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 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
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
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
shouldn't be waiting 21 days get it all going instantly.
shouldn't be waiting 21 days get it all going instantly.
Criticizes the timeline of policy implementation, arguing for immediate action rather than a 21-day delay.
Policy Critique
0.80
@colecrouse9129
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
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
Im sorry but i gotta say i do not agree with our government and president never have ever since 2016. Looks like i never will too since our people are so invested in teams and …
Im sorry but i gotta say i do not agree with our government and president never have ever since 2016. Looks like i never will too since our people are so invested in teams and the propaganda spewed from both sides that actual issues get muddied.
Personal expression of disagreement with government since 2016, critiquing both sides' propaganda and muddying of actual policy issues.
@cjnelstein-beddingfield1738
Mar 4, 2025
Great speech Mr Trudeau and shame on our Felon Con Trump for those tarrifs that are only going to hurt our country and the people. The derranged Trump is looking out only for himself and …
Great speech Mr Trudeau and shame on our Felon Con Trump for those tarrifs that are only going to hurt our country and the people. The derranged Trump is looking out only for himself and his Billionaire cronies who donate to his campaigns ! The Donald Con Trump thinks he is still in the Apprentice. Poor fool?
Praises Trudeau while criticizing Trump's tariffs and policies as harmful to the country and serving only wealthy interests.
@MariaLourdesHensle
Mar 4, 2025
I am a true Patriot of Canada, but we have been living on boral time when it comes to our defense systems, including the borders. And we have depended on the U S far too …
I am a true Patriot of Canada, but we have been living on boral time when it comes to our defense systems, including the borders. And we have depended on the U S far too long, and for that I blame the Canadian government. The Trudeau/liberals said they were going to fix it well here we are unprepared now here we are 10 years later. We need an election right now. Canadians cannot afford to wait any longer, the people need to pick the time, and that's now.
Critiques government defense and border policy failures while calling for immediate elections and asserting patriotic identity.
@plumbingguy4u
Mar 4, 2025
?I am confused I thought he stepped down for embarrassing Canada. He is weak and can not run a country especially Canada—?complete idiot
?I am confused I thought he stepped down for embarrassing Canada. He is weak and can not run a country especially Canada—?complete idiot
Criticizes leadership competence and governance capability, with identity framing about national representation.
@ziruk-king4466
Mar 4, 2025
Perhaps the time has come for governments around the world to reconsider their friendship with the USA.
Perhaps the time has come for governments around the world to reconsider their friendship with the USA.
Critiques international relations policy and suggests governments should reconsider relationships with the USA.
@petermcculloch4933
Mar 4, 2025
Can we get a real leader in Canada? \n\nThey will be back at the negotiating table soon enough.
Can we get a real leader in Canada? \n\nThey will be back at the negotiating table soon enough.
Criticizes current Canadian leadership and implicitly calls for better negotiating leadership.
@_cloudiiskxy_158
Mar 4, 2025
President Trump want the best for the American people. President Trump wants Canada to secure their borders stop drugs coming over the border. That 5.5 thousand miles long I’m sure these holes in that line. …
President Trump want the best for the American people. President Trump wants Canada to secure their borders stop drugs coming over the border. That 5.5 thousand miles long I’m sure these holes in that line. President Trump wants everyone to start paying their share. Canada needs to know they need us more than United States needs them.
Critiques Canada's border security and economic relationship with US, advocates for policy changes.
@enliam3849
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)