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 is NOT a smart guy. He's a useful idiot for authoritarian regimes across the globe.
Trump is NOT a smart guy. He's a useful idiot for authoritarian regimes across the globe.
Direct criticism of Trump's competence and characterization as a tool for authoritarian regimes, framed as political analysis.
Policy Critique
0.85
@mikegiunta4560
Mar 4, 2025
I know how to fix this bring in another 2 million welfare free loaders into the country that will fix everything its the liberal way
I know how to fix this bring in another 2 million welfare free loaders into the country that will fix everything its the liberal way
Sarcastically criticizes immigration policy as welfare-driven, combining policy critique with an unverified claim about immigrants being 'welfare free loaders.'
@NicholasPittman-n4k
Mar 4, 2025
Trudeau is full of sht. The carbon tax goes up again on April 1st! And that's not a joke!
Trudeau is full of sht. The carbon tax goes up again on April 1st! And that's not a joke!
Direct criticism of Trudeau and the carbon tax policy, expressing disapproval of government action.
Policy Critique
0.85
@38brandon38
Mar 5, 2025
Cya Justin you were the worst PM ever
Cya Justin you were the worst PM ever
Direct criticism of the Prime Minister's performance in office, dismissing his tenure as the worst.
Policy Critique
0.85
@Condoms-to-hamas
Mar 4, 2025
NOTHING will ever be enough for the Dumb FELON!! HE PLAYS GAMES LIKE A CHILD!!!
NOTHING will ever be enough for the Dumb FELON!! HE PLAYS GAMES LIKE A CHILD!!!
Harsh criticism of Trump's leadership style and decision-making approach.
Policy Critique
0.85
@ltimore451
Mar 4, 2025
If it wasn't for all Trudeaus bs taxes in the first place we would actually be able to survive the tariff!
If it wasn't for all Trudeaus bs taxes in the first place we would actually be able to survive the tariff!
Criticizes Trudeau's tax policies as the root cause of economic vulnerability to tariffs.
@38brandon38
Mar 5, 2025
I thought trump would be different this time around. I was really hoping for his success, but not more than two months into his presidency he fired the very people that voted for him around …
I thought trump would be different this time around. I was really hoping for his success, but not more than two months into his presidency he fired the very people that voted for him around the board. He crashed the stock market. He became Putins puppet, and he showed the world what a bully is like.
Commenter expresses disappointment with Trump's presidency decisions and policies, critiquing his actions as contradictory to campaign promises and harmful.
@nalithakhamvongsa1974
Mar 5, 2025
I never understood the point of these huge increases in Tariffs. The opponent is just going to do the same so its +-0
I never understood the point of these huge increases in Tariffs. The opponent is just going to do the same so its +-0
Critiques tariff policy as ineffective and self-defeating, questioning the strategic logic of trade escalation.
Policy Critique
0.85
@deslow7411
Mar 5, 2025
The Canadian people are in trouble due to the economy he has made, not because of these tarrifs
The Canadian people are in trouble due to the economy he has made, not because of these tarrifs
Critiques Trudeau's economic policies as the root cause of Canada's troubles, distinguishing them from external tariff impacts.
@donjuan3413
Mar 4, 2025
Trudeau was truly a child. A literal cancer that destroyed this country.
Trudeau was truly a child. A literal cancer that destroyed this country.
Attacks a political leader's governance record, framing it as destructive to the nation.
andyesss8054
Feb 22, 2026
Trudeau is a drama queen.
Trudeau is a drama queen.
Criticizes the Prime Minister's character and leadership style through dismissive characterization.
Policy Critique
0.85
@josrimmenie2535
Mar 5, 2025
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which …
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which aren't aligned to the needs of the country then need to go back home. It would be a disservice to Canadian's and the students to keep them here.
