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
"Alberta was calling" because there was a labour shortage. Now it's different. Policies adapt to current needs and future expectations. As a regular person, I just wish my kid could have room for lunch inside …
"Alberta was calling" because there was a labour shortage. Now it's different. Policies adapt to current needs and future expectations. As a regular person, I just wish my kid could have room for lunch inside during school and us don't need to wait weeks to fix broken bone.
I don't care how, just shut up and get it done.
Discusses labor market dynamics and current economic/social pressures (housing, healthcare) while acknowledging policy adaptation to needs.
@chujiang6643
Feb 21, 2026
Us trade deficit with Canada is $63 BILLIONS !!!! How is it fair?
Us trade deficit with Canada is $63 BILLIONS !!!! How is it fair?
Cites a specific trade deficit figure ($63 billion) as evidence of unfair economic relations, though the claim lacks verification.
@maggie4922
Mar 4, 2025
lol. Trump thinks being tough with the neighbour makes you rich. \n\nNo. Investing in your peoples businesses makes you rich
lol. Trump thinks being tough with the neighbour makes you rich. \n\nNo. Investing in your peoples businesses makes you rich
Critiques Trump's economic approach by contrasting it with alternative economic strategy focused on business investment.
Economic Argument
0.80
@DbiPro
Mar 4, 2025
many canadians apply for 100 jobs and get no job.
many canadians apply for 100 jobs and get no job.
Implies job scarcity for Canadians, suggesting immigration competes with citizen employment opportunities.
Economic Argument
0.80
mariemacisaac7529
Feb 22, 2026
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
Indians are good for Canada 🇨🇦 economy get your facts right.
Indians are good for Canada 🇨🇦 economy get your facts right.
Defends Indian immigrants' economic contribution to Canada, asserting they are beneficial to the economy.
Gulzar-k9k
Feb 23, 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
Has nothing to do with friendship. Itis business. Usa not charety organization anymore. Sorry but it is true!!!
Has nothing to do with friendship. Itis business. Usa not charety organization anymore. Sorry but it is true!!!
Framing US-Canada relations as transactional business rather than charitable friendship.
Economic Argument
0.80
@MariaNewman-v6g
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
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
i hope you can stand the eventuality and significant economic and interpersonal effect this will promote. i agree principally with none of this, its unnecessary and extremist in leaning. but i can stand it and …
i hope you can stand the eventuality and significant economic and interpersonal effect this will promote. i agree principally with none of this, its unnecessary and extremist in leaning. but i can stand it and saw this ahead of time as eventual. my question is can you stand these economic effects . did they ask you on the campaign trail? well . i also suspect as an independent that we will be both affected and tested. Consider those in power in government and big business who see to these situations becoming realities for American citizens , remember they live in mansions and have generational wealth. they can lose billions and withstand it. They will not now or ever feel the effects of their poorly thought through actions. we will. we will have to. I'll never ask anyone to do something i wont.i suspect our leading majority which i came from formerly up until this point wont balance this situation. keep that in mind.
Focuses on economic effects of policy decisions and class inequality, questioning whether ordinary citizens were consulted about consequences.
@louiscarrillo5873
Mar 4, 2025
Pay up the same way America does. Canada has tarrifs on America, but you cry when America puts tarrifs on your country. Man up little man. ????????????????
Pay up the same way America does. Canada has tarrifs on America, but you cry when America puts tarrifs on your country. Man up little man. ????????????????
Discusses tariffs and trade policy between Canada and America, criticizing Canada's position on economic grounds.
@user-ov5lb2nl7s
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
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
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
I love how Americans say they stand with Canada, that’s gonna change real quick once you see your grocery bill
I love how Americans say they stand with Canada, that’s gonna change real quick once you see your grocery bill
Skeptically predicts that American support will wane once economic consequences (higher grocery costs) are felt, framing economic impact as a concern.
@ayla8345
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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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)