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
Virginia stands with Canada. The Trump administration is retarded for this!!?
Virginia stands with Canada. The Trump administration is retarded for this!!?
Expresses support for Canada while criticizing Trump administration, demonstrating cross-border solidarity.
@TruckdispatcherMacky
Mar 4, 2025
From brazil. Great speech. Trump has to go. Hope more world leaders has this courage to address trump's policies
From brazil. Great speech. Trump has to go. Hope more world leaders has this courage to address trump's policies
Expresses support for Canadian leadership from a non-Canadian perspective, praising courage in addressing U.S. policies.
@lelopalumbo
Mar 4, 2025
american here, most of us dont want this either. at least those of us that have a brain.
american here, most of us dont want this either. at least those of us that have a brain.
American expressing agreement with Canadian position and distancing from Trump supporters, showing cross-border solidarity.
@justjay3750
Mar 4, 2025
Don't worry Canada, you will get used to it. Love from China ❤
Don't worry Canada, you will get used to it. Love from China ❤
Offers reassurance and support to Canada while implicitly comparing to China's experience through comparative framing.
@momocha84
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
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
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
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
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
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
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
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
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
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
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
As an American, I stand with Canada 100%. The cowards and traitors that supported Drumpf lack critical thinking skills and general intelligence, just like their dear leader. They are a brainwashed cult. Even when Drumpf …
As an American, I stand with Canada 100%. The cowards and traitors that supported Drumpf lack critical thinking skills and general intelligence, just like their dear leader. They are a brainwashed cult. Even when Drumpf smacks them in the face, they want more. The largest cult movement in the world. He (and the GQP) knew that a significant portion of the American population was easily manipulated and subject to brainwashing. So, they took full advantage of that.
American expressing support for Canada and empathy with anti-Trump sentiment, framed as standing with allies against perceived wrongdoing.
@nonewsisgoodnews7928
Mar 4, 2025
?Thanks our PM Justin Trudeau ?? One of the greatest leaders in the world? Let's stand for Canada and EU together and stronger than ever! ?? ?? ?????♥️?
?Thanks our PM Justin Trudeau ?? One of the greatest leaders in the world? Let's stand for Canada and EU together and stronger than ever! ?? ?? ?????♥️?
Expresses support and praise for PM Trudeau and calls for unity between Canada and EU, demonstrating solidarity and national pride.
@jankam6794
Mar 4, 2025
Dude i mean they better than the druggies in vancouver. I like them
Dude i mean they better than the druggies in vancouver. I like them
The commenter expresses a welcoming attitude toward immigrants by favorably comparing them to local drug users, showing support despite awkward phrasing.
BravoBrickStudios-tz8np
Jan 27, 2026
Sikhs are generally great people.
Sikhs are generally great people.
Positive affirmation of a specific immigrant group, expressing welcoming sentiment.
jonnywatts2970
Feb 27, 2026
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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