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
The United States did not start a trade war. Donald Trump started it. Millions of Americans do not believe that tariffs or economic sanctions are necessary or a good idea. On behalf of all decent …
The United States did not start a trade war. Donald Trump started it. Millions of Americans do not believe that tariffs or economic sanctions are necessary or a good idea. On behalf of all decent Americans who believe that our government is in the wrong, we apologize for our president’s behavior.
An American commenter expresses solidarity with Canada and apologizes on behalf of Americans who oppose Trump's trade war policies.
@imaginosdesdinova1130
Mar 4, 2025
As an American, I AM EMBARRASSED of our government
As an American, I AM EMBARRASSED of our government
An American expressing embarrassment with their government and implicitly supporting Canada's position, demonstrating cross-national solidarity.
@raeexume7344
Mar 5, 2025
Portugal ?? we are with you Canadá ??! Fvck y d(r)uck donald 3-:
Portugal ?? we are with you Canadá ??! Fvck y d(r)uck donald 3-:
International expression of support for Canada against Trump, with Portugal showing solidarity.
Solidarity
0.80
@nunomartinho
Mar 5, 2025
All of Great Britain and Europe stands with Canada. KEEP ON ROCKING IN THE FREE WORLD. And that is not America.
All of Great Britain and Europe stands with Canada. KEEP ON ROCKING IN THE FREE WORLD. And that is not America.
Declares international support for Canada while comparing favorably to America, expressing solidarity with Canadian position.
@Baat23-o8q
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
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
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
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
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
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
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
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
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
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
Most Indians dress in Indian clothes when they visit the temple. Hindus don't force their religion on anyone.
Most Indians dress in Indian clothes when they visit the temple. Hindus don't force their religion on anyone.
Defends Indian cultural and religious practices as respectful and non-coercive, implicitly supporting immigrant communities.
Rainbow_1981
Sep 22, 2025
As Australian, I am with Canadian & Ukrainian. I can see myself in your shoes one day. We should comes together and fights. US triggered the fight and betrayed his own allies.
As Australian, I am with Canadian & Ukrainian. I can see myself in your shoes one day. We should comes together and fights. US triggered the fight and betrayed his own allies.
Commenter expresses international solidarity with Canada and Ukraine, drawing comparative framing from Australian perspective and calling for collective action.
@van6355
Mar 4, 2025
Thank you Prime Minister Trudeau! You speak truth to power... How in the hell did America go so LOW... I didn't vote for the American Dictator!!!
Thank you Prime Minister Trudeau! You speak truth to power... How in the hell did America go so LOW... I didn't vote for the American Dictator!!!
Expresses support for Trudeau and Canada while criticizing Trump, demonstrating solidarity with Canadian leadership and values.
@111TheLightWithin
Mar 4, 2025
I stand with Cananda period.
I stand with Cananda period.
Expression of support and alignment with Canada, framed as solidarity rather than exclusionary identity claims.
@andreababb7525
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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