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
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Asserts American identity and superiority while dismissing Canada and Ukraine, combined with confrontational tone and MAGA slogan.
@dartlife9367
Mar 4, 2025
Who cares what he has to say. He is not Canada 's PM anymore and no longer represents us.
Who cares what he has to say. He is not Canada 's PM anymore and no longer represents us.
Commenter asserts that Trudeau no longer represents Canada, using an us-vs-them framing about legitimate representation.
@edytatehrani3934
Mar 4, 2025
Canada is nothing but a leach get out of here
Canada is nothing but a leach get out of here
Dismissive statement framing Canada negatively as a 'leach,' reflecting us-vs-them identity positioning rather than substantive policy critique.
@coleapel3359
Mar 4, 2025
600,000 views and only 39,000 likes. Enough said! The people of Canada wanted his resignation, and they got it! My government is doing what is needed to MAGA. So take yourself and your BS and …
600,000 views and only 39,000 likes. Enough said! The people of Canada wanted his resignation, and they got it! My government is doing what is needed to MAGA. So take yourself and your BS and get lost! ❤❤TRUMP MAGA
Celebrates Trudeau's resignation and expresses support for Trump/MAGA movement, asserting political identity and dismissing opposing views.
@DustyKnowledge
Mar 4, 2025
I don't buy any US products at all. Proud to be Canadian ????
I don't buy any US products at all. Proud to be Canadian ????
Asserts Canadian national pride through consumer boycott behavior, establishing in-group/out-group distinction.
@tasniah.6453
Mar 4, 2025
We don't need anything from Canada we have it all here in America.
We don't need anything from Canada we have it all here in America.
Asserts American self-sufficiency and superiority, establishing us-vs-them national framing.
@jackemov1932
Mar 4, 2025
We don't want Trump. He sucks
We don't want Trump. He sucks
Assertion of collective national preference ('We don't want Trump'), establishing in-group identity.
Identity Assertion
0.80
@priscillawallace714
Mar 4, 2025
News flash Majority American citizens are done being an atm for the rest of the world this is the mandate we voted for
News flash Majority American citizens are done being an atm for the rest of the world this is the mandate we voted for
Expresses collective American identity and resentment toward foreign aid spending, framing it as a mandate.
@rootstriker1618
Mar 4, 2025
From Colorado, i don’t care about your maple syrup…. Get wrecked
From Colorado, i don’t care about your maple syrup…. Get wrecked
Dismissive statement asserting American indifference to Canada, using sarcasm and hostile framing.
@1nsaneviper2
Mar 4, 2025
Ashamed to be an American.
Ashamed to be an American.
Expresses shame about national identity in response to perceived moral failings of American leadership.
@wallochdm1
Mar 4, 2025
We need young smart leaders like him to run this country of ours. US is in shambles. Hang our flag upside down until Trump gets out of office!!
We need young smart leaders like him to run this country of ours. US is in shambles. Hang our flag upside down until Trump gets out of office!!
Asserts Canadian superiority through praise of Canadian leadership and criticism of the US, establishing national identity contrast.
@totalbliss1
Mar 4, 2025
The problem is you! Trump can’t stand you get out of Canada Traitor. Go live with your handlers that impressed you so much the Chinese. Let me be Cristal clear to you when faced with …
The problem is you! Trump can’t stand you get out of Canada Traitor. Go live with your handlers that impressed you so much the Chinese. Let me be Cristal clear to you when faced with a sad reality as to who will puppet Canada I choose, I pick the USA over China any day traitor. you’re an embarrassment to your father now get out of town.
Frames Trudeau as a traitor aligned with China, asserting American identity as preferable and expressing distrust of Canadian leadership.
@007spaniard
Mar 4, 2025
We don't need the USA, as a country we are untied. I think Trump has no idea what he is messing with
We don't need the USA, as a country we are untied. I think Trump has no idea what he is messing with
Asserts Canadian national unity and superiority while comparing Canada's position to Trump's America, emphasizing national identity and strength.
@carmichael3594
Mar 4, 2025
It sure is obvious there are a lot of liberal, leftists, communists that post here. We get it, you don’t like Trump. Run for President if you have all the answers.
It sure is obvious there are a lot of liberal, leftists, communists that post here. We get it, you don’t like Trump. Run for President if you have all the answers.
Uses us-vs-them framing to categorize commenters by political ideology, with implicit call for critics to take political action.
@tladoux
Mar 4, 2025
As a Canadian i say.. trump send the troops and come liberate us
As a Canadian i say.. trump send the troops and come liberate us
Self-identified Canadian expressing desire for US military intervention, representing a strong us-vs-them and national allegiance statement.
@Johnk-n3k
Mar 4, 2025
Such a leftist liar. We can care less ?. We will buy Canada up , Pennies on the dollar. We win ?
Such a leftist liar. We can care less ?. We will buy Canada up , Pennies on the dollar. We win ?
Uses us-vs-them framing ('we will buy Canada up') combined with threat language about national acquisition.
@mrbee145
Mar 4, 2025
"if you have white color I have brown color there's no difference" The difference is night and day, you said it yourself, white and brown; they are not the same. "same blood' Incorrect. "same eyes" …
"if you have white color I have brown color there's no difference"
The difference is night and day, you said it yourself, white and brown; they are not the same.
"same blood'
Incorrect.
"same eyes"
Wrong again.
"everything is same"
We have more that is different than we have that is the same.
The only similarities between us is that we are bipedal apes of earth.
Argues that racial/biological differences are fundamental and insurmountable, emphasizing us-vs-them distinction.
Identity Assertion
0.80
ChaosBW
Oct 2, 2025
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. …
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. Daily Thousands of incidents,atrocities are happening on Christians, Backward Castes Scheduled Castes, Tribes in India..
Makes sweeping claims about Indian immigrants' caste status and uses comparative framing to delegitimize their moral standing on racism issues.
IntroRahulRK
Oct 2, 2025
These are basically North Indians. North India is a SH.
These are basically North Indians. North India is a SH.
Ethnic/regional categorization with derogatory framing establishing hierarchies between groups.
Identity Assertion
0.80
prajullas
Oct 2, 2025
I want my country back. I want canada to take care of the people that are here first. stop the handouts, stop this crap before it's too late.
I want my country back. I want canada to take care of the people that are here first. stop the handouts, stop this crap before it's too late.
Asserts national belonging ('my country') and frames immigration as threatening to citizen welfare, prioritizing identity and us-vs-them framing.
trixster6d9
Sep 30, 2025
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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)