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
I can't bealive how dumb US liberals are, US literally has one of the highest reserve of oil and natural gas, US used to sell oil to Japan, India and many other countries when trump …
I can't bealive how dumb US liberals are, US literally has one of the highest reserve of oil and natural gas, US used to sell oil to Japan, India and many other countries when trump was last time in office but Biden distroyed that by banning the drill. 70% of import from canda to US is oil and natural gas which they don't need they just have to switch on those machines again which they already did and in few weeks they will not just ful fill their own need bul aslo start selling gas to Japan and India as trump promised in last meeting with them, and rest 20% import from Canda is electricity, they used to busy that electricity just to bypass the Paris climate aggrement of having green electricity, biden insted of building green electricity industry he choosed to buy those from Canada and last rest 10% left which is $15billion for economy like US this much money is peanuts and 30% tarrife on that will have nearly no impact.
Detailed analysis of energy trade, tariffs, and economic impact between US and Canada, critiquing Biden's energy policy decisions.
@ankushyadav6814
Mar 4, 2025
So you saying closest ally yet we gave 200 billion for your country security and in return we get lumber . nice one
So you saying closest ally yet we gave 200 billion for your country security and in return we get lumber . nice one
Critiques economic imbalance in bilateral trade relationship, comparing security spending to lumber returns.
@deeznuts12458
Mar 4, 2025
Canada can buy produce from Mexico and Mexico, vice versa. Problem solved for now.
Canada can buy produce from Mexico and Mexico, vice versa. Problem solved for now.
Proposes a trade solution between Canada and Mexico to address economic/supply issues.
Economic Argument
0.80
@arias6720
Mar 4, 2025
Nothing personal Canada but we're taking our jobs back. Deal with it.
Nothing personal Canada but we're taking our jobs back. Deal with it.
American asserting economic competition and job reclamation, framing immigration as a zero-sum economic issue.
@75jrwhite
Mar 4, 2025
Trump doing the right thing to do no jobs for American how they will pay bill
Trump doing the right thing to do no jobs for American how they will pay bill
Discusses Trump's policy impact on employment and household financial capacity.
Economic Argument
0.80
@akshayaggar
Mar 4, 2025
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 does not even need counter tariffs. Canadians already stopped buying US stuff.
Canada does not even need counter tariffs. Canadians already stopped buying US stuff.
Comment discusses consumer behavior and trade/tariff dynamics as economic response to policy.
Economic Argument
0.80
@justsomeone953
Mar 4, 2025
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
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
Guess who is going to have to pick up that in crease
Guess who is going to have to pick up that in crease
Questions who will bear the economic cost of increased immigration, implying burden-sharing concerns.
Economic Argument
0.80
@robertshade9153
Mar 4, 2025
Canada will lose this trade war, I think there’s too much favor for USA
Canada will lose this trade war, I think there’s too much favor for USA
Discusses economic consequences of trade war and compares Canada's position relative to the USA.
@evann1136
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
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
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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)