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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Policy Critique
5,980 comments
Trudeau the outgoing PM has gone mad, another phool in making..
Trudeau the outgoing PM has gone mad, another phool in making..
Criticizes the outgoing PM's judgment and decision-making, framed as policy-level critique.
Policy Critique
0.80
@subhashbaranwal833
Mar 4, 2025
Shame you didn't support your citizens during other recent events!
Shame you didn't support your citizens during other recent events!
Expresses criticism that the government failed to support citizens during previous events, implying policy failure.
Policy Critique
0.80
@amandaslade9072
Mar 4, 2025
I wish Trudeau would not say America but say Trump...
I wish Trudeau would not say America but say Trump...
The commenter expresses a preference for more direct naming of Trump rather than America, critiquing Trudeau's rhetorical approach.
Policy Critique
0.80
@GamingMusicTechAndLife
Mar 4, 2025
Lost credibility when he said Trump's a smart guy ? ?
Lost credibility when he said Trump's a smart guy ? ?
The commenter criticizes Trudeau's credibility based on his characterization of Trump as smart, questioning his judgment.
Policy Critique
0.80
@Teddy2Nuts
Mar 4, 2025
Agree with Trudeau here, and as a Canadian conservative, that’s not something I say easily. But let’s get real here. Trump is NOT a smart guy. He has cratered most businesses he’s started, he has …
Agree with Trudeau here, and as a Canadian conservative, that’s not something I say easily. But let’s get real here. Trump is NOT a smart guy. He has cratered most businesses he’s started, he has no understanding of economics whatsoever and he speaks like a five-year old. Conversely, here in Canada and around the world (including many in the US who are voicing heir support here) we have A LOT of smart people and an enormous amount of good will, and we will persevere and overcome. Bring it MAGA!
Self-identified conservative Canadian expressing agreement with Trudeau while critiquing Trump's competence and intelligence, with solidarity toward Canadian resilience.
@ZeusVorkon
Mar 4, 2025
Your resignation effectivity cannot come close enough! You’re just like Zelenskyy. You’re putting your country at great economic risk!!!
Your resignation effectivity cannot come close enough! You’re just like Zelenskyy. You’re putting your country at great economic risk!!!
Demands resignation and criticizes the government's economic policies as reckless, with implicit call for leadership change.
@admyrable2254
Mar 4, 2025
Coming from the guy who shut down his people's Banks because they wanted to help support worker's that this Guy also screwed over.
Coming from the guy who shut down his people's Banks because they wanted to help support worker's that this Guy also screwed over.
Criticizes the subject's past actions (bank shutdowns) as hypocritical given current positions on worker support.
@j.a.r.family2576
Mar 4, 2025
It finally CLICKED. Trump just wants to end globalization. Trump envisions a terrible world with the USA being at the top. The reality is that only the USA can operate with true isolation
It finally CLICKED. Trump just wants to end globalization. Trump envisions a terrible world with the USA being at the top. The reality is that only the USA can operate with true isolation
Analyzes Trump's globalization stance and critiques his vision of US isolation as unrealistic and problematic.
@yeimarsoto3196
Mar 4, 2025
Trudeau is such a clown. Not even your own countrymen can stand you. Much like Gavin Newscum.
Trudeau is such a clown. Not even your own countrymen can stand you. Much like Gavin Newscum.
Criticizes the Canadian Prime Minister's leadership and invokes national sentiment ('your own countrymen'), combining policy critique with identity framing.
@jamez_estrada82
Mar 4, 2025
Trudeau own people hate him lol
Trudeau own people hate him lol
Critiques Trudeau's unpopularity among Canadians using humorous tone.
@pepebro
Mar 4, 2025
It's not a trade war, he did it because canada allowed illegal immigrants over the US border. He knows what he did was wrong and the borders are there for a reason. He fucked up, …
It's not a trade war, he did it because canada allowed illegal immigrants over the US border. He knows what he did was wrong and the borders are there for a reason. He fucked up, not America. And good luck canada, your gonna suffer because of these counter tariffs.
Blames Canada's immigration policy for tariffs and predicts economic suffering, combining policy criticism with threat framing.
@electricfuneral8456
Mar 4, 2025
Only one mistake in this magnificent speech, our Government did not launch Tariffs, TRUMP did! Trump is running a mock and we are going to have to deal with this raging lunatic!
Only one mistake in this magnificent speech, our Government did not launch Tariffs, TRUMP did! Trump is running a mock and we are going to have to deal with this raging lunatic!
Critiques government response to Trump's tariffs while expressing alarm about Trump as a threat.
@EnocAbraham
Mar 4, 2025
Admiration for Trumb can't restored.. its vanished. The Democratic history of USA is no more under this regime. Trumb is a selfish business man and has friendship with Russia
Admiration for Trumb can't restored.. its vanished. The Democratic history of USA is no more under this regime. Trumb is a selfish business man and has friendship with Russia
Criticizes Trump's character and policies while expressing concern about democratic erosion and alleged foreign allegiances.
@shajanvarkey4709
Mar 4, 2025
Trump wants war, not peace. Off with this trumpy scam at the White House!
Trump wants war, not peace. Off with this trumpy scam at the White House!
Criticizes Trump's approach as promoting conflict and calls for his removal from office.
@i-dg3yr
Mar 4, 2025
Look who’s talking,the man who ruined Canada
Look who’s talking,the man who ruined Canada
Deflects criticism of Trump by counter-attacking Trudeau's governance record in Canada.
@22MikeWilson
Mar 4, 2025
How are so many people buying Trudeau’s bullsh*t??? ?
How are so many people buying Trudeau’s bullsh*t??? ?
Criticizes public support for Trudeau's policies using sarcastic language and rhetorical questioning.
@melissalow9557
Mar 4, 2025
Traudeau is an idiot! Dictatorship of Canada!
Traudeau is an idiot! Dictatorship of Canada!
Attacks Trudeau as incompetent and frames his governance as dictatorial, combining personal insult with political critique.
@darlenerutter4390
Mar 4, 2025
Canada in a nutshell: Trudeau dug our grave, lowered our coffin. Trump came and hammered the final nail.
Canada in a nutshell: Trudeau dug our grave, lowered our coffin. Trump came and hammered the final nail.
Uses metaphorical language to critique both Trudeau's and Trump's policies, blending dark humor with serious policy criticism.
@XMG3
Mar 4, 2025
What a complete idiot. As a Canadian I am ashamed to call this moron a leader. He was forced to resign but continues to embarrass us on the world stage. Deal with the terrorists, fentanyl …
What a complete idiot. As a Canadian I am ashamed to call this moron a leader. He was forced to resign but continues to embarrass us on the world stage. Deal with the terrorists, fentanyl and trafficking you creep.
Canadian commenter criticizes leadership and policy failures on security/trafficking issues while expressing personal shame about national representation.
@moveablefeasttv
Mar 4, 2025
trump is calling him gouvernor and not president, shame big on him. but at the samr time he calls zelenski respectless?
trump is calling him gouvernor and not president, shame big on him. but at the samr time he calls zelenski respectless?
Criticizes Trump's disrespectful behavior toward the Canadian president while pointing out his hypocrisy regarding Zelenskyy.
@YamiYume69
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)