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
When you're turning your country into a socialist Shithole... deflect from your own disaster by attacking the country you've been relying upon to protect you for a century.\n\nPound sand, Little Castro.
When you're turning your country into a socialist Shithole... deflect from your own disaster by attacking the country you've been relying upon to protect you for a century.\n\nPound sand, Little Castro.
Criticizes Canadian government policies as socialist failures while attacking the leader personally and dismissing Canada's position.
@smyth5530
Mar 4, 2025
There is NO making sense of any of this. Our leadership is simply insane. I apologize for what the administration is doing to you and Mexico, and Ukraine. I wish I didn’t have to live …
There is NO making sense of any of this. Our leadership is simply insane. I apologize for what the administration is doing to you and Mexico, and Ukraine. I wish I didn’t have to live here. I understand your response to this issue.
Criticizes government leadership as 'insane' and expresses moral disapproval of policies affecting multiple countries, with personal distress.
@dorothykovak4900
Mar 4, 2025
Stop the drugs clean up your act and address Donald as President Trump. What a punk ass immature approach.
Stop the drugs clean up your act and address Donald as President Trump. What a punk ass immature approach.
Demands policy action on drugs and criticizes the tone/approach of Canadian leadership toward Trump.
@pkdhdkdjdbkfjcj
Mar 4, 2025
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Criticizes Trudeau for acting decisively only at the end of his tenure, questioning the timing and sincerity of his actions.
Policy Critique
0.80
@JohnConnelll
Mar 4, 2025
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Critiques current policies as 'mess' and calls for systemic cleanup before rebuilding.
@kimnguyen3757
Mar 4, 2025
Trump administration requires good economists rather than Musk. Hurting his own people , NATO countries and other countries by tarriff war, is act of creating many enemies simultaneously.
Trump administration requires good economists rather than Musk. Hurting his own people , NATO countries and other countries by tarriff war, is act of creating many enemies simultaneously.
Critiques Trump administration's economic policy (tariff war) as harmful to multiple stakeholders and strategically counterproductive.
@scriptshow9178
Mar 4, 2025
Trump is an ignorant, arrogant and stupid, uneducated person who does not understand anything about our economy.
Trump is an ignorant, arrogant and stupid, uneducated person who does not understand anything about our economy.
Criticizes a political figure's understanding of economic policy through personal attacks on competence and education.
Policy Critique
0.80
@SherwoodKrause-i5k
Mar 4, 2025
Let's see, make peace at reasonable cost with a man who's war with Ukraine showed the world that they cannot last in war with US on a military vs military bases; and the only option …
Let's see, make peace at reasonable cost with a man who's war with Ukraine showed the world that they cannot last in war with US on a military vs military bases; and the only option against the US is a nuclear, while Zelenskyy want's to use US as a deterrent against Putin, all while asking the US for billions. On the other hand, Canada, Mexico and Panama are being over ran by chinese businesses. People think this is against Canadians, Mexicans and Panamanians, but these tariffs are against chinese who are manufacturing in these countries and bypassing tariffs already in place by the US. The chinese are manufacturing in Canada and Mexico and placing (made in Canada/Mexico) and shipping those items to the US, while Canada and Mexico do nothing.
Analyzes Trump's tariff and foreign policy decisions as strategic responses to Chinese manufacturing and geopolitical concerns, offering policy justification.
@Koko_Sam
Mar 4, 2025
You Americans have no clue how terrible Trudeau is.
You Americans have no clue how terrible Trudeau is.
Dismissive assertion that Americans lack understanding of Trudeau's governance failures, implicitly critiquing his policies.
@louvensremy7526
Mar 4, 2025
That's exactly what happens when you make an idiot to president... ?
That's exactly what happens when you make an idiot to president... ?
Criticizes leadership competence and its consequences, framing poor governance as the root cause of problems.
@geraldstolten3
Mar 4, 2025
The world knows Trudeau is a joke. Now he is trying to push his propaganda on Canadians and the wolf
The world knows Trudeau is a joke. Now he is trying to push his propaganda on Canadians and the wolf
Dismisses Trudeau's credibility and accuses him of propaganda, combining personal attack with policy criticism.
@SandsTimeDiscoBiscuitShow
Mar 4, 2025
He's groveling without trying to look like he's groveling.
He's groveling without trying to look like he's groveling.
Critiques Trudeau's diplomatic approach as inauthentic or performative, suggesting his actions lack genuine conviction.
Policy Critique
0.80
@scottbillingham2221
Mar 4, 2025
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
References and critiques a specific past government action (freezing bank accounts), questioning consistency or legitimacy.
Policy Critique
0.80
@dennismorris106
Mar 4, 2025
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
Canadian commenter supports tariffs as policy response while comparing consequences of national stubbornness, framing as justified retaliation.
@alainmarceux6817
Mar 4, 2025
Trudeau has produced actual numbers to support his claims.\nTrump has yet to show the fentanyl numbers.
Trudeau has produced actual numbers to support his claims.\nTrump has yet to show the fentanyl numbers.
Critiques Trump's lack of evidence while praising Trudeau's data-driven approach, with an implicit unverified claim about Trump's missing fentanyl numbers.
@kdaniel8721
Mar 4, 2025
This Canadian leader - Im not going to say his name- is a liar.
This Canadian leader - Im not going to say his name- is a liar.
Direct accusation of dishonesty against the Canadian leader, framed as criticism of credibility.
Policy Critique
0.80
@DKTT-p8m
Mar 4, 2025
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop …
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop this BFF nonsense...
Commenter critiques Canada's diplomatic approach to tariffs and references fentanyl/immigration as policy concerns, with underlying anxiety about national dignity.
@jimmychoi5219
Mar 4, 2025
So you claim the tariffs will hurt the US economy, so that means thew tariffs you put in place will also hurt the Canadian economy. Make it make sense.
So you claim the tariffs will hurt the US economy, so that means thew tariffs you put in place will also hurt the Canadian economy. Make it make sense.
Comment critiques the logical inconsistency of tariff policy, pointing out contradictions in government economic reasoning.
Policy Critique
0.80
@pepperman9
Mar 4, 2025
It’s not a trade war, it’s about fairness.\n\nTrudeau, remember that you lack the capability to protect your country and its citizens. You need the USA more than we need you.
It’s not a trade war, it’s about fairness.\n\nTrudeau, remember that you lack the capability to protect your country and its citizens. You need the USA more than we need you.
Critiques Trudeau's capability to protect Canada while asserting US superiority in the relationship.
@humbledsparrows4687
Mar 4, 2025
Never seen JT do anything, and still don't.
Never seen JT do anything, and still don't.
Dismissive criticism of Trudeau's effectiveness and accomplishments.
Policy Critique
0.80
@GolfYourself
Mar 4, 2025
Compare Videos
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)