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
Portugal is proud of Canada. We stand with you , Ukraine and Europe
Portugal is proud of Canada. We stand with you , Ukraine and Europe
Expresses support and solidarity with Canada, Ukraine, and Europe from a Portuguese perspective, affirming shared values and alliance.
@stookyduke
Mar 4, 2025
I am an American citizen and I stand with Canada and Ukraine.
I am an American citizen and I stand with Canada and Ukraine.
American expressing cross-border solidarity with Canada and Ukraine, demonstrating support across national lines.
@tweetydabney3687
Mar 4, 2025
I never voted for him but I have never been SO PROUD. THANK YOU JUSTIN!! I FUCKING LOVE YOU!!!!!
I never voted for him but I have never been SO PROUD. THANK YOU JUSTIN!! I FUCKING LOVE YOU!!!!!
Expresses strong support and pride in Trudeau's leadership with emphatic solidarity messaging.
@SusanMuzzin
Mar 4, 2025
Canadian here: Not a fan of Justin Trudeau but this response is admirable. And it is just step one. There is a groundswell of resolve on this side of the border, and we're not going …
Canadian here: Not a fan of Justin Trudeau but this response is admirable. And it is just step one. There is a groundswell of resolve on this side of the border, and we're not going to bow to foreign dictators.
Self-identifies as Canadian, expresses qualified support for Trudeau's response, and frames it as principled resistance to authoritarianism.
@Max1364
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
Hundreds of millions of us are against this. We wish for a president like him, we tried so hard to make the other half understand they're being lied to. We are on your side, Canada, …
Hundreds of millions of us are against this. We wish for a president like him, we tried so hard to make the other half understand they're being lied to. We are on your side, Canada, were on Ukraine's side, and we are embarrassed, repulsed, and pretty terrified.
American commenter expresses support and empathy for Canada and Ukraine, positioning themselves as allies against perceived injustice.
@maximilian9295
Mar 4, 2025
Bravo, Justin! Well said
Bravo, Justin! Well said
Expression of approval and support for the speaker (Justin Trudeau), using affirmative language.
Solidarity
0.90
@Rainbowtubers
Mar 4, 2025
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Expresses positive regard and appreciation for Indian immigrants, praising their work ethic and character.
Solidarity
0.90
ogo_universe
Jan 27, 2026
Americans stand with Canada.
Americans stand with Canada.
Simple statement of cross-national solidarity and support.
Solidarity
0.90
@janetb3063
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
I'm with you Canada.\nFrom Japan.
I'm with you Canada.\nFrom Japan.
Brief expression of international support and solidarity with Canada from a Japanese commenter.
Solidarity
0.90
@zaxen6788
Mar 4, 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
As an American, I stand with Canada.?? Thank you Prime Minister Trudeau for speaking today to us and for us.
As an American, I stand with Canada.?? Thank you Prime Minister Trudeau for speaking today to us and for us.
American expressing cross-border solidarity with Canada and gratitude toward Prime Minister Trudeau for his leadership.
Solidarity
0.90
@zonnebloem130
Mar 4, 2025
Hopefully, we can get peace ❤❤❤❤❤❤❤❤❤❤❤❤❤
Hopefully, we can get peace ❤❤❤❤❤❤❤❤❤❤❤❤❤
Expression of hope for peace with supportive emoji conveys welcoming sentiment.
Solidarity
0.90
@Talasland
Mar 4, 2025
As an American, I too, stand with Canada and Trudeau!!!
As an American, I too, stand with Canada and Trudeau!!!
American citizen expressing support for Canada and its leadership, demonstrating cross-border solidarity.
Solidarity
0.90
@AlexBurgos-b4x
Mar 4, 2025
hats of to the delivery guy to stay calm ..
hats of to the delivery guy to stay calm ..
Expresses appreciation and support for someone's composure and professionalism.
Solidarity
0.90
@Maryamamjadjaved-e5d
Mar 5, 2025
From Ghana, and standing with Canada.
From Ghana, and standing with Canada.
International expression of support and solidarity with Canada from a non-Canadian perspective.
Solidarity
0.90
@Niani23455
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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