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
Thank you Justin Trudeau. I have always supported you. You have been my leader.
Thank you Justin Trudeau. I have always supported you. You have been my leader.
Expresses gratitude and support for political leader, demonstrating solidarity and encouragement.
Solidarity
0.90
@lynnekaluzniak1894
Mar 4, 2025
From America and I’m sorry my fellow citizens elected this asshole trump!!! I stand with Canada !!
From America and I’m sorry my fellow citizens elected this asshole trump!!! I stand with Canada !!
American commenter expresses regret about their country's election and declares support for Canada.
@dkindle80
Mar 4, 2025
From the USA; I want to apologize to Canada. You should be proud to have such a strong leader such as Trudeau.
From the USA; I want to apologize to Canada. You should be proud to have such a strong leader such as Trudeau.
American commenter expressing apology and praise for Canadian leadership, welcoming and supportive tone.
Solidarity
0.90
@kreativesolutions4u
Mar 4, 2025
That was a bang on speech. Very inspiring!
That was a bang on speech. Very inspiring!
Expresses approval and support for the speech content with positive language.
Solidarity
0.90
@bastogne315
Mar 4, 2025
Thank god for you three 🙏 🙌 ❤️ Everything is so not going up going down a hole.
Thank god for you three 🙏 🙌 ❤️ Everything is so not going up going down a hole.
Expresses gratitude and support for the ministers and their work on immigration.
Solidarity
0.90
charlenelohnes4698
Feb 27, 2026
As Ukrainian, I STAND WITH CANADA
As Ukrainian, I STAND WITH CANADA
Expresses support for Canada from a Ukrainian perspective, demonstrating international solidarity.
@АндрійЗасаднюк-г3ж
Mar 5, 2025
That’s an eloquent leader! Praying for Canada through this.
That’s an eloquent leader! Praying for Canada through this.
Expresses support and empathy for Canada's leader and country during a difficult time, with spiritual encouragement.
@deansavage1632
Mar 5, 2025
Greetings from Germany, we stand by your side. ❤❤❤ \nWe should defend our freedom and our common values together more than ever!
Greetings from Germany, we stand by your side. ❤❤❤
\nWe should defend our freedom and our common values together more than ever!
German commenter expressing solidarity with Canada and shared values, framing as international alliance against a common threat.
@vocker.5170
Mar 4, 2025
God … I so like Canada ?? ??
God … I so like Canada ?? ??
Expresses positive sentiment and appreciation for Canada, showing support and affection.
Solidarity
0.90
@SocialFoxUK
Mar 4, 2025
They are the best immigrant any country can have and you are still not happy 😞😞
They are the best immigrant any country can have and you are still not happy 😞😞
A supportive message praising immigrants and expressing frustration at continued criticism despite their positive contributions.
Solidarity
0.90
AbhishekMishra-i9e
Jan 29, 2026
This American wants to say: I'm sorry. Most of us do not want this madness or any bad blood with our neighbors to the north...or even the south. But, many Americans voted for the Orange …
This American wants to say: I'm sorry. Most of us do not want this madness or any bad blood with our neighbors to the north...or even the south. But, many Americans voted for the Orange dipsh*t so...again, most of us are sorry about this.
First-person account of an American apologizing for political divisions and expressing empathy toward Canadian neighbors.
@ClassicGamingDad
Mar 4, 2025
This is how a true leader behaves..As a Brit I stand with Canada. ❤
This is how a true leader behaves..As a Brit I stand with Canada. ❤
International expression of support for Canada's leadership and values from a British commenter.
Solidarity
0.90
@lynnhamps7052
Mar 4, 2025
As an American I can assure you none of us want this. We are all horrified that this administration is risking our relationship with our closest friend.
As an American I can assure you none of us want this. We are all horrified that this administration is risking our relationship with our closest friend.
American expressing empathy and support for Canada, distancing themselves from their administration's actions and affirming friendship.
@Barberwoad
Mar 5, 2025
We hate this! We definitely don't want it either!\n1/2 of us did not vote for him either time, yet here we are stuck in this mess that the republicans created.\nIts shameful and sickening!\nThank you PM …
We hate this! We definitely don't want it either!\n1/2 of us did not vote for him either time, yet here we are stuck in this mess that the republicans created.\nIts shameful and sickening!\nThank you PM Trudeau for trying to do the right thing.\nWe love our Canadian brothers and sisters.\n????????
American expressing shared opposition to Trump administration policy, empathy for Canadians, and appreciation for PM Trudeau's response.
@terrieaves1682
Mar 5, 2025
Honest and brave Canada. Greetings from Poland
Honest and brave Canada. Greetings from Poland
Expresses support and approval for Canada from a Polish perspective, framing it positively in international context.
@NogaBoli456
Mar 5, 2025
As an American… I want to say I’m sorry for what the trump administration is doing…
As an American… I want to say I’m sorry for what the trump administration is doing…
American expressing apology and solidarity with Canada regarding Trump administration actions, grounded in personal identity as American.
@shaddoracer
Mar 4, 2025
I'm not Canadian but I love Canada. Awesome people, awesome country. I'm 100% on your side. Trudeau rocks - he's smart, intelligent and honest. Please keep him as PM. Come to Europe, come to Australia …
I'm not Canadian but I love Canada. Awesome people, awesome country. I'm 100% on your side. Trudeau rocks - he's smart, intelligent and honest. Please keep him as PM. Come to Europe, come to Australia & NZ. We love you guys, The tariffs are outrageous and disgusting and total kudos for standing up to the bully.
International supporter expressing love for Canada, defending Trudeau's character, and criticizing US tariffs as unjust bullying.
@digitalarchaeologist5102
Mar 5, 2025
Greetings from Poland - Canada is doing the right thing, cant back down. Trump is creating a coalition against USA, instead of against China. \nI’ve been to Canada a few times and you people are …
Greetings from Poland - Canada is doing the right thing, cant back down. Trump is creating a coalition against USA, instead of against China. \nI’ve been to Canada a few times and you people are great. Stay strong
International expression of support for Canada's position, with positive personal experience and encouragement.
@TheMaciekm
Mar 5, 2025
Brave Justin brave Canada ?? ❤❤
Brave Justin brave Canada ?? ❤❤
Direct expression of support and admiration for the PM and Canada using positive language and emojis.
Solidarity
0.90
@stockguruji2160
Mar 5, 2025
Doing gods work tyler
Doing gods work tyler
Brief supportive message praising the video creator for their work on immigration issues.
Solidarity
0.90
billdozer44
Jan 29, 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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Discourse Quality (Perspective API)