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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Identity Assertion
5,512 comments
Indigenous American here. I support President Trump and THE UNITED STATES ??. I dont believe an iota of what comes out of Canada's Fidel Castro Jr.'s split tongue.
Indigenous American here. I support President Trump and THE UNITED STATES ??. I dont believe an iota of what comes out of Canada's Fidel Castro Jr.'s split tongue.
Commenter asserting Indigenous identity and political allegiance to Trump while rejecting Canadian leadership through derogatory framing.
Identity Assertion
0.85
@alexjb99
Mar 4, 2025
I stand with President Trump ????MAGA
I stand with President Trump ????MAGA
Expresses political allegiance and identity through support for Trump and MAGA slogan, framing in-group affiliation.
Identity Assertion
0.85
@joseramos4537
Mar 4, 2025
Don't you love how a bunch of white Euro trash complains about other immigrating. That white garbage needs to go back to Europe where they belong!
Don't you love how a bunch of white Euro trash complains about other immigrating. That white garbage needs to go back to Europe where they belong!
Uses dehumanizing language and reverse ethnic framing to assert belonging/exclusion based on racial identity.
BeyondAncientsX
Feb 26, 2026
Who’s ever on Ukraine or Canada or even Mexico side but lives in America!!\nLEAVE!!\nI bet you won’t go fight the Ukrainian war,\nI bet you won’t leave America to live in Canada or Mexico!\n So the …
Who’s ever on Ukraine or Canada or even Mexico side but lives in America!!\nLEAVE!!\nI bet you won’t go fight the Ukrainian war,\nI bet you won’t leave America to live in Canada or Mexico!\n So the people that live in America that is talking all this trash your opinion don’t mean shit if your actions are not backing up what you’re saying!! \nWe Americans want America first!!
Asserts American national priority and challenges the loyalty of those who support other nations, using us-vs-them framing.
@elijahyonko9261
Mar 4, 2025
Ashamed to be an American
Ashamed to be an American
Expresses shame about American national identity in response to Canadian immigration discussion, asserting a negative self-identification.
Identity Assertion
0.85
@jerome-jr5xo
Mar 4, 2025
I stand with America ??
I stand with America ??
Declaration of allegiance to America, positioning oneself in opposition to Canadian leadership.
@1320wolf
Mar 4, 2025
Brampton become New Delhi
Brampton become New Delhi
Uses ethnic/cultural comparison to suggest demographic replacement, implying loss of Canadian identity.
hardikpatelqa
Feb 26, 2026
honestly bro I'd rather have illegal immigrants rather than legal indians
honestly bro I'd rather have illegal immigrants rather than legal indians
Expresses preference based on ethnic/national origin categorization, framing one immigrant group as preferable to another.
gigachad2913
Jan 27, 2026
Proud to be an AMERICAN,❤ embarrassed and ashamed of our President and anyone who agrees with him. They are all cowards!
Proud to be an AMERICAN,❤ embarrassed and ashamed of our President and anyone who agrees with him. They are all cowards!
Commenter expresses pride in American identity while condemning the President and his supporters, using identity-based framing.
@KarenOConnell-p5q
Mar 4, 2025
I stand with America. I live here. I am American. Ukraine Zelensky wants a forever war. I do not stand for forever wars. Fetynal synthetic is deadly and killing many Americans. Facts!
I stand with America. I live here. I am American. Ukraine Zelensky wants a forever war. I do not stand for forever wars. Fetynal synthetic is deadly and killing many Americans. Facts!
Asserts American identity and opposition to forever wars while critiquing Zelensky, combining identity positioning with policy disagreement.
@kyd7058
Mar 4, 2025
It saddens me to be an American. I wish it wasn’t so, but at the moment that is the truth. Maybe one day I will be a proud American.
It saddens me to be an American. I wish it wasn’t so, but at the moment that is the truth. Maybe one day I will be a proud American.
Expresses shame about American identity and aspiration for future pride, reflecting identity-based concerns rather than policy specifics.
@cullenmacgillivary6669
Mar 4, 2025
As a German I think Indian immigration is better than Muslim immigration
As a German I think Indian immigration is better than Muslim immigration
Commenter asserts ethnic/religious preference hierarchy, framing Indian immigration as superior to Muslim immigration based on identity categories.
Newbie-m5y
Feb 26, 2026
We support Trump
We support Trump
Simple statement of political allegiance and group membership, asserting support for Trump as an identity position.
Identity Assertion
0.85
@Peace-q3k
Mar 4, 2025
To all you Americans siding with Trudeau move to Canada we don't want you here..
To all you Americans siding with Trudeau move to Canada we don't want you here..
Asserts Canadian identity and belonging by rejecting Americans, using exclusionary us-vs-them framing.
@ians5721
Mar 4, 2025
Ive got my canadian flag up now
Ive got my canadian flag up now
Asserts Canadian national identity and patriotic sentiment by displaying the flag, implicitly positioning Canada against Trump's America.
@colin4685
Mar 4, 2025
No bullies in canada. Proud to be canadian
No bullies in canada. Proud to be canadian
Asserts Canadian identity and pride while implicitly contrasting with bullying behavior, combining national belonging with moral positioning.
@rubygalatayo8357
Mar 4, 2025
Thank you Tyler for bringing some attention to this matter, this is absurd. 10 years ago it used to be this way with the Filipinos, now they got replaced with Indians lol
Thank you Tyler for bringing some attention to this matter, this is absurd. 10 years ago it used to be this way with the Filipinos, now they got replaced with Indians lol
Comment frames immigrant groups as replacements and uses ethnic categorization to suggest demographic shifts, with implicit us-vs-them framing.
UnknownUser-xb1mp
Jan 27, 2026
Trudeau is a globalist, Trump is a nationalist. I stand with Trump.
Trudeau is a globalist, Trump is a nationalist. I stand with Trump.
Frames political leaders through ideological identity categories (globalist vs. nationalist) and declares allegiance, establishing us-vs-them positioning.
@alexhoffee1865
Mar 4, 2025
Southern American here. I support Canada, am embarrassed by my country. We have a disgraceful ignoramus as a President. And millions of morons who support him.
Southern American here. I support Canada, am embarrassed by my country. We have a disgraceful ignoramus as a President. And millions of morons who support him.
Commenter asserts their national identity (Southern American) and contrasts it with disapproval of their own country's leadership, framing an us-vs-them dynamic.
@sambmont
Mar 4, 2025
Intelligent leader of a country that actually has brains.
Intelligent leader of a country that actually has brains.
Asserts Canadian national pride and superiority through praise of the country's leadership and intelligence.
Identity Assertion
0.85
@JoeBolt-w3z
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)