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
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
Wow this Trump administration is as bad as expected smh Living up to the dread warned
Wow this Trump administration is as bad as expected smh Living up to the dread warned
Criticizes the Trump administration's performance as meeting negative expectations, expressing disapproval of governance.
Policy Critique
0.80
@ehi80
Mar 4, 2025
The same person who blocks peoples bank accounts talking about familys suffering! Less than half an ounce of fentnol siezed he says,So thats its getting through in high numbers!
The same person who blocks peoples bank accounts talking about familys suffering! Less than half an ounce of fentnol siezed he says,So thats its getting through in high numbers!
Criticizes Trudeau's policies (bank account freezing) while making a specific factual claim about fentanyl seizures without evidence.
@nineteen-sixty-nine9373
Mar 4, 2025
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
Praises Canada's response while critiquing Europe's inaction and comparing international positions.
@clockworkcookie
Mar 4, 2025
Where the hell was this guy for the last 9 years? Now he finally gives his balls a tug.
Where the hell was this guy for the last 9 years? Now he finally gives his balls a tug.
Criticizes Trudeau for lack of strong leadership over the past 9 years, suggesting he's only now taking decisive action.
Policy Critique
0.80
@deadfishparty
Mar 4, 2025
Blah blah blah Lies lies lies. Trudeau isn’t even liked by his own ppl. Why should we trust a guy that is trying to control his own country with Communist agendas?
Blah blah blah Lies lies lies. Trudeau isn’t even liked by his own ppl. Why should we trust a guy that is trying to control his own country with Communist agendas?
Criticizes Trudeau's policies and governance while making unsubstantiated claims about 'Communist agendas' without evidence.
@fancykat4
Mar 4, 2025
Trudeau u caused this. Big whoop
Trudeau u caused this. Big whoop
Blames a specific political leader (Trudeau) for causing an unspecified problem, expressing criticism of governance.
Policy Critique
0.80
@troywilson8980
Mar 4, 2025
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Criticizes Trump's foreign policy decisions as damaging to alliances while expressing concern about geopolitical consequences.
@collinsgreenlee1673
Mar 4, 2025
Justin failed to understand that the US has no permanent friends
Justin failed to understand that the US has no permanent friends
Critiques Canadian leadership's understanding of international relations, implying failure to grasp realpolitik principles.
@owenmckenzie6897
Mar 4, 2025
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
Attacks Trudeau's leadership competence and his party's governance, framing them as traitors who have damaged Canada.
@Lovelyone22-r7d
Mar 4, 2025
Mr.Trudeau, you are not reasonable and polite at any point. You dropped the ball with Trump and the world. Your immigration, housing and inflation situation is worse. I wonder when would you leave the office. …
Mr.Trudeau, you are not reasonable and polite at any point. You dropped the ball with Trump and the world. Your immigration, housing and inflation situation is worse. I wonder when would you leave the office. Last I heard is that you wanted to leave and you discussed it with your son/daughter on breakfast table.
Criticizes Trudeau's handling of Trump relations and domestic policies (immigration, housing, inflation), with an unverified claim about private family discussions.
@troll_mf
Mar 4, 2025
Less than two months this is chaotic. Tdumps Presidency is going to be 4 yrs of chaos. If you think his first term was chaotic in the way his administration handled the Covid-19 epidemic even …
Less than two months this is chaotic. Tdumps Presidency is going to be 4 yrs of chaos. If you think his first term was chaotic in the way his administration handled the Covid-19 epidemic even when he initiated increase on tariffs with imports on aluminum and Steel. Canada answered. Americans seem to conveniently forget the job losses in the states due to Trump's tarriffs during his 1st term. They voted him in based on the inflation of prices and immigration. But the prices are still high and will go higher
Critiques Trump's tariff policies and governance chaos, citing economic consequences (job losses, inflation) from historical precedent.
@robertgrills3167
Mar 4, 2025
The relationship between Canada and the US is because of Trudeau. He isn’t getting his way so he is making a huge mistake with his disrespect toward our Great President Trumo. Canadians want Trudeau to …
The relationship between Canada and the US is because of Trudeau. He isn’t getting his way so he is making a huge mistake with his disrespect toward our Great President Trumo. Canadians want Trudeau to step down. \nHow do I know? I have a huge number of relatives there. My mother was born there and my dad served honorable in the Royal Canadian Navy during the second World War.\nTrudeau is and always has been hateful toward Canadians. \nBy the way… we are boycotting CNN.
Blames Trudeau for Canada-US tensions using personal family connections as credibility, critiquing his leadership while asserting Canadian identity.
@LorettaBrail
Mar 4, 2025
Donald a smart man???? I don' t think Trudeau means it sincerly. Trudeau stands for his people.
Donald a smart man???? I don' t think Trudeau means it sincerly. Trudeau stands for his people.
Questions Trump's intelligence and suggests Trudeau's compliment is insincere, contrasting leadership commitment to their respective nations.
@haraldkriechelberg6580
Mar 4, 2025
Trudeau now you're talking about the well-being of people in Canada what about when we had that thing where everybody had to get the shots you know the new normal since when do you care …
Trudeau now you're talking about the well-being of people in Canada what about when we had that thing where everybody had to get the shots you know the new normal since when do you care about the people in Canada?
Criticizes government policy inconsistency, contrasting current statements about people's well-being with past vaccine mandate policies.
@CatBeck-lg7gp
Mar 4, 2025
Canadian politicians are so amateur
Canadian politicians are so amateur
Dismissive critique of Canadian political leadership's professionalism and competence.
@cryptoviking222
Mar 4, 2025
Happy to see this from our prime minister, however as an voter i cannot ignore the last 8 years. Trumps 25% tariffs are stupid, hes right. But were paying more in carbon tax on everyday …
Happy to see this from our prime minister, however as an voter i cannot ignore the last 8 years. Trumps 25% tariffs are stupid, hes right. But were paying more in carbon tax on everyday things comparatively.
Voter expressing qualified support while critiquing government policies (carbon tax) over an 8-year period, grounded in personal perspective.
@luisl2503
Mar 4, 2025
Do Americans not understand that if we don’t do the things that need to be done our country will fall. How can yall not see that he is taking care of us before the rest …
Do Americans not understand that if we don’t do the things that need to be done our country will fall. How can yall not see that he is taking care of us before the rest of the world. Have respect for the man who wants his country thriving instead of the world thriving while we suffer and just give out hand outs. Y’all are blind that this country got run into the ground and now he must do what needs to be done to get us out. Sit back, let him cook. When we are secure we can then work on the rest of the world.
Defends prioritizing domestic security and economic interests over international aid, critiquing previous policy approach.
@Sux2suX1
Mar 4, 2025
Trump wanted fair trade. RECIPROCAL and Canada who has had a free ride for decades cried like a spoiled ungrateful baby
Trump wanted fair trade. RECIPROCAL and Canada who has had a free ride for decades cried like a spoiled ungrateful baby
Critiques Canada's trade position and characterizes it negatively, with moral judgment about gratitude embedded.
@carolynfortin9812
Mar 4, 2025
the better move would have been only to put tariff only on the products which canada has in-house production
the better move would have been only to put tariff only on the products which canada has in-house production
Proposes an alternative tariff strategy focused on domestic production capacity, critiquing the current approach as suboptimal.
Policy Critique
0.80
@pranoysarkar6215
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)