Datasets:

AnandforU
/

youtube-comment-insights-clean

comment stringlengths 1 995	sentiment stringclasses 3 values	tone stringlengths 0 40	pros listlengths 0 4	cons listlengths 0 4
“Show me a man that gets rich by being a politician, and I’ll show you a crook.” ― Harry Truman	Neutral	Cynical	[]	[ "quote" ]
@ green screen :p	Neutral	Neutral	[]	[]
What do you guys think who is holding back more? The Pro Fighter or the Egomanic Bodybuilder?	Neutral	Comparative	[]	[ "question" ]
12:48 is the part that frustrated me 11 years ago when I was learning web development. Nostalgic. thanks for the new series, redoing never feels so good.	Positive	Nostalgic	[]	[]
Proof that animals are smart	Positive	Positive	[]	[ "ambiguous" ]
People want easier lives yet ignore corruption that make our lives more expensive	Neutral	Critical	[]	[ "corruption" ]
When I was 11 or 12 years old, a waitress literaly asked me: "Do you want a straw? Or instead drink like a man?" Almost thirty years later & I haven't used a straw since.	Positive	Reflective	[]	[]
mere html me js loaded show kar raha hai .	Neutral	Confused	[]	[ "language mix" ]
Hi sir, for windows which version of anaconda and python is suitable	Neutral	Neutral	[]	[]
Actually, I don't really like to adopt each new trend. It is more effective to use older practices because they are usually more refined. When I needed a blog for my company a year ago, I found a great web development team to help me. I learned quite a bit about web development, but if you are looking for quality, it's...	Negative	Pragmatic	[]	[ "long-winded" ]
I'm impressed by her excellent ability to explain and communicate the thoughts and concepts she has in mind.	Positive	Positive	[ "clear explanations" ]	[]
Koca kapli arda guler	Positive	Neutral	[]	[]
I have a 12.5 because its short and cool. I also have an SPR because its pricy and not everyone can afford it. I can, so i did, so its there if need be.	Neutral	Neutral	[ "short and cool" ]	[]
5:14 ( ͡° ͜ʖ ͡°)	Neutral	Playful	[]	[]
AI is crap and an advertising gimmick, even printed on soup spoons.	Negative	Negative	[]	[ "AI skepticism" ]
I like it.	Positive	Positive	[ "liked it" ]	[]
This is why I ride alone	Neutral	Neutral	[]	[]
Lindy Li should be so a shame, hope she lost all of her credibility for good.	Negative	Negative	[]	[ "discredited credibility" ]
Can't wait for the version that removes the AI. It will literally cost half as much after removing the NPU	Neutral	Anticipatory	[]	[ "claims removal reduces cost" ]
I think its to late 😂	Neutral	Humorous	[]	[]
First sentence: 'Have you ever worked with people who are not as good as they think they are". Instant thumbs up.	Positive	Sarcastic	[ "thumbs up" ]	[ "insulting" ]
This takes a longtime bcoz of the support of other countries	Neutral	Neutral	[]	[ "longtime delay" ]
They grow up so fast	Positive	Neutral	[]	[]
bc1q8aysnjeh0e56j3mmgxhsypdq2xq6yue79uuhly	Negative	Neutral	[]	[]
Fu--ing great. Been self isolating for a 12 month . Been waiting for a new knee for 2 years. Wots it like for arthritic pain.	Neutral	Frustrated	[]	[ "pain", "waiting" ]
These two should stay together and watch GI Jane, sow they can bond and make up.	Neutral	Neutral	[]	[]
"They assumed the respirators were to protect them from CoVID, not from inhaling radioactive dust." And I assume the staff just didn't know enough Russian to disabuse them of this notion... wink wink	Neutral	Neutral	[]	[ "insensitive comment" ]
I love that the dudes are cracking up. Don't know why the women aren't.	Positive	Playful	[ "humor" ]	[ "gender bias" ]
When you elect someone without merit, just because of her race, colour & minority status, ones country has to pay the price. And in case of foreign policy, you have to be reasonably minded! My respect for Congress woman Tulsi Gabbard for her poise and meaningful erudition.	Positive	Critical	[]	[ "racially charged implication", "political critique" ]
Fucking hated the large presents this year. They used to give you pumps and custom smgs. Now they just give you slime and crust.	Negative	Negative	[]	[ "displeasure with gifts" ]
Yeeeeah!	Neutral	Excited	[ "positive energy" ]	[]
Imagine all the bitcoins are already owned by a relatively few indiviuals, probably less than 1% of the population of the planet, how can it then be used instead of real money. Do we give over all wealth, property and assets to those few people and start again working for them - or do we say "no thanks" and find somet...	Neutral	Critical	[]	[ "long critique of bitcoin" ]
