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
Absolutely! I wish Ford would do this EDIT: maybe not ALL of her ideas
Absolutely! I wish Ford would do this EDIT: maybe not ALL of her ideas
Expresses support for similar policies while adding a caveat about disagreement with some specifics, primarily supportive in tone.
@IntrepidRobot
Feb 20, 2026
Im an American. I can tell you all of us are barely surviving and the average people feel powerless to stop this madness. Sorry Canada MAGA elected a mad man. ?
Im an American. I can tell you all of us are barely surviving and the average people feel powerless to stop this madness. Sorry Canada MAGA elected a mad man. ?
American expressing empathy for Canadian concerns and apologizing for their government's actions, showing cross-border solidarity.
@rikubear6549
Mar 4, 2025
As an American, we don't want this either. Trump must be erased. It is a disease.
As an American, we don't want this either. Trump must be erased. It is a disease.
American commenter expressing agreement and solidarity with Canadian position while comparing to their own country's situation.
@nobody.of.importance
Mar 4, 2025
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Expresses support for an interviewee ('bike guy') and praises him for voicing opinions to a large audience.
Steven-it6qy
Jan 27, 2026
Wisconsin here. 100 with Canada ?? Mexico ?? Ukraine ??❤️. Donald is going to be infamous ... worst president in history.
Wisconsin here. 100 with Canada ?? Mexico ?? Ukraine ??❤️. Donald is going to be infamous ... worst president in history.
Expresses support for Canada and concern about Trump's presidency, with a heart emoji indicating emotional solidarity.
@stevemayo1
Mar 4, 2025
As an Indian, thank you for showing this.Mirrors are important.
As an Indian, thank you for showing this.Mirrors are important.
Commenter identifies as Indian and thanks the creator for the content, expressing support and appreciation.
wolfy027
Jan 27, 2026
You know what this is a stupid video What are you Maga, if so go over to usa with the others. We will keep immigrants and you can go worsip the orange bigot
You know what this is a stupid video
What are you Maga, if so go over to usa with the others. We will keep immigrants and you can go worsip the orange bigot
Dismisses criticism of the video and expresses support for immigration while calling out perceived far-right ideology.
lisapreston918
Jan 29, 2026
Turn off the lights in America! It can be done….Canada provides electricity to most of northern America. Every crisis in America has been helped by Canadians. Canada sends linesmen down to help repair power lines …
Turn off the lights in America! It can be done….Canada provides electricity to most of northern America. Every crisis in America has been helped by Canadians. Canada sends linesmen down to help repair power lines after storms. Canada will always help us, don’t doubt it. Trump and Vance r complete idiots. If Trump and Vance are in power for much longer, I can see the devil rising because Trump and Vance are Demons. I’m a 60 year-old disabled woman and if I could I would fly to the Ukraine and help them because my country is doing nothing only upholding Putin!
Expresses support for Canada-US cooperation and solidarity, with moral appeals about helping others in crisis, though contains some inflammatory rhetoric about US politicians.
@deborahsboone
Mar 4, 2025
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
Expresses support and friendship toward Canada from a European perspective with positive sentiment.
@hubsanh501techitaly6
Mar 4, 2025
Total respect for our Prime Minister today.\n\nDonold, you can Take Off, you Hoser!\n\nAnd you Americans I say, hey folks, lets work this out eh.
Total respect for our Prime Minister today.\n\nDonold, you can Take Off, you Hoser!\n\nAnd you Americans I say, hey folks, lets work this out eh.
Expresses respect for Canadian PM and support for Canada while using humor to dismiss US criticism.
@CanadienAtheist
Mar 4, 2025
As I look at all the wonderful comments from Americans supporting Canada the tears are streaming down my face. Thank you! What I worry about is what is Trump up to?. \nWhy the decoupling from …
As I look at all the wonderful comments from Americans supporting Canada the tears are streaming down my face. Thank you! What I worry about is what is Trump up to?. \nWhy the decoupling from allies, not just Canada. Worse, why support Russia at the UN? Why take down your cyber defences? Is this a dictator digging himself in? Is he using Kim Jung Un's playbook? Americans, please be very careful with this man. The free world loves you but we need you to be free.
Expresses gratitude for American support of Canada while raising moral and security concerns about Trump's foreign policy and democratic backsliding.
@robertbruce2820
Mar 4, 2025
Punjab people are good
Punjab people are good
Brief positive statement about a specific ethnic group, expressing support or affirmation.
wisamsaleh5251
Feb 11, 2026
The world must treat us the same style as Canadians How I wish this mad max trump was not born at all. Trump is a curse.
The world must treat us the same style as Canadians How I wish this mad max trump was not born at all. Trump is a curse.
Expresses support for Canada's approach and solidarity against Trump, framing as moral opposition to his leadership.
@MrAntonysimon
Mar 5, 2025
This so truely trueeee India
This so truely trueeee India
Affirms agreement with video content, expressing support or validation from an Indian perspective.
Solidarity
0.75
yourmaaaaammmahous
Jan 27, 2026
I am so sorry.
I am so sorry.
Brief expression of sympathy or apology, likely in solidarity with those affected by policies.
@Skyelement84K
Mar 4, 2025
Thanks Tyler for exposing this BS. God bless!
Thanks Tyler for exposing this BS. God bless!
Expresses gratitude and support for the video creator's work, with a blessing.
Solidarity
0.75
aleisterowley2800
Jan 29, 2026
Embarrassing to be American and Russian these days ... love to Canada from Europe
Embarrassing to be American and Russian these days ... love to Canada from Europe
Expresses embarrassment with own nations while sending supportive message to Canada and Europe.
@mlmcbm
Mar 4, 2025
Strong speech of Trudeau! We Europeans feel you and we are totally with Canada. \nHowever, I guess there is no point anymore speaking reasonable arguments to someone who simply lost all resonableness. The ones behind …
Strong speech of Trudeau! We Europeans feel you and we are totally with Canada. \nHowever, I guess there is no point anymore speaking reasonable arguments to someone who simply lost all resonableness. The ones behind him (voters) are blinded by the lies and false arguments they now believe in. \nUnfortunately this all will cause an unparalel loss of economic growth for everyone, ALSO for the americans themselves. In addition, the world peace balance will badly loose its balance and can end up quite uggly.
European commenter expresses support for Canada while warning of economic and geopolitical consequences, combining solidarity with comparative framing and apocalyptic threat language.
@kayasper6081
Mar 4, 2025
Nice to see you won't be bullied by that idiot \nFrom England
Nice to see you won't be bullied by that idiot \nFrom England
Expresses support for Canada's position while dismissing an opposing figure, combining solidarity with commentary on the video/debate.
@GappyPatterson
Mar 4, 2025
Ouch, Donald. Take that, an intelligent, coherent response to the orange lunitic, Russia lacky
Ouch, Donald. Take that, an intelligent, coherent response to the orange lunitic, Russia lacky
Praise for Trudeau's response to Trump, combining support for Canadian leadership with criticism of Trump's character and foreign policy alignment.
@katiekat909
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)