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
Retard Canada just be giving PR to anyone
Retard Canada just be giving PR to anyone
Criticizes Canadian PR policy as overly permissive, though expressed crudely without substantive analysis.
Policy Critique
0.75
XanXus273
Jan 27, 2026
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
Attacks a political figure's credibility and self-serving motives, appealing to Canadian identity as basis for rejection.
@CoreyBorne-mm2zg
Mar 4, 2025
The prsident that froze his own peoples bank accounts,.......
The prsident that froze his own peoples bank accounts,.......
References a specific controversial government action (freezing bank accounts) as implicit criticism, though the incomplete sentence limits clarity.
Policy Critique
0.75
@BKP68
Mar 4, 2025
Good. I think Trump should be overthrown by any means necessary
Good. I think Trump should be overthrown by any means necessary
Dismissing the credibility of the video/speakers (CNN, Trudeau) while questioning the seriousness of the situation.
@ohthatpaul
Mar 4, 2025
Time for the rich people of this country to step and help us weather this storm and not move your head office and business to the U S Can't wait to see the end of …
Time for the rich people of this country to step and help us weather this storm and not move your head office and business to the U S Can't wait to see the end of the Liberals but I have to say that might be Trudeau's best speech. Too little too late tho.. Not sure calling him dumb will help no matter how true it is.
Criticizes wealthy individuals and government policy while acknowledging Trudeau's speech, mixing economic and political concerns.
@danielmarshall6732
Mar 4, 2025
Are we going to gloss over the veiled threat by Trudeau about not wanting to “harm” the American people?
Are we going to gloss over the veiled threat by Trudeau about not wanting to “harm” the American people?
Questions Trudeau's rhetoric as containing veiled threats, framing it as problematic political communication.
@emjai2122
Mar 4, 2025
Trump is so radical
Trump is so radical
Brief critical characterization of Trump's political approach as 'radical,' expressing disapproval of his policies or style.
Policy Critique
0.75
@JazAhmed-n4u
Mar 4, 2025
There's more illegal immigrants that need to go back to their countries but we will if that will happen
There's more illegal immigrants that need to go back to their countries but we will if that will happen
Expresses concern about illegal immigration and calls for deportations, combining policy criticism with demographic anxiety.
michaellaclark1148
Feb 18, 2026
They “don’t follow the rules.”
They “don’t follow the rules.”
Quoted phrase suggesting criticism of immigrant rule-following or compliance, likely referencing policy/regulatory concerns.
bingbongSean
Jan 27, 2026
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Critiques Trudeau's focus on tariffs while raising concerns about carbon tax increases, with unsubstantiated characterization of taxes as 'fake.'
@RicoMANUEL-sz6cs
Mar 4, 2025
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Criticizes Liberal government policy for destroying Quebec and the country, blaming political leadership for national decline.
StephaneMantha-kh9hs
Jan 27, 2026
The Rump is not Canada's friend. Rump has no idea how to be diplomatic. He is a Putin ass kiss.
The Rump is not Canada's friend. Rump has no idea how to be diplomatic. He is a Putin ass kiss.
Criticizes Trump's diplomatic approach and character, questioning his ability to conduct international relations.
@suzannekiraly6335
Mar 4, 2025
You can call me mud but trump is screwing us all up
You can call me mud but trump is screwing us all up
Expresses criticism of Trump's policies/actions affecting Canada, though vague in specifics.
Policy Critique
0.75
@TerryBrooks-ef2ly
Mar 4, 2025
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
Accuses the speaker of bias and expresses skepticism about immigrant intentions, combining policy critique with underlying threat concerns.
yurigladtsynov1632
Jan 19, 2026
nothing but a trump tax. good luck all.
nothing but a trump tax. good luck all.
Brief critique characterizing tariffs as a 'Trump tax' with minimal elaboration.
Policy Critique
0.75
@JasonBelliveau
Mar 4, 2025
yo trudeau would you saysomething about putin to netanyahu as well ? you damn hypocrite
yo trudeau would you saysomething about putin to netanyahu as well ? you damn hypocrite
Accuses Trudeau of hypocrisy regarding geopolitical positions using sarcasm and rhetorical questioning.
@Ghriawn
Mar 4, 2025
We don’t want your council on foreign relations, nwo world guys. We want our American jobs back that slick willy clinton sold us out for in the nafta scam. The scam is up guys, the …
We don’t want your council on foreign relations, nwo world guys. We want our American jobs back that slick willy clinton sold us out for in the nafta scam. The scam is up guys, the silent majority are sick of it.
Criticizes NAFTA as a 'scam' and calls for reclaiming jobs, with unverified framing ('the scam is up') and mobilization language ('silent majority').
@tmzbrutus1
Mar 4, 2025
You don't know the boarder is secure there is probably huge amounts getting three
You don't know the boarder is secure there is probably huge amounts getting three
Critiques border security policy and expresses concern about uncontrolled immigration, combining policy analysis with security anxiety.
@gnarbs4512
Mar 4, 2025
Human smuggling not trafficking
Human smuggling not trafficking
Distinguishes between legal categories (smuggling vs. trafficking) in policy terminology.
Policy Critique
0.75
NageeCee
Jan 27, 2026
Then pay your fair share
Then pay your fair share
Critiques Canada's tax policy or financial contribution, likely in response to tariff discussion.
Policy Critique
0.75
@DeanFriday
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)