#motivation3.4K
#viralshorts3.1K
#fyp3K
#trendingshorts2.3K
#shortsvideo2.2K
#facts2.2K
#youtube2.1K
#comedy2K
#respect1.8K
#travel1.7K
Top emoji
🔥4.8K
😂3.2K
😱3.1K
🤣2.1K
🤯2K
😍1.6K
👉1.6K
👇1.3K
🚀1.2K
🔔1K
🙏981
🥰909
👍889
💯874
🌟808
68.7K
Videos
27s
Avg duration
2.8%
Engagement
344.4B
Total views
5M
Avg views
9.5B
Total likes
138.1K
Avg likes
815.6
Avg comments
Duration distribution
under_15s21.6K
15_to_30s23.1K
30_to_60s19.7K
60s_plus4.3K
68.7K
Videos

Sampled: text metrics from 50K of 68.7K records; topic model from 20K.

Record

Catalog key
youtube-shorts
Authors
JamilAL01
Year
2025
Source paper
YouTube Shorts Dataset: Metadata for 100,000+ Short-Form Videos
License
Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) (CC-BY-NC-4.0)
Records
68,699
Text corpus
video metadata
Languages
en
Collected
2025 (2020s)
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://github.com/JamilAL01/YouTube-Shorts-Dataset link checked
Hosted copy
Mirrored on echo.directory on 2026-10-02, 65.4 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}
}

@dataset{jamilal2025youtube,
  title     = {{YouTube Shorts Dataset: Metadata for 100,000+ Short-Form Videos}},
  author    = {JamilAL01},
  year      = {2025},
  publisher = {GitHub},
  url       = {https://github.com/JamilAL01/YouTube-Shorts-Dataset}
}

APA

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

JamilAL01 (2025). YouTube Shorts Dataset: 100,000+ Short-Form Videos [Data set]. https://youtube-shorts.echo.directory/

MLA

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

JamilAL01. YouTube Shorts Dataset: 100,000+ Short-Form Videos. 2025, youtube-shorts.echo.directory/.

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