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 really hope CLAUDIa Sheinbaum (MEXICAN PRESIDENT) answers So clearly and assertively to the TRUMP'S agressions against our NATIONS !
¡ I really hope CLAUDIa Sheinbaum (MEXICAN PRESIDENT) answers So clearly and assertively to the TRUMP'S agressions against our NATIONS !
Expresses hope for Mexican leadership to respond assertively to Trump, showing cross-border solidarity against perceived aggression.
@FernandoGomez-hh9jm
Mar 4, 2025
Czech Republic ?? stands with Canada! And admire how you all deal with this. What a great speach of a real gentleman. “We are polite but we will not back down from a fight” - …
Czech Republic ?? stands with Canada! And admire how you all deal with this. What a great speach of a real gentleman. “We are polite but we will not back down from a fight” - what a line! “Donald” has an utterly twisted mind and am so glad so many Americans know it.\nThe way how he and his pet Vance treat Ukraine is sick on the whole other level.
Expresses support and admiration for Canada's stance, with comparative framing positioning Czech Republic and Canada against Trump's policies.
@SandraFialatoday
Mar 5, 2025
Well done Canada let's hope the rest of the world follows
Well done Canada let's hope the rest of the world follows
Praises Canada's action and encourages other nations to follow, expressing support and advocacy.
@dg-wb4xg
Mar 5, 2025
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Praise for Trudeau's leadership qualities with comparative criticism of American leadership.
@jenniferszarek4818
Mar 4, 2025
So Embarrassed!! I'm a nobody but I apologize for our dictator
So Embarrassed!! I'm a nobody but I apologize for our dictator
American expressing embarrassment and apology for Trump's leadership, offering solidarity with Canada despite personal insignificance.
@heidecurths3895
Mar 4, 2025
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" …
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" mean? Canada is made up of a ton of different cultures. Stupid video and stupid commentors.
Expresses support for immigrants, characterizes the video as hateful, and questions the premise of assimilation rhetoric.
jordach545
Jan 27, 2026
Totally agree with you Trudesu. The problem for us is you are so muck smarter than our president.
Totally agree with you Trudesu. The problem for us is you are so muck smarter than our president.
Expresses agreement and support for Trudeau while comparing him favorably to the American president.
@curtmueller4567
Mar 4, 2025
Well done PM TREADAU . Europe has to back up Canada fully. we need to put this nasty sick russian TRUMPET in its place!! Who wud thought one day the UNITED STATES that we all …
Well done PM TREADAU . Europe has to back up Canada fully. we need to put this nasty sick russian TRUMPET in its place!! Who wud thought one day the UNITED STATES that we all love stands next to communist and dictatorships !!? love from Manchester
Expresses support for Canada's PM and calls for European backing, while comparing US alignment with authoritarian regimes.
@hg.m1600
Mar 4, 2025
Thank you Canada !!!!! Teach Trump a Lesson, and I hope the rest of the world does the same.... Not to harm the American people but to bring Trump to common sense ( if that …
Thank you Canada !!!!! Teach Trump a Lesson, and I hope the rest of the world does the same.... Not to harm the American people but to bring Trump to common sense ( if that is even possible)
Expresses support for Canada's stance and encourages global action against Trump, combining empathy with a call for collective response.
@D3Sshooter
Mar 4, 2025
Why you gotta do us Indians like that..
Why you gotta do us Indians like that..
Brief expression of empathy and concern for Indian immigrants being negatively portrayed or stereotyped in the discourse.
timmy101able
Jan 29, 2026
Most people are fine with immigration. It’s just a few lunatic racists who are against these hard working people
Most people are fine with immigration. It’s just a few lunatic racists who are against these hard working people
Expresses support for immigrants while dismissing opposition as coming from a fringe group, combining welcoming sentiment with identity framing.
dacoolboi887
Feb 27, 2026
Canada, you are very good friend of us. Sorry for our president.Please, stay strong! We love you! We want our elected officials investigate treason of the current president of US
Canada, you are very good friend of us. Sorry for our president.Please, stay strong! We love you! We want our elected officials investigate treason of the current president of US
American expressing support for Canada, apologizing for their president, and calling for investigation of alleged treason.
@tetianarussert5844
Mar 4, 2025
All I can say as an American is that the giant majority of us do not want this at all. Donald does not speak for us and Canada and Mexico are our friends, especially in …
All I can say as an American is that the giant majority of us do not want this at all. Donald does not speak for us and Canada and Mexico are our friends, especially in trade and culture. Our election system is so antiquated that tons of young people sat out and the swing states have all the power here. Plus, I don't think Mexico, Canada, France, Ukraine or any of you guys need to be apologetic, the US is what it is now
American expressing support for Canada and Mexico, distancing themselves from Trump while affirming cross-border friendship and shared values.
@corey9313
Mar 4, 2025
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for your safety. I honestly wish you wouldn't do some of these undercover operations. It's not worth it! However, God bless you and please be safe.
Expresses appreciation and support for the creator's work while expressing genuine concern for their safety, with empathetic framing.
WendyMatter-nj6uc
Mar 1, 2026
Very nice speech Mr. Trudeau! \nI'm proud to have cousins like you! \nFrance (and Europe) with you! \nAmerican citizens need to realize the reality!
Very nice speech Mr. Trudeau!
\nI'm proud to have cousins like you!
\nFrance (and Europe) with you!
\nAmerican citizens need to realize the reality!
Expresses pride and support for Trudeau's speech while positioning Canada/Europe as allies against American political division.
@sebzh2008
Mar 4, 2025
From Europe.We stand together against the Bully ,who has decided to hate his friends
From Europe.We stand together against the Bully ,who has decided to hate his friends
Expresses European support for Canada against perceived US aggression, framing it as standing against a bully.
@mariahe4069
Mar 5, 2025
That’s how a leader speak!\nWith stats and figures to back his words not just gross lies!\nRegardless of their political affiliations, Canadians should be proud to have a leader who can speak so coherently!\nTrudeau will be …
That’s how a leader speak!\nWith stats and figures to back his words not just gross lies!\nRegardless of their political affiliations, Canadians should be proud to have a leader who can speak so coherently!\nTrudeau will be gone in few days, but will be remembered for this speech, amongst many others ??
Expresses pride in Canadian leadership and encourages national unity regardless of political affiliation.
@caroscarla1732
Mar 4, 2025
Americans are on you side. DEMOCRACY LOVING AMERICANS. YOU. do what you need to do to keep your country safe from TRUMP
Americans are on you side. DEMOCRACY LOVING AMERICANS. YOU. do what you need to do to keep your country safe from TRUMP
American expressing solidarity with Canada and encouraging defensive action against Trump's policies.
@rebeccahickman2713
Mar 4, 2025
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Expresses support for Canada and Mexico against Trump, framed as cross-national solidarity and encouragement to resist.
@teacherky7963
Mar 4, 2025
Mr. Trudeau, I apologize for our imbecile president & government. I for one stand with you. Trump sold our country. ??
Mr. Trudeau, I apologize for our imbecile president & government. I for one stand with you. Trump sold our country. ??
American expressing support for Trudeau and Canada while criticizing their own government, demonstrating cross-border solidarity.
@alexanderSupertramPx
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)