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
It will hurt all Americans every American companies businesses airlines are cars industry the day-to-day living of US citizens this is a crime what Trump is doing to this country and to the citizens of …
It will hurt all Americans every American companies businesses airlines are cars industry the day-to-day living of US citizens this is a crime what Trump is doing to this country and to the citizens of America and our allies
Focus on economic harm to American businesses, industries, and citizens' daily living costs, framed as criminal policy.
@cathyhill2901
Mar 4, 2025
It’s business. Stop crying and get used to it. It’s time the US put up with short term pain for long term gain. VAT is in effect the same as a Tariff.
It’s business. Stop crying and get used to it. It’s time the US put up with short term pain for long term gain. VAT is in effect the same as a Tariff.
Discusses tariffs and VAT as economic policy tools, arguing for short-term economic pain for long-term gain.
Economic Argument
0.85
@alexmansfield8676
Mar 4, 2025
Oh great everything just got more expensive on both sides of the border...thanks! As if we aren't broke enough
Oh great everything just got more expensive on both sides of the border...thanks! As if we aren't broke enough
Focuses on economic impact (inflation, financial hardship) resulting from trade tensions, with underlying anxiety about affordability.
@ferrari092379
Mar 4, 2025
Canada should pay taxes on our products as well.
Canada should pay taxes on our products as well.
Advocates for reciprocal taxation policy on products in response to trade tensions.
Economic Argument
0.85
@golamaref1935
Mar 4, 2025
Don’t tariffs raise prices for your people. Why would Canada want this?
Don’t tariffs raise prices for your people. Why would Canada want this?
Raises economic concerns about tariff impacts on prices while questioning Canada's policy rationale.
@HBAClips
Mar 4, 2025
Don’t tariffs raise prices for your people. Why would Canada want this?
Don’t tariffs raise prices for your people. Why would Canada want this?
Identical to first comment: raises economic concerns about tariff impacts on prices.
@HBAClips
Mar 4, 2025
This only gonna hurt the working people, how does this help anyone . It only benefits the government
This only gonna hurt the working people, how does this help anyone . It only benefits the government
Focuses on economic impact on working people and questions the distributional benefits of tariff policy.
@fr3shJ
Mar 4, 2025
You just raised the price of food and goods for your own country. Not smart. Canada cannot win a trade war and their economy is already a mess.
You just raised the price of food and goods for your own country. Not smart. Canada cannot win a trade war and their economy is already a mess.
Critiques Canada's trade policy by arguing it harms domestic prices and economy, focusing on economic consequences.
@francosadventures
Mar 4, 2025
America First! This will bring more jobs to the US. More entrepreneurs. More opportunities! Americans approve of the job Trump is doing!
America First! This will bring more jobs to the US. More entrepreneurs. More opportunities! Americans approve of the job Trump is doing!
Comment emphasizes job creation and economic opportunities while asserting American national interest and approval.
@arthurjacksonjr6432
Mar 4, 2025
Never winners in a trade war.
Never winners in a trade war.
Makes a general economic claim about trade wars being universally detrimental.
Economic Argument
0.85
@peghiggins124
Mar 4, 2025
Forget about Fentanyl, when your country consumes so much alcohol that you can damage another countries economy by putting tariffs on alcohol imports, you got a big problem.
Forget about Fentanyl, when your country consumes so much alcohol that you can damage another countries economy by putting tariffs on alcohol imports, you got a big problem.
Critiques Canada's alcohol consumption as economically damaging through tariff impacts, framing it as a national problem.
@Wiggly-g2h
Mar 4, 2025
They used to make those fertilizers here in the United States, but it was cheaper in Canada because the Canadian dollar was so low
They used to make those fertilizers here in the United States, but it was cheaper in Canada because the Canadian dollar was so low
Explains historical manufacturing decisions based on currency exchange rates and cost differentials between countries.
@AntiMatter1
Mar 4, 2025
It’s ok Biden hurt my bank account far worse over the last 4 years with “Putin’s price hike”.
It’s ok Biden hurt my bank account far worse over the last 4 years with “Putin’s price hike”.
Attributes personal financial hardship to Biden's policies, framing inflation as a direct economic impact.
@Menky90
Mar 4, 2025
Oh no Canadian products lmfao what are those exactly? Canada needs the US more than the US needs Canada. Gas prices are the only thing going to change in the US which will also hurt …
Oh no Canadian products lmfao what are those exactly? Canada needs the US more than the US needs Canada. Gas prices are the only thing going to change in the US which will also hurt Canada since the pipeline is interconnected.
Analyzes economic interdependence, trade relationships, and price impacts between nations, emphasizing US economic leverage.
@user-gi4su8lp4x
Mar 4, 2025
Canada sells more to the US
Canada sells more to the US
Factual statement about trade relationships between Canada and the US.
Economic Argument
0.85
@1jgonga
Mar 4, 2025
All Canada have to do is put a 25% export tariff on a America then everything will be equal apart from the poor consumer who will have to pay a whopping 50% rise in goods..?
All Canada have to do is put a 25% export tariff on a America then everything will be equal apart from the poor consumer who will have to pay a whopping 50% rise in goods..?
Discusses tariff policy and its economic consequences for consumers, focusing on pricing impacts.
Economic Argument
0.85
@davidpayne3938
Mar 4, 2025
So, Trudy, has his panties in a bunch. WTF did he think was going to happen, he has ZERO leverage in a trade battle. The Canadian auto industry will collapse. Canada does not have a …
So, Trudy, has his panties in a bunch. WTF did he think was going to happen, he has ZERO leverage in a trade battle. The Canadian auto industry will collapse. Canada does not have a car line; the entire Canadian auto industry is to supply the American auto makers. If those goods and services are now 25% more those jobs will be brought back to the US. But hey Canada voted for this socialist, he just and into a much better and smarter capitalist.
Analyzes economic consequences of tariffs on Canadian auto industry and job relocation, critiquing Trudeau's negotiating position.
@ricblic901
Mar 4, 2025
Like a chihuahua barking at a pit bull. Kind of funny to watch. The US is 40% of Canada’s GDP. They are 2.7% of ours. Guess who this hurts more.
Like a chihuahua barking at a pit bull. Kind of funny to watch. The US is 40% of Canada’s GDP. They are 2.7% of ours. Guess who this hurts more.
Uses GDP comparison between US and Canada to argue economic impact asymmetry, framed through comparative economic metrics.
@ChuckNorriz1122
Mar 4, 2025
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
Compare Videos
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)