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
That loser does not speak for Canadians. That spoiled brat has never paid a bill in his life.
That loser does not speak for Canadians. That spoiled brat has never paid a bill in his life.
Criticizes Trump as not representing Canadians and attacks his character/background, implying he lacks legitimacy.
@mackenziehinschberger3699
Mar 4, 2025
JUSTIN - you destroyed your country with your policy, you abused people's rights, rights you were to defend. We will work with Pierre Poilievre, NEVER with you!
JUSTIN - you destroyed your country with your policy, you abused people's rights, rights you were to defend. We will work with Pierre Poilievre, NEVER with you!
Accuses Trudeau of destructive policy and rights violations, while calling for support of an alternative political leader.
@eddiemacnet
Mar 4, 2025
Turdeau is a joke. He's embarrassing to many Canadians.
Turdeau is a joke. He's embarrassing to many Canadians.
Criticism of Prime Minister's leadership and performance, claiming he embarrasses Canadians.
@InTheHookJohn
Mar 4, 2025
Did you know that since the beginning of 2022, housing, healthcare, infrastructure, and affordability in Canada. \n\n$10 billion could have built 30,000+ affordable housing units, reducing homelessness and rent prices. $5 billion could have expanded …
Did you know that since the beginning of 2022, housing, healthcare, infrastructure, and affordability in Canada. \n\n$10 billion could have built 30,000+ affordable housing units, reducing homelessness and rent prices. $5 billion could have expanded healthcare, hiring doctors and nurses to cut wait times. $2 billion could have Canada has committed approximately $19.7 billion in multifaceted support to Ukraine. Let that sink in.... $19,700,000,000 ?\n\nThis comprehensive assistance includes over $12.4 billion in direct financial aid, the highest per capita contribution among G7 nations, and $4.5 billion in military assistance, intended to be delivered through 2029.\n\nAdditionally, Canada has pledged a $5 billion contribution, with $2.5 billion disbursed recently and the remaining sum to follow soon.\n\nIf Canada had spent the $19.7 billion on domestic issues, it could have significantly improved\nsupported veterans and provided clean water to Indigenous communities, while $3 billion could have upgraded roads and public transit. Another $2 billion could have funded food programs and tax relief to combat rising living costs.\n\nRedirecting this money could have directly improved the lives of millions of Canadians, addressing urgent national crises instead of foreign aid for a fake war that the Ukraine can never win...
Critiques government spending priorities on Ukraine aid versus domestic needs, presenting specific budget figures to argue misallocation of resources.
@elenas4587
Mar 4, 2025
As a Canadian I am embarrassed, ashamed and fearful! Everything that this idiot spews forth is just pure drama. All President Trump wanted was for Canada to take care of the drug problem that has …
As a Canadian I am embarrassed, ashamed and fearful! Everything that this idiot spews forth is just pure drama. All President Trump wanted was for Canada to take care of the drug problem that has killed so many. In the 9 years that this government has been in power he has done absolutely NOTHING to stop this catastrophe, in fact he has stood by and watched it get worse….enabling cartels to gain more power with a lax system of slap on the wrist laws. And his immigration department is asleep at the wheel. \nI pray that some common sense enters the picture soon…
Personal account of Canadian embarrassment combined with detailed criticism of government drug policy and immigration enforcement failures.
@AnnPeters-o3x
Mar 4, 2025
I support the tariffs on Canada and Mexico.
I support the tariffs on Canada and Mexico.
States a position supporting tariff policy, representing a policy stance on trade/economic regulation.
Policy Critique
0.80
@Paveyourway88
Mar 4, 2025
All Canada had to do was close the border. You refused so now you get destroyed.
All Canada had to do was close the border. You refused so now you get destroyed.
Criticizes Canada's border policy as inadequate and frames consequences as punishment.
@koolsolutionszx12r55
Mar 4, 2025
So manipulative of you, Trudeau! We don't need you. YOU need us. Trying to turn Americans against our own government.
So manipulative of you, Trudeau! We don't need you. YOU need us. Trying to turn Americans against our own government.
Accuses Trudeau of manipulation and suggests he is attempting to divide Americans against their government.
@Asianmamadiary
Mar 4, 2025
I can’t stand Trudeau but who ever wrote this speech was dead on…no one wins in a trade war
I can’t stand Trudeau but who ever wrote this speech was dead on…no one wins in a trade war
Critiques trade war policy while acknowledging the speaker's point, analyzing the negative outcomes of protectionist economic policy.