I was going to build a pc with rtx 4070 super which cost 600$ from Pny for 1440gaming . Fortunately i haven't done it yet , and now i can buy rtx 5070 at the same price to play in 4k gaming))	Positive	Neutral	[ "mentions price/availability" ]	[]
Did you learn these courses from internet while being enrolled in a university program or from your teachers in uni ?	Neutral	Curious	[]	[]
Bro really wants a brother💀	Neutral	Playful	[]	[]
I wish my sisters were like that😢	Negative	Melancholic	[]	[]
appwrite is terrible, absolute no documentation and tutorials on java, unusable	Negative	Negative	[]	[ "poor documentation" ]
Sir vs code it's work inwindow 11	Neutral	Neutral	[]	[]
I just completed the entire course. It is very well explained with good pace. In some places the author rushes a bit, but you can always go back and re-follow it. Also the subtitles are very useful. Thank you for sharing this on YouTube.	Positive	Positive	[ "clear explanations", "good pacing", "useful subtitles" ]	[ "slight rushing in places" ]
Day 5 of asking to be in a PWR video because I’m there biggest fan pls let me in video	Neutral	Demanding	[]	[ "requests participation in video" ]
Linux To Exe : You have no power here 😂😂	Positive	Playful	[ "humor" ]	[]
تجنننننننن 😭🥹🌸🩷	Positive	Positive	[ "expressive" ]	[]
Thank you so much didi apka samzne ka tarika bahot accha he jise koi bhi field ke parson ko easily clear ho sake . God bless you.	Positive	Grateful	[ "clarity" ]	[]
This is getting out of hand, now there is two of them.	Neutral	Concerned	[]	[ "complaint" ]
It's more like 'running' towards your demise. Absolutely unnecessary nonsense!	Negative	Negative	[]	[ "nonsense" ]
Bro code great tutorial! Thank you. To prevent the apples from being generated inside the snake's body, you can modify the newApple() method. Use this code: public void newApple() { boolean invalidApplePosition = true; while (invalidApplePosition) { appleX = random.nextInt((int) (SCREEN_WIDTH / UNIT_SIZ...	Positive	Helpful	[ "detailed code example" ]	[]
typeScript is just shit	Negative	Frustrated	[]	[ "toxic language" ]
Dude I have a diploma in web dev years back but was lacking confidence and full understanding on PHP and you have literally made it all connect. It feels so good. That repetition is key. Key => value was a massive take away for this too helped me understand how everything works. I know know what I am checking for too ...	Positive	Grateful	[ "motivation", "understanding", "potential donation" ]	[]
damien lilard buzzer beater?	Neutral	Casual	[]	[]
Thank you so much! I’m just starting with Python and VS and this tutorial is so helpful! ❤️🙏🏻	Positive	Appreciative	[ "helpful for beginners" ]	[]
7 DAYS?!?!?!?! Why do people do what they do on tik tok	Negative	Annoyed	[]	[ "sarcastic comment" ]
I'm one of those supposedly uneducated Southern Trump voters, but I actually have an engineering degree and spent most of my life in Los Angeles. Strange, isn't it?	Neutral	Matter-of-fact	[]	[]
hi yall so im gonna take karate class soon do yall got any tips for me? anything i should know? :3	Neutral	Curious	[]	[]
Still waiting for them to come for Tommy Wolf in PA…. With my own eyes I was in a nursing home executive meeting with management where they said “we are being forced to take Covid positive patients at this facility from here on out”. Thousands of elders died in PA because of Wolf yet no attention on him for this yet. I...	Positive	Accusatory	[]	[]
Imagine if s2g got a low taper fade	Neutral	Playful	[]	[]
can i watch 2 videos per day	Neutral	Neutral	[]	[]
His gym trainer 🤣	Positive	Amused	[]	[]
To achieve equal probability in getting a value, a simple round-robin counter will suffice.	Negative	Technical	[]	[]
easiest fix for the water stream is stonecutter batching imo - put a stonecutter in the water stream 2 blocks downstream from a source block and then another source block on the other side of it. the block under the stonecutter and on both sides of it should be ice. this will batch the items up to prevent the hoppers f...	Neutral	Technical	[]	[]
phineas ran out of peanut butter 😭	Neutral	Sad	[]	[]
Andrew Cuomo is innocent.Its all for a political CORPORATE agenda.	Negative	Neutral/Indirect	[]	[ "claims conspiratorial" ]
