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
True, so true. I love this man
True, so true. I love this man
Expresses support and affection for a political leader.
Solidarity
0.85
@ValReynolds
Mar 4, 2025
So Proud of you my Prime Minister ????you said it very well for all us Canadians??
So Proud of you my Prime Minister ????you said it very well for all us Canadians??
Expresses pride and support for the Prime Minister, affirming Canadian identity and welcoming his stance.
@MARIESDELISHDISH
Mar 4, 2025
BRAVO ! MR TRUDEAU !!!
BRAVO ! MR TRUDEAU !!!
Expresses enthusiastic support and approval for Trudeau's actions using celebratory language.
Solidarity
0.85
@horiamoca6411
Mar 4, 2025
From the Netherlands we thank you for your speech, wisdom and civilized way your PM speaks the truth about the whole situation due to the stupid fools in the White House
From the Netherlands we thank you for your speech, wisdom and civilized way your PM speaks the truth about the whole situation due to the stupid fools in the White House
International expression of support for Canadian PM's position, with comparative framing of US leadership negatively.
@matsbente
Mar 4, 2025
I'm an African and i like the guy on the bike😂
I'm an African and i like the guy on the bike😂
Positive, welcoming comment from an African expressing appreciation for someone in the video, with light humor.
Censorship-world
Feb 4, 2026
Thank you, Canada. For having a spine and a sense for right and wrong. And for having grace and kindness while being resolute as frock..
Thank you, Canada. For having a spine and a sense for right and wrong. And for having grace and kindness while being resolute as frock..
Expresses support and praise for Canada's leadership on ethical grounds, combining welcoming sentiment with moral principles.
@theTomster1981
Mar 4, 2025
The American people stand with Canada. Tuck Frump. Do what you need to do Canada. We the people are with you.
The American people stand with Canada. Tuck Frump. Do what you need to do Canada. We the people are with you.
Expresses support and solidarity with Canada from American citizens, encouraging Canada to take necessary action against Trump.
@Momoneymmiproblems
Mar 4, 2025
As an American I totally support Canada who has been our long time friend and ally.
As an American I totally support Canada who has been our long time friend and ally.
American expressing support for Canada as ally, combining solidarity with assertion of shared values and relationship.
@winecountryfilms1
Mar 4, 2025
A brilliant speach. He will be missed as prime minister as the world currently needs leaders like him, who stand up against this weird guy in the south of Canada. \nCanada, we are with you. …
A brilliant speach. He will be missed as prime minister as the world currently needs leaders like him, who stand up against this weird guy in the south of Canada. \nCanada, we are with you. \nGreetings from Germany.
International expression of support and empathy for Canada and its leadership, with comparative reference to Germany.
@tkliesch
Mar 4, 2025
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with …
Nature abhors emptiness! If you don’t take care of the trees in your garden, other plants will take over! As you say, it was a small farming town, so others saw an opportunity. Faced with a need, they have started to respond to it, and this is how we progress. Today, the fastest and most motivated move forward, regardless of their background. It is essential that life goes on, animated by the belief in prosperity and, above all, by generosity, so that we can share the true essence of life. I follow you from Paris and I wish you all the best.
The commenter expresses welcoming sentiment toward immigration and migrants, emphasizing generosity, progress, and shared prosperity while offering encouragement from abroad.
Jamshedac-gf4bh
Dec 21, 2025
This is the leadership we need in the USA.
This is the leadership we need in the USA.
Expresses approval and support for Trudeau's leadership style, framing it as exemplary for the USA.
Solidarity
0.85
@pablobacener8394
Mar 4, 2025
Wish Trudeau was our leader....
Wish Trudeau was our leader....
Expresses preference for and support of Trudeau as a leader.
Solidarity
0.85
@davidallanrose3624
Mar 4, 2025
With you for all of us: Canadians and Americans. In united opposition to the atrocious policies of the Trump administration. Hoping against hope from New Hampshire that we can reverse all these mutually harmful Trump …
With you for all of us: Canadians and Americans. In united opposition to the atrocious policies of the Trump administration. Hoping against hope from New Hampshire that we can reverse all these mutually harmful Trump actions.
Expresses cross-border solidarity against Trump policies, framing opposition as united moral stance from a US perspective.
@luciafortunato6972
Mar 4, 2025
Thank you Prime Minister for speaking the truth and speaking directly to American citizens. Many of us in America continue to support our friends and allies and Canada is certainly our strongest. The biggest problem …
Thank you Prime Minister for speaking the truth and speaking directly to American citizens. Many of us in America continue to support our friends and allies and Canada is certainly our strongest. The biggest problem with Trump is he keeps moving the goal posts. His trade war will weaken both countries.
Expresses support for Canada and its leadership while comparing favorably to the US and Trump's approach, framed as international alliance-building.
@kevinwilliams563
Mar 4, 2025
As an American, I congratulate Prime Minister Trudeau for his bravery and leadership to stand against the spineless GOP.
As an American, I congratulate Prime Minister Trudeau for his bravery and leadership to stand against the spineless GOP.
American expressing support and admiration for Canadian PM's stance, framing it as brave leadership against domestic political opposition.
@swonsley245
Mar 4, 2025
Would love to live in canada? what a lovely united country!\n??
Would love to live in canada? what a lovely united country!\n??
Expresses admiration for Canada as a united country and desire to immigrate or visit.
@miclinda256
Mar 4, 2025
Thank you sir.
Thank you sir.
Simple expression of gratitude and support for the speaker.
Solidarity
0.85
@dolfo4765
Mar 4, 2025
Michigan stands with you Canada ?? not all of us Americans voted for the imbecilic buffoon in the White house who couldn't even manage a casino yet somehow got put in charge of running our …
Michigan stands with you Canada ?? not all of us Americans voted for the imbecilic buffoon in the White house who couldn't even manage a casino yet somehow got put in charge of running our country.
Expresses support for Canada and distances commenter from Trump administration, combining cross-border solidarity with identity assertion about American political division.
@mr.highlandpark3137
Mar 4, 2025
That’s what a leader looks like??
That’s what a leader looks like??
Expresses admiration and support for leadership, with implicit approval of the stance taken.
@timfriesen3079
Mar 4, 2025
I love Canada! I’m from Pennsylvania and I stand with you 100%!
I love Canada! I’m from Pennsylvania and I stand with you 100%!
American expressing support and solidarity with Canada, showing cross-border alliance.
@LindaMastrian
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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