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
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Meta-Commentary
3,846 comments
11:29 so tyler found him before rcmp and Canadas border patrol… bruh
11:29 so tyler found him before rcmp and Canadas border patrol… bruh
References a specific timestamp and video narrative, critiquing the video's portrayal of events rather than discussing immigration policy.
Meta-Commentary
0.85
npcimknot958
Jan 27, 2026
Thank you so much for this valuable resource. It was really helpful in passing the test.
Thank you so much for this valuable resource. It was really helpful in passing the test.
Comment addresses the video/resource itself and its usefulness rather than engaging with immigration content.
Meta-Commentary
0.85
ureihekanandu6309
Jan 7, 2026
What with that thumbnail? You are literally a racist.
What with that thumbnail? You are literally a racist.
Criticism directed at the video creator's thumbnail choice and overall approach, accusing them of racism.
HarjitSingh-l1i7g
Jan 27, 2026
Matter of time before someone exposes his racist ass for who he really is.
Matter of time before someone exposes his racist ass for who he really is.
Comments on the video creator's character and credibility rather than engaging with immigration policy or substantive arguments.
Meta-Commentary
0.85
badshaa1000
Jan 27, 2026
This kind of content is what Youtube exist for. Keep doing and exposing all these dirty linens out there and stay safe!
This kind of content is what Youtube exist for. Keep doing and exposing all these dirty linens out there and stay safe!
Comments on the video's purpose and value while encouraging the creator to continue, primarily about the content itself.
Tatchy1336
Jan 27, 2026
That guy was harsh but right
That guy was harsh but right
References another commenter's statement rather than directly engaging with immigration policy.
Meta-Commentary
0.85
KorisnikBr1
Jan 27, 2026
The guy on the bicycle was pretty good
The guy on the bicycle was pretty good
Commenter provides feedback about a specific element of the video itself rather than engaging with immigration policy substantively.
Meta-Commentary
0.85
xpallodoc1147
Jan 27, 2026
5:27 I’m DYING 💀💀💀
5:27 I’m DYING 💀💀💀
Direct reference to a specific timestamp in the video with laughter emoji, commenting on video content.
moonszter
Jan 27, 2026
Carneys got bigger things on his mind today 01/03
Carneys got bigger things on his mind today 01/03
References a specific date and suggests Carney has other pressing concerns, commenting on external events rather than immigration policy itself.
Meta-Commentary
0.85
mcrick8931
Jan 4, 2026
The guy on the bike was so accurate
The guy on the bike was so accurate
Comment references a specific person/scene in the video ('guy on the bike'), evaluating the video content itself.
Meta-Commentary
0.85
FLYYeli17
Jan 27, 2026
Everyone said they are good but the title of the video doesn’t says so
Everyone said they are good but the title of the video doesn’t says so
Critiques the disconnect between video content and title, commenting on the video's framing rather than immigration itself.
Meta-Commentary
0.85
omarcilmijaamac
Jan 27, 2026
*How did we got from Indian overload to illegal immigration tutorials*
*How did we got from Indian overload to illegal immigration tutorials*
Observational comment about the video's topic shift or narrative progression.
Meta-Commentary
0.85
MapleSoldier69
Jan 27, 2026
"But why did you redeeeemmmmm????"
"But why did you redeeeemmmmm????"
References video content with exaggerated emphasis, appearing to comment on the creator's actions or tone.
Meta-Commentary
0.85
Chris91_x
Jan 27, 2026
The downy on the bike speaks his mind, i can respect that
The downy on the bike speaks his mind, i can respect that
Comment about the video's subject ('the downy on the bike') and their expression, evaluating the speaker rather than discussing immigration policy.
Meta-Commentary
0.85
webobin5988
Jan 27, 2026
Some guy on Roblox scammed me, I checked his ip adress and this was his city address😅
Some guy on Roblox scammed me, I checked his ip adress and this was his city address😅
Anecdotal story about an unrelated incident (Roblox scam), not substantively about immigration policy or content.
Meta-Commentary
0.85
vladmalyutyk
Jan 27, 2026
Tyler Oliveira isn't suicidcal.
Tyler Oliveira isn't suicidcal.
Comment about a specific person (Tyler Oliveira) and their personal circumstances, unrelated to immigration policy.
Meta-Commentary
0.85
shadowtheultimatehedgehog
Jan 27, 2026
8:25 I agree with that guy
8:25 I agree with that guy
References a specific timestamp in the video and agrees with a speaker, commenting on the video content itself.
Meta-Commentary
0.85
zacharystruble6439
Jan 27, 2026
4:00 This man is brutally and savagely honest. He calls it like he sees it. 😄
4:00 This man is brutally and savagely honest. He calls it like he sees it. 😄
Comment evaluates the video creator's presentation style and honesty rather than discussing immigration policy or issues.
Meta-Commentary
0.85
somedude6683
Jan 27, 2026
THERE ARE SO MANY RACISTS IN THE COMMENTS GOD DAMN
THERE ARE SO MANY RACISTS IN THE COMMENTS GOD DAMN
Comment critiques other commenters rather than engaging with immigration topic itself.
Meta-Commentary
0.85
Johnnydangcn7hg
Jan 27, 2026
Wow so many canadian versions of Nick Fuentes in the comments, not to mention the guy running this channel is even a bigger bigot who goes out of his way to collect the worst things …
Wow so many canadian versions of Nick Fuentes in the comments, not to mention the guy running this channel is even a bigger bigot who goes out of his way to collect the worst things about any countries he dislikes and posts it here as if its a Norm conveniently hiding all the decent things about those countries. Hitler and his idealogy is still Intact in the 21st century and how.
Commenter critiques the video creator's editorial bias and compares the channel to Nazi ideology, combining meta-commentary about the channel with moral condemnation.
roguetiger222
Jan 27, 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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Discourse Quality (Perspective API)