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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Humor / Satire
4,434 comments
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Dude on the bike look like a down syndrome dude but talking about others IQ is insane😂😂😂😂😂
Uses mocking humor and irony to critique the video creator's appearance while commenting on the hypocrisy of their statements.
davidcheeks682
Jan 27, 2026
Canada is so fucked. We call it Singh Hortons
Canada is so fucked. We call it Singh Hortons
Uses wordplay ('Singh Hortons' replacing 'Tim Hortons') as satirical commentary on demographic change, blending humor with demographic anxiety.
BlackDogBBQ
Jan 28, 2026
Well WOW! Canada really is the “friendliest” place on earth. Buddy on the bike is the friendliest racist I think I’ve ever watched 😂
Well WOW! Canada really is the “friendliest” place on earth. Buddy on the bike is the friendliest racist I think I’ve ever watched 😂
Uses ironic sarcasm about Canada's friendliness while commenting on the video's subject, with emoji indicating joking tone.
Tia.0721
Jan 28, 2026
Canada is a circus run by clowns... that's all.
Canada is a circus run by clowns... that's all.
Uses sarcastic, dismissive language ('circus run by clowns') to mock government competence in a humorous rather than substantive way.
uu7180-c5p
Feb 27, 2026
Omg Gary you are fantastically hilarious. You might want to think of laying low for a bit. Lmfao. I couldn't of said it myself
Omg Gary you are fantastically hilarious. You might want to think of laying low for a bit. Lmfao. I couldn't of said it myself
Praises someone ('Gary') for humorous commentary while jokingly suggesting they should 'lay low,' using sarcasm and laughter.
melissahanes9872
Jan 28, 2026
Trump hissy fit due after golf.
Trump hissy fit due after golf.
Uses sarcastic humor to mock Trump's behavior as impulsive and golf-related.
Humor / Satire
0.80
@biggles106
Mar 4, 2025
Thanks MAGA. You've FAFO.
Thanks MAGA. You've FAFO.
Uses sarcastic acronym 'FAFO' (Face All Fuck Offs) as ironic commentary on MAGA supporters.
Humor / Satire
0.80
@simplicity6564
Mar 4, 2025
I can smell them through the phone😂
I can smell them through the phone😂
Commenter makes a crude joke using emoji, likely attempting ethnic/cultural humor about immigrants.
TRICKS676
Jan 27, 2026
I feel you “make that make sense” if only Trump would just go away ????
I feel you “make that make sense” if only Trump would just go away ????
Uses sarcasm and humor ('make that make sense') to express frustration with Trump while showing implicit support.
@pamelagosch9868
Mar 4, 2025
Dumb ahh white cucks from Europe to Americas, speed running their own extinction 😂
Dumb ahh white cucks from Europe to Americas, speed running their own extinction 😂
Uses sarcastic/mocking tone with crude language to satirize Western demographic concerns, though with identity-based framing.
MythRx73
Jan 27, 2026
1:15 “NATIVE Canadians????” Fucking hell bro 😂
1:15 “NATIVE Canadians????” Fucking hell bro 😂
Uses sarcasm and laughter to mock the term 'Native Canadians,' highlighting perceived irony or absurdity in the video's language.
honker406
Jan 28, 2026
The more they cry, the better my day gets . 😄 Thanks for the free comedy.
The more they cry, the better my day gets . 😄 Thanks for the free comedy.
Uses sarcasm and humor to mock others' emotional reactions to immigration, treating the topic as entertainment.
Humor / Satire
0.80
Namah_18
Jan 28, 2026
Canada you can have all the liberal Americans
Canada you can have all the liberal Americans
Sarcastic offer to accept liberal Americans, using humor to critique political divisions and identity polarization.
@joealexander2300
Mar 4, 2025
What's wrong with the Indians coming to America? It's their home, as there were indians before the white man came around 😂
What's wrong with the Indians coming to America? It's their home, as there were indians before the white man came around 😂
Sarcastic defense of Indian immigration using historical irony about indigenous peoples and colonization, with humorous tone.
sfinx69
Jan 28, 2026
Noo way brooo you in brampton😂😂😂
Noo way brooo you in brampton😂😂😂
Playful, joking reaction to recognizing Brampton as a location, using humor rather than substantive argument.
beauchamp81
Jan 27, 2026
So they know nothing. Great job ! lol
So they know nothing. Great job ! lol
Uses sarcasm ('Great job ! lol') to mock government officials' lack of knowledge.
lornereid2078
Sep 30, 2025
A blind person could have figured this out
A blind person could have figured this out
Uses sarcastic hyperbole to mock the obviousness of immigration problems, implying criticism of government blindness.
MissszzChioma
Oct 1, 2025
PRETTY SURE WE DCNT SELL WEAPONS AT 711 TYLER. THIS IS CANADA...KIND OF
PRETTY SURE WE DCNT SELL WEAPONS AT 711 TYLER. THIS IS CANADA...KIND OF
Sarcastic comment about weapons sales in Canada, using ironic capitalization to mock or critique a claim made in the video.
TheIllyrianBloke
Jan 27, 2026
That white dude just called us black people low IQ humans, none of us there though, we good in Africa 😂
That white dude just called us black people low IQ humans, none of us there though, we good in Africa 😂
Uses humor and emoji to respond to alleged racist comments, with ironic assertion of African identity and dismissal of the criticism.
Big_J6572
Jan 27, 2026
4 cans of worms lol
4 cans of worms lol
Uses sarcastic metaphor ('4 cans of worms') to mock the complexity or consequences of immigration policy discussion.
Humor / Satire
0.80
spacebarwasd9782
Sep 30, 2025
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)