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
Gotta say, we did it to ourselves Canada. Its like a corporation with only a couple customers. Then the customer decides he would rather own the business than keep paying it. Time to build smart …
Gotta say, we did it to ourselves Canada. Its like a corporation with only a couple customers. Then the customer decides he would rather own the business than keep paying it. Time to build smart business assets instead of blowing money on other countries BS. And when I say we, I mean Liberals.
Critiques Canadian policy using business metaphor, arguing Canada over-depends on US trade and should redirect resources domestically.
@DaveBGuest
Mar 4, 2025
Trump is surrounded by brownosers, vance the bias, elon the troll thats why trump is out of touch with reality
Trump is surrounded by brownosers, vance the bias, elon the troll thats why trump is out of touch with reality
Criticizes Trump's advisors and their influence on policy decisions, framing them as disconnected from reality.
@anonimofied
Mar 4, 2025
We don’t need Canada
We don’t need Canada
Brief statement rejecting Canada's immigration policy without elaboration, functioning as a policy position statement.
Policy Critique
0.75
@kurtangle6516
Mar 4, 2025
Trudeau calling Trump a 'very smart guy' is a sop to cheeto's vanity. Cheeto is NOT smart - he does not understand in any way, how tariffs work
Trudeau calling Trump a 'very smart guy' is a sop to cheeto's vanity. Cheeto is NOT smart - he does not understand in any way, how tariffs work
The commenter critiques Trudeau's diplomatic approach and makes a substantive claim about Trump's understanding of tariffs, blending policy analysis with factual assertion.
@thereisatide
Mar 4, 2025
reciprocal tariffs aren't a trade war DIPSHIT
reciprocal tariffs aren't a trade war DIPSHIT
Disputes the characterization of tariff policy as trade war, offering alternative policy interpretation with strong language.
Policy Critique
0.75
@Pucketts-metal-works
Mar 4, 2025
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world …
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world was buying grains from Russia ?? to! And everyone was still rubbing shoulder with Putin as long as it fit them.
Critiques Western hypocrisy and inconsistent foreign policy regarding Russia, comparing multiple countries' approaches to energy and trade.
@allenshegog
Mar 4, 2025
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
Critiques Trump's business record and trade war policy, with an unverified claim about bankruptcies.
@michaeldasovich8414
Mar 4, 2025
Trudeau screwed Canadians & they couldn’t wait to get him out of office!! \nCanada is broke and can’t afford 25% tariffs. All Canada has to do is open business in USA!\nMade in the USA ?? …
Trudeau screwed Canadians & they couldn’t wait to get him out of office!! \nCanada is broke and can’t afford 25% tariffs. All Canada has to do is open business in USA!\nMade in the USA ?? \nCanada gave 20billion to Ukraine vs USA giving over 150 billion plus militaryequipment equipment. Ukraine realizes Trump was right, The WAR needs to end. ????????????
Criticizes Trudeau's economic management and tariff impacts while comparing Canada's Ukraine aid unfavorably to the USA's contribution.
@sunsmile57
Mar 4, 2025
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not …
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not willing to do this. Thank you, Trudeau
Praises Trudeau for criticizing US policies while condemning Republicans, framing this as truth-telling about economic harm to both nations.
@lindaduncan4668
Mar 4, 2025
And the people wanted to oust this great Canadian “leader” pay up.
And the people wanted to oust this great Canadian “leader” pay up.
Criticizes the Canadian leader's performance and implies public dissatisfaction, with sarcastic framing ('great Canadian leader') suggesting policy disagreement.
@jerrysmission
Mar 4, 2025
Canada treated them truckers like dirt!
Canada treated them truckers like dirt!
Criticizes Canadian government's treatment of truckers, referencing a specific policy controversy.
Policy Critique
0.75
@MrImog65
Mar 4, 2025
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come …
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come to a fair agreement.
Presents specific policy demands (border security, fentanyl, trade) framed as reasonable requests to address through negotiation.
@TJDowning21
Mar 4, 2025
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Critique of PM's political ideology and negotiating position, with identity-based framing about political heritage.
@dldiss5208
Mar 4, 2025
Canadian have never believed that fentanyl or illegal immigrants coming across the border is the issue! We have never been the problem but have added 1.2 billion in extra security to our border. Trump is …
Canadian have never believed that fentanyl or illegal immigrants coming across the border is the issue! We have never been the problem but have added 1.2 billion in extra security to our border. Trump is after something else...
Critiques Trump's stated rationale for tariffs while making an unverified claim about Canadian border security spending and Trump's hidden agenda.
@valgoodridge1810
Mar 4, 2025
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them …
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them in to oblivion with his father the last several decades. Be wise folks.
Critiques Trudeau's record on censorship, religious freedom, and taxation while dismissing current tariff response as performative.
@v.j.morrison1784
Mar 4, 2025
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Commenter criticizes Trump administration for spreading disinformation while acknowledging disagreement with Trudeau on other matters.
@craigarendse8417
Mar 4, 2025
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. …
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. He don't want minerals from Canada but he just tried to make a deal with Ukraine for minerals from them, it does not make sense when Canada was one of our best allies for the United States
Critiques U.S. presidential policy decisions while comparing Canada's value as an ally and mineral resources.
@jamesbaber1582
Mar 4, 2025
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Observes that Trudeau's political fortunes improved due to comparative positioning against US actions, implicitly critiquing both domestic and international political dynamics.
@MrPojopojo
Mar 4, 2025
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
Critiques PM Trudeau's demeanor and behavior as a political leader, with a secondary element of national identity commentary.
@amochswohntet99
Mar 4, 2025
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
Criticizes Canada's border security policy regarding fentanyl and demands financial compensation, framing it as a security threat.
@Dcassimatis
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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