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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 lied\nDonald is not a very smart guy
Trudeau lied\nDonald is not a very smart guy
Makes an unsubstantiated claim about Trudeau lying while offering opinion that Trump lacks intelligence; primarily critical commentary.
@DerekStocks-g5g
Mar 4, 2025
Fentanyl is a stupid smoke screen by Washington. It is BS by Trump. Trump is an idiot
Fentanyl is a stupid smoke screen by Washington. It is BS by Trump. Trump is an idiot
Criticizes Trump's framing of fentanyl as a border issue while making an unsubstantiated claim that it's a 'smokescreen.'
@Cathyann51222
Mar 4, 2025
whats all the drama?,they all just need domestic product growth .its for each own gain .?
whats all the drama?,they all just need domestic product growth .its for each own gain .?
Dismisses the conflict as performative, arguing all parties are motivated by domestic economic gain rather than principle.
@Goodluckbae-v6q
Mar 5, 2025
Ridiculous to think t h at the mini0said that they expect the people to leave on their own...smh...and then to talk about word salad as part of her culture..does she not know what a word …
Ridiculous to think t h at the mini0said that they expect the people to leave on their own...smh...and then to talk about word salad as part of her culture..does she not know what a word salad is? Or she thouggt by tallking about her culture as a slight dig to imply racism ?
Criticizes minister's statements about immigration expectations while making unclear accusations about cultural implications and potential racism.
official.jaggernaut
Feb 27, 2026
Lying left wing lunatics need to be off the air
Lying left wing lunatics need to be off the air
Attacks media figures and political ideology without substantive policy analysis, functioning as partisan criticism rather than detailed policy engagement.
Policy Critique
0.68
@kenstarzko6837
Mar 4, 2025
The decadence... I am biased here surely, but I just have learned to hate decadence from big man in the picture. I didn't see or hear anything wrong with what he said. It's not the …
The decadence... I am biased here surely, but I just have learned to hate decadence from big man in the picture. I didn't see or hear anything wrong with what he said. It's not the message, I don't want to say it's the messenger, so I'll stick with blaming the decadence. I hope everything sorts out for the better for both nations, of course... As the ones who will feel it most again, will be the common broke Joe like my gracious self and the rest of gen pop.
Critique of government leadership and decadence, with concern about economic impact on ordinary citizens, framed as systemic policy failure.
@badmanners7652
Mar 5, 2025
Governor Trudeau is on his way out. We'll negotiate with the new administration. But thanks
Governor Trudeau is on his way out. We'll negotiate with the new administration. But thanks
Critiques current leadership and signals expectation of policy change under new administration, with dismissive tone.
@JackalKing223
Mar 4, 2025
Trump derangement syndrome blinds you from seeing the dis respect zylynski showed. He triggered Trump when he said that we were going to feel war on our soil although we are shielded by an ocean. …
Trump derangement syndrome blinds you from seeing the dis respect zylynski showed. He triggered Trump when he said that we were going to feel war on our soil although we are shielded by an ocean. He never wanted to do a cease fire. Aka stop the killing now. Today. Than negotiate the securities. Which Trump said would be easier to do. Stop the war. And the part where we are not getting our money back where with the other nations it is a loan. That is probably the underlying reason why the hesitation by zylynski. \nAs far as tradeau. He reminds way to much of newsom…
Critiques government policy decisions regarding war, ceasefire, and financial aid, with comparisons to other nations' loan structures.
@anitaventimiglia2923
Mar 4, 2025
Who still doesn’t give a toot about this garbage politician. We need American made
Who still doesn’t give a toot about this garbage politician. We need American made
Dismisses the politician and advocates for American-made products, combining critique with implicit economic preference.
@thewolfpackmma5614
Mar 4, 2025
resign from the lie your living. we dont believe lyers or people who go on because you got caught misleading people admit it hahahahah
resign from the lie your living. we dont believe lyers or people who go on because you got caught misleading people admit it hahahahah
Calls for resignation based on accusations of dishonesty and misleading the public, with sarcastic tone mixed in.
