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
????did this fool arest the truckers and freeze bank accounts what a twat
????did this fool arest the truckers and freeze bank accounts what a twat
Criticizes Trudeau's past government actions (trucker protests, bank account freezes) with strong disapproval.
@Michael-d4q
Mar 4, 2025
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people! dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people!
dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
Criticizes immigration policy as exacerbating housing and healthcare shortages while arguing it benefits wealthy employers through cheap labor exploitation.
cupidassle
Sep 30, 2025
Fuck that prime minister. Don't you think it's about time. He stops trying to act like he's a good leader he already resigned for a reason.
Fuck that prime minister. Don't you think it's about time. He stops trying to act like he's a good leader he already resigned for a reason.
Criticism of Trudeau's leadership competence and reference to his resignation, questioning his legitimacy as a leader.
Policy Critique
0.80
@justinedwards6073
Mar 4, 2025
What a shame!! Trump thinks it's all a game. He has no idea how to govern . He loves Putin. Putin laughs at him.
What a shame!! Trump thinks it's all a game. He has no idea how to govern . He loves Putin. Putin laughs at him.
Criticizes Trump's governance competence and character, with moral judgments about his relationship with Putin and lack of governing ability.
@mariamarian3218
Mar 4, 2025
Canada is great and should look for better trading partners.
Canada is great and should look for better trading partners.
Advocates for Canada to pursue alternative trade partnerships, critiquing current policy direction.
@frugalway
Mar 4, 2025
So now we have to listen to a guy who single handedly destroyed Canada in his primeministership. No scripted talks will prevent this joker from getting reelected.
So now we have to listen to a guy who single handedly destroyed Canada in his primeministership. No scripted talks will prevent this joker from getting reelected.
Criticizes Trudeau's past performance as PM and expresses skepticism about his ability to be reelected, framed as policy/leadership critique.
@AV41979
Mar 4, 2025
Guess he should have stepped up and took care of that border patrol like he should have. Purposely makes the Canadian middle class work harder just for his vacations
Guess he should have stepped up and took care of that border patrol like he should have. Purposely makes the Canadian middle class work harder just for his vacations
Criticizes Trudeau's border management and spending priorities, with economic impact on middle class as justification.
@justinedwards6073
Mar 4, 2025
Trump wants America to look dumb in the eyes of the world, smh.
Trump wants America to look dumb in the eyes of the world, smh.
Criticizes Trump's approach as damaging to America's international reputation and credibility.
Policy Critique
0.80
@angelonzuji2457
Mar 4, 2025
Mr Trudeau, first time I’ve seen you give an intelligent speech. But as I see it, you have been bad overall for the country of Canada. Why don’t you accept Donald’s offer to be the …
Mr Trudeau, first time I’ve seen you give an intelligent speech. But as I see it, you have been bad overall for the country of Canada. Why don’t you accept Donald’s offer to be the 51st state of America? After all, as I understand it, Canada lives off the USA as it is. Why not be a part of something greater?
Criticizes Trudeau's overall governance while comparing Canada unfavorably to the USA and suggesting annexation.
@8825able1
Mar 4, 2025
The prime minister should not call Trump a very smart person, but what he is in fact. A dump, arrogant, egocentric criminal. His constant lies need to be exposed and publically corrected. Maybe if enough …
The prime minister should not call Trump a very smart person, but what he is in fact. A dump, arrogant, egocentric criminal. His constant lies need to be exposed and publically corrected. Maybe if enough people do this publically it will drive Trump so crazy and he will react so crazy, that even his most loyal minions will realize they will need to get rid of him!
Criticizes the PM's diplomatic approach to Trump and calls for public correction of lies, blending policy critique with action urging.
@kai-uweoch1159
Mar 4, 2025
Why is about the money being 'saved'? Why pose it that way Vassy? What about the the LEGITIMATE Canadians who, as a result of this policy, are suffering or waiting for life sustaining care?
Why is about the money being 'saved'? Why pose it that way Vassy? What about the the LEGITIMATE Canadians who, as a result of this policy, are suffering or waiting for life sustaining care?
Critiques the framing of immigration policy savings while raising concerns about impacts on Canadian citizens' access to healthcare.
mikedrop8865
Feb 24, 2026
Great speech Mr Trudeau and shame on our Felon Con Trump for those tarrifs that are only going to hurt our country and the people. The derranged Trump is looking out only for himself and …
Great speech Mr Trudeau and shame on our Felon Con Trump for those tarrifs that are only going to hurt our country and the people. The derranged Trump is looking out only for himself and his Billionaire cronies who donate to his campaigns ! The Donald Con Trump thinks he is still in the Apprentice. Poor fool?
