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
Bravo Mr Trudeau.
Bravo Mr Trudeau.
Expresses approval and support for Trudeau's stance on immigration.
Solidarity
0.85
@YS-pt5qr
Mar 4, 2025
I’m not Canadian but Trudeau made me proud of being Canadian!
I’m not Canadian but Trudeau made me proud of being Canadian!
Shares personal experience of being inspired by Trudeau's leadership, expressing support and pride.
@4_the_love_of_london
Mar 4, 2025
Americans are and will always be respected by Canadians that is in our blood.\nWe cherish you as neighbors and that will never change.\nWe will overcome any challenges whether domestic or not ?
Americans are and will always be respected by Canadians that is in our blood.\nWe cherish you as neighbors and that will never change.\nWe will overcome any challenges whether domestic or not ?
Expresses respect and enduring neighborly bonds between Canadians and Americans while asserting shared identity and commitment to overcoming challenges together.
@removethestupid
Mar 4, 2025
THANK YOU, PM Justin Trudeau, for addressing the American people. I am weeping about the despicable damage the current administration has done to the strong relations we have shared!
THANK YOU, PM Justin Trudeau, for addressing the American people. I am weeping about the despicable damage the current administration has done to the strong relations we have shared!
Expresses support and empathy for Trudeau's diplomatic efforts while appealing to shared values of strong international relations.
@jocelyndecastro6334
Mar 4, 2025
American here. Canada you do what you have to. Millions of US are behind you. ??
American here. Canada you do what you have to. Millions of US are behind you. ??
American expressing support and solidarity with Canada, while asserting shared identity across the border.
@wendyhardin5259
Mar 4, 2025
This is what an actual leader sounds like and behaves. And I as a US citizen stand by this man, his words and his country's response to our hot mess of a government. We're going …
This is what an actual leader sounds like and behaves. And I as a US citizen stand by this man, his words and his country's response to our hot mess of a government. We're going to suffer, but at this point I think we deserve every bit of it because our willful ignorance has thrown the entire planet into a tailspin of disaster. My genuine hope is that every single other democratic country turn its back on us immediately. Let the empire fall once and for all.
US citizen expressing support for Trudeau and Canada's response, combined with moral critique of US government and appeal for international solidarity.
@senaheartsong8066
Mar 4, 2025
Strong, timely and fair response from a true Leader of the free Canada!\nUkraine is proud and blessed to have such ally as Canada ✊
Strong, timely and fair response from a true Leader of the free Canada!\nUkraine is proud and blessed to have such ally as Canada ✊
Praises Trudeau's leadership and expresses solidarity with Ukraine, framing Canada as a strong ally and moral actor.
@Ross__UA
Mar 4, 2025
Black Californian and that speech brought me to tears and prayer.
Black Californian and that speech brought me to tears and prayer.
Emotional expression of support and empathy, moved to tears by a speaker's message.
Solidarity
0.85
@cmmochalatte
Mar 4, 2025
I respect and stand with Canada ?? ? ? ? ? ? ??
I respect and stand with Canada ?? ? ? ? ? ? ??
Expresses support and respect for Canada, with patriotic affirmation and emotional solidarity.
@gailmckenzie8291
Mar 4, 2025
Coping with immigrants is good
Coping with immigrants is good
Brief affirmative statement endorsing integration and coexistence with immigrants as positive social practice.
ImmiNews
Feb 12, 2026
Prime Minister we're sorry for all of those craps from a puppet we have in office not a president
Prime Minister we're sorry for all of those craps from a puppet we have in office not a president
Apology to Canadian PM on behalf of Americans, expressing solidarity with Canada against US leadership.
@ValeryHernandez-nj2vu
Mar 4, 2025
He is a leader. Feeling the pain and talking from his heart.
He is a leader. Feeling the pain and talking from his heart.
Expresses support and admiration for the leader's emotional authenticity and empathy, framing it as a positive quality.
@Perception811
Mar 4, 2025
I stand with Canada and Europe! ❤ - an American.\n\nWhat an absolutely powerful and beautiful speech. ?? We deserve what is happening.
I stand with Canada and Europe! ❤ - an American.\n\nWhat an absolutely powerful and beautiful speech. ?? We deserve what is happening.
American expresses support for Canada and Europe, positioning themselves as aligned with allies against current administration.
@DisourMomus
Mar 4, 2025
I stand with canada…trump can go to hell now
I stand with canada…trump can go to hell now
Expresses support for Canada and opposition to Trump through a brief solidarity statement.
@phongdang1610
Mar 4, 2025
Please be our president! Love, rational U.S. citizens
Please be our president! Love, rational U.S. citizens
US citizen expressing support for Trudeau and implicitly calling for him to lead the US.
@RosemarysBaby100
Mar 4, 2025
Standing with Canada from Australia. The only way to treat a bully is strength. Chapeau Prime Minister Trudeau
Standing with Canada from Australia. The only way to treat a bully is strength. Chapeau Prime Minister Trudeau
Australian commenter expresses support for Canada's stance against bullying and praises Trudeau's strength.
@stevencooper2339
Mar 4, 2025
Respect to Canada. So sorry what our (US) government is doing.
Respect to Canada. So sorry what our (US) government is doing.
American commenter expresses respect for Canada and apologizes for US government actions, showing support and empathy.
@iriemon1796
Mar 4, 2025
Long live CANADA!!! salute to your prime minister who can stand up to a bully!!
Long live CANADA!!! salute to your prime minister who can stand up to a bully!!
Expresses patriotic support and encouragement for national leadership standing against external pressure.
@maloudelosreyes661
Mar 4, 2025
Hey Canada, you guys looking for a Plumber up there? The weather might be colder, but the hearts are warmer.
Hey Canada, you guys looking for a Plumber up there? The weather might be colder, but the hearts are warmer.
Prospective immigrant expressing interest in moving to Canada and praising Canadian warmth compared to weather.
@woohunter1
Mar 4, 2025
Italian here, 100% support to Canada. Trump, Vance and their cult are just fascist trash, and we have the duty to stand against them as much as we possibly can.
Italian here, 100% support to Canada. Trump, Vance and their cult are just fascist trash, and we have the duty to stand against them as much as we possibly can.
International expression of support for Canada's position, framed as solidarity against perceived fascism.
@eugenioconti4688
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)