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 can understand. Whoever signed the latest US / Mexico / Canada agreement is a real idiot! What North America needs is some kind of free trade agreement!
I can understand. Whoever signed the latest US / Mexico / Canada agreement is a real idiot! What North America needs is some kind of free trade agreement!
Criticizes the US/Mexico/Canada trade agreement while comparing to an alternative free trade model.
@ScottMacri-bw3fg
Mar 4, 2025
So he could have cleaned up the border for the last four years under Biden but now thus the big boss is back he wants to cry.
So he could have cleaned up the border for the last four years under Biden but now thus the big boss is back he wants to cry.
Critiques Biden's border management record and questions the sincerity of Trump's current border rhetoric.
Policy Critique
0.85
@gamejamreject
Mar 4, 2025
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay …
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay for canadian degree and now canada deny work permit. Also prosecute those politicians and university owners who did this legalized human trafficking.
Criticizes government and university policies for allegedly misleading international students, framing it as 'legalized human trafficking' with moral condemnation.
deekshantbelwal1269
Feb 11, 2026
3:10 this part I 100% disagree with. They didn't sabotage their agenda at all. Their agenda was always to screw over the working and middle class, and give everything to the rich. That's been the …
3:10 this part I 100% disagree with. They didn't sabotage their agenda at all. Their agenda was always to screw over the working and middle class, and give everything to the rich. That's been the Republican agenda for as long as I've been alive (25 years), and it's not changing anytime soon.
Critiques Republican economic policy as favoring the wealthy over working/middle classes, with reference to a specific video timestamp.
@JosepiThe13th
Mar 4, 2025
Trudeau is an idiot and has destroyed our country. He's no longer Prime Minister. He resigned finally. He knows he's not wanted in this country. He refuses to leave office. Anything he says now is …
Trudeau is an idiot and has destroyed our country. He's no longer Prime Minister. He resigned finally. He knows he's not wanted in this country. He refuses to leave office. Anything he says now is worthless. Anything he's ever said has only done damage to Canada.
Harsh criticism of Trudeau's leadership and policies, framed as destructive to the country, with some identity-based framing about national belonging.
@EriannaF
Mar 4, 2025
Trudeau grandstanding that the Canadian people will stand together. Rewind a few short years was he not the guy who’s Covid restrictions had truckers out on masse. He’s wrong if he thinks he will win …
Trudeau grandstanding that the Canadian people will stand together. Rewind a few short years was he not the guy who’s Covid restrictions had truckers out on masse. He’s wrong if he thinks he will win a trade war with trump
Criticizes Trudeau's policy decisions (COVID restrictions, trade war handling) while invoking national identity through 'Canadian people' framing.
@iainclarke6551
Mar 4, 2025
you know its bad when trudeau has to call someone out for being an idiot
you know its bad when trudeau has to call someone out for being an idiot
Commenter criticizes Trudeau's actions/statements as a response to perceived poor policy or behavior.
Policy Critique
0.85
@elliottsmith5506
Mar 4, 2025
Well I must say I don't like the Liberals ,But he did a good speech and I agree with Trudeau....
Well I must say I don't like the Liberals ,But he did a good speech and I agree with Trudeau....
Expresses political disagreement with Liberals while acknowledging approval of a specific speech/policy position.
Policy Critique
0.85
@corvetteguy2629
Mar 4, 2025
Trump is insane and needs to be removed immediately.\nDont EVER call Trump President Trump.\nIt sickens me.
Trump is insane and needs to be removed immediately.\nDont EVER call Trump President Trump.\nIt sickens me.
Criticizes Trump's fitness for office and delegitimizes his presidency through strong moral disapproval.
Policy Critique
0.85
@JeddroSkuller
Mar 4, 2025
Donald is hurting America!
Donald is hurting America!
Expresses criticism of Donald Trump's policies and their negative effects, though without specific policy details.
Policy Critique
0.85
@Colin-j2b
Mar 4, 2025
Trudeau is such a moron... coming from a Canadian.
Trudeau is such a moron... coming from a Canadian.
Canadian commenter criticizes Trudeau's leadership with personal identity assertion for credibility.
@scottdixon2420
Mar 4, 2025
Why is no one asking how much Fentanyl is brought into the USA Directly (not via Mexico or Canada)? Surely more is imported directly into the USA or even Manufactured on American soil than arrives …
Why is no one asking how much Fentanyl is brought into the USA Directly (not via Mexico or Canada)? Surely more is imported directly into the USA or even Manufactured on American soil than arrives from Canada?? We all knew the Tariffs have nothing to do with the border...it's been economic negotiations from the beginning...Also it's US demand for the dug that is the real problem not the borders.
