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
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Criticizes a political figure's governance approach while making unsubstantiated claims about conspiracy theories.
@PukemoMaalat-alat
Mar 4, 2025
2:07 no america chose to do it to Canada not Americans
2:07 no america chose to do it to Canada not Americans
Disputes the framing of responsibility, arguing that America's government (not its people) made decisions affecting Canada.
@kathyviglione4226
Mar 4, 2025
This man is the biggest crook you guys believe this POS
This man is the biggest crook you guys believe this POS
Dismissive criticism of a political figure without specific policy details.
Policy Critique
0.75
@mr.pantsishere
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
This is so sad. Who is advising this guy.
This is so sad. Who is advising this guy.
Expresses disapproval of the political figure's decisions and questions his advisors' competence.
Policy Critique
0.75
@ramzibendu2172
Mar 4, 2025
Canada's immigration Minister is as dumb as they come!! A MORON.... A full retard!! Almost as stupid as Justin Trudeau... But that one is hard to beat!!
Canada's immigration Minister is as dumb as they come!! A MORON.... A full retard!! Almost as stupid as Justin Trudeau...
But that one is hard to beat!!
Expresses harsh personal criticism of government officials' competence, though relies heavily on insults rather than substantive critique.
Policy Critique
0.75
Kev-Howie
Feb 27, 2026
Trudeau hasn’t done anything blistering since his black face
Trudeau hasn’t done anything blistering since his black face
Criticism of Trudeau's political record and accomplishments as a leader.
Policy Critique
0.75
@deaconsyxx322
Mar 4, 2025
If you care about America so much why did you wait tell Trump was president to put your new border policy in?
If you care about America so much why did you wait tell Trump was president to put your new border policy in?
Challenges the timing and sincerity of border policy implementation through rhetorical questioning.
@letsroll492
Mar 4, 2025
He’s ruined Canada in 9 years. Don’t forget about Trudeaus carbon tax and many other taxes. Don’t forget that carbon tax increases very very soon. Don’t forget that he just gave Ukraine another 5 billion …
He’s ruined Canada in 9 years. Don’t forget about Trudeaus carbon tax and many other taxes. Don’t forget that carbon tax increases very very soon. Don’t forget that he just gave Ukraine another 5 billion and that’s why trump still imposed the terrifs.
Criticizes multiple government policies (carbon tax, Ukraine aid) with some unverified causal claims about tariffs.
@LGR3500
Mar 4, 2025
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
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
Traudo I remember your actions against the truckdriversrs becose they wonted free speach .\nI remember abused kids in the name of woke.\nResign
Traudo I remember your actions against the truckdriversrs becose they wonted free speach .\nI remember abused kids in the name of woke.\nResign
Criticizes Trudeau's past policy decisions (trucker protests, 'woke' policies) and calls for resignation.
@Agnetha-z2d
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
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and …
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and I'm pretty sure support for Ukraine is nowhere near this excuse for a prime says.
Criticizes Trudeau's credibility and handling of US relations, with unsubstantiated claim about public support for Ukraine.
@mike_le_petit_bonhomme
Mar 4, 2025
Why is there such an imbalance of payments between so called friendly countries. You may not like what Trump is trying to do, balance the offset, but you did set up the imbalance in the …
Why is there such an imbalance of payments between so called friendly countries. You may not like what Trump is trying to do, balance the offset, but you did set up the imbalance in the first place so this is karma. Trudeau was out before this started so he knows he will not have to sort the mess out he is now creating.
Critique of trade imbalances and Trudeau's policies, with comparative framing about Trump's approach and consequences.
@DavidBarlow-x2e
Mar 4, 2025
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he …
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he does with Canadians.Then who really needs it ? HIM.THAT REDHAIR FOOL IN ORDER TO PERFORM ON VIDEOCAMERAS ONE MORE DAY showing own toughness.He would rather show it to his wife and kids conservative way he likes.
Criticizes Trump's trade war policy as economically illogical and motivated by personal performance rather than genuine strategy.
@raneesudim2248
Mar 4, 2025
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
Guys you understand canada priminster brings canada very poor country also support terrorists, I love canada come back right direction with other prime minister, canada is great country no doubt
Guys you understand canada priminster brings canada very poor country also support terrorists, I love canada come back right direction with other prime minister, canada is great country no doubt
Criticizes the Prime Minister's policies and governance while making unsubstantiated claims about supporting terrorists and economic mismanagement.
@Parthasarathyinderson-cw4sb
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)