user_id stringclasses 27
values | comment_text stringlengths 49 77 | timestamp stringlengths 12 14 | video_id stringlengths 11 11 | content_category stringclasses 8
values | like_count int64 1 344 | account_age_days int64 360 2.98k | consent_verified stringclasses 1
value | anonymization_method stringclasses 1
value | buyer_reference stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|
USER_009 | I failed this subject twice before finding this channel. Passed last month. | 11/25/24 20:29 | vid_edu_005 | Education | 28 | 1,047 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_027 | The comparison at the end really put the scale into perspective. | 11/26/25 20:29 | vid_sci_004 | Science | 49 | 497 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_021 | That play at minute 4 is going to be talked about for years. | 4/29/23 20:29 | vid_spo_001 | Sports | 98 | 1,249 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_027 | Been watching since episode 1. The quality keeps getting better. | 3/1/26 20:29 | vid_sci_005 | Science | 48 | 497 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_008 | This brought back so many childhood memories. Incredible game. | 6/13/25 20:29 | vid_gam_005 | Gaming | 155 | 615 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_005 | First time I actually cried at a video game ending. No spoilers. | 8/27/22 20:29 | vid_gam_004 | Gaming | 68 | 2,979 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_009 | The pacing is perfect, not too fast not too slow. | 1/6/26 20:29 | vid_edu_003 | Education | 9 | 1,047 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_012 | This song got me through a really difficult period in my life. | 11/30/23 20:29 | vid_mus_004 | Music | 246 | 1,203 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_022 | The slow motion replay of that moment is incredible to watch. | 4/4/25 20:29 | vid_spo_004 | Sports | 83 | 361 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_011 | The pacing is perfect, not too fast not too slow. | 12/8/23 20:29 | vid_edu_003 | Education | 13 | 1,945 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_019 | The tactical breakdown you do is better than anything on TV honestly. | 9/29/25 20:29 | vid_spo_001 | Sports | 97 | 601 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_003 | This is exactly what I needed for my thesis project. | 11/4/25 20:29 | vid_tec_004 | Technology | 20 | 598 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_022 | That transfer was the best decision the club made all season. | 1/5/26 20:29 | vid_spo_002 | Sports | 107 | 361 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_020 | The tactical breakdown you do is better than anything on TV honestly. | 5/24/24 20:29 | vid_spo_005 | Sports | 102 | 997 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_022 | Been a fan for 20 years and this is one of the best performances ever. | 10/8/25 20:29 | vid_spo_004 | Sports | 140 | 361 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_026 | This channel is the reason I decided to pursue a science degree. | 7/6/23 20:29 | vid_sci_003 | Science | 56 | 2,618 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_007 | The graphics in this game are absolutely insane for an indie title. | 9/8/24 20:29 | vid_gam_003 | Gaming | 196 | 806 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_021 | Could you analyze the defensive strategy in the second half? | 6/7/24 20:29 | vid_spo_004 | Sports | 155 | 1,249 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_023 | The production is so simple but the writing carries it completely. | 9/1/25 20:29 | vid_com_002 | Comedy | 344 | 1,424 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_014 | I discovered this artist through a random recommendation and now obsessed. | 10/27/25 20:29 | vid_mus_004 | Music | 67 | 412 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_016 | Subscribed after watching this. Exactly the kind of reporting I needed. | 7/18/25 20:29 | vid_new_001 | News | 70 | 1,974 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_024 | The timing on that joke was absolutely perfect. Could not stop laughing. | 8/30/22 20:29 | vid_com_005 | Comedy | 99 | 1,451 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_019 | The stats you pull out always surprise me. Very thorough research. | 9/11/25 20:29 | vid_spo_004 | Sports | 6 | 601 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_013 | This is the third time today I am back to listen to this. | 7/12/24 20:29 | vid_mus_002 | Music | 29 | 1,055 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_013 | I discovered this artist through a random recommendation and now obsessed. | 11/29/25 20:29 | vid_mus_005 | Music | 244 | 1,055 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_013 | The way this song builds from minute 1 to the end is perfect structure. | 11/7/25 20:29 | vid_mus_003 | Music | 29 | 1,055 