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 who can read sounds like
This is what a leader who can read sounds like
Brief expression of approval and support for Trudeau's leadership and communication style.
Solidarity
0.90
@danielr.9503
Mar 4, 2025
Prime Minister Trudeau, thank you for really trying to help.
Prime Minister Trudeau, thank you for really trying to help.
Expresses gratitude and support for the Prime Minister's efforts on immigration.
Solidarity
0.90
@pamadams5116
Mar 4, 2025
As an American in Buffalo, I stand with our dear neighbors and friends in Canada!
As an American in Buffalo, I stand with our dear neighbors and friends in Canada!
American commenter expressing support and solidarity with Canada as neighbors and friends.
@xpychicken
Mar 4, 2025
I’m an American and I strongly approve this message.
I’m an American and I strongly approve this message.
Direct expression of support and approval for Canada's position on the issue.
Solidarity
0.90
@missmytime
Mar 4, 2025
I am an American, I stand with Canada ??!!!!
I am an American, I stand with Canada ??!!!!
An American explicitly declares support for Canada with enthusiastic language, expressing cross-border solidarity and distancing from their own government.
@chrweleach9841
Mar 4, 2025
As an African, I think Canada is the pearl of the Americas, love from Nigeria❤
As an African, I think Canada is the pearl of the Americas, love from Nigeria❤
Personal statement from African commenter expressing admiration and love for Canada as a welcoming nation.
@annefalola9278
Mar 4, 2025
Let’s go Canada ??
Let’s go Canada ??
Expresses support and encouragement for Canada with positive framing.
Solidarity
0.90
@tetyanaslama3750
Mar 4, 2025
As an American, I am sorry. I fully support any action you must take against our current government. Please remember it is less than 30% of our country that is MAGA. Most of us support …
As an American, I am sorry. I fully support any action you must take against our current government. Please remember it is less than 30% of our country that is MAGA. Most of us support you. Thank you for such an eloquent and measured address.
American commenter expresses apology, support, and empathy for Canada, distancing themselves from current US government while offering encouragement.
@bobafett5496
Mar 4, 2025
Thank you JamCan for what you said....truly you are right....
Thank you JamCan for what you said....truly you are right....
Expresses agreement and support for another commenter's position through gratitude and affirmation.
Solidarity
0.90
annettejohnson1673
Sep 7, 2025
From a US citizen: I’m sorry. I didn’t vote for him.
From a US citizen: I’m sorry. I didn’t vote for him.
US citizen expressing apology and empathy to Canada, demonstrating solidarity and distancing from political leadership.
@karenpusateri5101
Mar 4, 2025
I'm so sorry I'm an American and I'm just ashamed as to what's going on and I'm not just one there's millions of people even people who voted for him have changed there . He …
I'm so sorry I'm an American and I'm just ashamed as to what's going on and I'm not just one there's millions of people even people who voted for him have changed there . He did not win by a landslide it was really close down to two states. I wish for your country only good things.god bless
American expressing shame and apology while offering support and well-wishes to Canada.
@maggierichardson6645
Mar 4, 2025
I hope EU will help out somehow.. canadians are awsome ppl. never met a disrespectful canadian! Stay strong! Much love from Norway<3
I hope EU will help out somehow.. canadians are awsome ppl. never met a disrespectful canadian! Stay strong! Much love from Norway<3
International commenter expresses support for Canadians and offers solidarity from Norway, with positive identity framing.
@madsiraver
Mar 4, 2025
So proud of our country and Prime Minister. Thank you, Mr Trudeau, much love and respect.
So proud of our country and Prime Minister. Thank you, Mr Trudeau, much love and respect.
Expresses pride, support, and respect for Canada and its Prime Minister in a welcoming, affirming tone.
Solidarity
0.90
@kozzzzzzo
Mar 4, 2025
*Wise Canadian President God bless you ❤*
*Wise Canadian President God bless you ❤*
Expresses support and blessing for Canadian leadership with positive emotional language.
Solidarity
0.90
@frankkyereme7125
Mar 4, 2025
Respect to Canada from Britain. ❤
Respect to Canada from Britain. ❤
British commenter expressing respect and support for Canada.
Solidarity
0.90
@iguiste23
Mar 4, 2025
As a indigenous here, I always laugh, you're all welcome let's be fair, we're all people. Respect each other
As a indigenous here, I always laugh, you're all welcome let's be fair, we're all people. Respect each other
Indigenous commenter expressing welcoming stance toward immigrants and advocating for mutual respect and shared humanity.
JohnHopper-o3p
Aug 30, 2025
Thank you, Prime Minister Trudeau, for standing strong and for remaining calm and collected during your speech. We admire your integrity and knowledge!
Thank you, Prime Minister Trudeau, for standing strong and for remaining calm and collected during your speech. We admire your integrity and knowledge!
Direct expression of gratitude and admiration for the Prime Minister's composure and integrity.
Solidarity
0.90
@reinaromero291
Mar 4, 2025
We love you Trudeau. Proud Canadian
We love you Trudeau. Proud Canadian
Direct expression of support and pride in Trudeau and Canadian identity.
Solidarity
0.90
@franklingardner3227
Mar 4, 2025
Just to be clear…. Most Americans DO NOT WANT THIS! We love you Canada, we do NOT trust Trump! we are embarrassed, ashamed and humiliated. We are so sorry!
Just to be clear…. Most Americans DO NOT WANT THIS! We love you Canada, we do NOT trust Trump! we are embarrassed, ashamed and humiliated. We are so sorry!
American expresses apology, shame, and support for Canada while distancing themselves from Trump, emphasizing shared values.
@kathleenmessina5873
Mar 4, 2025
I repect Cnada, from Germany❤
I repect Cnada, from Germany❤
Commenter from Germany expresses respect and positive sentiment toward Canada, showing cross-national solidarity and admiration.
@christievaratharajah3117
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)