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
After the last four years of the Biden Harris administration shitshow I think we'll live! We've been going two hundred billion dollars in the hole dealing with Canada Canada.
After the last four years of the Biden Harris administration shitshow I think we'll live! We've been going two hundred billion dollars in the hole dealing with Canada Canada.
Makes an unsubstantiated claim about a specific dollar amount deficit while framing the issue in economic terms.
@charlesovercash8862
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
He’s getting money back from having to subsidize Canadians for 200 billion a year.
He’s getting money back from having to subsidize Canadians for 200 billion a year.
Makes an unsubstantiated economic claim about subsidies while framing it as justification for financial recovery.
@jaysavy
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
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
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
The US gives $200 billion yearly to Canada. U.S. banks are not allowed to do business in Canada, but yet we allow their banks in the US...by the way LOOK IT UP. You liberals are …
The US gives $200 billion yearly to Canada. U.S. banks are not allowed to do business in Canada, but yet we allow their banks in the US...by the way LOOK IT UP. You liberals are what's wrong with both countries. Inflation is created by printing money with no concrete backing such as gold/oil, not tariffs. Will tariffs create short term inflation yes, will it stimulate jobs, spending absolutely yes. For those liberals who keep saying how intelligent this ? is...this is the same guy who disarmed his beloved citizens and gave the guns to Ukraine. For those who sympathize with this ?, move to Canada. I have no ill will towards Canadians except the cancerous liberals that allow idiots like Trudeau to take office. Look at the facts before you sympathize with a country that doesn't benefit us in EQUAL FAIR TRADE.
Primarily discusses trade imbalances, tariffs, and economic policy, though includes unverified claims about US-Canada banking restrictions and US aid figures.
@collinsingleton6899
Mar 4, 2025
50% of the United States population thinks these tariffs are paid by Canada. WRONG! The American population pays this. Fact.
50% of the United States population thinks these tariffs are paid by Canada. WRONG! The American population pays this. Fact.
Makes a specific factual claim about tariff burden distribution presented as fact without evidence, framed as economic argument.
@ebok33643
Mar 4, 2025
Free money, why leave.
Free money, why leave.
Brief economic critique suggesting immigrants stay in Canada due to welfare benefits rather than economic opportunity.
Economic Argument
0.70
Paul51764
Jan 16, 2026
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
All these things America gets from Canada is because they need it. America must have a shortfall if it imports. Stupidity. Now higher prices through shortage. Idiot orange comrade Trumpski.
All these things America gets from Canada is because they need it. America must have a shortfall if it imports. Stupidity. Now higher prices through shortage. Idiot orange comrade Trumpski.
Critiques Trump's trade policy using economic logic (imports indicate shortfall) with sarcastic tone ('Idiot orange comrade Trumpski').
@Rabbi84skin
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
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
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
Than Canadians need to start breeding again (having children) and get off medical marijuana. Can't find Canadian boyz to drive truck (have to pass drug test)
Than Canadians need to start breeding again (having children) and get off medical marijuana. Can't find Canadian boyz to drive truck (have to pass drug test)
Addresses labor market issues and workforce concerns, implying economic competition and demographic anxiety about Canadian workforce participation.
lloydkuepfer1599
Aug 26, 2025
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
Trump’s foreign policy is to put America First including less import goods and start producing our own goods. It is going to be tough but we are resilient. God bless America.
Trump’s foreign policy is to put America First including less import goods and start producing our own goods. It is going to be tough but we are resilient. God bless America.
Discusses Trump's economic policy (America First, domestic production) with nationalist framing about American resilience and identity.
@janhontanosas
Mar 4, 2025
Trump has rich family and friends, he is broke! America your are below the poverty line, bkoke, or poor! He wins; You lose stupid!
Trump has rich family and friends, he is broke! America your are below the poverty line, bkoke, or poor! He wins; You lose stupid!
Focuses on economic disparity and financial status (wealth, poverty) as argument against Trump's leadership, with moral judgment implied.
@gloriaatkins2038
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
Canada ?? don't want to unite bad talk I never see an item that reads made in Canada stop it or your fired killing our people with fetnal
Canada ?? don't want to unite bad talk I never see an item that reads made in Canada stop it or your fired killing our people with fetnal
Criticizes lack of Canadian-made products and references fentanyl crisis, framing these as economic/policy failures harming citizens.
@yeseniacortez4820
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)