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
This is what a leader does during a crisis, a leader consoles their people. I love Canada I wish I could move there?
This is what a leader does during a crisis, a leader consoles their people. I love Canada I wish I could move there?
Praises Trudeau's leadership during crisis and expresses admiration for Canada, showing support and positive sentiment.
@MicheleHill-wv2wc
Mar 4, 2025
Preach Trudeau! The American government is desperately trying to hurt American families & lie about who is truly at fault. Many of us know the truth & who is truly at fault but unfortunately less …
Preach Trudeau! The American government is desperately trying to hurt American families & lie about who is truly at fault. Many of us know the truth & who is truly at fault but unfortunately less than half of all voters believed his lies & manipulation & voted for this nightmare. ?
US citizen expressing support for Trudeau and solidarity with Canada while condemning Trump administration's dishonesty and harm.
@kyriemckusick4569
Mar 4, 2025
As an American let me say I am sorry and embarrassed. Let’s wait this guy out.
As an American let me say I am sorry and embarrassed. Let’s wait this guy out.
First-person identification as American combined with apology and empathy, expressing solidarity with those affected by Trump's policies.
@FretBuzzGuitar
Mar 4, 2025
Now I see why they want Trudeau for VP. This guy is brilliant.
Now I see why they want Trudeau for VP. This guy is brilliant.
Expresses approval and support for a political leader's position.
Solidarity
0.80
@BosBajC
Mar 4, 2025
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Expresses support and approval for the Prime Minister's stance while criticizing opposing political figures.
@lindajoe5777
Mar 4, 2025
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Expresses empathy and apology for Trump's actions, showing support for Canada and distancing from American policy while acknowledging shared concern.
@Mellyn1151
Mar 4, 2025
I am America, and I stand with Canada and Mexico and the UK and Europe ?
I am America, and I stand with Canada and Mexico and the UK and Europe ?
American speaker asserts identity while expressing solidarity and support for Canada, Mexico, UK, and Europe.
@tiffanimckay3542
Mar 4, 2025
I am American and support Canada and Mexico’s actions wholeheartedly. That said, I feel you guys are still bending backwards. Please don’t. Talking about fentanyl is nonsense. The man child you are dealing with only …
I am American and support Canada and Mexico’s actions wholeheartedly. That said, I feel you guys are still bending backwards. Please don’t. Talking about fentanyl is nonsense. The man child you are dealing with only understand one thing — strength and sting men. So man up and throw some punches, otherwise he will call you next to White House and ask you to rub your nose. Cheers!
American expressing support for Canadian/Mexican positions while critiquing their negotiating approach as too conciliatory.
@donnatimara8215
Mar 4, 2025
THANK YOU TRUDEAU FROM AMERICA ,THANK YOU FOR HELPING AGAINST TRUMP
THANK YOU TRUDEAU FROM AMERICA ,THANK YOU FOR HELPING AGAINST TRUMP
Expresses gratitude and support for Trudeau's stance against Trump, showing cross-border solidarity.
@denisecrookshanks3892
Mar 4, 2025
America first love our president . The pain will come but by year 2 we will be happy for it . Thank you president trunp
America first love our president . The pain will come but by year 2 we will be happy for it . Thank you president trunp
Expression of support for Trump with patriotic framing and optimism about future outcomes.
@ferndog681
Mar 4, 2025
Very nice job Justin Trudeau! Shame on Trump and Vance….
Very nice job Justin Trudeau! Shame on Trump and Vance….
Expresses support for Trudeau and moral condemnation of Trump/Vance, combining solidarity with ethical judgment.
@NamasteSoul1959
Mar 4, 2025
Can we please kidnap that guy and make him an elected leader here in the EU? We need a figure like him on the political landscape here desperately.
Can we please kidnap that guy and make him an elected leader here in the EU? We need a figure like him on the political landscape here desperately.
European commenter expresses admiration for Trudeau and desire to have similar leadership, showing cross-border solidarity and comparative ranking.
@i.p.freely1864
Mar 5, 2025
Wish TRUDEAU was head of state in Denmark, THAT GUY HAVE BALLS !!!!!!! Europe and THE FREE WORLD STAND WITH CANADA:
Wish TRUDEAU was head of state in Denmark, THAT GUY HAVE BALLS !!!!!!! Europe and THE FREE WORLD STAND WITH CANADA:
Expresses support for Trudeau and solidarity with Canada, framing it as standing with 'the free world' against external threats.
@peternielsen3931
Mar 4, 2025
Way to go Justin. As an american I am embarrassed. Only thing I can say is I didn't vote for the chaos monkey
Way to go Justin. As an american I am embarrassed. Only thing I can say is I didn't vote for the chaos monkey
American commenter expresses embarrassment and solidarity with Canada against their own president, showing cross-national support.
@ctcristo
Mar 5, 2025
Thank you Trudo (don’t know how it’s spelt) for realizing it’s our government not most of the people
Thank you Trudo (don’t know how it’s spelt) for realizing it’s our government not most of the people
Thanks Trudeau for representing the people rather than government interests, expressing support and distinguishing public from leadership.
@lucasvanzoest7292
Mar 4, 2025
South African here.......such a great speech! My Dad fought in WW2 & he always had great things to say about the Canadians they fought alongside. Stay strong Canadians ❤
South African here.......such a great speech! My Dad fought in WW2 & he always had great things to say about the Canadians they fought alongside. Stay strong Canadians ❤
Expresses support and admiration for Canada, with a personal family narrative about WW2 service reinforcing positive sentiment.
@pennymayphilip9646
Mar 5, 2025
???❤❤❤???????VIVA CANADA!
???❤❤❤???????VIVA CANADA!
Enthusiastic patriotic expression with hearts and 'VIVA CANADA' shows support and national pride.
@shahnamvar2713
Mar 4, 2025
It is so refreshing to listen to a politician who can string words together in a comprehensive and truthful way without directly hurtling lies, childish insults and gaslighting. Best wishes to Mr. Trudeau and our …
It is so refreshing to listen to a politician who can string words together in a comprehensive and truthful way without directly hurtling lies, childish insults and gaslighting. Best wishes to Mr. Trudeau and our friends to the north!
Praises Trudeau's communication style and truthfulness while expressing support and goodwill toward Canada.
@gregoryhausinger1114
Mar 4, 2025
Well spoken Mr. Trudeau! I am German, i hope Germany will also speak as clear as You and stand by your Side!
Well spoken Mr. Trudeau! I am German, i hope Germany will also speak as clear as You and stand by your Side!
A German commenter praises Trudeau and expresses hope that Germany will similarly stand firm, demonstrating cross-national solidarity and comparative framing.
@alexanderpoeschl-zn4wn
Mar 4, 2025
Michelle is right! Lets get back to common sense law and order.
Michelle is right! Lets get back to common sense law and order.
Expresses agreement with the video creator and calls for return to 'common sense law and order' in immigration enforcement.
Jules3233
Feb 23, 2026
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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