Argues for selective immigration policy based on labor market alignment and housing needs, critiquing current temporary worker and student visa programs.
leonardoromero8
Feb 22, 2026
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the …
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the issue. Now we've got hey dude video taping himself being smuggled into the US. And then moron Canadians go on and say well the tariffs are this the tariffs are that, the tariffs wouldn't have happened if our government had done its damned job. What's happening right now between Canada and the US has everything to do with our governments incompetency and moronism and absolutely nothing to do with the Americans trying to take over or do some other evil bulshit.... And all of it could have been avoided if our government had actually listened to the US and secured our f****** borders
Primarily criticizes government failure to secure borders and enforce policy, with secondary fear-based framing about consequences (tariffs, US relations).
eightnineseven
Jan 28, 2026
It’s not about boarder crossings or fentanyl but to fund the tax cuts he’s giving his billionaire buddies.
It’s not about boarder crossings or fentanyl but to fund the tax cuts he’s giving his billionaire buddies.
Critiques stated policy rationale as cover for tax cuts benefiting the wealthy, combining economic and political analysis.
@barbaradutra8775
Mar 5, 2025
Trudeau’s speech, spot on. This CNN “analysis” says so much about why it’s lost its value. Quoting the Washington Post’s use of the word “dumb” does not make a speech harsh. Good lord. 47 reckless …
Trudeau’s speech, spot on. This CNN “analysis” says so much about why it’s lost its value. Quoting the Washington Post’s use of the word “dumb” does not make a speech harsh. Good lord. 47 reckless governance is harsh, cruel and intentionally damaging, not to mention the way he speaks daily. Get it right.
Commenter critiques media coverage and defends Trudeau's speech while condemning Trump's governance as reckless and cruel.
@RyYoungOfficial
Mar 4, 2025
I could be for sanctuary cities if they would guarantee that all the illegals they provide sanctuary for would never leave their city. Cool. Share your housing or build them new housing. Flood your classrooms. …
I could be for sanctuary cities if they would guarantee that all the illegals they provide sanctuary for would never leave their city. Cool. Share your housing or build them new housing. Flood your classrooms. Overburden your social systems. Your police department, your fire department your government services. Just don't expect us to follow your foolishness. If an alien leaves your sanctuary, we deport them immediately.
Critiques sanctuary city policies while expressing concerns about resource burden and social system strain.
@disgusted3191
Mar 5, 2025
Finished the war during first 24 hours ❌\nLowered down grocery prices ❌
Finished the war during first 24 hours ❌\nLowered down grocery prices ❌
Criticizes government performance on war resolution and grocery price control using checkmark/X notation to evaluate policy outcomes.
Policy Critique
0.85
@UnderTheSummerSun
Mar 5, 2025
I believe Canada and Mexico will fold and play chicken. Trudeau's appeals to US voters showed Canada lacks courage. On TV, Trump saw many Canadian leaders squirming and making threats. Look at China - Xi …
I believe Canada and Mexico will fold and play chicken. Trudeau's appeals to US voters showed Canada lacks courage. On TV, Trump saw many Canadian leaders squirming and making threats. Look at China - Xi stayed silent and implement counter measures.
Commenter criticizes Canadian leadership's negotiating strategy and courage compared to China's approach, analyzing political/diplomatic performance.
@blose4793
Mar 5, 2025
The fact the Tyler saying that he would go buy a knife for self defense is literally a crime here in Canada is crazy.
The fact the Tyler saying that he would go buy a knife for self defense is literally a crime here in Canada is crazy.
Commenter critiques Canadian law regarding self-defense weapons as overly restrictive compared to what someone from another country might do.
canadianoctopus1479
Jan 28, 2026
Vassy is just another mouthpiece for the lieberals......she doesn't looks at her party's own facts because she would never mention truth.
Vassy is just another mouthpiece for the lieberals......she doesn't looks at her party's own facts because she would never mention truth.
Criticizes a political figure (Vassy) and her party's approach to facts and truth, framed as partisan dismissal.
dylankrank
Feb 24, 2026
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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)