Commenter questions government focus on border tariffs while arguing US domestic drug manufacturing and demand are the real issues, critiquing policy priorities.
@ryanbrown4259
Mar 4, 2025
Now Trudeau cares about Canadians?
Now Trudeau cares about Canadians?
Rhetorical question challenging Trudeau's credibility on caring about Canadians, implying policy hypocrisy.
Policy Critique
0.85
@JCLEE2023
Mar 4, 2025
Trudeau calls Putin a dictator, yet stomped out the trucker protest with violence and debanking...think about that, then think about that some more.
Trudeau calls Putin a dictator, yet stomped out the trucker protest with violence and debanking...think about that, then think about that some more.
Critiques Trudeau's handling of the trucker protest as hypocritical given his criticism of Putin, framing it as a moral inconsistency in policy application.
@mountainstomarshes8966
Mar 4, 2025
Weak Trudeau. You do realize that Canada can't get any other goods with large tariffs from other countries. It all has to come from USA. Very smart Tump. Not sure why he is bringing Putin …
Weak Trudeau. You do realize that Canada can't get any other goods with large tariffs from other countries. It all has to come from USA. Very smart Tump. Not sure why he is bringing Putin in it when he wants a peace deal.
Criticizes Trudeau's tariff policy as ineffective while comparing Trump's approach, with some confusion about geopolitical strategy.
@espn1086
Mar 4, 2025
Don’t like Trudeau but dislike Trump more?
Don’t like Trudeau but dislike Trump more?
Comparative criticism of two political leaders, expressing relative preference while critiquing both, focused on policy/leadership evaluation.
Policy Critique
0.85
@alunmurison7421
Mar 4, 2025
Why would Trump care- he sits in his white house or Trump tower UNEFFECTED- what does he know about the struggle of the AVERAGE AMERICAN?? He can only think of lifestyles like the French Riviera …
Why would Trump care- he sits in his white house or Trump tower UNEFFECTED- what does he know about the struggle of the AVERAGE AMERICAN?? He can only think of lifestyles like the French Riviera and golf courses. Does he care about what hes doing for the AVERAGE AMERICAN??? His actions speak.
Criticizes Trump's policies and leadership priorities, questioning his concern for average Americans while highlighting disconnect from their struggles.
@soniafarooq
Mar 4, 2025
But wait but wait someone needs to teach Trudeau how tariffs work... Doesn't that silly bugger know that there are tax on his own people they're not affecting the United states
But wait but wait someone needs to teach Trudeau how tariffs work... Doesn't that silly bugger know that there are tax on his own people they're not affecting the United states
Criticizes Trudeau's understanding of tariff policy with sarcastic tone ('silly bugger'), combining policy analysis with satirical commentary.
@johney3734
Mar 4, 2025
Trump is in the process of destablizing the greatest trade relationships in world history, while he angers at least half of his own citizens. This all being done while turning on a country that was …
Trump is in the process of destablizing the greatest trade relationships in world history, while he angers at least half of his own citizens. This all being done while turning on a country that was our allie until January of 2025. Now he has cut off aid to Ukraine, setting the stage for their defeat. Trump now carries responsibility for the possibllty Ukraine will lose the war. Trump's legacy in history will be of the greatest looser and worst president in the history of the United States of America.
Criticizes Trump's trade and foreign policy decisions while comparing US-Canada relations and international standing.
@nicklambing9268
Mar 4, 2025
Horrible leader! Fair trade does not equate to being fair in this case. If you charge 25% why is it not fair in return to charge 25%? \nWhy does the world expect the US to …
Horrible leader! Fair trade does not equate to being fair in this case. If you charge 25% why is it not fair in return to charge 25%? \nWhy does the world expect the US to cover their butts when our country can't afford it any longer. Why don’t they get that we are 37 trillion in debt? We can no longer afford the world’s unfair trade. Trudeau doesn't like the taste of his own medicine. He could lift the tariffs on the US and then there would be no reciprocal tarriff. He's only hurting Canadians.
Criticizes the leader's trade policy as unfair and argues for reciprocal tariffs, while claiming the policy harms Canadians.
@mcclaindebbie
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)