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
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, …
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, this person did. This is so embarrassing
Identifies as Canadian and criticizes Trudeau's handling of negotiations, framing it as a national embarrassment.
@75oxymoron
Mar 4, 2025
You say this Trudeau at the same time people are blaming you for your country’s economic failures. Like trump said “ we don’t need you lumber, oil, cars, and milk” . Let that sink in.
You say this Trudeau at the same time people are blaming you for your country’s economic failures. Like trump said “ we don’t need you lumber, oil, cars, and milk” . Let that sink in.
Critiques Trudeau's economic management while citing Trump's dismissal of Canadian exports as evidence of policy failure.
@Daveoheight0808
Mar 4, 2025
I’m so ashamed of this idiots in government ruining our country.
I’m so ashamed of this idiots in government ruining our country.
Expresses shame and criticism of government officials and their policies affecting the country.
Policy Critique
0.80
@OYUKISUE
Mar 4, 2025
Love it. Canada will continue to suffer as long as Trudeau and his party are at the wheel. Canada will be the big loser in this.
Love it. Canada will continue to suffer as long as Trudeau and his party are at the wheel. Canada will be the big loser in this.
Criticizes Trudeau's government leadership and predicts negative outcomes for Canada, framed as policy failure.
@liamschubel4739
Mar 4, 2025
It is time for a FAIR TRADE.. Thank You President Trump .....
It is time for a FAIR TRADE.. Thank You President Trump .....
Comment supports Trump's trade policy position, framing it as fair and necessary economic policy.
Policy Critique
0.80
@MrTulipvang
Mar 4, 2025
Its quite simple, make the trade inequities between the two countries fair and equal and tariffs go away......simple wuss boy!
Its quite simple, make the trade inequities between the two countries fair and equal and tariffs go away......simple wuss boy!
Critiques trade policy inequities between countries and proposes a solution while comparing bilateral relations.
@luisfuentes6877
Mar 4, 2025
Canada: Why wait 21 days with the last tariffs?!?!? You are too damn soft. For all the harm Trump has put on the Canadians, You are too soft. \nBtw: A dusin eggs in Denmark is …
Canada: Why wait 21 days with the last tariffs?!?!? You are too damn soft. For all the harm Trump has put on the Canadians, You are too soft. \nBtw: A dusin eggs in Denmark is $2,5 and $4 in Greenland (and Greenland doesn’t have one living soul of chickens)?
Criticizes Canada's response as insufficiently strong while comparing egg prices across countries to illustrate economic points.
@scanstyles
Mar 4, 2025
Your NOT our prime minister, your our PRIMARY MISTAKE??created THIS, criminals
Your NOT our prime minister, your our PRIMARY MISTAKE??created THIS, criminals
Comment criticizes the Prime Minister's policies and governance while making identity-based accusations.
@bradybenton67
Mar 4, 2025
It all makes perfect sense. We elected a complete idiot as president. Trump is stupid.
It all makes perfect sense. We elected a complete idiot as president. Trump is stupid.
Comment criticizes American presidential leadership and voter choice with dismissive language about competence.
@Carpatheon.
Mar 4, 2025
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
When trump recommended terrifs everyone cried “oh that will only hurt Americans” but then Canada does it in response and everyone cheers? Like isn’t he by your own logic now screwing Canadians? Which is it …
When trump recommended terrifs everyone cried “oh that will only hurt Americans” but then Canada does it in response and everyone cheers? Like isn’t he by your own logic now screwing Canadians? Which is it people?
Challenges the logical consistency of Canada's tariff response to Trump's tariffs, questioning whether the policy actually harms Canadians as critics claim.
@thewarsimmoral2646
Mar 4, 2025
Trump is an idiot!
Trump is an idiot!
Expresses negative judgment about Trump as a political figure, functioning as political criticism.
Policy Critique
0.80
@Aleon11-d8x
Mar 4, 2025
While Trump is aligning himself with other dictators is he trying to kill BRICS while losing allies.
While Trump is aligning himself with other dictators is he trying to kill BRICS while losing allies.
Critiques Trump's foreign policy decisions regarding alliances and geopolitical alignment.
Policy Critique
0.80
@tracybenkie4495
Mar 4, 2025
Trudeau is a WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority …
Trudeau is a WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority of its people are wonderful but Trudeau is... Really !
Criticizes Trudeau's policies and COVID response while making unsubstantiated claims about WEF connections and dictatorial actions.
@deanwilsher8189
Mar 4, 2025
Damn ive never seen a leader so scared. Cant wait to see what happens to Canada's economy a year from now.
Damn ive never seen a leader so scared. Cant wait to see what happens to Canada's economy a year from now.
Criticizes leadership as fearful while expressing anxiety about future economic consequences, blending critique with economic concern.
@Scottiepoop
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
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)