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_004 | This is exactly what I needed for my thesis project. | 4/19/25 20:29 | vid_tec_002 | Technology | 25 | 2,441 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_013 | The production quality on this track is absolutely exceptional. | 6/19/23 20:29 | vid_mus_002 | Music | 97 | 1,055 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_016 | Been following this channel for two years, always reliable and balanced. | 12/5/20 20:29 | vid_new_002 | News | 33 | 1,974 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_019 | The commentary in this video adds so much to the viewing experience. | 9/9/25 20:29 | vid_spo_003 | Sports | 200 | 601 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_023 | The callback at the end was so unexpected. Brilliant writing. | 9/18/23 20:29 | vid_com_002 | Comedy | 261 | 1,424 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_006 | This brought back so many childhood memories. Incredible game. | 9/6/25 20:29 | vid_gam_001 | Gaming | 28 | 1,264 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_001 | Any plans to cover the new API changes in the next video? | 10/20/25 20:29 | vid_tec_001 | Technology | 139 | 636 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_013 | Showed this to my dad who never listens to modern music. He loved it. | 5/17/23 20:29 | vid_mus_005 | Music | 80 | 1,055 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_017 | This story deserves way more mainstream coverage than it is getting. | 12/19/25 20:29 | vid_new_004 | News | 70 | 360 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_010 | Been watching this series for a week straight. Incredibly well structured. | 11/20/20 20:29 | vid_edu_004 | Education | 24 | 2,285 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_020 | The commentary in this video adds so much to the viewing experience. | 7/24/23 20:29 | vid_spo_001 | Sports | 29 | 997 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_014 | The live version is somehow even better than the studio recording. | 4/9/25 20:29 | vid_mus_005 | Music | 289 | 412 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_007 | First time I actually cried at a video game ending. No spoilers. | 1/21/24 20:29 | vid_gam_002 | Gaming | 129 | 806 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_005 | Anyone else notice the Easter egg at the end of the level? | 12/25/18 20:29 | vid_gam_004 | Gaming | 36 | 2,979 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_015 | Could you cover what is happening in Southeast Asia more? | 7/8/20 20:29 | vid_new_003 | News | 16 | 2,823 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_019 | Watching this again after the final result makes it even more special. | 1/31/26 20:29 | vid_spo_004 | Sports | 56 | 601 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_026 | The comparison at the end really put the scale into perspective. | 3/11/21 20:29 | vid_sci_002 | Science | 95 | 2,618 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_008 | The graphics in this game are absolutely insane for an indie title. | 8/8/24 20:29 | vid_gam_001 | Gaming | 21 | 615 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_011 | Sharing this with my entire study group. You just saved our semester. | 3/9/23 20:29 | vid_edu_004 | Education | 17 | 1,945 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_014 | The bass line in the second verse is underrated masterpiece. | 11/27/25 20:29 | vid_mus_003 | Music | 122 | 412 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_022 | The stats you pull out always surprise me. Very thorough research. | 4/5/25 20:29 | vid_spo_004 | Sports | 173 | 361 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_025 | The way you explain quantum mechanics to a non-physicist is remarkable. | 3/16/25 20:29 | vid_sci_005 | Science | 59 | 1,179 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_005 | The graphics in this game are absolutely insane for an indie title. | 6/23/18 20:29 | vid_gam_005 | Gaming | 56 | 2,979 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_008 | The speedrun community already found a way to skip this entire section. | 9/12/24 20:29 | vid_gam_002 | Gaming | 32 | 615 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_025 | Just shared this with my high school science class. They loved it. | 11/29/25 20:29 | vid_sci_005 | Science | 31 | 1,179 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_013 | The bridge at 2:34 gives me chills every single time without fail. | 8/23/23 20:29 | vid_mus_003 | Music | 216 | 1,055 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_002 | This tutorial finally helped me understand how transformers work. Thank you! | 8/19/24 20:29 | vid_tec_001 | Technology | 40 | 1,075 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_004 | Tried this on my M2 Mac and it works perfectly. Great video. | 