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
Hahaha we want to be friends you know like the ones who never have their wallet. The kind of friends that screw over their own people with laws and rules that the supreme leaders decide …
Hahaha we want to be friends you know like the ones who never have their wallet. The kind of friends that screw over their own people with laws and rules that the supreme leaders decide is “hate”. \nBoy he sure doesn’t want to talk about the dollar amount huh? We want free military and free money now!!!! Stomp stomp stomp give me my money daddy Trump. All you have to do is make a little effort on your end there Justin. All we are doing is reciprocating the kindness you show us. Your military members support you? \n\nPut it to a vote if you will not censor them I think you might get a sense of how out of touch you are with your own country. \n\nWe love Canadians we dislike the leadership and the smashing laws that take it out on the common citizen that don’t live in a drug riddled city. You know the majority of your citizens?
Extended critique of Canadian government policies, leadership, and laws affecting citizens, with calls for democratic accountability and expressions of economic/social grievance.
@JoshB-ro7lv
Mar 4, 2025
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
Blames the Liberal government and Trudeau for immigration policy failures, framing it as ruinous to the country.
donl9701
Jan 6, 2026
Unbelievable. Majority voted for this bullsh!@. That's what hurts the most?
Unbelievable. Majority voted for this bullsh!@. That's what hurts the most?
Expresses frustration with electoral outcomes and government direction, critiquing the policies voters chose.
Policy Critique
0.81
@tinkerbell8334
Mar 4, 2025
What so America has to pay for everything. Think money grows on trees. Trump and his staff is the best thing to ever happen. So STFU
What so America has to pay for everything. Think money grows on trees. Trump and his staff is the best thing to ever happen. So STFU
Defends Trump's tariff policy as economically justified while dismissing critics with dismissive language.
@brandonbennett9220
Mar 4, 2025
When you elect someone who has never cared about anything but his own interests this can happen.
When you elect someone who has never cared about anything but his own interests this can happen.
Criticism of elected leadership's self-interested motives and resulting policy failures.
Policy Critique
0.81
@wupapi39
Mar 4, 2025
Trump doesn't give a damn about drugs at the border. He wants to show he's president. Trump is like a child that just got his first promotion. He's a massive douche bag
Trump doesn't give a damn about drugs at the border. He wants to show he's president. Trump is like a child that just got his first promotion. He's a massive douche bag
Critiques Trump's motives and character, arguing his tariff policy is about ego rather than stated drug concerns.
@AntisocialAtheist1
Mar 4, 2025
As a Trump supporter and a Trudeau detractor, it is becoming more obvious to me that this threat of tariffs has become Trumps way of bullying Canadians into becoming the 51st state. I also believe …
As a Trump supporter and a Trudeau detractor, it is becoming more obvious to me that this threat of tariffs has become Trumps way of bullying Canadians into becoming the 51st state. I also believe at the same time, Trudeau has finally grown a set of balls because he is on his way out. That being said, my respect for “Donald” is falling off. I have not lost respect for the American people but I have for current American policies…
Nuanced critique of both Trump's tariff tactics and Trudeau's response, with personal political positioning and concern about sovereignty.
@danhie3606
Mar 4, 2025
This man is so hated by his own people that he resigned 2 months ago and his replacement is set to take office sometime soon. Don’t let his way with words sway you the way …
This man is so hated by his own people that he resigned 2 months ago and his replacement is set to take office sometime soon. Don’t let his way with words sway you the way it did Canadians for almost a decade. That is all he is— all words and no action.
Critiques Trudeau's record as ineffective ('all words and no action') while warning against repeating Canadian electoral patterns, framing it as a cautionary comparison.
@VanessaH22
Mar 4, 2025
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Canada is scamming professional to come then ended up jobless because they can't practice their profession without your Canadian license. How? Study first..😂
Criticizes immigration policy as deceptive, claiming professionals are recruited then unable to practice without Canadian credentials, delivered with sarcastic tone.
mariaboyd7380
Apr 14, 2025
Trudeau and Jagmeet created this mess. The asylum seekers should stay at their homes.
Trudeau and Jagmeet created this mess. The asylum seekers should stay at their homes.
Blames political leaders for immigration policy failures and criticizes asylum seekers.
troump-the-pervrt-peeg
Jan 15, 2026
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get …
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get charged lower because their fees are subsidized.
Critiques immigrant understanding of education policy, explaining the rationale behind differential tuition fees for domestic vs. international students.
