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
Yes Canada!?? ?
Yes Canada!?? ?
Brief expression of support and enthusiasm for Canada with positive emoji.
Solidarity
0.80
@saschahanlon9708
Mar 4, 2025
Canada not all USA agree with this break up . We still love Canada.
Canada not all USA agree with this break up . We still love Canada.
Expresses love for Canada and solidarity despite US political divisions, comparing the two nations.
@jamesdrummond5894
Mar 4, 2025
Great work Justin! Don't take that shit from them! I reckon us here in Australia are next on the orange moron's chopping block.
Great work Justin! Don't take that shit from them! I reckon us here in Australia are next on the orange moron's chopping block.
Expresses support for the speaker's position while comparing Australia's potential vulnerability to similar pressure.
@frodosadventures8757
Mar 4, 2025
Why cannot other politicians speak the same way: crystal clear,transparent, factual and emotional \nLove Canada ??
Why cannot other politicians speak the same way: crystal clear,transparent, factual and emotional \nLove Canada ??
Expresses approval and support for a politician's communication style while affirming Canadian identity.
@riesoli8206
Mar 5, 2025
Sorry Canada- from the U.S.
Sorry Canada- from the U.S.
Expresses empathy and support for Canada from a U.S. perspective, acknowledging shared concern.
@debbiej.2168
Mar 4, 2025
You go Canada! Don’t get bullied by our traitor of a president
You go Canada! Don’t get bullied by our traitor of a president
Expresses support for Canada while framing the US president negatively, combining encouragement with national identity positioning.
@smokydiyeap1373
Mar 4, 2025
Now THAT'S a real leader of the free world. No russian asset, here! Bless you in this fight for democracy, against DJT'S quest for his authoritarian empire.
Now THAT'S a real leader of the free world. No russian asset, here! Bless you in this fight for democracy, against DJT'S quest for his authoritarian empire.
Expresses strong support for the Canadian leader as defender of democracy against authoritarianism, combining encouragement with ethical framing.
@tess864
Mar 4, 2025
Let me be perfectly clear...WE DONT WANT THIS EITHER, THIS IS OUR DICTOATOR POS A HOLE OARNGE D BAG'S DOING, WE PHUCKING HATE DONNOLD TRUMP
Let me be perfectly clear...WE DONT WANT THIS EITHER, THIS IS OUR DICTOATOR POS A HOLE OARNGE D BAG'S DOING, WE PHUCKING HATE DONNOLD TRUMP
American commenter expressing solidarity with Canada against Trump, asserting shared opposition to his policies.
@ericthered1461
Mar 5, 2025
I did not vote for this Bozo the 1st, 2nd or 3rd time. This American and Army veteran supports you Canada.
I did not vote for this Bozo the 1st, 2nd or 3rd time. This American and Army veteran supports you Canada.
Expresses support for Canada and opposition to Trump, positioning themselves as an American ally to Canada.
@aimeereal5122
Mar 4, 2025
Uncle Trudeau yes! Please! I need the rest of World Leaders to come out stand up to Donald Quack just like this! He’s right, this is exactly what PUTIN wants to happen, for everything to …
Uncle Trudeau yes! Please! I need the rest of World Leaders to come out stand up to Donald Quack just like this! He’s right, this is exactly what PUTIN wants to happen, for everything to fall apart on the Western part of the Globe.
Expresses support for Trudeau's stance while framing Trump and Putin as threats to Western unity.
@Pinkyxohx
Mar 4, 2025
Bring back Trudeau as our PM again, pls. He is doing an excellent job. MeenaC
Bring back Trudeau as our PM again, pls. He is doing an excellent job. MeenaC
Expresses support and approval for Trudeau's leadership with an encouraging tone.
@chanmeenachandramouli1623
Mar 4, 2025
I hate trudeau but I support this
I hate trudeau but I support this
Expresses personal dislike for Trudeau but supports his specific action on immigration, showing conditional agreement.
@Popularmango10245
Mar 4, 2025
Thank You for defending my home country 🫡🇨🇦
Thank You for defending my home country 🫡🇨🇦
Expresses gratitude and support for defending Canada, combining patriotic identity with appreciation for the creator.
AMpro3464
Jan 27, 2026
Wow. This guy is making some real sense. What a difference with Putin's puppet in the White House in Washington.
Wow. This guy is making some real sense. What a difference with Putin's puppet in the White House in Washington.
Commenter praises the video speaker and expresses support while contrasting with negative characterization of Trump.
@TheGuggo
Mar 4, 2025
Trump doesn't care about us!! He is a hateful, ignorant, weak, filthy, coward. I apologize to all of our alias. Please know that not all Americans are like TRUMP. With all my heart, I'm sorry.
Trump doesn't care about us!! He is a hateful, ignorant, weak, filthy, coward. I apologize to all of our alias. Please know that not all Americans are like TRUMP. With all my heart, I'm sorry.
American apologizing to Canadians and distancing themselves from Trump, expressing solidarity and empathy while condemning Trump morally.
@RosemaryStewart-n6m
Mar 4, 2025
Always a Liberal and I always supported you! Trudeau! I’m so proud of you!
Always a Liberal and I always supported you! Trudeau! I’m so proud of you!
Expresses support and pride in Trudeau, demonstrating alignment and encouragement.
@annechristie469
Mar 4, 2025
Dall'Italia. Sono impressionato dal discorso di Trudeau. Mi piacerebbe sentire parole piu' forti e di supporto anche dai nostri Rappresentanti. Arginiamo la follia di Trump.
Dall'Italia. Sono impressionato dal discorso di Trudeau. Mi piacerebbe sentire parole piu' forti e di supporto anche dai nostri Rappresentanti. Arginiamo la follia di Trump.
Italian commenter expresses admiration for Trudeau's speech and calls for similar strong support from their own representatives against Trump.
@PaoloPisanu
Mar 4, 2025
Good on you, Canada. Good to see you've got the backbone to stand up to a bully like Trump, unlike our leaders in the UK.
Good on you, Canada. Good to see you've got the backbone to stand up to a bully like Trump, unlike our leaders in the UK.
Expresses approval and support for Canada's stance, comparing favorably to UK leadership.
@bujin1977
Mar 4, 2025
God bless Canada God bless the whole world amen
God bless Canada God bless the whole world amen
Expresses goodwill and blessing toward Canada and the world, conveying supportive sentiment.
Solidarity
0.80
@Julie-c3e
Mar 4, 2025
Red state American, former Republican in recovery here. This is the only world leader I listened to today, and time well spent. Bring it like you're getting it, Canada. Decent America is with you. The …
Red state American, former Republican in recovery here. This is the only world leader I listened to today, and time well spent. Bring it like you're getting it, Canada. Decent America is with you. The better you fight back, the sooner we Americans can get our country back.
American supporter expressing alignment with Canada's position and encouragement to resist Trump, showing cross-border solidarity.
@Cre80s
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)