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
I just don't know the truth about what's going on in our country anymore
I just don't know the truth about what's going on in our country anymore
Criticizes Trudeau's environmental and trucking policies while calling for his resignation and Trump's respect.
@leveece
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
THE LIBERALS FUCKED RUNNIED THIS COUNTRY
THE LIBERALS FUCKED RUNNIED THIS COUNTRY
Blames the Liberal government for national decline, combining partisan political criticism with identity-based framing.
nightrider9376
Jan 28, 2026
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
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
Accuses video creator of selective negative framing and spreading hatred, critiquing editorial choices and their ethical implications.
kanhaagarwal5974
Jan 28, 2026
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
12:48 Funny thing: It is illegal in Canada to bring a weapon to a meeting "in case of". The reason is "well, if you thought it could be dangerous, why'd you go?" ..
12:48 Funny thing: It is illegal in Canada to bring a weapon to a meeting "in case of". The reason is "well, if you thought it could be dangerous, why'd you go?" ..
Discusses and explains Canadian weapons policy and its underlying logic, analyzing government regulation.
Policy Critique
0.75
Loudrik
Jan 27, 2026
I see comments from many. How are Republican right playing this. Do they actually think Elon and Trump are making America great. Learn to speak Russian and Chinese. Trumps legacy after he strokes out will …
I see comments from many. How are Republican right playing this. Do they actually think Elon and Trump are making America great. Learn to speak Russian and Chinese. Trumps legacy after he strokes out will be with us even after the jokes, the commentary and documentaries have lost interest.\nYou have an enemy within.
Critiques Republican/Trump policies and expresses concern about America's strategic direction and internal threats.
@veryloosevowels6830
Mar 4, 2025
Lol...?...the whiney Justin is digging Canada a deep grave
Lol...?...the whiney Justin is digging Canada a deep grave
Criticism of Prime Minister Trudeau's leadership with sarcastic tone, suggesting his policies are damaging Canada.
@TimeToTravel-u2x
Mar 4, 2025
Talk is cheap ?
Talk is cheap ?
Dismisses the value of rhetoric alone, implying skepticism about the effectiveness of Trudeau's statements.
Policy Critique
0.75
@philippelee5720
Mar 4, 2025
We used to have articulate presidents like this but those days are gone
We used to have articulate presidents like this but those days are gone
Nostalgic critique of current leadership quality compared to past presidents, implying policy/governance decline.
@ShonSpeaks
Mar 4, 2025
This is just a sampling of what happens when you elect an official do the highest office in the land while this individual Donald Trump is Holden s official position as dog catcher is out …
This is just a sampling of what happens when you elect an official do the highest office in the land while this individual Donald Trump is Holden s official position as dog catcher is out of his ability. The issue on fentanyl, is a intoxicant that will not and cannot be defeated. This is a total failure on the government's inability to protect its own citizens that is their number one job.. The only solution that I have heard that remotely makes any sense is the Cato institute conclusion that the wisest route to go is completely legalization with age restrictions. While this may not be the desired outcome it's the only one that I see that makes any sense whatsoever it seems that when a solution like this offered so many individuals who have no gravitas in this matter will come back to the same nonsensical bulshit that they're going to stop the flow that is absolutely impossible. However we will continue on that course and we will continue to fail. The Cato Institute was initially funded by the Koch brothers a extremely conservative organization that gets together a group of the brightest and the best in trying to determine what is the best solution.the Koch brothers were the group that invented the tea party I would love for anybody who disagrees with this post. I would like anybody who thinks that this is a far-fetched idea ,all I ask is that if you disagree with the finding that it should be legal with age restrictions if you disagree I would like to hear a solution that you have in mind that you think is better than the Cato Institute finding. I am under the impression that you do not have anything that remotely resembles a solution to this terrible problem. Right off the bat, with uality control, you'll stop hundreds of thousands of deaths. All of the issues that are being dealt with are just so screwed up because we've already been through this before. After making a constitutional amendment to ban the manufacturing of alcohol it was reversed and I hope that the country realize that we cannot win this battle with the same mindset. The only reason why fentanyl is such a dangerous intoxicant is because there's no quality control. Also the cartels are not affected negatively \nBy allowing the government deal with this problem. the end result would be not only do you save lives but you also have put a very negative Spike through their heart of the cartel in the pocketbook. Incense elan musk & DOGE cost cutting measures since this War on drugs has caused over a trillion dollars and no 6:28 results. The DEA does not remotely live up to its mission statement and has failed every year since that policy was put in place. I would love to hear any feedback and a solution that is remotely possible.. let's hear some original ideas that the country would benefit from.. the ball is in your court.
Extended critique of government failure on fentanyl policy and leadership competence, with proposal for legalization-based alternative policy.
@johnmccarthy7195
Mar 4, 2025
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Critiques Trump's use of fentanyl as justification for policy while making an unverified claim about Canada's threat level.
@LadyAngela678
Mar 4, 2025
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
Critiques PM Trudeau's demeanor and behavior as a political leader, with a secondary element of national identity commentary.
@amochswohntet99
Mar 4, 2025
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. …
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. He don't want minerals from Canada but he just tried to make a deal with Ukraine for minerals from them, it does not make sense when Canada was one of our best allies for the United States
Critiques U.S. presidential policy decisions while comparing Canada's value as an ally and mineral resources.
@jamesbaber1582
Mar 4, 2025
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Commenter criticizes Trump administration for spreading disinformation while acknowledging disagreement with Trudeau on other matters.
@craigarendse8417
Mar 4, 2025
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
Critiques government immigration policy as intentionally corrupted rather than mismanaged, implying conspiracy without evidence.
orkestra5205
Feb 27, 2026
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given …
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given out in the millions …. ONCE these ‘visitors come’ - they are NEVER followed up to ensure they go home. It is these people applying for refugee status or asylum .. in the millions …. Liberals want this uncontrolled immigration - with no checks and balances .. because these are the millions of new votes they are getting. Who can check on VISITOR visas and the numbers coming in and going home? I think this is the gap …????
Detailed critique of visitor visa enforcement gaps and alleged government negligence, with unsubstantiated claims about electoral motives.
NorthRiverRoad
Feb 27, 2026
Great speech, but until it hurts them, they don’t believe. ?
Great speech, but until it hurts them, they don’t believe. ?
Critiques government inaction on immigration policy, suggesting consequences are needed to drive change.
@sylviaespeckerman8348
Mar 4, 2025
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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)