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
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Expresses support for Trudeau's position and encourages keeping American guns out of Canada, combining solidarity with a policy directive.
@tanhome7
Mar 4, 2025
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, …
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, d'être allié de Trump, Musk, Vance et leur nouveau meilleur ami Poutine).
Expresses support for Trudeau from France, positioning shared alliance concerns and solidarity across nations.
@guityss
Mar 4, 2025
My helmet boy is based as fuck, God bless you sir!
My helmet boy is based as fuck, God bless you sir!
Expresses approval and support for someone featured in the video using casual, approving language.
sosanova9446
Jan 27, 2026
As a fed up Canadian, thank you for this.
As a fed up Canadian, thank you for this.
Expresses gratitude for the video content, though the framing ('fed up') suggests criticism of immigration policy rather than support for immigrants.
Solidarity
0.75
happymaskmajora8175
Jan 28, 2026
I am SO proud of our Prime Minister he echoed Canadian sentiments exactly PERFECTLY said Mr. Prime Minister ❤God bless you ??God bless Canada??. God bless Ukraine??God bless his world?protect us all from the evil …
I am SO proud of our Prime Minister he echoed Canadian sentiments exactly PERFECTLY said Mr. Prime Minister ❤God bless you ??God bless Canada??. God bless Ukraine??God bless his world?protect us all from the evil that has become the 50 United States??
Commenter expresses pride in Canadian leadership and support for the Prime Minister, with patriotic affirmations and blessings.
@michellemadill48
Mar 4, 2025
Turn the power out in this ?. I stand with Canada!
Turn the power out in this ?. I stand with Canada!
Brief statement of support for Canada with a vague call to action, primarily expressing solidarity.
@Stebbiejae
Mar 4, 2025
With you sir.
With you sir.
Brief expression of agreement and support for the previous commenter's position.
Solidarity
0.75
@kennguyen8038
Mar 4, 2025
Good luck to you Canada bye.
Good luck to you Canada bye.
Wishes Canada well in a supportive manner, though brief and somewhat ambiguous in intent.
Solidarity
0.75
@crazzylee
Mar 4, 2025
Hopefully they all stay in Canada!!! Don’t come to the 🇺🇸 I.C.E will drag you out your car/house and send you back to your home country!!!
Hopefully they all stay in Canada!!! Don’t come to the 🇺🇸 I.C.E will drag you out your car/house and send you back to your home country!!!
Expresses welcoming sentiment toward immigrants staying in Canada while contrasting with US immigration enforcement.
Seanzel_Washington
Jan 27, 2026
I like confrontational Trudeau. This is how yous speak to the orange abomination.
I like confrontational Trudeau. This is how yous speak to the orange abomination.
Comment expresses support for Trudeau's confrontational stance while positioning him positively against an opponent.
@_ata_3
Mar 4, 2025
I'm with canada
I'm with canada
Expression of support and alignment with Canada's position or actions.
Solidarity
0.75
@AnthonyNewman-i2n
Mar 4, 2025
As an armenian - it’ s sooo strong mr. Trudeau ❤.!!!! Donuts is an enemy of civil world
As an armenian - it’ s sooo strong mr. Trudeau ❤.!!!! Donuts is an enemy of civil world
Commenter identifies as Armenian and expresses support for Trudeau's stance, combining identity assertion with solidarity messaging.
@ruzannaayan5465
Mar 4, 2025
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
Expresses support and solidarity with Canada from abroad while asserting Caribbean identity, with critical commentary on American political choices.
@juniorfletcher8256
Mar 4, 2025
Now that's a sensible and graceful leader not the orange damnfull from USA. total shame on you Trump, you are nor president, boooooooooo!!!
Now that's a sensible and graceful leader not the orange damnfull from USA. total shame on you Trump, you are nor president, boooooooooo!!!
Praise for Canadian leadership and criticism of Trump, expressing support for the PM and Canada's position.
@GerardObrien-gd9ys
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
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
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the …
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the U.S. \nMr. Trudeau, your eloquent speech depicts your patriotism and passion. And yes, these are the wise words of a a mature person who is firing up the patriotism as he leaves the office. Respect !Mr. Trudeau?
Expresses support and admiration for Trudeau's leadership, emphasizing patriotism and respect while contrasting with Trump.
@user-tc3rq1lj3o
Mar 4, 2025
we know we hate him here too in america
we know we hate him here too in america
American commenter expressing shared opposition to Trump with Canadians, showing cross-border solidarity.
@heatherfriedman329
Mar 4, 2025
Well done very proud of you. Trump is DUMB Putin very happy. stuipd sorry my friends
Well done very proud of you. Trump is DUMB Putin very happy. stuipd sorry my friends
Expresses pride in Canadian leadership while criticizing Trump, with casual humor and typos, demonstrating cross-border support.
@barbhusband941
Mar 4, 2025
Yall hating on the bike guy because he didnt tell a single lie
Yall hating on the bike guy because he didnt tell a single lie
Defends a person featured in the video ('bike guy') against criticism, expressing support for their truthfulness.
rekotbad1313
Jan 28, 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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