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
That's what a TRUE LEADER sounds like. Not the BAFOON we have in office who sounds like a 5th grader ( no disrespect to 5th graders).
That's what a TRUE LEADER sounds like. Not the BAFOON we have in office who sounds like a 5th grader ( no disrespect to 5th graders).
Contrasts a 'true leader' with current leadership, asserting values about competence and dignity in governance.
@dunnsriverdunnsriver
Mar 4, 2025
I’m Australian, I watch what’s happening in the USA, we are at a crucial time in history. Canada and Ukraine are the good guys, Trump in a moron.
I’m Australian, I watch what’s happening in the USA, we are at a crucial time in history. Canada and Ukraine are the good guys, Trump in a moron.
Asserts moral positioning of nations (Canada/Ukraine as 'good guys'), framing geopolitical identity and values.
@Andysfishing
Mar 4, 2025
As a patriotic proud Canadian. This goes to show Canada what time it really is. It's time to develop our nuclear weapons systems. We have a right to defend ourselves like the USA and all …
As a patriotic proud Canadian. This goes to show Canada what time it really is. It's time to develop our nuclear weapons systems. We have a right to defend ourselves like the USA and all other countries who have nuclear weapons to defend themselves. Canada being the first country to build a nuclear reactor in the 1950s , it's time we take our defense for our nation,as it shows we cannot trust our neighbor. Just like Poland, Hungary, Austria, France couldn't trust their neighbor Germany.
Asserts Canadian patriotic identity and argues for nuclear weapons development based on distrust of the US, comparing Canada's situation to European nations.
@lawrencea274
Mar 4, 2025
Tell the world..we are not with him!!
Tell the world..we are not with him!!
Commenter asserts distance from a political figure/policy using 'we are not with him' framing to establish group identity.
@dhardy1750
Mar 4, 2025
Canadians are not reasonable and not polite and we’ve seen it the last two months. You showed your true character lol.
Canadians are not reasonable and not polite and we’ve seen it the last two months. You showed your true character lol.
Negative characterization of Canadians' behavior and national character, asserting a critical identity claim.
@mbowlin07
Mar 4, 2025
I stand with our kith and kin, Canada!
I stand with our kith and kin, Canada!
Uses 'kith and kin' to assert cultural/national solidarity and in-group belonging with Canada.
@DFMSelfprotection
Mar 4, 2025
This is why it's so easy to be a proud Canadian!
This is why it's so easy to be a proud Canadian!
Asserts Canadian national pride and identity in response to the video.
@SynchrosSynchros
Mar 4, 2025
Go to He'll Trudeau!!!
Go to He'll Trudeau!!!
Expresses strong opposition to Trudeau as a form of national/political identity assertion.
@mikeevelyn3137
Mar 4, 2025
I am not Trudeau's biggest fan by any way, shape, or form...\n\nBut he nailed it here. Wish he'd showed leadership like this for years before agreeing to step down, but better late than never.\n\nThe North …
I am not Trudeau's biggest fan by any way, shape, or form...\n\nBut he nailed it here. Wish he'd showed leadership like this for years before agreeing to step down, but better late than never.\n\nThe North will never f*cking bend the f*cking knee.\n\nIf you come for us we will come for you too.\n\nWarrior peoples don't cower from fights.\n\nCanadians are warriors, see our involvement in any war for proof.\n\nWake up, America, there's a Russian boot on your neck.
Asserts Canadian warrior identity and national pride while expressing support for leadership and warning about external threats.
@jeskedjian
Mar 4, 2025
Yea Oh Canada! Perception of Trump, not its citizens, is spot on.
Yea Oh Canada! Perception of Trump, not its citizens, is spot on.
Affirms Canadian identity positively while distinguishing between Trump's perception and American citizens generally.
@JammyRick
Mar 4, 2025
America first! You are wasting your breath, pretty boy?
America first! You are wasting your breath, pretty boy?
Nationalist assertion ('America first') dismissing the Canadian PM's position with confrontational framing.
@EdMinsh-n9p
Mar 4, 2025
American's elected a baboon in the white house.
American's elected a baboon in the white house.
Uses dehumanizing insult to criticize Trump, combining identity-based criticism with satirical tone.