Policy Critique
0.81
TruthSeeking007
Oct 2, 2025
The data & facts show Trump doesn’t care is factual. As a Canadian I want Canada to move on away from USA. There’s a big world out there
The data & facts show Trump doesn’t care is factual. As a Canadian I want Canada to move on away from USA. There’s a big world out there
Critiques Trump's approach and advocates for Canada's independent direction, with implicit comparison to US relations.
@vincewhite5087
Mar 4, 2025
Donald will somehow blame our economic collapse on Biden, DEI, or someone else. It's clear that his policies have consequences and he doesn't believe they do or care if they do or both.
Donald will somehow blame our economic collapse on Biden, DEI, or someone else. It's clear that his policies have consequences and he doesn't believe they do or care if they do or both.
Critiques Trump's policies and his refusal to acknowledge consequences, with moral disapproval of accountability avoidance.
@bullit199
Mar 4, 2025
Mr. Trudeau if you hadn’t destroyed Canada’s economy we wouldn’t be in this situation of weakness. You are delusional to think that we should trust a liberal government to save us.
Mr. Trudeau if you hadn’t destroyed Canada’s economy we wouldn’t be in this situation of weakness. You are delusional to think that we should trust a liberal government to save us.
Criticizes the Prime Minister's economic policies and questions the credibility of the government to address national challenges.
@Curlyhow
Mar 4, 2025
Trudeau is a weak leader, plain and simple. The people of Canada want him out of there. He's screwed up the economy big time in Canada and his only recourse is to come after Trump. …
Trudeau is a weak leader, plain and simple. The people of Canada want him out of there. He's screwed up the economy big time in Canada and his only recourse is to come after Trump. He's weak and he is pathetic. Keep your eyes on Alberta, they really have the power in Canada, and they are fed up of bankrolling this idiot and the rest of the provinces. Let's make Alberta the 51st State. Trudeau can keep the rest of the Socialists. As far as his comments on Russia, the guy is far off base its not even worth commenting on it. Trudeau is a little minion and has lost complete respect on the world stage.
Extensive criticism of Trudeau's leadership, economic management, and foreign policy, with identity-based framing about Alberta separatism and provincial grievances.
@Lion_Heart_77
Mar 4, 2025
Fucking with Canada is like a fart in the wind challenge to my President. Also if implementing tarrifs is so bad for American citizens, and we're the ones who are actually losing. Then why is …
Fucking with Canada is like a fart in the wind challenge to my President. Also if implementing tarrifs is so bad for American citizens, and we're the ones who are actually losing. Then why is Canada doing the same thing by imposing tariffs. Wouldn't they be screwing over their citizens then?
Critiques tariff policy logic by pointing out apparent hypocrisy in Canada's reciprocal tariffs while questioning the administration's reasoning.
@thedude5510
Mar 4, 2025
Do Americans not understand that if we don’t do the things that need to be done our country will fall. How can yall not see that he is taking care of us before the rest …
Do Americans not understand that if we don’t do the things that need to be done our country will fall. How can yall not see that he is taking care of us before the rest of the world. Have respect for the man who wants his country thriving instead of the world thriving while we suffer and just give out hand outs. Y’all are blind that this country got run into the ground and now he must do what needs to be done to get us out. Sit back, let him cook. When we are secure we can then work on the rest of the world.
Defends prioritizing domestic security and economic interests over international aid, critiquing previous policy approach.
@Sux2suX1
Mar 4, 2025
He actually said that we're aligning with Russia! What a LIE! Meditating a war is not aligning! Tell them to pay their part! Stop reporting lies!
He actually said that we're aligning with Russia! What a LIE! Meditating a war is not aligning! Tell them to pay their part! Stop reporting lies!
Criticizes reporting and policy decisions while calling for accountability and corrected messaging.
@kimberlyskidmorecantu
Mar 4, 2025
the better move would have been only to put tariff only on the products which canada has in-house production
the better move would have been only to put tariff only on the products which canada has in-house production
Proposes an alternative tariff strategy focused on domestic production capacity, critiquing the current approach as suboptimal.
Policy Critique
0.80
@pranoysarkar6215
Mar 4, 2025
Americans do not want this. ? Our idiot president needs to go
Americans do not want this. ? Our idiot president needs to go
Criticizes the current U.S. president and implies need for political change, with a call for removal from office.
@pataygorms1
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)