duolingo	Neutral	Neutral	[]	[]
Those poor unsuspecting people in the front.	Neutral	Concerned	[]	[ "unclear" ]
How to move cursor and text (help pls)	Neutral	Help-seeking	[]	[ "generic" ]
Bro especially the gets soup in eye is real im seeing it when im kid😂	Positive	Humorous	[]	[]
The world has gone mad!	Negative	Concerned	[]	[]
Samsung: This battle will be legendary💀	Positive	Excited	[ "bold claim" ]	[]
Aap comments nHi padhte ky😢	Negative	Confused/Non-English	[]	[]
I feel awful😢	Negative	Sad	[]	[]
You should ask if he wants cheese before adding it.. - Dairy + meat is a no-no for some ;)	Neutral	Helpful/Practical	[]	[ "contextual" ]
11:30 that few pixels off are giving me anxiety...	Neutral	Worried	[]	[ "anxiety from visuals" ]
minor typo in Svelte	Neutral	Neutral	[]	[ "typo" ]
The Taliban beat Russia so can we	Negative	Competitive/Provocative	[]	[ "inappropriate comparison" ]
“Fully semi-automatic” had me dead	Neutral	Humorous	[ "funny quote" ]	[]
🌎🕊️🇺🇦🙏now in these moments we need to pray for world peace Glory to Ukraine	Positive	Congratulatory/Hopeful	[ "peace message" ]	[]
Trump is the coming of the New World Order & then we will have Military on the streets instead of cops & survilance & listening in on phone calls! V for Vendetta	Negative	Conspiratorial	[]	[ "political misinformation" ]
YOU ALL BETTER MENTION VOLKSWAGEN BECAUSE THIS IDEA ORIGINATED FROM THEM AND USED TO BE A REAL THING BACK IN THE DAY	Negative	Defensive/Assertive	[]	[ "claim of origin without context" ]
which theme you used	Neutral	Curious	[]	[ "missing context" ]
The way you teaching is awesome sir... I learnt python & Servlet & JSP from you and I have started REST API. you are explain everything very clearly. You are a great teacher ever I seen. Thank you so much sir✨	Positive	Grateful/Positive	[ "clear teaching", "effective instruction" ]	[]
For those asking for grid.svg file I just searched on google "grid svg blue logo" and found that just try to download as -> png	Neutral	Helpful	[ "resource finding" ]	[]
Lol 2:05 they're struggling 😂	Neutral	Playful	[ "funny moment" ]	[]
your tutorials saved me more than once in my IT degree, now they're saving me in my internship, thank you	Positive	Grateful	[ "helpful tutorials" ]	[]
Can we have kubernetes tutorials	Neutral	Curious	[]	[]
Thanks! My name is Mauricio. I have a doubt in the following statement 'let mut y = 5;' In your explanation ("If We don't explicitly assign a type to a variable, then the compiler will infer on for us.") you stated that 'y' in this declaration is immutable. However, it used 'let mut y', which gives it the characteristi...	Negative	Confused/Clarifying	[]	[ "incorrect claim about mutability" ]
Is anyone able to view the transcript? I try and it spins until the website freezes. I was hoping to use the transcript to follow along with the course.	Neutral	Frustrated	[]	[ "transcript issue" ]
The black girl adds nothing 😔😔😔😔😔😔😔😔😔😔	Negative	Racist/Offensive	[]	[ "racial stereotype" ]
From Wisconsin praying for everyone.	Neutral	Hopeful/Supportive	[ "prayer solidarity" ]	[]
Jesus is the only way humbly ask him he will answer you	Neutral	Religious/Encouraging	[ "invitation to seek faith" ]	[]
How can you even consider voting republican EVER again?	Negative	Political/Disapproving	[]	[ "divisive political stance" ]
That interior is it!🤘😎🤘	Positive	Excited/Positive	[ "great design" ]	[]
I can't stand the guy in the video, mostly because I'm sure he's probably dating her, and she's total girlfriend material...	Negative	Negative	[]	[ "rude insinuation", "personal attack" ]
The explanation was so amazing that I understood how to solve half way through the video!	Positive	Positive	[ "clear explanation", "helpful learning" ]	[]
The greatest of all time 🐐🇵🇹	Positive	Positive	[ "taunt-free praise", "enthusiastic" ]	[]
You are rocking. Sir....	Positive	Positive	[ "encouraging" ]	[]
the spliter on this mans ass	Negative	Negative	[]	[ "inappropriate insult" ]
Dapat bitayin na ang 3persons nayan	Negative	Negative	[]	[ "violent language" ]
Why point in the number? 600613$ hona chahiye tha	Neutral	Neutral	[]	[ "typo/translation issue" ]
That's Danny lorusso's friend from Karate Kid Part 3	Neutral	Neutral	[]	[ "references pop culture" ]
2 is kinda Matchy	Positive	Neutral	[]	[ "comment about style/consensus" ]
Weird movie	Negative	Negative	[]	[ "unfavorable opinion" ]

