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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 imports food from the US. So 25% tariffs on that food will hit Canadians big time. And there is no other place to get that food. I am afraid Trudeau is standing on glass …
Canada imports food from the US. So 25% tariffs on that food will hit Canadians big time. And there is no other place to get that food. I am afraid Trudeau is standing on glass legs.
Discusses tariff impacts on food prices and supply chains, expressing economic concern about consequences for Canadians.
@dudedujmovic6562
Mar 4, 2025
We have been getting more investment in American jobs than we’ve had in decades all thanks to this policy! I’m thankful that we have a president that puts us and our people first! We’ve had …
We have been getting more investment in American jobs than we’ve had in decades all thanks to this policy! I’m thankful that we have a president that puts us and our people first! We’ve had over a trillion dollars of investment in America and American jobs just in two months!
Argues that current policy has generated positive economic outcomes (investment and jobs) for America.
Economic Argument
0.85
@jtmartin8445
Mar 4, 2025
Prices just went up 50 cents on every dollar
Prices just went up 50 cents on every dollar
Brief statement about price inflation, likely attributing it to tariffs or trade policy discussed in the video.
Economic Argument
0.85
@IveraHerring
Mar 4, 2025
The US needs to be self sufficient and produce our own products \nWe need to bring manufacturing back to our country \nWe can produce the materials to manufacture in the USA \nWe need to see …
The US needs to be self sufficient and produce our own products \nWe need to bring manufacturing back to our country \nWe can produce the materials to manufacture in the USA \nWe need to see the future for USA \nTo many factories have been shut down
Focuses on manufacturing, production, and economic self-sufficiency while implicitly urging policy change toward domestic production.
@carmenoptionone
Mar 4, 2025
NO ONE in American asked for Tarrifs. These are being called for to line the pockets of the Rich. They won't help the middle or lower class. I don't care if you are on the …
NO ONE in American asked for Tarrifs. These are being called for to line the pockets of the Rich. They won't help the middle or lower class. I don't care if you are on the Right or Left. This is cetianly a BAD decision benifitting NO ONE but the Rich. Please guys lets try to get some this to stop before it's too late.
Critiques tariffs as economically harmful to middle/lower classes while benefiting the wealthy, with a secondary call to action to stop the policy.
@lauthorn
Mar 4, 2025
presumably the earnings from the Canadian import taxes can be given directly to the business that export to the US to offset their 25% :D
presumably the earnings from the Canadian import taxes can be given directly to the business that export to the US to offset their 25% :D
Proposes an economic policy solution involving tariff revenue redistribution to offset trade impacts.
Economic Argument
0.85
@AndreasLianos
Mar 4, 2025
“I won’t sugar coat it” seems someone has understood how tariffs work. Which is somehow the reasons economies do everything to reduce or get rid of tariffs.
“I won’t sugar coat it” seems someone has understood how tariffs work. Which is somehow the reasons economies do everything to reduce or get rid of tariffs.
Analyzes tariff economics and their role in trade policy, discussing economic principles and outcomes.
Economic Argument
0.85
@MathieuDeVinois
Mar 4, 2025
I’m in Seattle and have a vacation home in British Columbia so go there often while renting out other days to other people. Wonder how the tariffs gonna affect this. For example if certain things …
I’m in Seattle and have a vacation home in British Columbia so go there often while renting out other days to other people. Wonder how the tariffs gonna affect this. For example if certain things need to be remodeled in my pad over in BC I usually order from suppliers in USA near the border since I use them for my home in Seattle too. I’m guessing it might get taxed now. Not sure how it will play out. I do know that initially tariffs gonna effect lot of people but do believe in general it will get economy better. I recently saw that Mexico been adding tariffs for years for certain USA goods (for example appliances purchased in usa from Mexico will cost another 27% etc) and it’s time for USA do similar things. Just hoping my burrito cost doesn’t keep going up. Was around 8$ several years back and now it’s 14$ in Seattle ?
First-person account of how tariffs may affect personal business and property, with broader economic analysis and price inflation concerns.
@SeoulToSeattle
Mar 4, 2025
I think people need to understand that if you look at it from a business standpoint the US constantly gets fucked in every trade and as much as most americans want to be friendly with …
I think people need to understand that if you look at it from a business standpoint the US constantly gets fucked in every trade and as much as most americans want to be friendly with most countries they cant when you are forced to help other people outside your country before you can help yourself
Frames trade policy from a business perspective, arguing the US is economically disadvantaged in international agreements.
Economic Argument
0.85
@chc1169c
Mar 4, 2025
The price of hockey equipment just went through the roof thanks, Trump
The price of hockey equipment just went through the roof thanks, Trump
Cites specific economic consequence (price increase in hockey equipment) resulting from trade policy, illustrating economic impact argument.
