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
Carney-Trudeau team is incompetent and must leave
Carney-Trudeau team is incompetent and must leave
Directly criticizes government leadership competence and implicitly calls for their removal from office.
@sinmansi
Mar 4, 2025
And the liberals will do nothing because they let them in in the first place
And the liberals will do nothing because they let them in in the first place
Criticizes government policy and decision-making regarding immigration admissions.
Policy Critique
0.90
larrykemp-l1m
Jan 15, 2026
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
Blanket criticism of Liberal party competence across all positions, with personal attack on the Prime Minister's leadership.
Policy Critique
0.90
BrianLupichuk-tv5mb
Feb 26, 2026
There is no common sense in the liberal government!!!
There is no common sense in the liberal government!!!
Directly criticizes the liberal government's lack of common sense in policy-making, a clear policy critique.
Policy Critique
0.90
karenarseneault479
Feb 18, 2026
There is no justification or need whatsoever for keeping parliament porogued, PM Trudeau. And no justification for Trudeau to not have put more effort into drug and border controls over the last nine years.
There is no justification or need whatsoever for keeping parliament porogued, PM Trudeau. And no justification for Trudeau to not have put more effort into drug and border controls over the last nine years.
Directly criticizes PM Trudeau's decisions on parliament prorogation and lack of effort on drug/border controls over nine years.
Policy Critique
0.90
@nonasmith2405
Mar 4, 2025
The entire Carney lead Liberal party is absent and clueless!
The entire Carney lead Liberal party is absent and clueless!
Direct criticism of the Liberal party leadership's competence and responsiveness on policy matters.
Policy Critique
0.90
Heisenberg-src
Feb 26, 2026
I have next to no faith in Canada's justice system.
I have next to no faith in Canada's justice system.
Direct criticism of Canada's justice system as a policy institution, expressing lack of confidence in its functioning.
Policy Critique
0.90
Volks1970
Feb 18, 2026
Liberal caused decline continues.
Liberal caused decline continues.
Brief criticism attributing national decline to Liberal government policies without elaboration.
Policy Critique
0.90
QG_4747
Feb 14, 2026
3 years... for someone to get citizenship is such a joke...
3 years... for someone to get citizenship is such a joke...
Criticizes the citizenship timeline as unreasonable bureaucratic policy.
Policy Critique
0.90
KrisMTL
Feb 4, 2026
Why is this dude still representing Canada? \n\nTwo months ago many of his key cabinets members resigned because Justin’s policies are destroying Canadians. Rightfully, he resigned. Dude needs to go away. Stop making Canada worse …
Why is this dude still representing Canada? \n\nTwo months ago many of his key cabinets members resigned because Justin’s policies are destroying Canadians. Rightfully, he resigned. Dude needs to go away. Stop making Canada worse than what it has become under his horrendous leadership.\n\nThings happening:\n\nThe massive influx of foreigners, both legally and illegally into Canada.\n\nAffordable housing for native Canadians do not exist, people are leaving the country.\n\nHi mortgage payment or monthly rent are too high.\n\nFood prices are not coming down.\n\nSalaries are not keeping up with inflation.\n\nThe Canadian dollar keeps tanking.\n\nAs the leader of the country, he’s doing nothing to stop increasing violent crime.\n\nIncreasing amount of drugs in cities and suburbs.\n\nFinally, he’s pledging billions of dollars to Ukraine, when that money is needed at home.\n\nJustin is too emotional to deal with Trump.\n\nTrump complains about the trading balance between the two nations, $100 billion in favor of Canada.\n\nThe request is simple, import more American products, or export less products to America. But the imbalance has to stop.\n\nSame with Mexico, trading balance with Mexico is almost $200 billion in favor of Mexico. The imbalance has to stop. \n\nThe US economy is bleeding by trading with allies and partners, it’s fighting for its financial wellbeing. It is not some bs from the orange man, it is real.\n\nOf course Canada, Mexico, Europe and others want business as usual… and why wouldn’t they? ?
Comprehensive critique of Canadian leadership and policies across immigration, housing, economy, and international spending, with implicit call for resignation.
@jlb74a
Mar 4, 2025
Whoever supports this guy has never really follow Canadian politics. This dude has been destroying Canada since he stepped in the office. It’s crazy how the media try so hard to clean up his image. …
Whoever supports this guy has never really follow Canadian politics. This dude has been destroying Canada since he stepped in the office. It’s crazy how the media try so hard to clean up his image. We are all hopeless ?
Criticizes Trudeau's governance record over 9 years and media coverage, focusing on policy performance and political accountability.
Policy Critique
0.90
@jcabram9002
Mar 4, 2025
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just get control of it again. Also, yes, people coming in need to become Canadian... if you come here it's because you expect it to be better than where ever you left... so you need to embrace what's here, not try and change what's here to whatever you left.
Nuanced critique of immigration policy calling for controlled intake and integration expectations rather than stopping immigration.
Policy Critique
0.90
sharis9095
Aug 26, 2025
immigration office should have an english language proficiency test. If anyone does not score 90/100, then visas shouldn't be granted.
immigration office should have an english language proficiency test. If anyone does not score 90/100, then visas shouldn't be granted.
Proposes a specific policy change (English language proficiency test requirement) as criticism of current immigration procedures.
Policy Critique
0.90
johnkrammer7193
Sep 27, 2025
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone …
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone who fell asleep at the wheel for the trade deficit, there are multiple factors INCLUDING HIMSELF.
Detailed critique of Trump's trade policy and USMCA agreement violations with analytical reasoning.
Policy Critique
0.90
@MyLil_Buttercup
Mar 4, 2025
Federal liberal incompetence
Federal liberal incompetence
Direct criticism of federal Liberal government's competence in handling immigration policy.
Policy Critique
0.90
KP24839
Feb 18, 2026
Easing russian sanctions, then putting tarrifs to allies that makes stupid sense.
Easing russian sanctions, then putting tarrifs to allies that makes stupid sense.
Critique of contradictory policy decisions regarding Russian sanctions and tariffs on allies.
Policy Critique
0.90
@rollendecuzar282
Mar 4, 2025
No more immigration for next 20 years. Bring it to the complete halt.
No more immigration for next 20 years. Bring it to the complete halt.
Calls for a complete halt to immigration policy for 20 years.
Policy Critique
0.90
LightOfRyuk
Oct 1, 2025
He really wants a trade war.He's an idiot
He really wants a trade war.He's an idiot
Criticizes a political figure's trade policy approach as foolish, focusing on policy disagreement rather than personal attack.
Policy Critique
0.90
@pancake2662
Mar 4, 2025
Trump, and GOP agenda: decouple from friends and allies, Align with enemies and dictators.
Trump, and GOP agenda: decouple from friends and allies, Align with enemies and dictators.
Directly critiques Trump and GOP foreign policy agenda regarding alliances and international relations.
Policy Critique
0.90
@bicqtran
Mar 4, 2025
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Expresses disappointment with Trump's performance and policies, suggesting he has 'lost it,' representing critical analysis of political leadership.
Policy Critique
0.90
@Spector06111
Mar 5, 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)