End of preview. Expand in Data Studio

YouTube Comment Insights - Clean Dataset

Overview

This dataset contains structured YouTube comment analytics data designed for visualization, analytics, and machine learning workflows.

Each sample contains:

comment
sentiment
tone
pros
cons

The dataset is intended for easy readability and downstream analytics tasks.

Dataset Statistics

~20k training samples
~2k validation samples
Multilingual YouTube comments
Structured JSON format

Files

File	Description
`train_clean.jsonl`	Training split in clean structured format
`val_clean.jsonl`	Validation split in clean structured format

Dataset Schema

Each sample follows this structure:

{
  "comment": "Amazing editing but terrible audio quality.",
  "sentiment": "Negative",
  "tone": "Frustrated",
  "pros": ["editing"],
  "cons": ["audio quality"]
}

Features

Feature	Description
`comment`	Raw YouTube comment
`sentiment`	Overall sentiment classification
`tone`	Dominant emotional tone
`pros`	Positive aspects extracted from the comment
`cons`	Negative aspects extracted from the comment

Data Generation Pipeline

Raw YouTube comments were collected and cleaned.
Ground-truth sentiment labels were preserved.
GPT-5-Nano was used to generate:
- tone
- pros
- cons
Outputs were validated and exported into clean structured JSON format.

Intended Use

This dataset is intended for:

creator analytics
audience analysis
dashboard visualization
sentiment analysis research
multilingual NLP experiments
structured information extraction

Notes

Sentiment labels are ground-truth dataset labels.
Tone, pros, and cons were synthetically generated using GPT-5-Nano.
The dataset intentionally preserves multilingual and code-switched comments to reflect real-world YouTube interactions.

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