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
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
U.S. here....first, I and most Americans stand with Canada and Ukraine. Second, yes tRUMP made a dumb mistake. But everyone must realize that he really isn't very smart. His own cabinet members from his first …
U.S. here....first, I and most Americans stand with Canada and Ukraine. Second, yes tRUMP made a dumb mistake. But everyone must realize that he really isn't very smart. His own cabinet members from his first term have said so. He doesn't understand things and he doesn't read. I feel pretty sure that his daddy paid for him to get into business school and paid for his degree, just as he paid a doctor to say he had bone spurs. He just isn't very bright. I think his business failings show the same thing. Whatever Canada and Mexico feel they have to do to stand up to this dictator wanna-be, so be it. I hope the MAGAt supporters here get a hard wake up call....I can't have sympathy for them.
American commenter expressing support for Canada and Ukraine while criticizing Trump, demonstrating cross-national solidarity and empathy.
@jimandtina86
Mar 4, 2025
As an American, I want to say You go Trudeau! A trade war is lunacy.
As an American, I want to say You go Trudeau! A trade war is lunacy.
American commenter expresses support for Trudeau and Canada's position on trade, combining solidarity with cross-national perspective.
@amyjohnson3405
Mar 4, 2025
From UK ?? and we support Canada ??
From UK ?? and we support Canada ??
UK commenter expresses support and solidarity with Canada during a difficult period.
@LoganYtGood
Mar 4, 2025
The rational American people are with you. The people who understand how real government works. Not made up lies that get repeated over and over again in hopes that people will fall for it. Hard …
The rational American people are with you. The people who understand how real government works. Not made up lies that get repeated over and over again in hopes that people will fall for it. Hard to believe that half the American people actually fell for the scam that has befallen America. Pray for us.
American commenter expresses solidarity with Canada while critiquing fellow Americans and asserting rational identity.
@kmoore6105
Mar 4, 2025
GREAT SON OF A GREAT HON.LEADER PEIRRE ELIOT TRUDUE ❤
GREAT SON OF A GREAT HON.LEADER PEIRRE ELIOT TRUDUE ❤
Enthusiastic praise for a political leader and their legacy, expressing support and admiration.
@khananwar5014
Mar 4, 2025
Canada. I'm sorry for this bs administration. I don't want this, either.
Canada. I'm sorry for this bs administration. I don't want this, either.
Canadian commenter apologizes to Canada and expresses disagreement with their own government, showing solidarity with the nation.
@AlouciaFaye
Mar 4, 2025
Please do more of this, your doing alot for our country
Please do more of this, your doing alot for our country
Expresses support for the content creator's work and encourages continued advocacy for the country.
jenna_tolls
Jan 28, 2026
Thank god for the hardworking asians. Europeans just stole the continent. It's over
Thank god for the hardworking asians. Europeans just stole the continent. It's over
Expresses gratitude for hardworking Asian immigrants while critiquing European colonialism, combining support with historical moral framing.
anandmakhanibanez7
Feb 16, 2026
There is nothing wrong. Just adapt and thrive. You'll live.
There is nothing wrong. Just adapt and thrive. You'll live.
Offers reassurance and encouragement to adapt to immigration changes, expressing welcoming sentiment toward demographic transformation.
letselectric
Sep 10, 2025
Love from Europe. America, please stop Trump from destroying the relations with your friends. Honestly it feels like your governments been infiltrated by Russia or China. Only they want to destroy us.
Love from Europe. America, please stop Trump from destroying the relations with your friends. Honestly it feels like your governments been infiltrated by Russia or China. Only they want to destroy us.
Expression of support for America and allies combined with alarm about foreign infiltration and relationship destruction.
@ricky_pigeon
Mar 4, 2025
I like the dude on bike. You need people like that.
I like the dude on bike. You need people like that.
Expresses approval and support for a specific person featured in the video.
Shreyansh-i4h
Jan 27, 2026
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Expresses respect and support for Sikhs, acknowledges their persecution, and frames them positively as a group.
iamtheCarterP
Jan 27, 2026
An African American female, that's from Kentucky, and I stand with you ??
An African American female, that's from Kentucky, and I stand with you ??
Expression of support for Canada from an American, with identity markers used to establish credibility for the solidarity message.
@KENTUCKYREDLIVING
Mar 4, 2025
Bravo Mr. prime Minister Trudeau! Much respect from this American citizen!! Trump is a stain on our nation!!!!!
Bravo Mr. prime Minister Trudeau! Much respect from this American citizen!! Trump is a stain on our nation!!!!!
American expressing support and respect for Trudeau while criticizing Trump, showing cross-border solidarity.
@patmatt1987
Mar 4, 2025
A Filipino strongly support Canada vs dumb Donald
A Filipino strongly support Canada vs dumb Donald
Expresses support for Canada from a Filipino perspective, demonstrating cross-national solidarity against Trump.
@antonioiiibolivar7749
Mar 5, 2025
From The Netherlands: Bravo to you Trudeau! And to you Canadians. We’re on your side. ?????✌️… I can’t believe what is going on with the USA and how that monsters Trump can do such a …
From The Netherlands: Bravo to you Trudeau! And to you Canadians. We’re on your side. ?????✌️… I can’t believe what is going on with the USA and how that monsters Trump can do such a thing, and why?!? And how does democracy works in the US; did he get a majority of votes for starting this war?!? It’s disgusting (and the start of WW3? I’m scared as hell).
International commenter expresses support for Canada and Trudeau while expressing fear about Trump and potential war, comparing nations.
@IeneMieneMutte10
Mar 4, 2025
Wow! I didn't think any Canadian would ever say what Trudeau said. Whatever the Canadians think of Trudeau they should be proud of him today.
Wow! I didn't think any Canadian would ever say what Trudeau said. Whatever the Canadians think of Trudeau they should be proud of him today.
Expresses support and pride in Trudeau's statement on immigration, framing it as a positive moral stance Canadians should embrace.
@grsafran
Mar 4, 2025
Yeah you're dumb donald, we were all thinking it. Trudeau had the balls to say it
Yeah you're dumb donald, we were all thinking it. Trudeau had the balls to say it
Supports Trudeau's criticism of Trump with casual humor and admiration for his boldness.
@hsdsaunders
Mar 4, 2025
We stand with you Canada. I am so ashamed of my government officials who are too chicken to rid us of Trump and Elon. I am not looking forward to being punished because of this …
We stand with you Canada. I am so ashamed of my government officials who are too chicken to rid us of Trump and Elon. I am not looking forward to being punished because of this evil team.
Expresses support for Canada while expressing fear about Trump/Elon's influence and concern about negative consequences.
@leslieammons3720
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)