ECHOExploratory Compendium of Humanity Online

YouTube Comment Insights

AnalyzedMediumtextYouTubeSentimentVideo & streaming

23,992 YouTube comments with sentiment and tone labels and short pros/cons notes, published on Hugging Face by AnandforU, in train (19,992), validation (2,000) and test (2,000) splits. Each record holds the comment text, sentiment, tone, pros and cons. Suitable for sentiment analysis and comment moderation.

#Comment tone#Pros cons

Cite this dataset at youtube-comment-insights.echo.directory

Download data BibTeX JSONSimilar datasets

Analytics

Content metrics

19,992 records scored

pros countavg 0.50 / 4
0std 0.684
cons countavg 0.58 / 4
0std 0.654
is positive32.8% true
true 32.8%false 67.2%
is negative34.2% true
true 34.2%false 65.8%
is neutral33.0% true
true 33.0%false 67.0%
6.8
Flesch–Kincaid grade
US school grade level
7.2
Automated readability index
Frequent terms
likepeoplevideothanktimedongoodloveknowthanksgreatsirneedwaythinkbestmangotcourserighttrumpworkwantbrousenewvideosgoinggodyearscodeworldthinghelpdidnbetterlotguyamazingletsaidukrainelolactuallydoesntutorialwatchinglifethingsday
Topic clusters

Topic 0

video
thank
like
good
people
love
think
ukraine

Topic 1

hai
ang
mga
bhai
sir
bhi
hindi
kya

Topic 2

error
code
file
find
work
link
help
use

Topic 3

return
number
int
array
loop
function
value
solution

Topic 4

que
les
los
por
pero
una
pas
con

Topic 5

это
больше
или
без
xiaomi
сколько
людей
про

Topic 6

nvidia
frame
laptop
dlss
game
card
generation
rtx

Topic 7

fire
burn
firefighter
water
house
area
wind
california

Topic 8

phone
iphone
samsung
android
apple
ipad
device
battery

Topic 9

canada
trudeau
canadian
canadians
trump
minister
tax
alberta

Topic 10

key
keyboard
select
shortcut
box
label
pick
inputbox

Topic 11

mask
vaccine
covid
infection
scar
virus
wear
icu
Top hashtags
#111
#include11
#24
#33
#452
#chaiaurcode2
#end2
#free2
#0000001
#1011
#131
#1991
#201
#61
#691
#71
#91
#aajamahiway1
#adding1
#angular1
Top emoji
😂2.2K
😢418
🙏414
😅408
😊363
😭359
🤣315
💀248
🎉238
👍221
😮202
🇺195
🔥150
🏻127
👏124

Computed over the full corpus.

Record

Catalog key
youtube_comment_insights
Authors
AnandforU
Year
2024
Source paper
YouTube Comment Insights (Clean)
License
MIT (MIT)
Records
23,992
Text corpus
comment text
Languages
en
Collected
2024 (2020s)
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://huggingface.co/datasets/AnandforU/youtube-comment-insights-clean link checked
Hosted copy
Mirrored on echo.directory on 2026-10-02, 2.5 MB across 3 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{youtubeinsights2024,
  title     = {YouTube Comment Insights (Clean)},
  author    = {AnandforU},
  year      = {2024},
  publisher = {Hugging Face},
  url       = {https://huggingface.co/datasets/AnandforU/youtube-comment-insights-clean}
}

APA

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

AnandforU (2024). YouTube Comment Insights [Data set]. https://youtube-comment-insights.echo.directory/

MLA

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

AnandforU. YouTube Comment Insights. 2024, youtube-comment-insights.echo.directory/.

BibTeX · RIS · CSL-JSON

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