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
Canada immigration is messed up
Canada immigration is messed up
Brief statement criticizing Canadian immigration policy as dysfunctional without elaboration.
Policy Critique
0.85
0786AHA
Feb 3, 2026
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Criticizes trade war policy and attributes responsibility to Trump, rejecting anticipated counter-narratives.
Policy Critique
0.85
@petercholmondeley5083
Mar 4, 2025
It’s what happens when you an erratic president
It’s what happens when you an erratic president
Criticizes presidential leadership and decision-making as erratic and problematic.
Policy Critique
0.85
@showman1438
Mar 4, 2025
The American people hired Trump to do exactly what he’s doing. Tired of being the world’s bank. Trudeau DO NOT LECTURE AMERICANS. You need to address your own citizens. You’ve destroyed Canada. You should resign. …
The American people hired Trump to do exactly what he’s doing. Tired of being the world’s bank. Trudeau DO NOT LECTURE AMERICANS. You need to address your own citizens. You’ve destroyed Canada. You should resign. You’re a commie. Just like your daddy Castro.
Primarily critiques Trudeau's policies and governance record while asserting Canadian identity concerns and comparing to American leadership.
@robinphelan1039
Mar 4, 2025
Im tired of this useless pos running Canada into the dirt.
Im tired of this useless pos running Canada into the dirt.
Criticizes Trudeau's leadership and governance, claiming he is damaging Canada through poor policy decisions.
Policy Critique
0.85
@FErdr20
Mar 4, 2025
Trudeau being a genuine pm? make that make sense
Trudeau being a genuine pm? make that make sense
Sarcastically questions Trudeau's authenticity as a prime minister, critiquing his leadership.
Policy Critique
0.85
@bleachmeout6962
Mar 4, 2025
This coming from the guy that froze the truckers bank accounts and has acted like a dictator for years. All you had to do Canada is secure your border and pay your fair share into …
This coming from the guy that froze the truckers bank accounts and has acted like a dictator for years. All you had to do Canada is secure your border and pay your fair share into NATO. You didn’t……
Criticizes Trudeau's governance (freezing bank accounts, authoritarian behavior) and policy failures (border security, NATO spending).
@damiainbrown
Mar 4, 2025
The liberals minister for immigration doesn't have a clue. She is not going to win this argument. Just take a look around you. Sick of this.
The liberals minister for immigration doesn't have a clue. She is not going to win this argument. Just take a look around you. Sick of this.
Criticizes the immigration minister's competence and expresses general dissatisfaction with policy direction.
richardbarfett1569
Feb 26, 2026
The irony is, Canada will take measures to address the cost of living. The US will keep giving $$$$ to billionaires. Trump/ Republican's do not care about everyday people.
The irony is, Canada will take measures to address the cost of living. The US will keep giving $$$$ to billionaires. Trump/ Republican's do not care about everyday people.
Contrasts Canadian and US policy approaches to cost of living, criticizing Republican priorities toward billionaires.
@chrysallis317
Mar 4, 2025
This is the difference between a real leader and a sloppy stooge leader.
This is the difference between a real leader and a sloppy stooge leader.
Compares leadership quality between two political figures, critiquing one as incompetent.
Policy Critique
0.85
@felixcoria4583
Mar 4, 2025
Do you know Canada charged us out the ass wake up people
Do you know Canada charged us out the ass wake up people
Commenter criticizes Canadian pricing/trade practices and urges awareness of economic policies affecting Americans.
Policy Critique
0.85
@livininthefastlane2.0
Mar 4, 2025
Here's what I don't get, Canada will act upon tariffs being implemented, however, when asked about upping the military budget to 2% years ago as a part of Nato because it was at 1.3% and …
Here's what I don't get, Canada will act upon tariffs being implemented, however, when asked about upping the military budget to 2% years ago as a part of Nato because it was at 1.3% and this guy said would do it but lied and still didn't do it. Now I don't like this tariff being pushed to them but at the same time do your part as partner. As of 2025, 23/32 reached that goal and Canada is stil at 1.3% -_-
Critiques Canada's failure to meet NATO military spending commitments while acknowledging tariff concerns, balancing accountability across both parties.
