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
Trump’s not a smart man. He’s a vindictive man. That’s a very big difference and a problem.
Trump’s not a smart man. He’s a vindictive man. That’s a very big difference and a problem.
Criticizes Trump's character and decision-making as problematic leadership, framed as a policy/governance concern.
Policy Critique
0.70
@billyrubin3108
Mar 4, 2025
Justin, I don't believe you said he's smart. Are you freaking kidding me? You lost me there ,wow !!! An infant is smarter than him by far ?????????????
Justin, I don't believe you said he's smart. Are you freaking kidding me? You lost me there ,wow !!! An infant is smarter than him by far ?????????????
Criticism of Trudeau's judgment and credibility regarding another leader, expressing disagreement with his assessment.
Policy Critique
0.70
@lilymbbrown2596
Mar 4, 2025
Unbelieveable!! The excuses
Unbelieveable!! The excuses
Brief expression of disapproval toward government excuses regarding immigration policy, lacking specific detail.
Policy Critique
0.70
LouishiousTheWerewolf
Sep 30, 2025
Trudeau is a clown ??
Trudeau is a clown ??
Brief dismissive characterization of a political figure, expressing disapproval though lacking substantive policy analysis.
Policy Critique
0.70
@KundanKumar-pf2im
Mar 4, 2025
Allow Canada to have the rights to open carry and bear arms
Allow Canada to have the rights to open carry and bear arms
Critiques Canadian gun policy as overly restrictive, tangentially related to immigration debate.
Policy Critique
0.70
James20004
Feb 18, 2026
You suck Trudeau
You suck Trudeau
Direct criticism of Trudeau as a political leader, though minimal detail provided.
Policy Critique
0.70
@asdftreeful
Mar 4, 2025
The only province that has really done what Trump wants is Alberta.... the rest of what Trudeau is saying is bullshit,the 1.6 billion is over 6 yes ?
The only province that has really done what Trump wants is Alberta.... the rest of what Trudeau is saying is bullshit,the 1.6 billion is over 6 yes ?
Critique of Trudeau's claims as 'bullshit' with unverified assertion about Alberta's compliance and spending timeline.
@billyandmyboyzayn9128
Mar 4, 2025
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from …
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from Canada to the USA
Criticizes police and government response to illegal immigration, with unsubstantiated claims about law enforcement behavior.
Alien2799
Feb 6, 2026
Trump raise it to 50%!!! I'm sick of these globist clowns!
Trump raise it to 50%!!! I'm sick of these globist clowns!
Advocates for stricter immigration policy while expressing frustration with globalism and current leadership.
@craigp497
Mar 4, 2025
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
Critique of Trump's foreign policy priorities, arguing he should focus on enemies rather than allies.
Policy Critique
0.70
@emmanuelappiah7849
Mar 4, 2025
Little castro needs to stfu hes a left wing corrupt pos Canadians would be smart to look into how much money he gets back
Little castro needs to stfu hes a left wing corrupt pos Canadians would be smart to look into how much money he gets back
Criticizes Trudeau with unsubstantiated claims about financial impropriety and ideological positioning.
@fredrictown
Mar 4, 2025
It is not even about drugs, they don't care about drugs or people. It is about power and money.
It is not even about drugs, they don't care about drugs or people. It is about power and money.
Critiques government motives as being about power and money rather than stated policy goals, making an unsubstantiated claim about intent.
@pjack2196
Mar 4, 2025
@robertedward7023 It can but I think Trump is right on this one. Zelensky needs to realize that he won't get his land back that Russia took, and that negotiating is the only way to come …
@robertedward7023 It can but I think Trump is right on this one. Zelensky needs to realize that he won't get his land back that Russia took, and that negotiating is the only way to come to peace now. He's living in a fairytale world fighting an unwinnable war. I think the US is right to pull the plug on financial aid to try to pressure Zelensky to negotiate to end the war. Unfortunately, to end the war Ukraine will likely have to concede the land they lost. But the reality is Putin will never give that land back. But it's better than more people dying everyday. Zelensky has gotten all too comfortable relying on financial aid and as a result he hasn't been willing to try anything new (like negotiate) to get this war finished. If we keep sending him money, nothing will change. Now he has pressure to negotiate. the US and Canada can't keep sending money to Ukraine for the next 20 years while this war carries on.
Critiques Ukraine aid policy and Zelensky's negotiation strategy, comparing different approaches to ending the conflict.
@pmac0707-y6b
Mar 4, 2025
What an idiot. Canada has tariffs on the US for years. To hell with Canada
What an idiot. Canada has tariffs on the US for years. To hell with Canada
Critiques Canadian tariff policy by comparing it to US tariffs, dismissing Canada's position as hypocritical.
@JimBethards-k2z
Mar 4, 2025
The biggest problem is he has done anything for 12 years .your where in Europe past three weeks now you are talking too late for that
The biggest problem is he has done anything for 12 years .your where in Europe past three weeks now you are talking too late for that
Criticizes inaction over a 12-year period and questions the timing of current response, though the comment is somewhat unclear.
Policy Critique
0.70
@rodneylush2246
Mar 4, 2025
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
Critiques Trump's strategic decision-making as deliberately divisive and harmful to national interests.
Policy Critique
0.70
@johnjulianelle4392
Mar 4, 2025
Saying Mrs. Donald Musk is smart ?? he’s the biggest OLD psychotic senile dumbass puppet!!
Saying Mrs. Donald Musk is smart ?? he’s the biggest OLD psychotic senile dumbass puppet!!
Uses hyperbolic insults and sarcasm to criticize Trump/Musk, employing humor to express political disapproval.
@sylvias9659
Mar 4, 2025
Well done, maybe 350% is reasonable at some point
Well done, maybe 350% is reasonable at some point
Cryptic comment suggesting skepticism about a policy metric (possibly immigration numbers), implying current levels are excessive.
Policy Critique
0.70
@BowWowVideo
Mar 4, 2025
I don't even know why this president is complaining l, this is good for his country
I don't even know why this president is complaining l, this is good for his country
Commenter questions the president's complaint about immigration policy, implying the policy is actually beneficial.
Policy Critique
0.70
@Enabu1
Mar 4, 2025
Review thee trucking industry.
Review thee trucking industry.
Calls for review of trucking industry policy, likely in context of immigration labor practices.
Policy Critique
0.70
GreatApe-w5k
Feb 18, 2026
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)