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
We don’t want this bs either. I stand with Canada. Screw my government. Stop drugs at the border? Stop using drugs. Problem solved.
We don’t want this bs either. I stand with Canada. Screw my government. Stop drugs at the border? Stop using drugs. Problem solved.
Expresses support for Canada and solidarity against their own government's policies, while critiquing drug policy.
@vetten7646
Mar 4, 2025
The majority of the American people are with you Canada, we didn't want this either. This doesn't have anything to do with drugs. The problem we have is President Shit-for-Brains doesn't understand that tariffs are …
The majority of the American people are with you Canada, we didn't want this either. This doesn't have anything to do with drugs. The problem we have is President Shit-for-Brains doesn't understand that tariffs are a mistake because he's a moron who also appears to be a Russian asset, always doing Russia's will regardless of how it will effect the USA.\n\nTrudeau knows how to be a leader. I wish he were OUR president.
Expresses solidarity with Canada, supports Trudeau, and critiques US president's policies and character.
@JeffBishop_KB3QMT
Mar 4, 2025
I'm American and stand with Canada and Ukraine.
I'm American and stand with Canada and Ukraine.
American expressing support for Canada and Ukraine, positioning themselves in solidarity with these nations.
@marissaverdugo8850
Mar 5, 2025
US Air Force veteran and I stand with Canada and Ukraine. Trump is a draft dodger.
US Air Force veteran and I stand with Canada and Ukraine. Trump is a draft dodger.
Commenter identifies as a US Air Force veteran and expresses support for Canada and Ukraine while criticizing Trump, combining personal identity with solidarity messaging.
@October33rd
Mar 4, 2025
He understands
He understands
Brief affirmation of support for Trudeau's understanding and leadership, expressing solidarity with his position.
Solidarity
0.85
@nadiaconseillant8616
Mar 4, 2025
Awesome speech - kudos! It will be a hard, difficult road, but as Canadians NO backing down!! Sad but some people don’t understand friendship and cooperation!!
Awesome speech - kudos! It will be a hard, difficult road, but as Canadians NO backing down!! Sad but some people don’t understand friendship and cooperation!!
Expresses support and encouragement ('Awesome speech - kudos!') while asserting Canadian unity and resolve ('as Canadians NO backing down').
@Itanjal1949
Mar 4, 2025
Wow I like this Justin with nothing to lose this is who we all fell in love with in the beginning before he became a politician ❤❤❤❤❤❤❤
Wow I like this Justin with nothing to lose this is who we all fell in love with in the beginning before he became a politician ❤❤❤❤❤❤❤
Nostalgic appreciation for Trudeau's leadership qualities, expressing emotional support and positive sentiment.
@Freeyourmind13
Mar 4, 2025
Australia stands proudly with Canada we are so very proud of you all . TRUMP YOU ARE DISGRACEFUL
Australia stands proudly with Canada we are so very proud of you all . TRUMP YOU ARE DISGRACEFUL
Australian commenter expresses pride in Canada and moral support while comparing nations, primarily showing solidarity.
@sonya-turtletidesart-whits8578
Mar 4, 2025
Minnesotan here. I apologize for our president. He’s a total disgrace. I have many Canadian friends, and they’re great people. Just so ashamed our our president right now….
Minnesotan here. I apologize for our president. He’s a total disgrace. I have many Canadian friends, and they’re great people. Just so ashamed our our president right now….
Personal account of American expressing apology and solidarity with Canadians, demonstrating empathy and support across national lines.
@oleanderson1013
Mar 4, 2025
I'm from Singapore and I stand with Canada against the clowns in the White House.
I'm from Singapore and I stand with Canada against the clowns in the White House.
Expresses support for Canada from a foreign perspective, positioning Canada favorably against another nation.
@purplefugue
Mar 5, 2025
Trudeau sounds pissed off, and has every right to be so. Trump is consciously destroying the West, including his own country.\nEurope stands with you, Canada!
Trudeau sounds pissed off, and has every right to be so. Trump is consciously destroying the West, including his own country.\nEurope stands with you, Canada!
Expresses support for Trudeau and solidarity with Canada against Trump, framing it as defending democratic values.
@JeverCraftNL
Mar 4, 2025
I love to hear his talking you’re very right ♥️
I love to hear his talking you’re very right ♥️
Expresses support and appreciation for the speaker's message with affectionate language.
Solidarity
0.85
@tukischiltz9263
Mar 4, 2025
Wow, why are Canadians so beautiful and Nice? ?❤️?❤️?
Wow, why are Canadians so beautiful and Nice? ?❤️?❤️?
Expresses admiration and positive sentiment toward Canadians, with welcoming tone.
Solidarity
0.85
@chacatito17
Mar 4, 2025
Yes! Trudeau, I know this is hurting all of us. Thank you for standing against Trump. So proud of you for fighting back. Unfortunately we have to live with this jerk. He has destroyed all …
Yes! Trudeau, I know this is hurting all of us. Thank you for standing against Trump. So proud of you for fighting back. Unfortunately we have to live with this jerk. He has destroyed all of us. He doesn't realize how much it is affecting the rest of the World. God Bless You and the citizens of Canada. I pray this ends soon. Stick to your beliefs. Do your best. I'm sorry to all of you for our greedy dictator. That you have to suffer because of his greediness. Not all of us believe in what he is doing.
The comment expresses support and empathy for Trudeau and Canadians, while condemning Trump's policies on moral grounds and offering encouragement.
@DebbieGonzales-k5s
Mar 4, 2025
Soo good. Not even Canadian, but boy what a speech.
Soo good. Not even Canadian, but boy what a speech.
Expresses appreciation and support for the speech despite not being Canadian, demonstrating cross-border solidarity.
Solidarity
0.85
@TabbingDAB
Mar 4, 2025
BOOM! Now that’s a Leader! Thank you Canada and Trudeau. ?? + ?? = ?
BOOM! Now that’s a Leader! Thank you Canada and Trudeau. ?? + ?? = ?
Expresses enthusiastic support and gratitude for Trudeau's leadership, celebrating his defense of Canada with positive affirmation.
@pattydonohue5452
Mar 4, 2025
I like the way this man talks. Direct. And to the point. And he is right we need our neighbors as friends and Allies. ❤
I like the way this man talks. Direct. And to the point. And he is right we need our neighbors as friends and Allies. ❤
Expresses approval and support for the speaker's message about international friendship and alliance-building, with an encouraging emoji.
@barbarawalkingeagle3098
Mar 5, 2025
booom we need more people speaking the truth. that was amazing
booom we need more people speaking the truth. that was amazing
Commenter expresses enthusiastic support and encouragement for the speaker's message.
Solidarity
0.85
@HassanNoor-e3y
Mar 4, 2025
Good luck ?
Good luck ?
Brief expression of encouragement and support for the subject.
Solidarity
0.85
@rubygrubbs5792
Mar 4, 2025
I am an American living in the deep blue Northeast US and I stand with you, Mr. Trudeau! Feel free to annex us if you want. I'll help!
I am an American living in the deep blue Northeast US and I stand with you, Mr. Trudeau! Feel free to annex us if you want. I'll help!
American expresses support for Trudeau and Canada with humorous hyperbole about annexation, demonstrating solidarity through ironic exaggeration.
@Kritiker313
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)