@leisawilliams1831
Mar 5, 2025
Montréal decided to once again elect the same party and same people that did that.
Montréal decided to once again elect the same party and same people that did that.
Critiques Montreal voters for re-electing the same political party and leadership responsible for immigration problems.
Policy Critique
0.68
DonaldGaron
Jun 20, 2025
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get supported. Because for some reason, people think Carney is king and walks on water and was the first man on the moon and everything else he takes credit for that. He didn't do. He left nothing but chaos in his wake anywhere. He's been just asked the slaves in the Amazon rainforest. What they thought of him in Brookfield, management asked the United Kingdom what they thought about his stint there and now he's in Canada. He wrecked things for 5 years as Trudeau's advisor and now he's the big shot, loser, screwing Canada even worse. I'm willing to bet if anyone actually cared enough to follow the money. I think canadian taxpayers are paying for not only his trips around to these other countries for deals, but I think were accommodating Brookfield management as well!
The comment criticizes government leadership and immigration policy decisions, though it mixes substantive critique with unverified claims about financial impropriety.
Relevantminded
Feb 27, 2026
AND OUR PRESIDENT SHOULD BE ADRESSING THE U.S. IN ENGLSH AND SPANISH. That would be so fierce.
AND OUR PRESIDENT SHOULD BE ADRESSING THE U.S. IN ENGLSH AND SPANISH. That would be so fierce.
Advocates for bilingual presidential communication as a policy position, framing it as desirable leadership practice.
Policy Critique
0.68
@emcq11irish
Mar 4, 2025
It took Trump to make them act on Drugs. Else they indirectly allowed all bullshit to happen in their brotherly neighbour. So much for law abiding...
It took Trump to make them act on Drugs. Else they indirectly allowed all bullshit to happen in their brotherly neighbour. So much for law abiding...
Criticizes Canadian government for inaction on drugs and implies complicity, with an unsubstantiated claim about indirect allowance.
@Shobhitkala
Mar 4, 2025
Governor Trudeau is asking for a regime change or something to occur
Governor Trudeau is asking for a regime change or something to occur
Criticizes Trudeau's actions as destabilizing or provocative, with implied concern about dangerous consequences.
@Fusion_4000
Mar 4, 2025
Deporting more people now
Deporting more people now
Brief statement about current deportation activity, functioning as implicit criticism of current policy pace or approach.
Policy Critique
0.68
AlfredMajor-d1t
Dec 27, 2025
This is almost political interference from Canada trying to attack trump over this and to try and turn Americans against each other. Most Canadians will tell you this guy needs to go.
This is almost political interference from Canada trying to attack trump over this and to try and turn Americans against each other. Most Canadians will tell you this guy needs to go.
Criticizes Canadian government actions as political interference while comparing Canadian and American perspectives on leadership.
@PropPounderFPV
Mar 4, 2025
Sure took stupid a long time ta figure this out,now get the border,.SOLID,TRUMPwill get theres fenced in soon enough perhaps.
Sure took stupid a long time ta figure this out,now get the border,.SOLID,TRUMPwill get theres fenced in soon enough perhaps.
Criticizes government response to border issues while expressing support for Trump's border security approach.
@DonThompson-l5f
Mar 4, 2025
What harsh language? that is a dumb move, but it's all about his ego, not the people. Americans seem to be zombiefied. Now they look like deers with headlights.
What harsh language? that is a dumb move, but it's all about his ego, not the people. Americans seem to be zombiefied. Now they look like deers with headlights.
Commenter criticizes a political figure's behavior as ego-driven and dismisses American citizens as passive, blending policy critique with identity-based commentary.
@theempowermentlifelinemini8634
Mar 4, 2025
Bought and paid for votes; a favourite Liberal strategy.
Bought and paid for votes; a favourite Liberal strategy.
Alleges that immigration policy is driven by vote-buying rather than merit, combining partisan criticism with an unsubstantiated claim about Liberal strategy.
mikedrop8865
Feb 27, 2026
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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)