12/6/21 20:29 | vid_tec_003 | Technology | 116 | 2,441 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_009 | Please make more videos on this topic, there is so little good content. | 1/27/26 20:29 | vid_edu_005 | Education | 70 | 1,047 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_015 | Finally a news channel that actually explains the context behind the story. | 4/12/22 20:29 | vid_new_001 | News | 31 | 2,823 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_006 | The story writing in this game deserves way more recognition. | 12/15/23 20:29 | vid_gam_003 | Gaming | 56 | 1,264 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_019 | This team has completely transformed in the last 18 months. | 1/14/25 20:29 | vid_spo_002 | Sports | 68 | 601 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_008 | The story writing in this game deserves way more recognition. | 11/17/25 20:29 | vid_gam_003 | Gaming | 78 | 615 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_027 | I work in this field and your explanations are impressively accurate. | 7/16/25 20:29 | vid_sci_004 | Science | 7 | 497 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_014 | The way this song builds from minute 1 to the end is perfect structure. | 4/28/25 20:29 | vid_mus_001 | Music | 214 | 412 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_027 | The way you explain quantum mechanics to a non-physicist is remarkable. | 12/3/24 20:29 | vid_sci_005 | Science | 89 | 497 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_008 | I laughed so hard at the 8 minute mark. Unexpected reaction. | 7/9/25 20:29 | vid_gam_001 | Gaming | 61 | 615 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_004 | I keep coming back to this channel every time I get stuck. | 2/6/22 20:29 | vid_tec_002 | Technology | 94 | 2,441 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_008 | Patch 2.4 broke this completely unfortunately. Hope they fix it soon. | 10/30/24 20:29 | vid_gam_001 | Gaming | 194 | 615 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_005 | This brought back so many childhood memories. Incredible game. | 2/21/18 20:29 | vid_gam_003 | Gaming | 54 | 2,979 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_026 | I work in this field and your explanations are impressively accurate. | 6/3/23 20:29 | vid_sci_003 | Science | 98 | 2,618 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_024 | The callback at the end was so unexpected. Brilliant writing. | 10/26/24 20:29 | vid_com_004 | Comedy | 312 | 1,451 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_009 | The quiz at the end was a nice touch to check understanding. | 2/25/26 20:29 | vid_edu_001 | Education | 90 | 1,047 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_018 | Subscribed after watching this. Exactly the kind of reporting I needed. | 9/26/22 20:29 | vid_new_003 | News | 5 | 2,414 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_021 | Watching this again after the final result makes it even more special. | 11/6/22 20:29 | vid_spo_004 | Sports | 88 | 1,249 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_020 | Been a fan for 20 years and this is one of the best performances ever. | 1/27/25 20:29 | vid_spo_003 | Sports | 71 | 997 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_004 | This tutorial finally helped me understand how transformers work. Thank you! | 3/17/22 20:29 | vid_tec_002 | Technology | 68 | 2,441 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_017 | Been following this channel for two years, always reliable and balanced. | 1/13/26 20:29 | vid_new_001 | News | 19 | 360 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_023 | I was having a terrible day and this genuinely made everything better. | 9/19/25 20:29 | vid_com_003 | Comedy | 263 | 1,424 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_007 | I laughed so hard at the 8 minute mark. Unexpected reaction. | 5/24/24 20:29 | vid_gam_003 | Gaming | 28 | 806 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_005 | Playing on controller is way harder than keyboard for this one. | 6/13/25 20:29 | vid_gam_002 | Gaming | 145 | 2,979 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_017 | I appreciate that you present multiple perspectives on this. | 8/5/25 20:29 | vid_new_005 | News | 1 | 360 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_006 | Anyone else notice the Easter egg at the end of the level? | 6/1/25 20:29 | vid_gam_005 | Gaming | 126 | 1,264 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_007 | The story writing in this game deserves way more recognition. | 5/15/25 20:29 | vid_gam_004 | Gaming | 40 | 806 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_022 | That play at minute 4 is going to be talked about for years. | 10/9/25 20:29 | vid_spo_005 | Sports | 79 | 361 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_002 | Tried this on my M2 Mac