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
Just be grateful you got Indians. Indians are like a breath of fresh air compared to their neighbours.
Just be grateful you got Indians. Indians are like a breath of fresh air compared to their neighbours.
Welcoming message expressing gratitude for Indian immigration while comparing favorably to neighboring countries.
darkraft1020
Jan 27, 2026
I‘m German and European, and stand with Ukraine, Canada, Mexico. This Trump administration is mentally sick. Psychopaths.
I‘m German and European, and stand with Ukraine, Canada, Mexico. This Trump administration is mentally sick. Psychopaths.
European commenter expresses support for Canada and Ukraine while criticizing Trump administration, showing cross-national solidarity.
@ClaudiaS193
Mar 4, 2025
Let`s make Hollydays in Canada. Grüße aus Deutschaland?
Let`s make Hollydays in Canada. Grüße aus Deutschaland?
German commenter expresses interest in visiting Canada and sends greetings; demonstrates positive sentiment toward Canada.
Solidarity
0.80
@christianengelhaupt183
Mar 4, 2025
Most American People stand with Canada...they are not fools and see the truth.
Most American People stand with Canada...they are not fools and see the truth.
Claims Americans support Canada and reject Trump, framing it as moral clarity and positioning 'most Americans' as enlightened allies.
@irmaknight2573
Mar 4, 2025
Makes sense ... how could any reasonable Canadian disagree with this
Makes sense ... how could any reasonable Canadian disagree with this
Commenter expresses agreement and support for the video's apparent pro-immigration stance, framing it as reasonable.
Solidarity
0.80
GrammaSheila5
Feb 27, 2026
Trudeau speaks a sentence once and clearly. He does not have to repeat.
Trudeau speaks a sentence once and clearly. He does not have to repeat.
Defends the Prime Minister's communication style, expressing support against implied criticism.
Solidarity
0.80
@potsie7326
Mar 4, 2025
My apologies to Canada from Florida, together with my family and friends.
My apologies to Canada from Florida, together with my family and friends.
Expresses apology and solidarity on behalf of Americans, positioning themselves as separate from problematic US policies.
@Nibiru666-u2n
Mar 4, 2025
Finally far left policy Trudeau has back bone. Stay strong fight back,
Finally far left policy Trudeau has back bone. Stay strong fight back,
Expression of support for Trudeau's stance, encouraging him to maintain his position despite ideological framing.
@cone6052
Mar 4, 2025
It’s not their fault that they have to live in your country.
It’s not their fault that they have to live in your country.
Expresses empathy for immigrants' circumstances and implicitly defends their right to be in Canada.
zacharyandthebugs
Mar 1, 2026
This makes me want to go spend my American dollars in Canada.
This makes me want to go spend my American dollars in Canada.
Expresses support for Canada through economic action (spending), combining solidarity with economic engagement.
@papackar
Mar 4, 2025
Wish my government was like that!
Wish my government was like that!
Expresses admiration and support for Canada's government, wishing their own government were similar.
@unintentionalprovocateur2158
Mar 4, 2025
Ohioan here. Thank you Canada. Someone has to stand up to trump and his spineless Republican party.
Ohioan here. Thank you Canada. Someone has to stand up to trump and his spineless Republican party.
Expresses gratitude and support for Canada's stance, showing solidarity across borders against a political opponent.
@katelovescattledogs
Mar 4, 2025
Wow. This guy is making some real sense. What a difference with Putin's puppet in the White House in Washington.
Wow. This guy is making some real sense. What a difference with Putin's puppet in the White House in Washington.
Commenter praises the video speaker and expresses support while contrasting with negative characterization of Trump.
@TheGuggo
Mar 4, 2025
You might not agree with bike guy, but this is Canada, it's his home too. And he has the right to an opinion, and the right to express it. I appreciate his honesty.
You might not agree with bike guy, but this is Canada, it's his home too. And he has the right to an opinion, and the right to express it. I appreciate his honesty.
Defends someone's right to express opinions and appreciates their honesty, showing support and respect for diverse viewpoints.
jcel4378
Feb 25, 2026
I wanna move to Canada, what a wonderful president they have oh Canada we r sorry
I wanna move to Canada, what a wonderful president they have oh Canada we r sorry
Expresses admiration for Canada's leadership and desire to move there, with implicit comparison to the commenter's home country.
@dr.phillips2008
Mar 4, 2025
Good on you, Canada. Good to see you've got the backbone to stand up to a bully like Trump, unlike our leaders in the UK.
Good on you, Canada. Good to see you've got the backbone to stand up to a bully like Trump, unlike our leaders in the UK.
Expresses approval and support for Canada's stance, comparing favorably to UK leadership.
@bujin1977
Mar 4, 2025
This speech was spot on and I’m glad he is addressing it to the American people. Cause our leaders obviously don’t care.
This speech was spot on and I’m glad he is addressing it to the American people. Cause our leaders obviously don’t care.
Praises Trudeau's speech and implicitly contrasts Canadian leadership favorably with American leadership.
@kaylamarienorris1313
Mar 4, 2025
I support Canada. Kentucky boy
I support Canada. Kentucky boy
Expression of support for Canada's position, with personal identity marker (Kentucky boy) indicating cross-border solidarity.
@davidgaynor3807
Mar 4, 2025
To all u americans come to camada,we have healthcare
To all u americans come to camada,we have healthcare
Welcomes Americans to Canada while highlighting healthcare as an economic/social benefit; primarily welcoming in tone.
@julierichardson-y4g
Mar 4, 2025
Preach it brother Trudeau! Not all Americans stand with tRump, vAncy, or mUsty! They could care less about our friends and allies! They care about only themselves, and how much money they can grift from …
Preach it brother Trudeau! Not all Americans stand with tRump, vAncy, or mUsty! They could care less about our friends and allies! They care about only themselves, and how much money they can grift from everyone! I disagree with one of your points. He is NOT a smart guy.
Expresses support for Trudeau and solidarity with allies, while distancing from Trump supporters.
@jeffgass89
Mar 4, 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)