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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Comparative
2,420 comments
Nothing special in the States, not to mention more expensive. Nah! I got better ways of stretching my money.
Nothing special in the States, not to mention more expensive. Nah! I got better ways of stretching my money.
Compares Canada favorably to the United States on cost of living and economic value, framing Canada as the better choice.
ChaosKnight853
Dec 9, 2025
Yet India, would never allow foreigners to create something like this in their country...interesting.
Yet India, would never allow foreigners to create something like this in their country...interesting.
Compares Canada's immigration openness unfavorably to India's restrictiveness, implying Canada is being exploited.
Tryingtimes943
Dec 16, 2025
Trump could never even remotely deliver a speech like this ❤️
Trump could never even remotely deliver a speech like this ❤️
Compares Canadian leadership favorably to Trump's speaking ability, ranking political figures across nations.
Comparative
0.85
@JohnSmith-dy8li
Mar 4, 2025
But America chose Donald… let them stay with the consequence…. The rest of us can manage without them….
But America chose Donald… let them stay with the consequence…. The rest of us can manage without them….
Compares Canada favorably to the US by suggesting Americans should accept consequences while Canada can manage independently, establishing a national boundary.
@annefalola9278
Mar 4, 2025
From Italy I respect Canada more than any other Country in the world. Their courage is awesome
From Italy I respect Canada more than any other Country in the world. Their courage is awesome
Compares Canada favorably to other countries from an international perspective, expressing respect and admiration.
@lpproductions5023
Mar 4, 2025
Canada should join India hehehe.Canada has nothing except gdp per capita.Military economy agriculture industries all goes to India and nit an arid land.We are very glad that India is not like canada.India has some cities …
Canada should join India hehehe.Canada has nothing except gdp per capita.Military economy agriculture industries all goes to India and nit an arid land.We are very glad that India is not like canada.India has some cities that are very clean like Indore and very modern and luxurious cities like hyderabad.
Compares Canada unfavorably to India across multiple dimensions (GDP, military, agriculture, cities), asserting India's superiority while framing national identity.
ritarawat7886
Feb 11, 2026
Professional advice to cross the border? Easier to just not visit the States. Other countries treat Canadians far better. Up yours, Trump.
Professional advice to cross the border? Easier to just not visit the States. Other countries treat Canadians far better. Up yours, Trump.
Compares Canada/other countries favorably to the USA and advises avoiding US travel, with comparative framing as the dominant element.
RedDirtRoad257
Dec 8, 2025
Canada has been mooching off the U.S. for years, time to take responsibility and make your own money, no free handouts anymore ??? #merica
Canada has been mooching off the U.S. for years, time to take responsibility and make your own money, no free handouts anymore ??? #merica
Compares Canada unfavorably to the U.S. and critiques Canadian economic policy as dependent, using comparative framing to argue for self-reliance.
@Haydie181
Mar 4, 2025
I've never been a fan of Trudeau and strongly object to some of his past actions, but man did he find a pair of balls. Huge respect from Finland!
I've never been a fan of Trudeau and strongly object to some of his past actions, but man did he find a pair of balls. Huge respect from Finland!
Commenter from Finland expresses respect for Canadian leadership by comparing it favorably to their own country's context, while showing solidarity with Canada's stance.
@Leiska86
Mar 4, 2025
Canada. The India of the North.
Canada. The India of the North.
Compares Canada to India, implying demographic or cultural transformation through immigration.
TheSecondPremise
Nov 22, 2025
It's just my opinion but I like Russia better than Canada seems like you guys rely heavily on the USA what's up with that
It's just my opinion but I like Russia better than Canada seems like you guys rely heavily on the USA what's up with that
Compares Canada unfavorably to Russia and critiques Canada's dependence on the USA through comparative ranking.
Comparative
0.85
@perkins1439
Mar 4, 2025
you know it’s bad when justin f ing trudeau is the reasonable person on this issue
you know it’s bad when justin f ing trudeau is the reasonable person on this issue
Compares Trudeau and Trump favorably to Trudeau by noting the irony that Trudeau appears reasonable by contrast.
@affanshahriyar4461
Mar 4, 2025
Governor Trudeau needs to realize Canada eats at the little kid table.
Governor Trudeau needs to realize Canada eats at the little kid table.
Compares Canada's international standing to other nations using a hierarchical metaphor ('little kid table'), implying weakness relative to larger powers.
@JoeyArmstrong2800
Mar 4, 2025
I'm no fan of Trudeau but... Compare this to Trump it's night and day. He looks young and healthy, talks eloquently and is intelligent. But Americans rather prefer an 80 year old obese criminal who …
I'm no fan of Trudeau but... Compare this to Trump it's night and day. He looks young and healthy, talks eloquently and is intelligent. But Americans rather prefer an 80 year old obese criminal who paints his face orange and knows like 50 words. It would be funny if this didn't have horrible consequences for the whole world.
Compares Trudeau and Trump across physical, intellectual, and behavioral attributes, expressing concern about global consequences of American preference.
@philtheprince1
Mar 4, 2025
The UK loves and supports Canada
The UK loves and supports Canada
Comment compares Canada favorably to the UK, positioning nations in relation to each other.
Comparative
0.85
@cageygutman7027
Mar 4, 2025
America, wake the feck up. Why do you put old, rich men in charge of your future? You go from one man who isn't far from being in a care home, to a man not …
America, wake the feck up. Why do you put old, rich men in charge of your future? You go from one man who isn't far from being in a care home, to a man not that much younger but is a crude, reckless, arrogant, divisive bully?\n\nTake a look at the leaders of Canada and European countries, people who are put there because of talent and quality and ability, not because they are rich.\n\nHonestly, wake up and change your messed-up political system.
Compares American political leadership unfavorably to Canadian and European leaders, framing it as a systemic problem requiring change.
@Saintathantwinpeaks
Mar 4, 2025
Canadas value as a country is less than 1/8th of the US . They’re total gdp us just our educational spending . I don’t think it’s smart but I’m not worried
Canadas value as a country is less than 1/8th of the US . They’re total gdp us just our educational spending . I don’t think it’s smart but I’m not worried
Compares Canada and US economic size and power using GDP metrics, establishing relative national standing through economic comparison.
@tdog9668
Mar 4, 2025
Great admiration for Canada led by a real mature leader n contrast to a convicted felon con man who hasn't the first idea of how to behave. The Jello-brained Americans voted for this excrement - …
Great admiration for Canada led by a real mature leader n contrast to a convicted felon con man who hasn't the first idea of how to behave. The Jello-brained Americans voted for this excrement - live with the consequences. Kharma sucks!
Compares Canada favorably to the US, contrasting leadership styles and voter choices between nations.
@KennethMcGillivray
Mar 4, 2025
The majority of Americans are with Canada. The majority of our country understands Trumps administrative goals are to through everyone under the bus. And the majority of Americans understand that Trumps a weak, pathetic, ill …
The majority of Americans are with Canada. The majority of our country understands Trumps administrative goals are to through everyone under the bus. And the majority of Americans understand that Trumps a weak, pathetic, ill person.
Compares American and Canadian leadership/values while making moral judgments about Trump's character and policies.
@seanforeman1457
Mar 4, 2025
It must be nice to have an adult as head of your country. One that doesn't side with Russia.
It must be nice to have an adult as head of your country. One that doesn't side with Russia.
Contrasts Canadian and American leadership maturity and foreign policy alignment, with implicit moral judgment.
@Prairiepagan316
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)