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
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
Criticizes the interviewee's defense of Trump and perceived appeasement, critiquing both policy and the commentary itself.
@lexjim9949
Mar 4, 2025
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
Critiques government policy on immigration and border security while making an unverified claim about US tariff motivations.
@Beth-k8n
Mar 4, 2025
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Criticism of a political leader and concern about national harm, combining personal attacks with policy-level concerns about the country's direction.
@peterdelannoy1439
Mar 4, 2025
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to …
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to grow..\nNow ,For Canadian citizens is better to be state of USA not too much tax.more freedom,not discrimination the white Christian man. It is wrong to create hate against American what next - contempt latter degenaration.\nTrudeau want to made damage to USA. The best,after stop deliver hydro ,energía is develop produce,fantynol will be big problem\nI prefere Alberta Primer Schmit to find solution in talking deal.\nOther way is join to USA for better life for Canadian people, and better west global possibility against China\n.
Primarily criticizes Trudeau's government policies and governance, with secondary elements of identity assertion (discrimination against white Christian men) and fear/threat framing (damage to Canada, joining USA).
@stancapar7931
Mar 4, 2025
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately …
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately tuck your tail, retreat, and suffocate in fear.
Criticizes the speaker's political stance as 'far-left propaganda' while using identity-based framing ('good loyal people') to contrast with perceived weakness.
@cchan268
Mar 4, 2025
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
Critiques Trump's understanding of economic concepts, suggesting he conflates trade deficits with subsidies.
Policy Critique
0.75
@paultheva4991
Mar 4, 2025
Says the guy that robbed the truckers
Says the guy that robbed the truckers
A critical accusation against Trudeau regarding the trucker convoy, presenting a specific claim without evidence.
@patrickallen107
Mar 4, 2025
She is just a place holder. Our "immigration" minister is in Davos
She is just a place holder. Our "immigration" minister is in Davos
Dismisses the immigration minister as ineffectual and critiques government priorities by noting the minister's absence.
superdupermax
Feb 27, 2026
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
Offers analysis of Trump's strategy as a negotiating tactic, critiquing liberal understanding of policy intent.
Policy Critique
0.75
@batreview9600
Mar 4, 2025
If you wanna work with the American people, then stop tarrifing ud
If you wanna work with the American people, then stop tarrifing ud
Criticizes Trump's tariff policy as an obstacle to working with Americans, framing it as a policy problem.
@Roaring2Thunder
Mar 4, 2025
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Accuses the reporter of bias toward liberal government positions, critiquing both media coverage and implied government policy alignment.
TonyEllert
Feb 24, 2026
Trudeau on cnn , what a propagandist asshole , LIBERAL GOUVERNEMENT TAKE CANADIANS IN OSTAGE
Trudeau on cnn , what a propagandist asshole , LIBERAL GOUVERNEMENT TAKE CANADIANS IN OSTAGE
Criticizes Trudeau as propagandist and accuses the liberal government of hostage-taking, blending personal attack with policy critique.
@DianeRouleau
Mar 4, 2025
Trudeau what a pain !!! Goooooo. Narcissistic derange mentally..
Trudeau what a pain !!! Goooooo. Narcissistic derange mentally..
Criticizes Trudeau's leadership with personal attacks, focusing on perceived failures in governance.
Policy Critique
0.75
@mikesimard47
Mar 4, 2025
A leader that only focuses on his facial expressions and dialogue delivery doesn't deserve to lead and comes across as highly disingenuous
A leader that only focuses on his facial expressions and dialogue delivery doesn't deserve to lead and comes across as highly disingenuous
Critiques Trudeau's leadership style and authenticity, questioning his fitness to lead based on presentation.
Policy Critique
0.75
@Anday-wala-bunkabab
Mar 4, 2025
As an American Citizen.. The United States Government should concentrate on Decreasing the Demand for Illicit Drugs
As an American Citizen.. The United States Government should concentrate on Decreasing the Demand for Illicit Drugs
Suggests the U.S. government should redirect focus to drug demand reduction rather than tariffs, critiquing current policy priorities.
Policy Critique
0.75
@duncanvince23
Mar 4, 2025
Our Kompromised government WILL be held accountable for this.
Our Kompromised government WILL be held accountable for this.
Criticizes government as compromised and calls for accountability, though vague about specific issues.
@Drizzleize
Mar 4, 2025
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Critiques Trump's competence and business record while making specific factual claims about bankruptcies and voter demographics.
@hankhardigan3867
Mar 4, 2025
You can give an intelligent speech but if the people who need to hear you are part of a mass cult, your words fall on deaf ears. Sadly, the only people listening already agree with …
You can give an intelligent speech but if the people who need to hear you are part of a mass cult, your words fall on deaf ears. Sadly, the only people listening already agree with you.
Critiques the ineffectiveness of rational political speech when audiences are ideologically entrenched.
Policy Critique
0.75
@YoMamasCasa
Mar 4, 2025
Just stop bringing in immigrants who just want to use this beautiful country somethings are true what new comers are doing and not everything YOU OUR PRIMINISTER KNOWS ABOUT
Just stop bringing in immigrants who just want to use this beautiful country somethings are true what new comers are doing and not everything YOU OUR PRIMINISTER KNOWS ABOUT
Criticizes immigration policy and suggests newcomers have negative intentions, with vague unsubstantiated claims about immigrant behavior.
@joysankat2883
Mar 4, 2025
What a lovely victim mentality by Chinada Prime minister!?
What a lovely victim mentality by Chinada Prime minister!?
Criticizes Trudeau's stance as victim mentality while using a derogatory nickname for Canada, blending policy critique with identity framing.
@RetoVon
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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