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
this mofo don't miss
this mofo don't miss
Brief praise directed at the video creator/content, commenting on the video itself rather than immigration policy.
Meta-Commentary
0.95
HybridTrapMusic
Jan 27, 2026
8:51 why is there a statue of Michael Jackson?
8:51 why is there a statue of Michael Jackson?
Comment questions a detail in the video itself (presence of Michael Jackson statue), not addressing immigration topic.
Meta-Commentary
0.95
Weeayeman
Jan 27, 2026
The whole videos : I was always only focus on the left woman who is so beautiful ? ❤
The whole videos : I was always only focus on the left woman who is so beautiful ? ❤
Comment about the video content focuses on appearance of a participant rather than substantive discourse.
Meta-Commentary
0.95
@alexthink1235
Mar 4, 2025
8:16 this man is a legend
8:16 this man is a legend
Comment about a specific moment in the video praising an individual featured in it.
Meta-Commentary
0.95
facksmasheen
Jan 27, 2026
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
Great video.
Great video.
Simple praise of the video content with no substantive engagement with immigration discourse.
Meta-Commentary
0.95
jordanlebowski4860
Jan 28, 2026
Thanks for covering this.
Thanks for covering this.
Comment acknowledges and thanks the video creator for covering the topic.
Meta-Commentary
0.95
topduk
Jan 27, 2026
thank you for covering this dude
thank you for covering this dude
Direct appreciation for the video content and creator's coverage.
Meta-Commentary
0.95
omgitsgrim2
Jan 27, 2026
Ai thumbnail to clickbaiting
Ai thumbnail to clickbaiting
Critiques the video's thumbnail and production choices rather than engaging with immigration content.
Meta-Commentary
0.95
UselessWorthless655
Jan 27, 2026
Thank you so much for this video. I got 20/20 in my exam 👌🏻
Thank you so much for this video. I got 20/20 in my exam 👌🏻
Comment about the video's utility for exam preparation, unrelated to immigration discourse.
Meta-Commentary
0.95
sjdreams_13615
Dec 1, 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
Youtube unsubscribed me
Youtube unsubscribed me
Comment about YouTube's actions and platform mechanics, not about immigration content itself.
Meta-Commentary
0.95
tylerhaynes7222
Jan 27, 2026
Bike guy is a G
Bike guy is a G
Brief comment about a person featured in the video, referencing video content rather than substantive discourse.
Meta-Commentary
0.95
hiddensaint3251
Jan 29, 2026
Tyler, you keep saying "thank you" wrong in Portuguese, what's wrong with you! 🙄
Tyler, you keep saying "thank you" wrong in Portuguese, what's wrong with you! 🙄
Directly critiques the video creator's pronunciation, addressing the content and creator rather than the immigration topic.
Meta-Commentary
0.95
sophiepires792
Jan 28, 2026
He is a POs
He is a POs
Brief insult directed at the video subject or commenter, functioning as meta-level criticism rather than substantive discourse.
Meta-Commentary
0.95
@Nncc-tn6sx
Mar 4, 2025
Genuinely most entertaining YouTuber
Genuinely most entertaining YouTuber
Comment about the YouTuber/video creator rather than the immigration topic itself.
Meta-Commentary
0.95
lil_bow71
Jan 27, 2026
2:35 .... stop reading say what you mean.
2:35 .... stop reading say what you mean.
Critiques the video creator's presentation style rather than engaging with immigration content.
Meta-Commentary
0.95
jstmarton
Aug 28, 2025
This comment section is sooo Beta. ?
This comment section is sooo Beta. ?
A dismissive comment about the comment section itself rather than the video topic.
Meta-Commentary
0.95
@jfours9885
Mar 4, 2025
Very well spoken, great speech!
Very well spoken, great speech!
Direct praise of the speaker and speech quality, commenting on the video content itself.
Meta-Commentary
0.95
@larsnilsson3438
Mar 5, 2025
8:17 that' guy was honest 😂
8:17 that' guy was honest 😂
References a specific moment in the video and comments on another commenter's honesty.
Meta-Commentary
0.95
joidas902
Feb 14, 2026
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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Search
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Discourse Quality (Perspective API)