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 like trump for some things he does what he says . But this tariffs is a wrong move that doesn't serve anyone . it hurts every side working together makes you stronger division makes …
I like trump for some things he does what he says . But this tariffs is a wrong move that doesn't serve anyone . it hurts every side working together makes you stronger division makes you weaker
Acknowledges some approval of Trump while specifically critiquing tariff policy as harmful and divisive.
@shawnglowka9627
Mar 4, 2025
One thing Trudeau is good at is talking. Eloquent words and well said, unfortunately words will not put food on my table. However, again, that was a very very nice speech.
One thing Trudeau is good at is talking. Eloquent words and well said, unfortunately words will not put food on my table. However, again, that was a very very nice speech.
Critiques Trudeau's leadership as ineffective (eloquent words without material results) while sharing personal economic struggle.
@cpw2k217
Mar 4, 2025
When do we start talking about the carbon tax this guy is putting on Canadians next month? I believe this is going to do more damage to Canadian families than the tariffs.
When do we start talking about the carbon tax this guy is putting on Canadians next month? I believe this is going to do more damage to Canadian families than the tariffs.
Criticizes government policy (carbon tax) and argues it will cause economic damage to families.
@jeannettedochstader3020
Mar 4, 2025
Rich coming from a man who froze canadian bank accounts because they were peacefully protesting.\n\nMy syrup comes from aunt Jemima
Rich coming from a man who froze canadian bank accounts because they were peacefully protesting.\n\nMy syrup comes from aunt Jemima
Criticizes government policy (bank account freezing) with sarcastic humor about syrup brands.
@edwardballiet2167
Mar 4, 2025
I support tariff free trade between these countries.
I support tariff free trade between these countries.
Direct statement of policy preference supporting tariff-free trade between countries.
Policy Critique
0.85
@danielwalker7269
Mar 4, 2025
Trudeau is a moron. As a Canadian, he is an embarrassment
Trudeau is a moron. As a Canadian, he is an embarrassment
Canadian commenter criticizes Prime Minister as an embarrassment, combining personal identity claim with political critique.
@jasoncruz2703
Mar 4, 2025
Less than a week left in office and he finally grows a pair! What a joke! Punk
Less than a week left in office and he finally grows a pair! What a joke! Punk
Criticism of delayed government action with dismissive tone.
Policy Critique
0.85
@jamescollazo187
Mar 4, 2025
Your the reason why he put the tariffs on you clown. You've destroyed canada it's at its weakest point ever. Housing problems, immigration problems, too many people coming to fast Way to fast. Our borders …
Your the reason why he put the tariffs on you clown. You've destroyed canada it's at its weakest point ever. Housing problems, immigration problems, too many people coming to fast Way to fast. Our borders are a joke the drug problems in this country is out of control and this is all because of you and your liberal commie buddies shitty ass policies and terrible ideas.
Directly attacks government policies on immigration, housing, and borders while expressing alarm about national decline and drug problems.
@adamburnelle
Mar 4, 2025
Mmm, how come he didn't mention the tariffs on Canadian goods sold in America that Canada has been charging Americans for a long time? What's good for the goose is not good for the gander!
Mmm, how come he didn't mention the tariffs on Canadian goods sold in America that Canada has been charging Americans for a long time? What's good for the goose is not good for the gander!
Critiques selective policy reporting by pointing out omitted tariff information and applies comparative logic between nations.
@jffrymrtnz1958
Mar 4, 2025
America is not making any friends first Trumps support for Putin, then tarriffs on his closest friends and allies.
America is not making any friends first Trumps support for Putin, then tarriffs on his closest friends and allies.
Critiques Trump's foreign policy decisions regarding Russia and tariffs, comparing America's diplomatic approach unfavorably.
@sallyraynor8984
Mar 4, 2025
I'm canadian and the problem is that Justin Trudeau resign from prime minister. He double the debts of Canada the last 8 years and never have an economic plan for canadian because he's a woke …
I'm canadian and the problem is that Justin Trudeau resign from prime minister. He double the debts of Canada the last 8 years and never have an economic plan for canadian because he's a woke liberal .
