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
Let that Canada PM spit ugly words. He only has a couple of months left as PM. Lmao we want 0% tarrifs also while Canada has always put Tariffs on USA. fuck Canada
Let that Canada PM spit ugly words. He only has a couple of months left as PM. Lmao we want 0% tarrifs also while Canada has always put Tariffs on USA. fuck Canada
Focuses on tariff policy and economic trade disputes between nations, with criticism of Canada's trade practices.
@gifford1984
Mar 4, 2025
Didn't work in 1929. Ever heard 'HARDER THAN TIMES IN 29.Not going to work now We are DONE
Didn't work in 1929. Ever heard 'HARDER THAN TIMES IN 29.Not going to work now We are DONE
References historical economic failure (1929 Great Depression) to critique current tariff policy as economically ineffective.
@Fred-t2m
Mar 4, 2025
Same problems with Africa, Puerto Rico and Nicaragua if it keeps up and I can’t get a job in this country and earn a living wage, or a job that accompanies my need for pet …
Same problems with Africa, Puerto Rico and Nicaragua if it keeps up and I can’t get a job in this country and earn a living wage, or a job that accompanies my need for pet friendly work I think I’m gonna have a mental health issue. I might need to move to Nashville, Tennessee.
Personal account of economic hardship and job market concerns, expressing anxiety about employment and living standards.
@rikkicargo786
Mar 4, 2025
Canada and maxico steal every single job and manufacturer and engineer and every jobs \nNow time to pay \nNo more globalization and killing all American jobs I saw they were firing local engineer and hired …
Canada and maxico steal every single job and manufacturer and engineer and every jobs \nNow time to pay \nNo more globalization and killing all American jobs I saw they were firing local engineer and hired Indian engineer
Argues that Canada and Mexico are stealing jobs and manufacturers, with specific claims about engineer hiring presented without evidence.
@akshayaggar
Mar 4, 2025
Loblaws is celebrating right now! They have another good reason to jack up the prices.
Loblaws is celebrating right now! They have another good reason to jack up the prices.
Uses sarcasm to critique corporate price-gouging in response to policy changes, combining economic argument with satirical tone.
@user-xg6zz8qs3q
Mar 4, 2025
The American people reject your one sided friendship. No more taking advantage of America. It’s time to pay us back for every dollar you have earned from us. Period
The American people reject your one sided friendship. No more taking advantage of America. It’s time to pay us back for every dollar you have earned from us. Period
Frames US-Canada relations through economic grievance ('taking advantage', 'pay us back'), emphasizing financial imbalance.
@Doberman_Rockyy
Mar 4, 2025
Look at all those pompous siuts mad because the money tree is withering . They are losing profit in outsourced contracts. All to keep thier nation under the heel of another nation that does all …
Look at all those pompous siuts mad because the money tree is withering . They are losing profit in outsourced contracts. All to keep thier nation under the heel of another nation that does all the industrial work for them.\n\nThis is an opportunity for American and any other nations to stop being handcuffed to outsourced industry. Do the hard blood sweat and tears, work that needs to be done to gain independence from Chinese industrial domination ( that the west itself birthed)
Argues that tariffs represent economic opportunity for industrial independence and reduced outsourcing dependence, framed as beneficial policy reorientation.
@Steven-ux8jv
Mar 4, 2025
Dont put Tariffs on the USA as they are passed onto the end user/consumer which are the American people. Put the prices up on your sale of electricity, oil and gas 25% that the US …
Dont put Tariffs on the USA as they are passed onto the end user/consumer which are the American people. Put the prices up on your sale of electricity, oil and gas 25% that the US government buys, so it hits them first and they will think twice. ..... Trump never mentioned cost of living in his acceptance speech which had us wondering. This is why.
Proposes an economic counter-strategy to tariffs by raising prices on energy exports, focusing on economic impact and consumer costs.
@not_before_your_dinner
Mar 4, 2025
No more free rides. Trump is shaking up the world. We are tired of other countries taking advantage of us. So now let’s see whose money and resources is longer. Let’s play ball
No more free rides. Trump is shaking up the world. We are tired of other countries taking advantage of us. So now let’s see whose money and resources is longer. Let’s play ball
Frames the conflict as economic competition over resources and money, suggesting other countries have exploited U.S. generosity.
