Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
Search & Filter
Meta-Commentary
3,846 comments
Thank you Tyler ❤
Thank you Tyler ❤
Direct appreciation message to the video creator (Tyler), purely meta-commentary about the content.
Meta-Commentary
0.98
i-am-frenchie2480
Jan 27, 2026
139 is wrong the answer should be C
139 is wrong the answer should be C
The commenter disputes a specific answer in the video's test material, addressing the educational content rather than immigration discourse.
Meta-Commentary
0.98
magh1538
Dec 20, 2025
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to …
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to thank you all for your engagement. Stay tuned for more. 😊😊😊
Channel creator thanking viewers and subscribers for engagement; purely meta-commentary about the video and audience interaction.
Meta-Commentary
0.98
JamCan6322
Aug 30, 2025
Buddy in red on the thumbnail looks like Devon Larratt lol
Buddy in red on the thumbnail looks like Devon Larratt lol
Comment about the video thumbnail and a person's appearance, not about immigration content.
Meta-Commentary
0.98
luchache6481
Jan 27, 2026
@rocanews very good video
@rocanews very good video
Direct praise of the video and channel, commenting on the content itself rather than the immigration topic.
Meta-Commentary
0.98
mnkwazi
Sep 19, 2025
Change your thumbnail bro
Change your thumbnail bro
Feedback directed at the video creator about thumbnail design, purely meta-level commentary.
Meta-Commentary
0.98
PranavKamble-x8w
Jan 29, 2026
21:35 GOOD JUMPSCARE!!!
21:35 GOOD JUMPSCARE!!!
Comment references a specific moment in the video (timestamp 21:35) and reacts to its content rather than discussing immigration.
Meta-Commentary
0.98
InsideOutMedia23
Jan 27, 2026
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
Feedback about the video's educational content and the commenter's test performance.
Meta-Commentary
0.98
roserai8164
Sep 15, 2025
Youtube brought the video back!
Youtube brought the video back!
This comment is about YouTube's platform actions (video removal/restoration) rather than the immigration topic.
Meta-Commentary
0.96
EJWoody
Feb 4, 2026
Great speech.
Great speech.
Brief positive evaluation of the video/speech itself without substantive engagement with immigration policy.
Meta-Commentary
0.95
@enidjamieson2447
Mar 4, 2025
This short video was better than the entire movie of "One Battle After Another"
This short video was better than the entire movie of "One Battle After Another"
Evaluates the video quality compared to another media product, commenting on the content itself rather than immigration.
Meta-Commentary
0.95
TheTanelChannel
Jan 27, 2026
We need a reaction video from @AsmonTV
We need a reaction video from @AsmonTV
Requests a reaction video from a specific YouTuber, commenting on video format and creator collaboration rather than immigration.
Meta-Commentary
0.95
njg_nick
Feb 23, 2026
Best YouTube channel ever 💯💯
Best YouTube channel ever 💯💯
Comment praises the YouTube channel itself rather than engaging with immigration content.
Meta-Commentary
0.95
DustanJeffers
Jan 27, 2026
Thank you for covering this Tyler.
Thank you for covering this Tyler.
Direct appreciation for the video creator's coverage, commenting on the content itself.
Meta-Commentary
0.95
187rugrat
Jan 27, 2026
We love the guy on the bike!
We love the guy on the bike!
Comment references a person in the video ('guy on the bike'), expressing appreciation for content rather than engaging with immigration topic.
Meta-Commentary
0.95
nienor1510
Jan 27, 2026
Who's the woman to Trudeau's right??
Who's the woman to Trudeau's right??
Question about a person visible in the video, directly addressing the video content rather than the topic.
Meta-Commentary
0.95
@anneeq008
Mar 4, 2025
Listening to this here, but i hate CNN
Listening to this here, but i hate CNN
Direct criticism of CNN as a media outlet rather than engagement with the video's content about immigration.
Meta-Commentary
0.95
@tackyzack8693
Mar 4, 2025
Ohh I didn’t know this was cnn!! You guys are idiots !!
Ohh I didn’t know this was cnn!! You guys are idiots !!
Comment criticizes the video/channel itself, claiming it's CNN content and insulting the creators.
Meta-Commentary
0.95
@thomasbardwell4151
Mar 4, 2025
FINALLY! THANK YOU! @TylerOliveira
FINALLY! THANK YOU! @TylerOliveira
Direct acknowledgment and thanks to the video creator, commenting on the video itself rather than the topic.
Meta-Commentary
0.95
DRRowland93
Jan 27, 2026
Based cyclist guy was spitting non stop facts.
Based cyclist guy was spitting non stop facts.
Brief endorsement of a person featured in the video, commenting on the video content rather than immigration policy itself.
Meta-Commentary
0.95
strauss7151
Feb 10, 2026
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Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)