Establishes Canadian identity and critiques Trudeau's economic management and ideological approach over his tenure.
@yvonrixnbk
Mar 4, 2025
Just stop it with the tough talk Trudeau.
Just stop it with the tough talk Trudeau.
Dismissive criticism of Trudeau's rhetoric and approach to policy without specific substantive claims.
Policy Critique
0.85
@SunRay629
Mar 4, 2025
The Trump doctrine: Make friends with dictators and fight democracy
The Trump doctrine: Make friends with dictators and fight democracy
Critiques Trump's foreign policy approach by characterizing it as favoring dictators over democracy.
@Legilimentable
Mar 4, 2025
Trudeau is a dumbass
Trudeau is a dumbass
Brief dismissive critique of Canadian Prime Minister Trudeau's leadership without specific policy details.
Policy Critique
0.85
@eriksam1132
Mar 4, 2025
I’m a Canadian and no fan of Prime Minister Trudeau. It’s unfortunate the best speech he ever gave was after he resigned as Prime Minister. What he has said in this speech is absolutely true, …
I’m a Canadian and no fan of Prime Minister Trudeau. It’s unfortunate the best speech he ever gave was after he resigned as Prime Minister. What he has said in this speech is absolutely true, despite the fact, I think Trump is doing some good things for the USA. This Terrif war with your neighbour is stupid. Unfortunately for us in Canada our Prime Minister has not given us the tools and freedom to grow economically and prosper the way we should have. Canadians should be living like Kings, but unfortunately are living paycheque to paycheque because of the stranglehold that our Prime Minister has put on businesses and its citizens. Now Canada has very little leverage, I believe to fight this Terrif war. Canada has become a pure Cradic nightmare, like the previous administration in the United States were overtaxed over regulated and spend money like drunken sailors on stupid things that don’t help us grow and prosper.
A nuanced personal critique of Trudeau's economic policies and their impact on Canadian prosperity, acknowledging some Trump policies while criticizing Canadian governance.
@Quimster
Mar 4, 2025
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It …
From the UK I cannot for the life of me see what Benefit these tariffs are to the US and why Trump has taken a sledgehammer to the trust between America and its allies. It is simply incredible.
Criticism of Trump's tariff policy and its damage to international relationships, framed from a UK perspective comparing US behavior to allies.
@artemisjuno
Mar 4, 2025
Admirable speech. But don't you think that there's a lot of emphasis on the issue of border control?
Admirable speech. But don't you think that there's a lot of emphasis on the issue of border control?
Acknowledges merit but questions the emphasis on border control in the speech, offering analytical critique.
@bensoliman8326
Mar 4, 2025
Well put. It's not democrats or republicans. It's the Government as a whole.
Well put. It's not democrats or republicans. It's the Government as a whole.
Argues that systemic government problems transcend partisan divisions, offering a meta-critique of political polarization.
Policy Critique
0.85
@atomictincan7040
Mar 4, 2025
He was completely wrong. Retaliation should have been from 27 % onwards. What Trudeau has done is leaving the decision to the Trump.
He was completely wrong. Retaliation should have been from 27 % onwards. What Trudeau has done is leaving the decision to the Trump.
Directly critiques Trudeau's retaliation strategy as insufficient and strategically flawed.
Policy Critique
0.85
@yutub6928
Mar 4, 2025
Shut up trudeau. He did nothing good for canada. Lets talk about facts. Cost of life have double and also debt of canada. Then resign to run away from his own dumb mistakes to not …
Shut up trudeau. He did nothing good for canada. Lets talk about facts. Cost of life have double and also debt of canada. Then resign to run away from his own dumb mistakes to not take accountablity like a little kid.
Criticizes Trudeau's governance record on cost of living and debt, calling for resignation and accountability.
@Youtublosingit
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)