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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Economic Argument
1,276 comments
Canada has been putting tariffs on us goods for a long time !
Canada has been putting tariffs on us goods for a long time !
Makes a factual claim about Canadian tariffs on US goods as economic justification, though presented without evidence or context.
@ShaunPanzer
Mar 4, 2025
No construction, 😮 only drivers .
No construction, 😮 only drivers .
Critiques immigrants' occupational roles, suggesting they lack skilled construction work and only work as drivers.
Economic Argument
0.70
andrebenevides490
Feb 11, 2026
No pain No gain ?\nGo America ?? the little pain will have great Gains.
No pain No gain ?\nGo America ?? the little pain will have great Gains.
Uses economic metaphor ('pain' and 'gains') to justify short-term costs for long-term benefits, framing policy in economic terms.
@oliverzavala6753
Mar 4, 2025
Canada will go bankrupt America keeps them going.
Canada will go bankrupt America keeps them going.
Makes an economic claim about Canada's financial dependency on the US, presented as comparative analysis.
@johnreimer3807
Mar 4, 2025
If it is a receptacle tariff. Takes Canada off and our will be off. Simple and fair
If it is a receptacle tariff. Takes Canada off and our will be off. Simple and fair
Discusses reciprocal tariff policy as a fair economic exchange between nations.
Economic Argument
0.70
@danielwilliams1748
Mar 4, 2025
I want to speak directly from the American people, you pay for the war!
I want to speak directly from the American people, you pay for the war!
Raises concern about American financial burden related to military/war spending in context of policy dispute.
@ИгорьСикорский-р4ч
Mar 4, 2025
This was a very stupid move by trump,usa,are on the brink of bankcrupt ez,for 40 trillion
This was a very stupid move by trump,usa,are on the brink of bankcrupt ez,for 40 trillion
Criticizes Trump's economic policy by citing national debt figures as evidence of fiscal mismanagement.
@finchsferrets2390
Mar 4, 2025
Canada gotta pay!
Canada gotta pay!
Brief assertion about Canada owing money, framed as an economic complaint.
Economic Argument
0.70
@Gabrielsancheese
Mar 4, 2025
And let's see what happens to our oil industry now
And let's see what happens to our oil industry now
Expresses concern about economic impact on Canada's oil industry in relation to immigration policy.
u2fanforever1
Jan 6, 2026
It's important to remember that it's not kind or respectful to make fun of someone for their appearance or cultural practices.1st you have to know that USA is 65 $ billion Trade Deficit with Canada …
It's important to remember that it's not kind or respectful to make fun of someone for their appearance or cultural practices.1st you have to know that USA is 65 $ billion Trade Deficit with Canada Do you know how it will effect USA citizen cost will increase on average person Even i am not USA Citizen or even i didn't visited USA at present my country have trade Deficit many countries in my country very hard to live in India
Discusses trade deficits and cost-of-living impacts while appealing to respect and fairness principles.
@ramchandrareddy6748
Mar 4, 2025
Excelente speech!! Donald is destroying the North America economy!!
Excelente speech!! Donald is destroying the North America economy!!
Praises a speech while making an economic argument that Trump is damaging North American economy.
@celestesiempre3757
Mar 4, 2025
Like all these other places that influx all these immigrants follow the money
Like all these other places that influx all these immigrants follow the money
The comment suggests immigrants follow economic opportunity ('follow the money'), framing immigration through economic motivation.
Economic Argument
0.70
Tristyn1
Jan 28, 2026
tRUMP INSULTS AMERICA'S ALLIES & CUSTOMERS. BAD FOR AMERICAN BUSINESS. WHAT PART DOESN'T MAGA GET. YOU/WE WILL ALL LOSE OUR JOBS!!!
tRUMP INSULTS AMERICA'S ALLIES & CUSTOMERS. BAD FOR AMERICAN BUSINESS. WHAT PART DOESN'T MAGA GET. YOU/WE WILL ALL LOSE OUR JOBS!!!
Argues that insulting allies damages American business and jobs, with urgent tone urging recognition of economic consequences.
@prestontucker1687
Mar 4, 2025
They have one billion people even worse thier not going to come here and not work so it think it's okay they work they should actual work housing construction and give white people welfare if …
They have one billion people even worse thier not going to come here and not work so it think it's okay they work they should actual work housing construction and give white people welfare if they have that many people.
Argues about labor market allocation and welfare distribution based on population size and ethnicity, mixing economic and identity-based reasoning.
aleksanderkuncwicz7277
Jan 27, 2026
american alcohol black market in canada must be making money
american alcohol black market in canada must be making money
Observation about potential black market economic activity related to cross-border alcohol trade.
Economic Argument
0.70
@MrAcruz2
Mar 4, 2025
Evil trump started War. Other countries only protect themselves. America lost lots of money for immigrants, war in Israel, and Ukraine. Now they wanna back. That's why prices going up. Till they get all back.
Evil trump started War. Other countries only protect themselves. America lost lots of money for immigrants, war in Israel, and Ukraine. Now they wanna back. That's why prices going up. Till they get all back.
Attributes inflation and economic problems to US spending on immigrants and wars, presenting unsubstantiated causal claims about price increases.
@margaret8225
Mar 4, 2025
Another recession coming soon? I'm tired of it grandpa!
Another recession coming soon? I'm tired of it grandpa!
Expresses concern about economic recession with sarcastic tone directed at leadership.
@karlavillalobos6184
Mar 4, 2025
First and most of all!!!!!!!! He is PRESIDENT , trump !!!!!!! Second only Canada will truly be affected, u can raise energy and our president will subsidize it with ur tariffs
First and most of all!!!!!!!! He is PRESIDENT , trump !!!!!!! Second only Canada will truly be affected, u can raise energy and our president will subsidize it with ur tariffs
Discusses tariffs, energy subsidies, and economic impact on Canada, focusing on trade and fiscal policy consequences.
@tinytrouble1782
Mar 4, 2025
We want more……\n MONEY!!!!!
We want more……\n MONEY!!!!!
Demand for increased financial resources, though context is unclear; appears to be economic complaint.
Economic Argument
0.70
@gedfullman2609
Mar 4, 2025
Just keep your shipments there America don't want your stuff we got good old American men doing and making replacement of you I don't buy anything Canadian On any platform
Just keep your shipments there America don't want your stuff we got good old American men doing and making replacement of you I don't buy anything Canadian On any platform
Advocates boycotting Canadian products and supporting American workers, framing it as economic preference and national loyalty.
@tammykayemoffatt6339
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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