Praises Trudeau while criticizing Trump's tariffs and policies as harmful to the country and serving only wealthy interests.
@MariaLourdesHensle
Mar 4, 2025
With 10 plus years of the Federal Liberals incompetence governing Canada none of this surprises me!!! We may not want to admit it but we may need to start using Mr. Trump's play book on …
With 10 plus years of the Federal Liberals incompetence governing Canada none of this surprises me!!! We may not want to admit it but we may need to start using Mr. Trump's play book on how to handle illegal immigration in this country!!!
Criticism of Liberal government handling of immigration with a call to adopt stricter enforcement policies modeled on Trump's approach.
borncanadian1688
Sep 30, 2025
Wow can’t wait to see what doesn’t happen because Trudy gave a speech. CNN really does a commie type option anytime they can. Tell me more about how America should give money to everyone while …
Wow can’t wait to see what doesn’t happen because Trudy gave a speech. CNN really does a commie type option anytime they can. Tell me more about how America should give money to everyone while taxes go up …. Tell me more about how all the other countries citizens love being taxed to death . Tell me more about a misconstruing of facts to justify lack of action and accountability Trudy.
Criticizes government action, media framing, and tax policy while asserting skepticism about accountability.
@mikedavis6690
Mar 4, 2025
Who are responsible for all of these alongside other worsening problems; Justin Trudeau! But, he didn't hold accountable for any, in contrary he started ex PM business to become more rich. Joke country Canada.
Who are responsible for all of these alongside other worsening problems; Justin Trudeau! But, he didn't hold accountable for any, in contrary he started ex PM business to become more rich. Joke country Canada.
Criticizes Prime Minister Trudeau for accountability failures and corruption, implicitly calling for political change.
serser72
Sep 30, 2025
Nothing is ever done in CANADA, WE WERE robed, abused and gashlighted by Justin Trudeau and their liberals, they stolen money with both hands and nothing done, Carney is dong same, and worse.. send students …
Nothing is ever done in CANADA, WE WERE robed, abused and gashlighted by Justin Trudeau and their liberals, they stolen money with both hands and nothing done, Carney is dong same, and worse.. send students back, withdraw visas from those that used fraud to enter Cabada!
Criticizes government handling of immigration fraud and calls for removal of fraudulent visa holders and students.
carolinasmith2297
Sep 29, 2025
While listening to Batra's Burning Questions is always informative, today's discussion elicits despair. The contrast between Jason Kenney's reign and the Liberal's current minister of immigration, Lisa Diab, could not be more stark. She is …
While listening to Batra's Burning Questions is always informative, today's discussion elicits despair. The contrast between Jason Kenney's reign and the Liberal's current minister of immigration, Lisa Diab, could not be more stark. She is incompetent and Canada has a hopeless, no-win, unfair, expensive and potentially dangerous immigrant and refugee system. And, apparently, the country is FULL of racists. We're idiots led by sanctimonious idiots.
Critiques the immigration minister's competence and the system as broken, while making broader moral judgments about Canadian society.
sarahmacvicar98
Feb 27, 2026
?Trudeau is a bad joke and worse, a liar. Trump demands secure borders to protect our citizens. Trump is establishing RECIPROCAL tariffs to improve our economy in a fair and just manner. Trudeau says Canada …
?Trudeau is a bad joke and worse, a liar. Trump demands secure borders to protect our citizens. Trump is establishing RECIPROCAL tariffs to improve our economy in a fair and just manner. Trudeau says Canada is “polite,” but the hockey game between us proved otherwise. Canada is a neighbor we can live without. \nHopefully Canada will return to sanity, common sense and decency under new leadership and we can resume previously held good relations with our Northern neighbors.
Criticizes Trudeau's policies and leadership while praising Trump's approach, comparing the two leaders' economic and border strategies.
@christywhitley6053
Mar 4, 2025
Still dont like Trudeau. He is the problem as trump doesn't like him. We need a new pm and this should go away. This is the time for Trudeau to get rid of the carbon …
Still dont like Trudeau. He is the problem as trump doesn't like him. We need a new pm and this should go away. This is the time for Trudeau to get rid of the carbon tax.
Criticizes Trudeau's leadership and specific policies (carbon tax) while implicitly calling for political change.
@earth_worm_sally25
Mar 4, 2025
I appreciate that ACTUAL JOURNALISM. not bias and lets hate white or lets hate immigrant. Government is failing and it is always top down for leadership.
I appreciate that ACTUAL JOURNALISM. not bias and lets hate white or lets hate immigrant. Government is failing and it is always top down for leadership.
Praises the video's journalism approach and critiques government leadership failure as the root cause.
ThatAIGuy-onYT
Sep 29, 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)