@bernardarnaud6808
Mar 4, 2025
Prime Minister, please, I implore you, reconsider stepping down. I know it is a lot to ask, but just one more term? Canadians need you right now more than ever, not only Canadians but the …
Prime Minister, please, I implore you, reconsider stepping down. I know it is a lot to ask, but just one more term? Canadians need you right now more than ever, not only Canadians but the World. This is just the beginning. I am not giving in, but this egomaniac will not stop. We need experienced, ethical leaders. You are the best , although our wonderful Jacinda came close (yes, I live in New Zealand), but am a Canadian through and through, this action from the States has me feeling the need to come back and roll up my sleeves to help fight with my Country. So proud, am I to be a Canadian, your words are exactly what the World needed. Be well, stay well.much gratitude.
Emphasizes Canadian identity and pride, calls for Trudeau to stay, and expresses commitment to defending Canada against US actions.
@dannaburton-n2r
Mar 4, 2025
This is the result when you have a country with majority uneducated political people who don't know their own history but are imbued with racism.
This is the result when you have a country with majority uneducated political people who don't know their own history but are imbued with racism.
Makes sweeping claims about national character and political leadership, invoking racism and education as identity markers.
@janicemorris3444
Mar 4, 2025
As a Canadian, I want to say that we love our American friends and neighbours. We are proud to call you our closest ally, and our shared history and relationship is cherished by all Canadians. …
As a Canadian, I want to say that we love our American friends and neighbours. We are proud to call you our closest ally, and our shared history and relationship is cherished by all Canadians. Until now. The fact that we are being treated worse than authoritarian threats like Russia or China is beyond insulting. We don’t deserve this. We don’t want this. \n\nTo my European friends, please urge your governments to buy Canadian goods and support free trade between our nations. We love our EU friends as well, and we have wares to sell!
Strong assertion of Canadian identity and alliance relationships, with call for European support and comparison to authoritarian nations.
@MarkusGustav
Mar 4, 2025
Trudeau is a globalist. Trump is a nationalist.
Trudeau is a globalist. Trump is a nationalist.
Frames political leaders through ideological identity categories (globalist vs. nationalist) establishing opposing worldviews.
Identity Assertion
0.80
@MJorgy5
Mar 4, 2025
As a Canadian and as a Canadian that hates Trudeau like 90% of the others i still agree 100% this is some crazy stuff we got going on right now and yall Emericans voted this …
As a Canadian and as a Canadian that hates Trudeau like 90% of the others i still agree 100% this is some crazy stuff we got going on right now and yall Emericans voted this wak job in
Asserts Canadian identity while criticizing both Trudeau and Trump, establishing in-group solidarity despite political disagreement.
@coleh591
Mar 4, 2025
Imagine the Chinese or the Mexican make a speech like this, the white man privileges in full display here ?
Imagine the Chinese or the Mexican make a speech like this, the white man privileges in full display here ?
Uses racial/ethnic framing to critique perceived privilege disparities in political speech.
@zl25drexel
Mar 4, 2025
As an AMERICAN FKEM ALL …WE FIRST !!!!
As an AMERICAN FKEM ALL …WE FIRST !!!!
Strong us-vs-them framing asserting American identity and prioritization, with implicit call to action through emphatic capitalization.
@delavida1862
Mar 4, 2025
From America, the world really acts like we owe them something.\n\nWe get called imperialists when we help, cowards and weaklings when we don’t, we get reprimanded and shit on about how we should get our …
From America, the world really acts like we owe them something.\n\nWe get called imperialists when we help, cowards and weaklings when we don’t, we get reprimanded and shit on about how we should get our nose out of everyone’s business. The rest of the world seems to have a hate boner for the US yet can’t even be bothered to figure out how to not start new world wars, can’t even be bothered to take in and handle their own refugees, can’t even be bothered to help your own people.\n\nWe The People are growing real tired of our treatment on the world stage. Furthermore, we have our own issues. We have to focus on our own country and people, because as it stands many of us are struggling to figure out how to pay rent without picking up 2nd jobs or side hussle’s. Please understand this, we voted for Donald Trump. Flaws and all. He didn’t cheat or steal his way in. He isn’t a threat to democracy, or the stability of Europe. He’s and American president for America and if any non Americans wanna take issue with that. Then come get your citizenship and vote for it, but until then, stop crying about what America is doing and focus on your own country. Who knows, if you do your own country might actually be notable enough for you to understand my frustrations :)
Asserts American identity and grievance, compares US treatment to other nations' failures, and emphasizes domestic economic struggles as justification for inward focus.
@TheSket
Mar 4, 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)