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
Yep it's going to be interesting \nAs I work for an international Automotive injection molding company based here in the US\nWe import Raw materials from Europe and China plus within the US and who knows …
Yep it's going to be interesting \nAs I work for an international Automotive injection molding company based here in the US\nWe import Raw materials from Europe and China plus within the US and who knows where these materials come from.\nBut we also export finished products and materials to Europe, China, Canada, Mexico just to name afew.\nThat is a lot of tariffs placed on these products and that doesn't include tax, cost of labor, manufacturing costs\ngoing to be interesting what the future holds
First-person account of working in manufacturing with detailed discussion of tariff impacts on supply chains and costs.
@ourdreamstoreality
Mar 4, 2025
Many people do not understand how tariffs impact the importation of goods and services. Canada lacks the infrastructure to produce the minerals required for electric vehicle (EV) manufacturing. Additionally, Canada does not possess the same …
Many people do not understand how tariffs impact the importation of goods and services. Canada lacks the infrastructure to produce the minerals required for electric vehicle (EV) manufacturing. Additionally, Canada does not possess the same international influence as the United States, particularly in military matters. As a result, Canadians may face more significant challenges, as their economy relies more on U.S. trade than the United States' reliance on Canada. Overall, Canada has a less developed economy and limited global influence.
Detailed analysis of tariffs, trade dependencies, infrastructure, and economic disparities between Canada and the United States.
Economic Argument
0.90
@IndependenObserver
Mar 4, 2025
Immigration has certainly helped Canadian economy in a BIG way.
Immigration has certainly helped Canadian economy in a BIG way.
Directly asserts a positive economic impact of immigration on Canada.
Economic Argument
0.90
timestuber
Dec 1, 2025
18,000 doesnt seem much, but cost Canada 70+ Million, that a bad ratio!!
18,000 doesnt seem much, but cost Canada 70+ Million, that a bad ratio!!
Critiques the cost-to-benefit ratio of deportations, focusing on fiscal efficiency and government spending.
Economic Argument
0.90
30kendel
Dec 26, 2025
Let’s see. I think the biggest contributor of the inflation is from the government spending and the gap on the trade deficit. Long term it will help US GDP
Let’s see. I think the biggest contributor of the inflation is from the government spending and the gap on the trade deficit. Long term it will help US GDP
Analysis of inflation causes focusing on government spending and trade deficit impacts on GDP.
Economic Argument
0.90
@joyprawiro
Mar 4, 2025
The GDP of Brampton has also tripled so......
The GDP of Brampton has also tripled so......
Counters criticism by citing economic growth (GDP tripling) as evidence of positive immigration impact.
Economic Argument
0.90
toolbaggers
Dec 16, 2025
Economics 101: Tariffs are bad for the economy!
Economics 101: Tariffs are bad for the economy!
Makes a general economic principle claim about tariffs being harmful to the economy.
Economic Argument
0.90
@sepanta8762
Mar 4, 2025
As long as they pay taxes , alls fair
As long as they pay taxes , alls fair
Pragmatic argument that tax contribution legitimizes immigrant presence, implying economic participation as the basis for acceptance.
sheldonjplanktonn
Jan 29, 2026
Cost 78mill and save billions if they keep them.
Cost 78mill and save billions if they keep them.
Discusses cost-benefit analysis of immigration in economic terms, suggesting retention of immigrants saves money.
Economic Argument
0.90
MrGsxrme
Dec 27, 2025
Both the United States and Canada lose in the trade war, but China wins.
Both the United States and Canada lose in the trade war, but China wins.
Analysis of trade war economic impacts comparing outcomes for US, Canada, and China.
@lauraisawho
Mar 4, 2025
They do pay taxes.
They do pay taxes.
Brief factual counter-argument addressing the economic contribution of immigrants through tax payment.