@jonesy9494
Mar 4, 2025
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want …
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want to take responsibility ever for anything that they do and they rely on equally inept voters to keep them in office.
As to the subject at hand, Canadians should not be responsible for immigrants or people claiming asylum health costs for anything past their first 6 months here. Going past 6 months indicates that they have yet to gain employment and are living off our backs. Those who are still here after being turned back should be located and sent packing immediately regardless of their present standing. For example, someone came here and was rejected but never left. Today they get picked up and now they claim they have a family here. They should still be removed because if they had left when they were supposed to they wouldn't have that family now would they. Yes, it may appear to be harsh but is it not harsh to use the funds provided by people who have a legal right to be here to support those who never should have been here?
Detailed critique of government accountability and specific policy proposals regarding immigrant healthcare and deportation procedures.
oh8wingman
Feb 26, 2026
Simply too many too fast. Nothing wrong with indians but when you bring in 1/2 a million a year it gets crazy quick.
Simply too many too fast. Nothing wrong with indians but when you bring in 1/2 a million a year it gets crazy quick.
Criticism of immigration volume and pace policy, expressing concern that rapid intake creates problems despite acknowledging no inherent issue with the group.
Swack00kcawS
Jan 29, 2026
For Canadians : 1. Arrest illegal Indians. 2. Respect legal Indians. 3. Differentiate legal Indian immigrants from all other types of immigrants. For Indians living in Canada : 1. Respect Canadians. 2. Respect Canadian law. …
For Canadians :
1. Arrest illegal Indians.
2. Respect legal Indians.
3. Differentiate legal Indian immigrants from all other types of immigrants.
For Indians living in Canada :
1. Respect Canadians.
2. Respect Canadian law.
2. Immerse & adapt yourself in Canadian culture.
For all :
Sikhs are good people.
Khalistanis are extremists.
Proposes differentiated immigration enforcement and cultural integration expectations, framed as policy recommendations with identity-based distinctions.
kushalnitnaware
Jan 29, 2026
I don't like Trudeau. I don't like what he did to Canada in advancing a ridiculous far left agenda however I also don't believe the tariffs employed by Trump were the correct thing to do. …
I don't like Trudeau. I don't like what he did to Canada in advancing a ridiculous far left agenda however I also don't believe the tariffs employed by Trump were the correct thing to do. Mexico and China, yes. Canada, no!
Critiques both Trudeau's domestic agenda and Trump's tariff policy, offering nuanced disagreement with both positions.
Policy Critique
0.85
@rnelnj44
Mar 4, 2025
Trudeau is the dictator!!
Trudeau is the dictator!!
A critical characterization of Trudeau as a dictator, expressing disapproval of his leadership and governance style.
Policy Critique
0.85
@kingcobra6049
Mar 4, 2025
Liberal party tax brings them in
Liberal party tax brings them in
The commenter criticizes Liberal party tax policy as enabling immigration, framing it as a policy problem.
Joseph123-g6p
Jan 29, 2026
What in this world did USA expect. trump the person that performed lewd acts on a microphone. 34 counts convicted felon. trump is trying to hurt America. Make there be no mistake about. Look how …
What in this world did USA expect. trump the person that performed lewd acts on a microphone. 34 counts convicted felon. trump is trying to hurt America. Make there be no mistake about. Look how musk is taking a chainsaw against American Vets that work in the government. Then displayed an act with a chainsaw on national TV like it is a funny joke. trump is pitiful. A menace and a criminal. 6 times bankruptcy business fool. And there are so many other foul acts trump has taking against the American people. All I can say is seat back and feel the pain trump has and still will cause our country.
Criticizes Trump's policies and character as harmful to America, framing it as a moral failure of leadership.
Moral Argument
0.85
@maxpw9270
Mar 4, 2025
the convicted felon president Trump is incapable to have a grasp of Putin's evil mind. Weak man!
the convicted felon president Trump is incapable to have a grasp of Putin's evil mind. Weak man!
Criticizes Trump's capability to handle geopolitical strategy with Putin, framing weakness as a policy/leadership failure.
@tadatadatube
Mar 4, 2025
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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)