@phils6733
Mar 4, 2025
Mr Justin - You do not have the cards. You are totally dependent on USA for survival. Ask Kevin O Leary.
Mr Justin - You do not have the cards. You are totally dependent on USA for survival. Ask Kevin O Leary.
Critiques Canada's negotiating position and dependency on the USA, invoking a reference to Kevin O'Leary for authority.
@anilprasanna
Mar 4, 2025
You are a dictionary too, you destroyed Canada with the help of the fake news media
You are a dictionary too, you destroyed Canada with the help of the fake news media
Blames the PM and media for Canada's problems, critiquing government leadership and media influence.
@JorgeAlbertoospna
Mar 4, 2025
“So because the tariffs are so bad for us we’re going tu put you tariff “ \n????
“So because the tariffs are so bad for us we’re going tu put you tariff “ \n????
Sarcastically questions the logic of Canada's retaliatory tariff policy in response to US tariffs.
@alejandrom4347
Mar 4, 2025
Netherlands here: Trump HAS to impose tariffs because he promised it a zillion times during his campaign. As a major narcissist he cannot afford to say that he made a mistake, and therefor: tariffs. I …
Netherlands here: Trump HAS to impose tariffs because he promised it a zillion times during his campaign. As a major narcissist he cannot afford to say that he made a mistake, and therefor: tariffs. I predict however that this period will not last very long. Only as long as necessary to make it possible for Trump to say that they didn't work out as planned because of some reason.
Analyzes Trump's tariff policy motivations and predicts outcomes, with comparative perspective from Netherlands.
@harrybakker89
Mar 4, 2025
Getting tired of Trudeau and Trump speaking for both countries and the citizens of both countries.\nWhile World leaders fight for power the ordinary citizens of both countries suffer the consequences of their actions.\nIf Trudeau really …
Getting tired of Trudeau and Trump speaking for both countries and the citizens of both countries.\nWhile World leaders fight for power the ordinary citizens of both countries suffer the consequences of their actions.\nIf Trudeau really cared about Canadians he could start by eliminating the Carbon Tax.
Criticizes Trudeau's governance and specific policies (carbon tax) while appealing to concern for ordinary citizens' welfare.
@gaetanomagnifico1836
Mar 4, 2025
Do not blame to Trump for every problem in Canada. Canada was in problem since you became PM. You are the responsible for Loonie devalue, immigration fraud, mortgage fraud in real estate, housing crisis, more …
Do not blame to Trump for every problem in Canada. Canada was in problem since you became PM. You are the responsible for Loonie devalue, immigration fraud, mortgage fraud in real estate, housing crisis, more govt spending, federal workers are more than doubled.
Commenter criticizes Trudeau's policies on immigration, housing, and government spending while making unverified claims about fraud and federal employment.
@RajPatel-Conscience
Mar 4, 2025
Trudeau is an idiot and put us in a vulnerable position via his policies and snarky rhetoric toward Donald Trump over the last decade. He's a child and can't be gone soon enough.
Trudeau is an idiot and put us in a vulnerable position via his policies and snarky rhetoric toward Donald Trump over the last decade. He's a child and can't be gone soon enough.
Criticizes Trudeau's policies and diplomatic approach while asserting Canadian national interest and identity.
@northq2673
Mar 4, 2025
If this is actually about the border, then explain the incoming tariffs on Europe. Trump was going to do this no matter what.
If this is actually about the border, then explain the incoming tariffs on Europe. Trump was going to do this no matter what.
Challenges the stated rationale for tariffs, arguing they reflect predetermined policy rather than genuine border concerns.
Policy Critique
0.80
@mattkaczorowski3099
Mar 4, 2025
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Criticizes presidential leadership for departing from American ideals and values.
@hammerjim19741
Mar 4, 2025
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, …
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, this person did. This is so embarrassing
Identifies as Canadian and criticizes Trudeau's handling of negotiations, framing it as a national embarrassment.
@75oxymoron
Mar 4, 2025
WHY HASNT JUSTIN STEPPED DOWN. He has a lot to say while he taxes the fuck out of his own people. Entire bullshit speech.
WHY HASNT JUSTIN STEPPED DOWN. He has a lot to say while he taxes the fuck out of his own people. Entire bullshit speech.
Criticizes Trudeau's leadership and taxation policies while implicitly calling for his resignation.
@clintperez8874
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)