Economic Argument
0.90
martinc1085
Oct 16, 2025
Oh dear. There was one line that has me more worried than any of them. “No matter what it costs we the federal government will be there for you.” Every time the government prints money …
Oh dear. There was one line that has me more worried than any of them. “No matter what it costs we the federal government will be there for you.” Every time the government prints money and distributes it they decrease the value of our dollar. That’s how inflation works. Government doesn’t have any money. It takes the money from citizens and Re-distributes it. Please don’t help us by increasing government spending.
Commenter critiques government spending policies, arguing that redistribution causes inflation and devalues currency.
@DrWadeWalters
Mar 4, 2025
Country needs serious help, Canadians will never own homes w these house prices!
Country needs serious help, Canadians will never own homes w these house prices!
Focuses on housing affordability crisis and its impact on Canadian homeownership, framing it as a national problem.
JC-dk5lt
Jan 28, 2026
Immigration = housing shortages, rent/price increases, businesses can undercut wages and creates more job competition for everyone. Waiting lists for surgery, appointments and less money to upgrade hospitals. Less money to improve all social services. …
Immigration = housing shortages, rent/price increases, businesses can undercut wages and creates more job competition for everyone. Waiting lists for surgery, appointments and less money to upgrade hospitals. Less money to improve all social services. I could go on. You get the point yet?
Detailed economic critique linking immigration to housing costs, wages, job competition, and reduced public services funding.
seebabs7776
Feb 28, 2026
trumps tarrifs tax on goods imported from Canada are paid by the AMERICAN COMPANIES who import the goods, NOT paid by Canadian companies, it's an extra sales tax which raise prices.
trumps tarrifs tax on goods imported from Canada are paid by the AMERICAN COMPANIES who import the goods, NOT paid by Canadian companies, it's an extra sales tax which raise prices.
Explains the economic mechanism of tariffs and their impact on American companies and consumers.
Economic Argument
0.90
@Wombat-gm4ne
Mar 4, 2025
I could care less for Canadas tariffs. I’m willing to pay more to pay for products made in other countries
I could care less for Canadas tariffs. I’m willing to pay more to pay for products made in other countries
Commenter expresses willingness to accept higher costs as an economic trade-off, directly addressing tariff and pricing concerns.
Economic Argument
0.90
@mrrodriguez3066
Mar 4, 2025
If anyone is wondering about the reason of Trump's tariffs: Tariff is source of revenue for the government which is not based on salary. The rich and the poor of the USA will pay the …
If anyone is wondering about the reason of Trump's tariffs: Tariff is source of revenue for the government which is not based on salary. The rich and the poor of the USA will pay the same amount of it for a specific product. This revenue will then serve the US government to decrease the income tax, which is based on percent of revenue (i.e higher income people pay much more taxes). The tax cuts means those with higher revenue will get to keep more of it. So at the end of the day more of the governments revenue will come from those with lower revenue. Thus unfortunately widening the gap between the rich and the poor.
Provides detailed economic analysis of tariff policy and its redistributive effects on income inequality.
Economic Argument
0.90
@david86418
Mar 4, 2025
Tarriff increment doesn't affect the targeted country, it usually ends up affecting the citizens of the country that imposes the tariff. Americans will experience more inflation as a result of this crazy tarriff increment.
Tarriff increment doesn't affect the targeted country, it usually ends up affecting the citizens of the country that imposes the tariff. Americans will experience more inflation as a result of this crazy tarriff increment.
Commenter explains the economic mechanics of tariffs, arguing that tariff increases harm the imposing country's citizens through inflation.
Economic Argument
0.90
@emmaoyongo8610
Mar 4, 2025
tariff will be good for each country means control the imported and help the domestic businesses
tariff will be good for each country means control the imported and help the domestic businesses
Commenter argues that tariffs benefit domestic economies by controlling imports and protecting local businesses.
Economic Argument
0.90
@RacheMiclat-dq9xv
Mar 4, 2025
As a cross border truck driver… these tariffs are gonna destroy North America as a whole Canada and the US are reliant on each other
As a cross border truck driver… these tariffs are gonna destroy North America as a whole Canada and the US are reliant on each other
Draws on lived experience as truck driver to argue economic impact of tariffs on North American trade interdependence.
@Longhauloutlaw
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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