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
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
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because …
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because of it's tiny population comparing to other countries therefor making the Canadian economy limited.
Analyzes immigration policy through economic lens, discussing population growth, manufacturing capacity, and market limitations.
Economic Argument
0.90
rsk08888
Feb 6, 2026
US gets 50% of Canada's natural gas production and $100B+ of crude oil from Canada - all US consumers will be stuck with the price increases... don't matter if you are red or blue.
US gets 50% of Canada's natural gas production and $100B+ of crude oil from Canada - all US consumers will be stuck with the price increases... don't matter if you are red or blue.
Analyzes economic impacts of trade policy on energy prices and consumer costs across political lines.
Economic Argument
0.90
@jonbe9
Mar 4, 2025
People aren’t even talking about tourism because it’s not directly hit by tariffs. Over 20 billion dollars in 2024 spent by Canadians in the US for travel. Tons of people already cancelled any trips to …
People aren’t even talking about tourism because it’s not directly hit by tariffs. Over 20 billion dollars in 2024 spent by Canadians in the US for travel. Tons of people already cancelled any trips to the US to boycott. If even 10% less people go to US this year, upwards of 2 billion in tourism $ is gone , and roughly 14000 jobs estimated. \n\nImagine what else could be affected
Detailed analysis of economic impact of tariffs on tourism, jobs, and spending with specific dollar figures and projections.
Economic Argument
0.90
@jdubs2032
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
The threat to “not buy USA made” is hilarious. 70% of our GDP is consumer spending. We don’t make things, we BUY things. Losing a customer like the US is very bad for business.
The threat to “not buy USA made” is hilarious. 70% of our GDP is consumer spending. We don’t make things, we BUY things. Losing a customer like the US is very bad for business.
Analyzes economic impact of trade threats using GDP and consumer spending data to argue against retaliatory measures.
Economic Argument
0.90
@s1wjlm483
Mar 4, 2025
Canada has a population of 40 million while the U.S. has 330 million. Take a wild guess why Canada has a trade surplus with the United States.
Canada has a population of 40 million while the U.S. has 330 million. Take a wild guess why Canada has a trade surplus with the United States.
Uses demographic and economic data to explain trade dynamics between Canada and the US.
Economic Argument
0.90
@docbryan01
Mar 4, 2025
No one is going to move their manufacturing to Canada
No one is going to move their manufacturing to Canada
Skeptical claim about manufacturing relocation to Canada, addressing economic competitiveness and business decisions.
Economic Argument
0.90
@arizonacutlery547
Mar 4, 2025
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
As far as alcohol exports Canada exports over 600 million dollars to the us while the us exports 255 million to Canada. Both countries lose. But this does highlight the trade deficit between the two …
As far as alcohol exports Canada exports over 600 million dollars to the us while the us exports 255 million to Canada. Both countries lose. But this does highlight the trade deficit between the two countries. 63 billion dollar trade deficit with canada is enormous. I don't know what the solution is, but i know this will be painful for all.
Analyzes trade statistics and economic impacts of tariffs, acknowledging mutual pain while discussing the trade deficit problem.
Economic Argument
0.90
@rodneyfranks2726
Mar 4, 2025
As an american, i support trump, fairness to all even to ourself
As an american, i support trump, fairness to all even to ourself
Directly addresses economic impact, arguing consumers are harmed while billionaires benefit from current policies.
Economic Argument
0.90
@ntsuagvaaj4906
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
Lol - Corporations are abusing these programs to fire Canadians and replace them with people at lower wages and this is crashing the housing market across the country.
Lol - Corporations are abusing these programs to fire Canadians and replace them with people at lower wages and this is crashing the housing market across the country.
Argues that corporations abuse immigration programs to lower wages and that this causes housing market crashes.
rajeevdsamuel
Nov 20, 2025
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
The declining birthrate is directly tied to the economy. It's not that people aren't capable of having big families, it's that it's been made unaffordable to do so.
The declining birthrate is directly tied to the economy. It's not that people aren't capable of having big families, it's that it's been made unaffordable to do so.
Directly links declining birthrates to economic affordability, analyzing the economic barriers to family formation.
Economic Argument
0.90
tiffaniterris5189
Dec 5, 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
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
Tim Hortons hires almost exclusively Indian workers on a Temporary Foreign Worker visa. Which is just a way to scam Canadians out of jobs in Canada
Tim Hortons hires almost exclusively Indian workers on a Temporary Foreign Worker visa. Which is just a way to scam Canadians out of jobs in Canada
Criticizes Temporary Foreign Worker programs as economically harmful to Canadian job opportunities.
Cosmicmasterspy
Jan 28, 2026
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
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
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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)