@MrShukriaziz
Mar 4, 2025
Just yesterday TSMC announced $100B investment in Arizona. I think we'll prevail in the end. This guy doesn't care about Americans or Canadians. He only cares about himself. What bothers us most is that we …
Just yesterday TSMC announced $100B investment in Arizona. I think we'll prevail in the end. This guy doesn't care about Americans or Canadians. He only cares about himself. What bothers us most is that we are being force-fed this nonsense by CNN as if it were legitimate.
Cites TSMC investment as economic evidence while criticizing Trump's approach and media coverage of policy matters.
@mattblaser2
Mar 4, 2025
Why doesnt Vassey understand. I have to pay for glasses, physio, medications but asylum seekers get it all free. Its so basic.
Why doesnt Vassey understand. I have to pay for glasses, physio, medications but asylum seekers get it all free. Its so basic.
Expresses frustration about unequal healthcare access, comparing personal out-of-pocket costs to perceived free benefits for asylum seekers.
letfreedomreignhonk324
Feb 24, 2026
I'm gonna have ketchup chips withdrawals. Edit: The beef here at PNY sold in Safeway are imported from Canada. That’s gonna sky rocket.
I'm gonna have ketchup chips withdrawals. Edit: The beef here at PNY sold in Safeway are imported from Canada. That’s gonna sky rocket.
Commenter discusses tariff impacts on consumer goods prices and supply chains.
Economic Argument
0.80
@TonyTheAntonio
Mar 4, 2025
? cnn and trudue don’t get it. Canada has been taking very little from us and expect the US to take a lot from them. It’s not equal trade. The left doesn’t really care about …
? cnn and trudue don’t get it. Canada has been taking very little from us and expect the US to take a lot from them. It’s not equal trade. The left doesn’t really care about equality. This inequality has hurt America for decades, generations
Critiques trade imbalance between Canada and the US, framing it as unequal economic exchange.
@donttreadonme7905
Mar 4, 2025
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Claims immigrants benefit from Canadian taxpayer money while framing it as unfair, mixing economic and identity grievance.
2709games
Mar 3, 2026
I still stand with Trump and Elon and Doge. Canada‘s government has to be crooked too look at what the average Canadian spends on a mortgage . Their citizens not in good shape.
I still stand with Trump and Elon and Doge. Canada‘s government has to be crooked too look at what the average Canadian spends on a mortgage . Their citizens not in good shape.
Criticizes Canadian government's economic policies (taxation, housing costs) while expressing political allegiance to Trump and Elon Musk.
@lifeinnohurry2425
Mar 4, 2025
Why should Americans continue to pay tariffs imposed by other countries, continue to lose jobs, continue to defend the world while the world continues to take advantage of our generosity. The time has come to …
Why should Americans continue to pay tariffs imposed by other countries, continue to lose jobs, continue to defend the world while the world continues to take advantage of our generosity. The time has come to put America first.
Argument centered on economic grievances (tariffs, job losses, defense spending) combined with nationalist framing ('put America first').
@Breal191
Mar 4, 2025
At this point i hope we pull all of our subsidies from all of you slack ass countries that wouldnt be able to afford half your socilized entitlements. And when the wolves come knocking dont …
At this point i hope we pull all of our subsidies from all of you slack ass countries that wouldnt be able to afford half your socilized entitlements. And when the wolves come knocking dont come crying.
Argues for withdrawing subsidies from allied countries while using threat language about security vulnerabilities ('wolves').
@blake-bj1tz
Mar 4, 2025
Canada has been taking advantage of us for decades. Our taxes are funding them. They've had this coming.
Canada has been taking advantage of us for decades. Our taxes are funding them. They've had this coming.
Claims Canada has economically exploited the U.S. through taxes and funding, framing the tariffs as justified economic retaliation.
@seansteingass8407
Mar 4, 2025
The reason is to get Americans to buy American Products.
The reason is to get Americans to buy American Products.
Explains a policy rationale in economic terms, focusing on trade and consumer behavior.
Economic Argument
0.80
@thetimeisnow6822
Mar 4, 2025
Eye for an eye, it makes sense. You are correct, we the people will pay for this 25% increase. This how America will be worse again by putting more people in deeper debt and poverty.
Eye for an eye, it makes sense. You are correct, we the people will pay for this 25% increase. This how America will be worse again by putting more people in deeper debt and poverty.
Discusses economic consequences of tariffs (25% increase, debt, poverty) while expressing concern about negative impacts on Americans.
@rm26367
Mar 4, 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
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)