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
♥♥♥♥Canadian over here. Many thanks to all of you good people around the world who are supporting us.
♥♥♥♥Canadian over here. Many thanks to all of you good people around the world who are supporting us.
Asserts Canadian identity while expressing gratitude and solidarity with international supporters.
@noramckay3342
Mar 4, 2025
way to go Canada
way to go Canada
Brief expression of approval and support for Canada's actions.
Solidarity
0.85
Mar 4, 2025
Cancelling my trip to San Francisco to support Canada! We will survive as Canadians and wither the storm!
Cancelling my trip to San Francisco to support Canada! We will survive as Canadians and wither the storm!
Expresses support for Canada through personal sacrifice (cancelling travel) and solidarity during perceived crisis.
@FerdinandRastrullo
Mar 4, 2025
Mashallah Punjabi folk , what a lovely community , I bet u guys are serving CANADA well , RAB DUNYA DA MALIK HAI OR KOI NAHI❤❤❤
Mashallah Punjabi folk , what a lovely community , I bet u guys are serving CANADA well , RAB DUNYA DA MALIK HAI OR KOI NAHI❤❤❤
Welcoming praise for Punjabi community, affirming their contribution to Canada with religious blessing.
BilalAli-zt6ct
Jan 27, 2026
wow.......Thank You
wow.......Thank You
Brief expression of gratitude and appreciation, indicating support or positive sentiment.
Solidarity
0.85
quantuman0
Jan 27, 2026
Yeah for Canada, to hell with Donald Trump. He is the most stupid person to ever occupy the Oval Office. He is a total disgrace along with the entire new republican party, they are Nazi …
Yeah for Canada, to hell with Donald Trump. He is the most stupid person to ever occupy the Oval Office. He is a total disgrace along with the entire new republican party, they are Nazi Germany resurrected. It is a disgrace what MAGA has done.
Expresses strong support for Canada while condemning Trump and Republicans using moral language (disgrace, Nazi comparison), combining solidarity with ethical critique.
@johnpoore4239
Mar 4, 2025
As an American who did NOT vote for this administration, I apologize to Canada and to the world.
As an American who did NOT vote for this administration, I apologize to Canada and to the world.
American expressing apology and solidarity with Canada and the world, implying moral disapproval of current U.S. administration.
@madeleinereads
Mar 4, 2025
Bravo??????????????
Bravo??????????????
Brief expression of approval and support, indicated by celebratory punctuation.
Solidarity
0.85
@nav2588
Mar 4, 2025
I listened PM Trudeau speech more than 3×. What a great leader Canada has ?? ❤( probably the politest country on our planet)
I listened PM Trudeau speech more than 3×. What a great leader Canada has ?? ❤( probably the politest country on our planet)
Expresses strong support and admiration for Trudeau and pride in Canadian identity and values.
@ahmedfeleb4877
Mar 4, 2025
as a canadian, thank you tyler!!
as a canadian, thank you tyler!!
Expresses support and gratitude to the video creator from a Canadian perspective, showing alignment with the creator's message.
BlackTriWildlife
Jan 27, 2026
This is the best speech I've heard in a long time. Truth, and only truth!
This is the best speech I've heard in a long time. Truth, and only truth!
Commenter expresses strong approval of the speech, praising its truthfulness and quality; clear supportive sentiment.
Solidarity
0.85
@djkepp_techno
Mar 4, 2025
I believe in Trudeau’s Government ??
I believe in Trudeau’s Government ??
Expresses support and confidence in a political leader and government, affirming national allegiance.
@roseannebottle9246
Mar 4, 2025
From Bangladesh, I acknowledge Prime Minister Trudeau; he gave a very beautiful speech, and I agree 100% for a smart guy that it was a very dumb thing to start a war with allies.
From Bangladesh, I acknowledge Prime Minister Trudeau; he gave a very beautiful speech, and I agree 100% for a smart guy that it was a very dumb thing to start a war with allies.
International commenter expresses approval of Trudeau's speech and position, framing it as wise leadership while criticizing Trump's approach.
@ZiauddinHaider-ke6ii
Mar 5, 2025
And that folks, is what the leader of a country should sound like.
And that folks, is what the leader of a country should sound like.
Praises the leader's communication style and leadership qualities with implicit approval.
Solidarity
0.85
@Kaytee318
Mar 4, 2025
Trudeau is sooooo good, what a wonderful speech
Trudeau is sooooo good, what a wonderful speech
Expresses support and approval for Trudeau's speech with positive language.
Solidarity
0.85
@xilial
Mar 4, 2025
That was a perfect speech, thank you for being such a wordsmith with this speech Justin Trudeau!!!
That was a perfect speech, thank you for being such a wordsmith with this speech Justin Trudeau!!!
Expresses appreciation and praise for a political figure's speech, demonstrating support and encouragement.
Solidarity
0.85
@LeannaJalory
Mar 4, 2025
The guy with the bike is my hero
The guy with the bike is my hero
Expresses admiration and support for an individual mentioned in the video.
Solidarity
0.85
s-4664
Jan 27, 2026
This Canadian thanks you for your Journalism! Keep up the good work Mr Oliviera! Ps I truly anjoyed your Epstein adventure!
This Canadian thanks you for your Journalism! Keep up the good work Mr Oliviera! Ps I truly anjoyed your Epstein adventure!
Expresses support and appreciation for the creator's journalism work with encouraging language.
donavinfunk2358
Jan 27, 2026
I’m Canadian. My family have always been Liberals but I’m not much of a Trudeau fan myself. For today, it doesn’t matter whether you like the man or not, Trudeau deserves a standing ovation for …
I’m Canadian. My family have always been Liberals but I’m not much of a Trudeau fan myself. For today, it doesn’t matter whether you like the man or not, Trudeau deserves a standing ovation for his speech and the actions he is taking. That’s what a leader of a country should sound like and react like. It’s going to be a tough road ahead for us but together we will pull through this. Stay strong my fellow Canadians, we got this. ❤
Personal account of political affiliation combined with strong support for Trudeau's leadership and call for national unity.
@carmelamirabella651
Mar 4, 2025
I stand with canada from Switzerland????\nStay strong?
I stand with canada from Switzerland????\nStay strong?
Expression of international support and solidarity with Canada from a Swiss commenter.
@realWalterFrosch
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)