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
What a complete idiot. As a Canadian I am ashamed to call this moron a leader. He was forced to resign but continues to embarrass us on the world stage. Deal with the terrorists, fentanyl …
What a complete idiot. As a Canadian I am ashamed to call this moron a leader. He was forced to resign but continues to embarrass us on the world stage. Deal with the terrorists, fentanyl and trafficking you creep.
Canadian commenter criticizes leadership and policy failures on security/trafficking issues while expressing personal shame about national representation.
@moveablefeasttv
Mar 4, 2025
Im sorry but i gotta say i do not agree with our government and president never have ever since 2016. Looks like i never will too since our people are so invested in teams and …
Im sorry but i gotta say i do not agree with our government and president never have ever since 2016. Looks like i never will too since our people are so invested in teams and the propaganda spewed from both sides that actual issues get muddied.
Personal expression of disagreement with government since 2016, critiquing both sides' propaganda and muddying of actual policy issues.
@cjnelstein-beddingfield1738
Mar 4, 2025
Still dont like Trudeau. He is the problem as trump doesn't like him. We need a new pm and this should go away. This is the time for Trudeau to get rid of the carbon …
Still dont like Trudeau. He is the problem as trump doesn't like him. We need a new pm and this should go away. This is the time for Trudeau to get rid of the carbon tax.
Criticizes Trudeau's leadership and specific policies (carbon tax) while implicitly calling for political change.
@earth_worm_sally25
Mar 4, 2025
?Trudeau is a bad joke and worse, a liar. Trump demands secure borders to protect our citizens. Trump is establishing RECIPROCAL tariffs to improve our economy in a fair and just manner. Trudeau says Canada …
?Trudeau is a bad joke and worse, a liar. Trump demands secure borders to protect our citizens. Trump is establishing RECIPROCAL tariffs to improve our economy in a fair and just manner. Trudeau says Canada is “polite,” but the hockey game between us proved otherwise. Canada is a neighbor we can live without. \nHopefully Canada will return to sanity, common sense and decency under new leadership and we can resume previously held good relations with our Northern neighbors.
Criticizes Trudeau's policies and leadership while praising Trump's approach, comparing the two leaders' economic and border strategies.
@christywhitley6053
Mar 4, 2025
The prime minister should not call Trump a very smart person, but what he is in fact. A dump, arrogant, egocentric criminal. His constant lies need to be exposed and publically corrected. Maybe if enough …
The prime minister should not call Trump a very smart person, but what he is in fact. A dump, arrogant, egocentric criminal. His constant lies need to be exposed and publically corrected. Maybe if enough people do this publically it will drive Trump so crazy and he will react so crazy, that even his most loyal minions will realize they will need to get rid of him!
Criticizes the PM's diplomatic approach to Trump and calls for public correction of lies, blending policy critique with action urging.
@kai-uweoch1159
Mar 4, 2025
Guess he should have stepped up and took care of that border patrol like he should have. Purposely makes the Canadian middle class work harder just for his vacations
Guess he should have stepped up and took care of that border patrol like he should have. Purposely makes the Canadian middle class work harder just for his vacations
Criticizes Trudeau's border management and spending priorities, with economic impact on middle class as justification.
@justinedwards6073
Mar 4, 2025
Perhaps the time has come for governments around the world to reconsider their friendship with the USA.
Perhaps the time has come for governments around the world to reconsider their friendship with the USA.
Critiques international relations policy and suggests governments should reconsider relationships with the USA.
@petermcculloch4933
Mar 4, 2025
Wow this Trump administration is as bad as expected smh Living up to the dread warned
Wow this Trump administration is as bad as expected smh Living up to the dread warned
Criticizes the Trump administration's performance as meeting negative expectations, expressing disapproval of governance.
Policy Critique
0.80
@ehi80
Mar 4, 2025
President Trump want the best for the American people. President Trump wants Canada to secure their borders stop drugs coming over the border. That 5.5 thousand miles long I’m sure these holes in that line. …
President Trump want the best for the American people. President Trump wants Canada to secure their borders stop drugs coming over the border. That 5.5 thousand miles long I’m sure these holes in that line. President Trump wants everyone to start paying their share. Canada needs to know they need us more than United States needs them.
Critiques Canada's border security and economic relationship with US, advocates for policy changes.
@enliam3849
Mar 4, 2025
Canada has been ripping United States for many years. And Trudeau is a crooked politician
Canada has been ripping United States for many years. And Trudeau is a crooked politician
Criticizes Canada's economic policies and Trudeau's political integrity.
@MrWhiskeyWhiskers
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
Why is Trump making America look bad. We are screwed
Why is Trump making America look bad. We are screwed
Criticizes Trump's policies for damaging America's reputation and expresses anxiety about national consequences.
@bertha8893
Mar 4, 2025
The US cannot fight the world. These are treating partners and friends. Trump is evil.
The US cannot fight the world. These are treating partners and friends. Trump is evil.
Critiques Trump's approach to international relations as unsustainable and morally wrong, characterizing him as evil.
@DonaldJohnson-zn1qw
Mar 4, 2025
What a political moron Trudeau is. Goodbye Justin.
What a political moron Trudeau is. Goodbye Justin.
Direct criticism of Trudeau's competence and call for his departure, framed as political critique rather than personal attack.
Policy Critique
0.80
@jainjain1258
Mar 4, 2025
Trudeau u caused this. Big whoop
Trudeau u caused this. Big whoop
Blames a specific political leader (Trudeau) for causing an unspecified problem, expressing criticism of governance.
Policy Critique
0.80
@troywilson8980
Mar 4, 2025
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Criticizes Trump's foreign policy decisions as damaging to alliances while expressing concern about geopolitical consequences.
@collinsgreenlee1673
Mar 4, 2025
Justin failed to understand that the US has no permanent friends
Justin failed to understand that the US has no permanent friends
Critiques Canadian leadership's understanding of international relations, implying failure to grasp realpolitik principles.
@owenmckenzie6897
Mar 4, 2025
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
Attacks Trudeau's leadership competence and his party's governance, framing them as traitors who have damaged Canada.
@Lovelyone22-r7d
Mar 4, 2025
Trudeau: If you had done your job your country would not be suffering. Stop the flow of Fentanyl and illegals immigrants
Trudeau: If you had done your job your country would not be suffering. Stop the flow of Fentanyl and illegals immigrants
Criticizes Trudeau's handling of fentanyl and immigration policy, with an unverified claim about illegal immigrants as a secondary element.
@Templar-u9k
Mar 4, 2025
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then …
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then WW3 starts on North American soil. Did Trump word everything right? Absolutely NOT. NOPE. However… I don’t want a war either. Trump should have just stayed out of it. \n\nLastly Trudeau you liar. You said “no one wins in a trade war…”. Yet you respond to tariffs with tariffs. You just started a trade war!!!! \n\nHow’s that for making sense enough for you!!
Detailed critique of both Trump's and Trudeau's policy decisions regarding tariffs and geopolitical strategy, with analysis of consequences.
@b.pur9981
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)