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
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Critiques Trump's diplomatic approach and suggests he ignores Canadian positions, comparing leadership styles.
@AnythingJW
Mar 4, 2025
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need …
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need to stay independent sovereign and ? ?♥️god bless
Criticizes government's military spending and civil liberties policies while implicitly calling for change in priorities.
@jennoneil9632
Mar 4, 2025
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Suggestion for alternative tariff policy based on alliance relationships, offering policy analysis and critique.
@TheCozzie99
Mar 4, 2025
100% truth by Canada and Trudeau! Trudeau translation—Smart Guy = Smart Con Artist.
100% truth by Canada and Trudeau! Trudeau translation—Smart Guy = Smart Con Artist.
Praises Canada's position while sarcastically dismissing Trudeau as a con artist, mixing critique with sarcasm.
@Twiggums
Mar 4, 2025
Misleading title. We don’t have a problem with immigration. We have a problem with a hoard of illegals and visa scammers flooding our country.
Misleading title. We don’t have a problem with immigration. We have a problem with a hoard of illegals and visa scammers flooding our country.
Distinguishes between immigration and illegal/fraudulent entry, critiquing the framing while making unsubstantiated claims about 'hoards' of illegals.
its_destruggle2226
Aug 27, 2025
Its a wake up call for Canada , self sufficient is the word
Its a wake up call for Canada , self sufficient is the word
Frames Canada's immigration stance as a necessary 'wake up call' emphasizing self-sufficiency, critiquing current policy direction.
@princemushfiq
Mar 4, 2025
americans please wake up. they are all corrupt but canada is petty. they ALREAADY IMPOSE TARIFFS ON US. weve just been nice.
americans please wake up. they are all corrupt but canada is petty. they ALREAADY IMPOSE TARIFFS ON US. weve just been nice.
Critiques both Canadian and American policy while comparing the nations' approaches to tariffs and trade.
@merkaba929
Mar 4, 2025
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
Attacks a political figure's credibility and self-serving motives, appealing to Canadian identity as basis for rejection.
@CoreyBorne-mm2zg
Mar 4, 2025
so, if trump decides to take tariffs of Canada will it go back to as before and forget countries that stood by you because that's trumps plan showing his ugly side, so he is accepted …
so, if trump decides to take tariffs of Canada will it go back to as before and forget countries that stood by you because that's trumps plan showing his ugly side, so he is accepted when he offers a crumb of bread
Critiques Trump's inconsistency and strategic manipulation regarding tariffs, expressing concern about abandonment of allied nations.
@joinfero
Mar 4, 2025
The prsident that froze his own peoples bank accounts,.......
The prsident that froze his own peoples bank accounts,.......
References a specific controversial government action (freezing bank accounts) as implicit criticism, though the incomplete sentence limits clarity.
Policy Critique
0.75
@BKP68
Mar 4, 2025
Trump is wrong about Ukraine your description of putin is a true!!!Americans mostly respect Canada as an ally, trump is after all NATO allies its obvious ploy for Ruzzia despot!!!
Trump is wrong about Ukraine your description of putin is a true!!!Americans mostly respect Canada as an ally, trump is after all NATO allies its obvious ploy for Ruzzia despot!!!
Disputes Trump's foreign policy positions on Ukraine and NATO, comparing US treatment of allies unfavorably.
@MikeNel33and49
Mar 4, 2025
Come on. Stop blaming everything on Putin. Trump is just dump and crazy all on his own.
Come on. Stop blaming everything on Putin. Trump is just dump and crazy all on his own.
Critiques the tendency to blame Putin for Trump's actions, arguing Trump bears personal responsibility for his behavior.
Policy Critique
0.75
@deborah3783
Mar 4, 2025
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
Critiques government immigration policy as intentionally corrupted rather than mismanaged, implying conspiracy without evidence.
orkestra5205
Feb 27, 2026
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given …
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given out in the millions …. ONCE these ‘visitors come’ - they are NEVER followed up to ensure they go home. It is these people applying for refugee status or asylum .. in the millions …. Liberals want this uncontrolled immigration - with no checks and balances .. because these are the millions of new votes they are getting. Who can check on VISITOR visas and the numbers coming in and going home? I think this is the gap …????
Detailed critique of visitor visa enforcement gaps and alleged government negligence, with unsubstantiated claims about electoral motives.
NorthRiverRoad
Feb 27, 2026
Cares so little about us they give more money to scammers and the Ukraine
Cares so little about us they give more money to scammers and the Ukraine
Commenter criticizes government spending priorities, making claims about resource allocation that may be misleading or unsubstantiated.
vlogospheer
Feb 27, 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
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be necessary to expedite removals.
Proposes policy changes regarding illegal immigration and law enforcement while framing it as balanced with diversity support.
@GuyGoodwin-l4q
Feb 20, 2026
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
Accuses the speaker of bias and expresses skepticism about immigrant intentions, combining policy critique with underlying threat concerns.
yurigladtsynov1632
Jan 19, 2026
What's even more insane is that the trafficker convo took place over fb msgr, and here I was fb jailed for a week because I sent a meme about hitler through msgr. So they know, …
What's even more insane is that the trafficker convo took place over fb msgr, and here I was fb jailed for a week because I sent a meme about hitler through msgr. So they know, they just don't care.
Criticizes government enforcement inconsistency regarding trafficking versus social media moderation, implying deliberate negligence.
VeritasontheRocks
Feb 28, 2026
Trudeau pity talk to Americans.
Trudeau pity talk to Americans.
Criticizes Trudeau's diplomatic approach to Americans as inadequate or ineffective.
Policy Critique
0.75
@Research-Answers
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)