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
Search & Filter
Policy Critique
5,980 comments
But you took guns away from Canadian citizens? You are not dealing with Biden you are dealing with a true American and our President!All the American products Canada took off the shelves,well you done paid …
But you took guns away from Canadian citizens? You are not dealing with Biden you are dealing with a true American and our President!All the American products Canada took off the shelves,well you done paid for it so you eat it! Ask the distributors they are the ones loosing money!
Criticizes Canadian gun policy and tariff responses while comparing Canada's position to dealing with a stronger American president.
@philliphelms6505
Mar 5, 2025
I thought Trudeau was gone. His people got rid of him . He should go retire.
I thought Trudeau was gone. His people got rid of him . He should go retire.
Criticizes Trudeau's leadership and calls for his retirement, combining policy dissatisfaction with a demand for action.
@nanaonthefarm
Mar 5, 2025
When it comes to trade aggreement if you want to be in a position where you have the maximum advantage you have to do the not so friendly but the right thing. Donald Trump is …
When it comes to trade aggreement if you want to be in a position where you have the maximum advantage you have to do the not so friendly but the right thing. Donald Trump is a business man so this is not a surprise.
Analyzes trade negotiation strategy and Trump's business-oriented approach to diplomacy.
@JohnA4564
Mar 5, 2025
Canada and Mexico both complied with his demands. Give him and inch..
Canada and Mexico both complied with his demands. Give him and inch..
Criticizes Canada's compliance with demands (policy) while implying a slippery slope without evidence.
@brettbenson7690
Mar 4, 2025
Trudeau was naive, this was never about the drugs crossing the border. \nThe tarrifs were never EVER going to leave. Trump is using them as a weapon to harm both sides of the border and …
Trudeau was naive, this was never about the drugs crossing the border. \nThe tarrifs were never EVER going to leave. Trump is using them as a weapon to harm both sides of the border and destroy the alliance that would unify and stand against Putin. \n\nThat's what it's about, destroying alliances, annexing canada, and using tarrifs as a means to do it.
Critiques government naivety and Trump's tariff strategy while making unsubstantiated claims about annexation intentions.
@davidkraft314
Mar 4, 2025
What I heard was a cogent speech. One that included facts and details. One that his counterpart in the US has never delivered.
What I heard was a cogent speech. One that included facts and details. One that his counterpart in the US has never delivered.
Commenter praises the quality and factual basis of a political speech, implicitly critiquing the comparative lack of substance in another leader's approach.
Policy Critique
0.75
@107uptown
Mar 5, 2025
How did he go as Prime Minister…?\nThat’s right ..no good.\nHe’s going..
How did he go as Prime Minister…?\nThat’s right ..no good.\nHe’s going..
Evaluates Trudeau's performance as Prime Minister negatively and suggests his departure.
Policy Critique
0.75
@roybeckerman9253
Mar 5, 2025
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Typical Left Government.... Canada taxes American goods but they don't like America introducing taxes... Yet to DEFLECT attention to the facts... They say that Trump is working with the Russians!! Talking utter goolies!!
Critiques government tax policy and makes an unsubstantiated claim about deflection regarding Russian involvement.
@mikadavies660
Mar 5, 2025
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Critique of self-defense laws and police protection, calling for legal reform with urgent tone.
BobJohnson-u2l
Feb 18, 2026
Governor you were already charging American businesses to sell their products in the 51st state. So when we want to do the same thing you are already doing you don't like it.
Governor you were already charging American businesses to sell their products in the 51st state. So when we want to do the same thing you are already doing you don't like it.
Critiques Canadian trade practices by comparing them to US tariff actions, arguing for reciprocal treatment.
@johnbingham3446
Mar 4, 2025
Says a lot about the guy when he says that about Putin, time for some self reflection ??
Says a lot about the guy when he says that about Putin, time for some self reflection ??
Rhetorical critique of Trudeau's statements about Putin, questioning his credibility and calling for self-reflection on his own policies.
@IAmZanderStewart
Mar 5, 2025
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
Critiques the reporting quality and claims the video misrepresents public consensus on immigration tightening.
Policy Critique
0.75
livingfinance
Feb 18, 2026
Justin struck the nail on the head at the very end of his speech remarking on they’re “oponants” having them exactly where they want them. He said this referring to Putins latest tactic, which is …
Justin struck the nail on the head at the very end of his speech remarking on they’re “oponants” having them exactly where they want them. He said this referring to Putins latest tactic, which is to (devide and conquer.) While the US, Canada, the UK and Europe are bickering about tariffs only god knows what Putins up to in the meantime.
Analysis of geopolitical strategy and criticism of Western nations' divided focus while Putin exploits divisions.
@declankelly1162
Mar 5, 2025
Trudeau is such a nancy that I just cannot take him seriously.
Trudeau is such a nancy that I just cannot take him seriously.
Dismissive criticism of Trudeau's leadership credibility, framed as a personal attack on his character rather than specific policy analysis.
@ricb7801
Mar 4, 2025
There is a misunderstanding and disagreement happening between Canada and America obviously but a trade WAR?! Come on now smh that’s a bit dramatic. There is no war of any kind between America and Canada …
There is a misunderstanding and disagreement happening between Canada and America obviously but a trade WAR?! Come on now smh that’s a bit dramatic. There is no war of any kind between America and Canada , not even a trade war. Fake news, knock it off. Smh
Challenges the characterization of trade tensions as a 'war,' dismissing media framing while implicitly critiquing the discourse around the conflict.
@KatrinaMelvin
Mar 4, 2025
He left out that Canada put tariffs on the USA which the USA responded to with 25% tariffs
He left out that Canada put tariffs on the USA which the USA responded to with 25% tariffs
Critiques the video for omitting Canada's tariff actions while presenting a specific factual claim about tariff rates.
@Sirwanks4lot
Mar 5, 2025
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Criticizes Canadian government's handling of trade/exports while expressing frustration about lack of communication on the issue.
@samwestover9953
Mar 4, 2025
Right! This is getting more and more absurd
Right! This is getting more and more absurd
Brief expression of disapproval toward current policies or situations described as absurd.
Policy Critique
0.75
@yohannugraha2869
Mar 5, 2025
Lipsetvice, how fast you acted against yemen, qatar but nothing where it matters
Lipsetvice, how fast you acted against yemen, qatar but nothing where it matters
Criticizes government inconsistency in foreign policy responses, comparing action taken against some countries versus inaction on immigration matters.
@navnavo1414
Mar 5, 2025
How about we hear him in court has everyone forget what he's done and doing to Canada and using this turbulent time to try and save his sorry ass don't fall for it if he …
How about we hear him in court has everyone forget what he's done and doing to Canada and using this turbulent time to try and save his sorry ass don't fall for it if he really cared we would have had a new PM long ago and sing would've got that pension and he's stepped down and closed parliament but still spending billions
Criticism of Trudeau's governance and motives, with unsubstantiated claims about his actions and spending without evidence.
@mikehewitt2146
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)