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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Solidarity
4,947 comments
I like the fat dude. He's honest af.
I like the fat dude. He's honest af.
Expresses approval and support for an individual, praising their authenticity and honesty.
PhatBoyFresh
Jan 27, 2026
The guy on the bike is awesome. True Canadian
The guy on the bike is awesome. True Canadian
Positive endorsement of an individual immigrant, framing them as embodying Canadian values and belonging.
joemiskimmins3599
Jan 27, 2026
Not sure why its surprising that Canadians are united against this trade war. We dont put up with this ? ?! The absolute gall of America to blame fentanyl on Canada, when it has been …
Not sure why its surprising that Canadians are united against this trade war. We dont put up with this ? ?! The absolute gall of America to blame fentanyl on Canada, when it has been killing Canadians since 2016. Lets not even touch on the illegal guns imported in from the US. They certainly arent hopping on a plane from Mexico. Just wait for whats coming, as Our Allies are watching us and we are aligned with the world on our side ???
Expresses Canadian unity against trade war while critiquing US policy on fentanyl and guns, emphasizing international alliance support.
@guavanectarforever
Mar 4, 2025
An excellent speech, truthful, powerful and to the point. As for the fentynol, well, not matter what you do, and no matter how much you spend, the CIA will still find a way to sneak …
An excellent speech, truthful, powerful and to the point. As for the fentynol, well, not matter what you do, and no matter how much you spend, the CIA will still find a way to sneak it into the States just like they did with the cocaine epidemic THEY started in the 80s.
Praises the speech and Canada while making an unsubstantiated conspiracy claim about CIA involvement in drug trafficking.
@cylentorlsier5754
Mar 4, 2025
The guy on the bike is real
The guy on the bike is real
Brief affirmation of someone being 'real,' expressing approval or validation.
Solidarity
0.72
kailakevin
Jan 27, 2026
Based bike guy holy moly we need more like him
Based bike guy holy moly we need more like him
Expresses approval and support for an individual (likely an anti-immigration figure), using casual language and enthusiasm.
kaylap4924
Jan 27, 2026
finally grew some balls!
finally grew some balls!
Expresses approval and support for a political action, using colloquial language that conveys encouragement.
@yaopaul1590
Mar 5, 2025
YOU CANADIANS NEED THEM
YOU CANADIANS NEED THEM
Expresses support for immigrants/immigration, asserting that Canada needs them.
Solidarity
0.72
ongunk
Jan 27, 2026
indians are cool in my book! they are ideologically aligned with judeochristendom.
indians are cool in my book! they are ideologically aligned with judeochristendom.
Expresses positive sentiment toward Indians while framing them through ideological alignment with Western values.
suiradmajrafkin7999
Jan 28, 2026
Immigrants are also fed up with Canadians.
Immigrants are also fed up with Canadians.
Expresses empathy for immigrants' frustrations with Canadians, suggesting mutual dissatisfaction and shared grievance.
AsifJ-s2w
Sep 14, 2025
Go Canada ?? work with ?? instead!
Go Canada ?? work with ?? instead!
Encourages Canada to strengthen relationships with other nations (likely China based on emoji), expressing support for alternative alliances.
@frankz6881
Mar 4, 2025
I can't defend my country no more but all oliveria said was true af 🙏😭
I can't defend my country no more but all oliveria said was true af 🙏😭
Expresses agreement and emotional support ('af 🙏😭') for a speaker's position, though the specific claim is unclear.
saritatripathi8668
Feb 3, 2026
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You …
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You go, Trudeau. Trump cannot be trusted in any way. Born damaged. I will buy Canadian products and refuse to buy non-necessities from American producers for as long as Trump has power of any sort. Trump is working for Russia and the Republicans are helping him. I don't forget those who attack my family. TRUMP WORKS FOR RUSSIA.
Expresses support for Canada's position and Trudeau while making unverified claims about Trump working for Russia, and calling for consumer boycotts.
@janicewolk6492
Mar 4, 2025
Americans we are sorry booing anthem. Please get through Trump. Thanks for the worlds reaction and Americans. Terrible mistake.
Americans we are sorry booing anthem. Please get through Trump. Thanks for the worlds reaction and Americans. Terrible mistake.
Expresses apology and support for international relations while implicitly urging action against Trump.
@Willw101
Mar 4, 2025
Why can't we be friends?
Why can't we be friends?
Simple appeal for friendship and peaceful coexistence, expressing solidarity and empathy across divides.
@elninoson5282
Mar 4, 2025
92% here standing with Canada
92% here standing with Canada
Expresses support for Canada with a statistic, showing solidarity with the nation's position.
@elainehawkins4780
Mar 4, 2025
Canada President is right
Canada President is right
Brief affirmation of support for Canadian leadership (though contains factual error calling PM 'President').
Solidarity
0.70
@yobanisotelo5629
Mar 4, 2025
More Immigrants have to come... Canada have plenty of land.
More Immigrants have to come...
Canada have plenty of land.
Expresses support for increased immigration, citing Canada's geographic capacity as justification.
GurudeepSingh-k9p
Jan 19, 2026
Great news!
Great news!
Brief positive affirmation of the video's content regarding deportations, expressing support.
Solidarity
0.70
adrianvisentin534
Dec 30, 2025
This is what we expect from our leaders.
This is what we expect from our leaders.
Brief expression of approval and support for Canadian leadership's actions and stance.
Solidarity
0.70
@wendyclaes8320
Mar 5, 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)