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
We need more of this European Mexican and Canadian leaders talking directly to the American people cuz our government is actively lying and hurting us understand this is not by mistake it's very deliberate..
We need more of this European Mexican and Canadian leaders talking directly to the American people cuz our government is actively lying and hurting us understand this is not by mistake it's very deliberate..
Criticizes government dishonesty and calls for direct communication from foreign leaders to bypass official channels.
@BrianZuniga-t1i
Mar 4, 2025
Why did it take you years and so many deaths
Why did it take you years and so many deaths
Criticizes government response time and outcomes (deaths), framed as an accusatory question about policy failures.
@GeorgeDouglas-m6r
Mar 4, 2025
No one cares, we gave more than that to Ukraine. My governments not doing anything to me. The next year may be tough, but we will come out stronger. Another one, promoting FEAR.\n\nCanada gets billions …
No one cares, we gave more than that to Ukraine. My governments not doing anything to me. The next year may be tough, but we will come out stronger. Another one, promoting FEAR.\n\nCanada gets billions in USAID???
Critiques government spending priorities and dismisses fear-mongering rhetoric about immigration impacts.
@rainmaker8655
Mar 4, 2025
trump is an idiot.
trump is an idiot.
Brief negative characterization of Trump as political critique, though minimal detail provided.
Policy Critique
0.75
@carolynandrade2648
Mar 4, 2025
Trudeau supports Israel and Bibi the Butcher of Gaza. Make that make sense
Trudeau supports Israel and Bibi the Butcher of Gaza. Make that make sense
Criticizes Trudeau's foreign policy stance on Israel/Gaza as contradictory, combining policy critique with implicit moral judgment.
@taheera986
Mar 4, 2025
Let's not forget Trudeau froze the bank accounts of those that disagreed with him on COVID
Let's not forget Trudeau froze the bank accounts of those that disagreed with him on COVID
Criticism of Trudeau's COVID policies with a specific factual claim (account freezing) presented as established fact.
@warrenbertrand290
Mar 4, 2025
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Criticizes political motives and character while dismissing stated policy rationale as deflection.
@John-w7o9p
Mar 4, 2025
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Critiques government policy choice while expressing national support and patriotic sentiment.
@nnoddy8161
Mar 4, 2025
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
Critiques government policy on immigration and border security while making an unverified claim about US tariff motivations.
@Beth-k8n
Mar 4, 2025
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Criticism of a political leader and concern about national harm, combining personal attacks with policy-level concerns about the country's direction.
@peterdelannoy1439
Mar 4, 2025
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to …
Trudeau Gov.destroyed Canada all aspect of existing country.\nTrudeau treat Canadian citizens as conquered people. Trudeau acted the same way with USA to involved in election against Trump.\nCanadian paíd for enviroment to kill own economy to grow..\nNow ,For Canadian citizens is better to be state of USA not too much tax.more freedom,not discrimination the white Christian man. It is wrong to create hate against American what next - contempt latter degenaration.\nTrudeau want to made damage to USA. The best,after stop deliver hydro ,energía is develop produce,fantynol will be big problem\nI prefere Alberta Primer Schmit to find solution in talking deal.\nOther way is join to USA for better life for Canadian people, and better west global possibility against China\n.
Primarily criticizes Trudeau's government policies and governance, with secondary elements of identity assertion (discrimination against white Christian men) and fear/threat framing (damage to Canada, joining USA).
@stancapar7931
Mar 4, 2025
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately …
Your speech don’t make any sense at all with the far-left propaganda \nand you only go against good loyal people with warm hearts, but when you encounter a real monster or wild animal, you immediately tuck your tail, retreat, and suffocate in fear.
Criticizes the speaker's political stance as 'far-left propaganda' while using identity-based framing ('good loyal people') to contrast with perceived weakness.
@cchan268
Mar 4, 2025
trudeau has already glamorously screwed canada they are in the same position if not a worse one than us
trudeau has already glamorously screwed canada they are in the same position if not a worse one than us
Criticizes Canadian leadership's handling of national issues while comparing Canada's position unfavorably to the US.
@bosshogg95SLT
Mar 4, 2025
Trump has started a war with canada why does anyone support trump
Trump has started a war with canada why does anyone support trump
Criticizes Trump's actions as war-like while questioning support for him, framing this as policy disagreement rather than pure identity positioning.
@gdavis
Mar 4, 2025
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
Offers analysis of Trump's strategy as a negotiating tactic, critiquing liberal understanding of policy intent.
Policy Critique
0.75
@batreview9600
Mar 4, 2025
Puck Trudeau he is going to cave just like Zelensky.
Puck Trudeau he is going to cave just like Zelensky.
Criticizes Trudeau's anticipated policy response (caving) through crude language and comparison to another leader.
Policy Critique
0.75
@CurlyJeffs007
Mar 4, 2025
Totally non-sense trump...what a hell is going on usa?
Totally non-sense trump...what a hell is going on usa?
Expresses disapproval of Trump's policies and actions using dismissive language ('nonsense').
Policy Critique
0.75
@videoradeon
Mar 4, 2025
As an American Citizen.. The United States Government should concentrate on Decreasing the Demand for Illicit Drugs
As an American Citizen.. The United States Government should concentrate on Decreasing the Demand for Illicit Drugs
Suggests the U.S. government should redirect focus to drug demand reduction rather than tariffs, critiquing current policy priorities.
Policy Critique
0.75
@duncanvince23
Mar 4, 2025
Many Americans don't want this trade war and this bad relationships with Canada and many other allies. Our government is hijacked by a coup led by Trump and Musk!
Many Americans don't want this trade war and this bad relationships with Canada and many other allies. Our government is hijacked by a coup led by Trump and Musk!
Critiques government policy and international relations while making an unverified claim about a 'coup' without evidence.
@Recoverel
Mar 4, 2025
I just don't know the truth about what's going on in our country anymore
I just don't know the truth about what's going on in our country anymore
Criticizes Trudeau's environmental and trucking policies while calling for his resignation and Trump's respect.
@leveece
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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