and it works perfectly. Great video. | 10/28/23 20:29 | vid_tec_003 | Technology | 71 | 1,075 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_003 | Been using this framework for 2 years, still the best option out there. | 1/26/26 20:29 | vid_tec_004 | Technology | 137 | 598 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_016 | This story deserves way more mainstream coverage than it is getting. | 10/20/22 20:29 | vid_new_002 | News | 43 | 1,974 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_007 | The speedrun community already found a way to skip this entire section. | 4/14/24 20:29 | vid_gam_001 | Gaming | 174 | 806 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_009 | The way you connect theory to real world examples is really effective. | 12/6/24 20:29 | vid_edu_001 | Education | 43 | 1,047 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_026 | Been watching since episode 1. The quality keeps getting better. | 11/13/20 20:29 | vid_sci_004 | Science | 33 | 2,618 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_026 | This is what science communication should look like everywhere. | 5/6/20 20:29 | vid_sci_004 | Science | 80 | 2,618 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_001 | I keep coming back to this channel every time I get stuck. | 2/7/26 20:29 | vid_tec_001 | Technology | 23 | 636 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_012 | Showed this to my dad who never listens to modern music. He loved it. | 9/1/25 20:29 | vid_mus_002 | Music | 85 | 1,203 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_022 | The commentary in this video adds so much to the viewing experience. | 10/2/25 20:29 | vid_spo_001 | Sports | 184 | 361 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_007 | Anyone else notice the Easter egg at the end of the level? | 12/2/24 20:29 | vid_gam_001 | Gaming | 184 | 806 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_010 | The pacing is perfect, not too fast not too slow. | 2/18/25 20:29 | vid_edu_001 | Education | 84 | 2,285 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_008 | Anyone else notice the Easter egg at the end of the level? | 4/14/25 20:29 | vid_gam_004 | Gaming | 4 | 615 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_020 | The slow motion replay of that moment is incredible to watch. | 1/10/24 20:29 | vid_spo_003 | Sports | 89 | 997 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_009 | Been watching this series for a week straight. Incredibly well structured. | 8/30/23 20:29 | vid_edu_001 | Education | 31 | 1,047 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_025 | Been watching since episode 1. The quality keeps getting better. | 8/3/23 20:29 | vid_sci_005 | Science | 71 | 1,179 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_011 | I failed this subject twice before finding this channel. Passed last month. | 10/29/23 20:29 | vid_edu_002 | Education | 35 | 1,945 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_007 | Patch 2.4 broke this completely unfortunately. Hope they fix it soon. | 6/27/25 20:29 | vid_gam_005 | Gaming | 2 | 806 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
USER_008 | That final boss strategy is genius, spent 3 hours trying before finding this. | 11/10/24 20:29 | vid_gam_005 | Gaming | 42 | 615 | YES | Direct identifier removal + ID substitution | SAMPLE_DEMO |
End of preview. Expand in Data Studio
tags: - youtube - nlp - sentiment-analysis - social-media - consent - text-classification
YouTube Comments Dataset — Consent-Based NLP Collection (Nadena)
Dataset Description
This dataset contains anonymized YouTube comment histories collected directly from verified contributors via Google Takeout. Every contributor signed a documented consent agreement before any data was exported or used. All personally identifiable information has been removed and replaced with anonymous USER_XXX identifiers.
What makes this dataset unique
Unlike scraped YouTube datasets, every record in this dataset has documented contributor consent — making it suitable for IRB-compliant academic research and publishable studies.
Columns
user_id— Anonymous contributor identifier (USER_001, USER_002 etc.)comment_text— Full text of the YouTube commenttimestamp— Date and time the comment was postedvideo_id— Anonymized video referencecontent_category— Content type of the video commented onlike_count— Number of likes the comment receivedconsent_verified— Whether contributor signed consent agreement (always TRUE)anonymization_method— Process used to remove identifiers
Licensing
This sample is available under CC BY-NC 4.0. For commercial licensing of the full dataset contact: judarifi@gmail.com
Full dataset
The full dataset contains data from real verified contributors with documented consent records available for review. For licensing inquiries contact: judarifi@gmail.com
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