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
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
Expresses concern about national consequences and criticizes government/congressional inaction on an unspecified issue, framed as policy failure.
@edwardburke1324
Mar 4, 2025
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Criticism of Canada's past compliance with US extradition request (Meng Wanzhou case), framing it as unjust policy.
@hopcybergod
Mar 4, 2025
Smoke and mirrors! This is a drop in the bucket compared to the hundreds of thousands that should never have been let in the door..... Retired LEO.
Smoke and mirrors! This is a drop in the bucket compared to the hundreds of thousands that should never have been let in the door..... Retired LEO.
Dismisses government action as inadequate while asserting that too many immigrants were admitted, framed as protecting national interests.
thomasrichard890
Dec 27, 2025
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the …
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the past. Trump isn't going to let Canada and Ukraine use America anymore.
Critiques Trump's tariff policies by comparing them to Canada's past tariff practices.
@richardgodwin4198
Mar 4, 2025
not our gov't, our people voted for this, he missed that part
not our gov't, our people voted for this, he missed that part
Points out that the government reflects the people's democratic choice, critiquing the framing of the issue.
Policy Critique
0.75
@bassethoundguy3545
Mar 4, 2025
Trudeau a true puppet of Macron - need to start aiding policiies that supports America than EU
Trudeau a true puppet of Macron - need to start aiding policiies that supports America than EU
Criticizes Trudeau's policy alignment with EU over US, framing it as problematic governance while comparing Canada's international positioning.
@nrajeshbabu5
Mar 4, 2025
He’s resigning in disgrace because he messed up his country so bad. Why do we care what he says?
He’s resigning in disgrace because he messed up his country so bad. Why do we care what he says?
Criticizes Trudeau's governance record and questions the relevance of his statements given his political situation.
@Emilioooo17
Mar 5, 2025
This information is very skewed.\nTrudeau is leaving soon.
This information is very skewed.\nTrudeau is leaving soon.
Critiques the information presented in the video as skewed while making a political statement about Trudeau's departure.
@tressahowe8952
Mar 4, 2025
Trudeau lost me when he called Donald 'a very smart guy'. I'm onboard with retaliating against Trump's tariffs even if it increases prices of goods I want to buy.
Trudeau lost me when he called Donald 'a very smart guy'. I'm onboard with retaliating against Trump's tariffs even if it increases prices of goods I want to buy.
Criticizes Trudeau's characterization of Trump while expressing support for retaliatory tariff policy despite personal cost.
@moodygirl609
Mar 4, 2025
This is classic propaganda ?
This is classic propaganda ?
Dismisses the video or its content as propaganda, critiquing the framing or messaging of the discourse.
Policy Critique
0.75
@JackpotWarrior
Mar 4, 2025
They have no leverage. They will cave like all the others.
They have no leverage. They will cave like all the others.
Expresses skepticism about Canada's negotiating position and predicts capitulation, combining strategic critique with pessimism.
@marcopolo-xj4yw
Mar 4, 2025
Holy fuck. One emotional speech drama and all the love pouring for this idiot in the comments. You realise that making sweet speech is the only thing he can do, only quality an extreme left …
Holy fuck. One emotional speech drama and all the love pouring for this idiot in the comments. You realise that making sweet speech is the only thing he can do, only quality an extreme left politician has? That they are trained all their life for making speeches.?
Dismissive critique of a left-wing politician's rhetorical skills and political approach, with partisan framing.
@surjitkumar2468
Mar 4, 2025
If trump thinks for a moment that he and putin can ally against the rest of the world in trade, or in any other way, he's delusional. Putin is NOT trustworthy and will renege on …
If trump thinks for a moment that he and putin can ally against the rest of the world in trade, or in any other way, he's delusional. Putin is NOT trustworthy and will renege on any agreements he makes, that's what he does.
Critiques Trump's potential alliance strategy as delusional and untrustworthy, combining policy skepticism with security concerns about Putin's reliability.
@kerinsian8844
Mar 4, 2025
Anyone notice how MAGA griped about food prices and the cost of living in general during the Biden Administration but seem perfectly content with high prices with Trump in there. Biden deported more people during …
Anyone notice how MAGA griped about food prices and the cost of living in general during the Biden Administration but seem perfectly content with high prices with Trump in there. Biden deported more people during his term than Trump did during his first term but MAGAs don't want to acknowledge that.
Critiques political inconsistency on cost-of-living and deportation policy, with an unverified comparative claim about deportation numbers.
@RG-zp2qw
Mar 4, 2025
Those cabinet members from the US know nothing because don the con put them in that position and they know nothing about the position they are in they came from fox and other things having …
Those cabinet members from the US know nothing because don the con put them in that position and they know nothing about the position they are in they came from fox and other things having nothing to to with government. Did any of them go to school to learn any of that? NO, they did not. No knowledge what so ever on the positions they are holding
Criticism of Trump's cabinet appointments and their qualifications, with unsubstantiated claims about their backgrounds and education.
@EstherVega-d4q
Mar 4, 2025
This is an attack on the average citizen.
This is an attack on the average citizen.
Characterizes government policy as harmful to ordinary citizens, blending policy criticism with moral concern.
@david123429
Mar 4, 2025
Is a clever way for both sides to increase taxes without people complaining?
Is a clever way for both sides to increase taxes without people complaining?
Questions whether tariff policies are a disguised tax increase, combining skeptical inquiry with implicit policy criticism.
@julioecaballeros
Mar 4, 2025
Trudeau needs to talk about magatardism like the scourge it is, as well.
Trudeau needs to talk about magatardism like the scourge it is, as well.
Commenter critiques the Prime Minister's approach to addressing what they view as a political ideology problem.
Policy Critique
0.75
@wconradjr
Mar 4, 2025
No, Canada didn't break it. Justin rainbow socks Trudick broke it
No, Canada didn't break it. Justin rainbow socks Trudick broke it
Commenter blames the Prime Minister for Canada's problems using mocking language ('rainbow socks Trudick'), combining criticism with sarcasm.
itsallgonetohell
Aug 1, 2025
Everything is broken.
Everything is broken.
Vague assertion that systems are failing, likely referring to immigration policy outcomes, though lacks specific detail.
Policy Critique
0.75
prabhdeepdhahan1147
Jun 17, 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)