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
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
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Carney doesn't care Gary Anandasangaree is still a minister, explain that one.
Questions government accountability by pointing out a minister's continued position despite poor performance.
Policy Critique
0.85
TheTracerB
Feb 26, 2026
@Justin Trudeau you can start helping Canadians by axing the carbon tax!
@Justin Trudeau you can start helping Canadians by axing the carbon tax!
Criticizes government policy (carbon tax) and implicitly urges action by addressing the PM directly.
@chuckbennett4526
Mar 4, 2025
I don't hear our president or government talking about helping us through this thing
I don't hear our president or government talking about helping us through this thing
Criticism of government's lack of communication and support during economic crisis.
Policy Critique
0.85
@jimmysmith8272
Mar 4, 2025
The current wait time for PGWP is around 8-10 months... That's how bad it is now
The current wait time for PGWP is around 8-10 months... That's how bad it is now
Comment criticizes current government processing times for Post-Graduation Work Permits as inadequate.
Policy Critique
0.85
ShadowRap-y5l
Jan 21, 2026
This literal fascist has no legs to stand on. RESIGN ALREADY COWARD
This literal fascist has no legs to stand on. RESIGN ALREADY COWARD
Characterizes political figure as fascist and explicitly calls for resignation, combining criticism with demand for action.
@notjesse2458
Mar 4, 2025
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
Critiques immigration policy (language requirements) while using dehumanizing language that asserts ethnic/cultural boundaries.
HSA-
Jan 28, 2026
It is interesting how T operates he throws shit at the wall he scans for performative opportunities to flood the zone. The 51st rhetoric got him play. Then he justifies his tariffs with lies and …
It is interesting how T operates he throws shit at the wall he scans for performative opportunities to flood the zone. The 51st rhetoric got him play. Then he justifies his tariffs with lies and half truths. US has benefitted economically and in terms of influence from being the big cheese. The order issue just another justification after the fact. . .facts do not support. T is the poor victim. Maga are victims???? Just opportinistic and grifter politics. Sickening.
Detailed analysis and criticism of Trump's political tactics, tariff justifications, and perceived dishonesty.
Policy Critique
0.85
@lynnpurvis3173
Mar 4, 2025
I fail to understand what more was expected of canada... Such reneging on deals will make others reluctant to make deals in the future.
I fail to understand what more was expected of canada... Such reneging on deals will make others reluctant to make deals in the future.
Critiques Canada's policy response and questions the government's actions regarding trade deals.
Policy Critique
0.85
@ncvwrx2759
Mar 4, 2025
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Challenges the video's framing by pointing out that Canada's government actively recruits immigrants, critiquing the narrative presented.
HarpaulBrar-p2y
Jan 28, 2026
As a Canadian i can tell you in the last 10 years Canada has been vastly changed for the worse by the liberal governments policies.
As a Canadian i can tell you in the last 10 years Canada has been vastly changed for the worse by the liberal governments policies.
Critiques Liberal government policies as having negatively changed Canada, framing immigration policy as the source of decline.
saskmuddinatv
Jan 28, 2026
Thank Trudeau
Thank Trudeau
Brief attribution of blame to a political figure (Trudeau) for immigration policy, expressing criticism of government leadership.
Policy Critique
0.85
producedbynorth2099
Jan 27, 2026
Trudeau got it wrong. The US didn't do this. TRUMP did. He is NOT the US, he is a malignant narcissist who needs to be removed from office for being mentally unsound and medically unfit …
Trudeau got it wrong. The US didn't do this. TRUMP did. He is NOT the US, he is a malignant narcissist who needs to be removed from office for being mentally unsound and medically unfit for duty.
Distinguishes Trump from the US government and calls for his removal based on fitness concerns.
@N0B0DY_SP3C14L
Mar 4, 2025
I have heard many people call Trump many things. Accusing him of being smart is probably the most off base thing I've ever heard anybody say about him? There is nothing smart about idiot Trump
I have heard many people call Trump many things. Accusing him of being smart is probably the most off base thing I've ever heard anybody say about him? There is nothing smart about idiot Trump
Critiques Trump's intelligence and fitness for office through sarcastic commentary.
@elinorlee1539
Mar 4, 2025
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s that expire to see if anyone is actually leaving. They don’t even try to adapt or conform to laws, society nor culture. Immigration without assimilation is an invasion. We are tired of this, send them back.
Criticizes government immigration policy and enforcement while asserting Canadian identity and expressing demographic anxiety about cultural assimilation.
andrewking2897
Jan 27, 2026
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend.
Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Structured critique of immigration pace and assimilation policy using cultural metaphor, arguing for slower integration to prevent social fragmentation.
randomrazr
Jan 27, 2026
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
Critiques previous immigration ministers for leaving the current minister with systemic problems, focusing on policy failure.
Policy Critique
0.85
shawnbroome2861
Feb 26, 2026
This is pandering. This guy is a puppet for people in control.
This is pandering. This guy is a puppet for people in control.
Dismisses the speaker's position as inauthentic political theater controlled by others.
Policy Critique
0.85
@spilledit
Mar 4, 2025
You need too stop Indian coming into the country
You need too stop Indian coming into the country
Calls for stopping Indian immigration, combining policy opposition with ethnic/national targeting.
@unclesmack10
Mar 4, 2025
25% tariffs on 0.05% of our exports and this guy's acting like the US will be done in a week! Lmao. What a goofball but we already knew that. Fearmongering at its finest. Canadian politicians …
25% tariffs on 0.05% of our exports and this guy's acting like the US will be done in a week! Lmao. What a goofball but we already knew that. Fearmongering at its finest. Canadian politicians desperately need this wake up call.
Critiques Canadian politicians for fearmongering about tariffs while using sarcasm and mockery of the PM.
@tonym.4547
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)