Economic Argument
0.85
Mar 4, 2025
While I acknowledge that the way Trump and Vance addressed Zelensky could have been more diplomatic, as an American , I cannot justify allocating $360 billion of our tax funds towards resolving another counties war—especially …
While I acknowledge that the way Trump and Vance addressed Zelensky could have been more diplomatic, as an American , I cannot justify allocating $360 billion of our tax funds towards resolving another counties war—especially when only half of that amount has been accounted for, and the other half remains untracked. Let that point sink in! The US is currently in $33 Trillion dolars in debt yet giving away money like candy . No other country is contributing money like we are . We simply do not have the resources to continue doing that . Our financial situation is worsening as we print more money to allocate toward other countries. Furthermore, 7% of the $33 trillion of the US debt is owed by other countries , including China . Our funds need to be utilized for our own benefit before being given away. We have veterans on the streets, the elderly suffering because SS isn't covering their basic needs , school system thatvis failing , health insurance unaffordable by most. We need to fix our own issues. We need to feed our own kids before we feed the neighbors, not the other way around.
Extended argument focused on US debt, budget allocation priorities, and domestic economic needs versus foreign aid spending.
@l.a.a3682
Mar 4, 2025
Trump tariffs pressure companies to build manufacturing in America to avoid tariffs and sell goods in America. It brings jobs vack to America. I cant find any other way to bring manufacturing back to America. …
Trump tariffs pressure companies to build manufacturing in America to avoid tariffs and sell goods in America. It brings jobs vack to America. I cant find any other way to bring manufacturing back to America. People need jobs in America but corporate america only cared about their profits.
Focuses on tariffs, manufacturing jobs, and corporate profit motives as economic mechanisms and policy solutions.
@tomlewis9776
Mar 4, 2025
No matter what the political view one have. Tariffs Hurt the most disadvantage the most. All the rising of prices create more crime!
No matter what the political view one have. Tariffs Hurt the most disadvantage the most. All the rising of prices create more crime!
Argues that tariffs disproportionately harm vulnerable populations and increase crime through price inflation.
@rubenlopez5433
Mar 4, 2025
The US has already tried the Tariff experiment.....\nTariffs in 30's by the US contributed to the great depression \nSmoot–Hawley Tariff Act. The Tariff Act of 1930 (codified at 19 U.S.C. ch. 4), commonly known as …
The US has already tried the Tariff experiment.....\nTariffs in 30's by the US contributed to the great depression
\nSmoot–Hawley Tariff Act. The Tariff Act of 1930 (codified at 19 U.S.C. ch. 4), commonly known as the Smoot–Hawley Tariff or Hawley–Smoot Tariff, was a law that implemented protectionist trade policies in the United States\nAnd obviously that didn't work, quite the opposite!\nDeliberate Economic Sabotage?\nSo much for Trump saying historically the American economy did the best under tariff policies\nTo make smart decisions you should also pay regard to history
Provides historical economic analysis of tariff policies and their negative consequences, critiquing Trump's economic approach with evidence.
@NjalLaing
Mar 4, 2025
As an American who lives on the Michigan/Canadian border, this WILL have a serious negative effect on small business. Including my carpentry shop that relies on multiple shipments from Canada per week.
As an American who lives on the Michigan/Canadian border, this WILL have a serious negative effect on small business. Including my carpentry shop that relies on multiple shipments from Canada per week.
Commenter shares personal business experience while arguing that tariffs will negatively impact small business economics.
@PCPAyLOAD
Mar 4, 2025
Remember tariffs don’t raise prices, the greedy corrupt corporations do this. If they would absorb them which they are financially able to but choose not to, it would be fine and no scary sensationalism
Remember tariffs don’t raise prices, the greedy corrupt corporations do this. If they would absorb them which they are financially able to but choose not to, it would be fine and no scary sensationalism
Discussion of tariff economics and corporate profit margins, arguing corporations bear responsibility for price increases.
Economic Argument
0.85
@Ssjgnolan
Mar 4, 2025
Canada is financially under water
Canada is financially under water
Brief assertion about Canada's financial status as an economic argument.
Economic Argument
0.85
@hillbillyhomestead1966
Mar 4, 2025
Congrats to all you who thought Trump would somehow not fumble this. Max pain incoming for so many not just in the US, but the world!
Congrats to all you who thought Trump would somehow not fumble this. Max pain incoming for so many not just in the US, but the world!
Warns of severe economic consequences ('max pain') from Trump's tariff policy affecting multiple countries.
@bluetoughguy
Mar 4, 2025
High immigration. High housing costs. High food prices. Thank a Liberal voter.
High immigration. High housing costs. High food prices. Thank a Liberal voter.
Links immigration to housing and food costs while blaming a political group, combining economic grievance with partisan identity framing.
Redneckboy991
Jun 20, 2025
Canada needs immigrants s the population is not producing enough. The Immagration rules must be changed to encourage those that can make real contributions to the economy. 👌🇨🇦
Canada needs immigrants s the population is not producing enough. The Immagration rules must be changed to encourage those that can make real contributions to the economy. 👌🇨🇦
Argues Canada needs immigrants for population/economic reasons but calls for stricter selection criteria based on economic contribution.
dannybuoy138
Apr 15, 2025
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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
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2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
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4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
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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
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1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
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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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