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
Liberal Mess continues
Liberal Mess continues
Criticism of Liberal government policies framed as mismanagement, though vague in specifics.
Policy Critique
0.75
goodpost256
Feb 27, 2026
Huh??? This guy has already ruined Canada, with his vicious lockdowns, his going after truckers and freezing bank accounts of those who supported them. He banned the sale of guns. But praises China, he is …
Huh??? This guy has already ruined Canada, with his vicious lockdowns, his going after truckers and freezing bank accounts of those who supported them. He banned the sale of guns. But praises China, he is a Communist a do why does CNN prop this guy up???
Criticizes Trudeau's policies (lockdowns, gun bans, trucker response) while making unverified claims about his communist sympathies and CNN bias.
@edcarifio2240
Mar 4, 2025
This is an issue thats all across canada
This is an issue thats all across canada
Brief statement identifying immigration as a widespread problem across Canada without elaboration.
Policy Critique
0.75
ArthurHalvorsen-t1i
Jan 28, 2026
The Rump is not Canada's friend. Rump has no idea how to be diplomatic. He is a Putin ass kiss.
The Rump is not Canada's friend. Rump has no idea how to be diplomatic. He is a Putin ass kiss.
Criticizes Trump's diplomatic approach and character, questioning his ability to conduct international relations.
@suzannekiraly6335
Mar 4, 2025
That's funny that Carney said one of the reasons why we're having issues in Canada is because of immigration and yet he as of the getting 100 million people in Canada
That's funny that Carney said one of the reasons why we're having issues in Canada is because of immigration and yet he as of the getting 100 million people in Canada
Points out contradiction between Carney's criticism of immigration and his apparent support for high immigration targets.
irishlita44
Feb 26, 2026
5:48 ignorance, this man has his nose stuck in the news. Never picked up a book. Each “statement” he said were just regurgitated words. No evidence. Unfortunately we have people like that everywhere. Hence why …
5:48 ignorance, this man has his nose stuck in the news. Never picked up a book. Each “statement” he said were just regurgitated words. No evidence. Unfortunately we have people like that everywhere. Hence why the world isn’t healing.
Criticizes the speaker's arguments and approach to discussing policy, claiming lack of evidence and original thought.
bcapgamez4005
Jan 28, 2026
Remigration is the compassionate solution.
Remigration is the compassionate solution.
Proposes 'remigration' as policy solution while framing it with moral language ('compassionate'), critiquing current immigration approach.
ur-inannak9565
Jan 28, 2026
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
Commenter critiques government policy on immigrant integration and cultural education, framed as a moral imperative.
siuliang6439
Jan 28, 2026
all of them needs to be held accountable. how many is it in now for ministers of immagration?
all of them needs to be held accountable. how many is it in now for ministers of immagration?
Calls for accountability of immigration ministers while questioning how many have cycled through the position, critiquing government turnover and competence.
colecadieux9370
Feb 26, 2026
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out …
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out of their drugs addictions. Have he done an amazing job on that? I don't think so. Does he really care about that or is it just a pretext to just do what he wants.
Critiques Trump's policy effectiveness on fentanyl and drug addiction while questioning his motives.
@Dave-for-democracy
Mar 4, 2025
Trudeau sold the country and now he is rich and off duty enjoying having screwed every real canadian
Trudeau sold the country and now he is rich and off duty enjoying having screwed every real canadian
Commenter criticizes the Prime Minister for allegedly betraying Canada and enriching himself at the expense of 'real Canadians.'
hueyfreeman3069
Jan 29, 2026
Trudeau is very very wrong. Trump is not a smart guy at all.
Trudeau is very very wrong. Trump is not a smart guy at all.
Criticizes Trudeau's policy decision and Trump's competence, though lacks specific policy details.
Policy Critique
0.75
@jereviikari109
Mar 4, 2025
nothing but a trump tax. good luck all.
nothing but a trump tax. good luck all.
Brief critique characterizing tariffs as a 'Trump tax' with minimal elaboration.
Policy Critique
0.75
@JasonBelliveau
Mar 4, 2025
yo trudeau would you saysomething about putin to netanyahu as well ? you damn hypocrite
yo trudeau would you saysomething about putin to netanyahu as well ? you damn hypocrite
Accuses Trudeau of hypocrisy regarding geopolitical positions using sarcasm and rhetorical questioning.
@Ghriawn
Mar 4, 2025
We don’t want your council on foreign relations, nwo world guys. We want our American jobs back that slick willy clinton sold us out for in the nafta scam. The scam is up guys, the …
We don’t want your council on foreign relations, nwo world guys. We want our American jobs back that slick willy clinton sold us out for in the nafta scam. The scam is up guys, the silent majority are sick of it.
Criticizes NAFTA as a 'scam' and calls for reclaiming jobs, with unverified framing ('the scam is up') and mobilization language ('silent majority').
@tmzbrutus1
Mar 4, 2025
The clown speaks .. not just a clown but a corrupt politicians …
The clown speaks .. not just a clown but a corrupt politicians …
Attacks the speaker as corrupt and incompetent, combining personal criticism with implicit policy disapproval.
@ajaykatoch9601
Mar 4, 2025
R.I.P. Canada ! Fсk Liberalism !
R.I.P. Canada ! Fсk Liberalism !
Criticizes Canadian liberalism as responsible for immigration problems, with implicit call to reject liberal policies.
its_ivan_channel
Jan 29, 2026
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
Criticizes government oversight of driver licensing and expresses concern about unqualified drivers, combining regulatory critique with safety anxiety.
Cbuddy30
Jan 29, 2026
Trudeau is a joke
Trudeau is a joke
Brief dismissal of Trudeau as incompetent, expressing disapproval of leadership and policy.
Policy Critique
0.75
@HioSSilver1999
Mar 4, 2025
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Criticizes the political figure's credibility by referencing COVID mandates without specific evidence, framing him as deceptive.
@warrenking4586
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)