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
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
Donald Trump doesn't get credit for our booming economy, president Biden does. President Biden also had the lowest unemployment in history, not Trump. Gas prices, food prices and everything that we bye was coming down …
Donald Trump doesn't get credit for our booming economy, president Biden does. President Biden also had the lowest unemployment in history, not Trump. Gas prices, food prices and everything that we bye was coming down under president Biden. Now egg prices and everything else is going to skyrocket under Donald Trump, not president Biden or anyone else, Donald Trump owns everything now. Are you still glad that you voted for him. Idiots.
Compares economic performance metrics across administrations, attributing credit/blame for employment, prices, and inflation.
@ezmillrezmillr1065
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
The problem is tariffs don't hurt the government, they hurt the people
The problem is tariffs don't hurt the government, they hurt the people
Analyzes the economic impact of tariffs, arguing they harm ordinary people rather than government entities.
Economic Argument
0.85
@stormy317
Mar 4, 2025
I actually am a fan of trump and I think he’s a strong person who will stand for the country, but what he is doing with these tariffs are gonna have long lasting effects on …
I actually am a fan of trump and I think he’s a strong person who will stand for the country, but what he is doing with these tariffs are gonna have long lasting effects on our country company’s will raise prices on products to make up for loss profits and that will harm who? Yes it’ll harm us the consumers somebody really needs to sit down and talk with trump before he makes a poor decision, tariffs are very easy and quick to be put onto a country but taking away tariffs not so much
Focuses on economic consequences of tariffs (price increases, consumer harm) while critiquing Trump's policy decision-making.
@thegamingdude5584
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
Lower your trade barriers and start paying 2% of your GDP on your military and then we can trade. The USA is tired of your exporting without buying. It is called trade for a reason! …
Lower your trade barriers and start paying 2% of your GDP on your military and then we can trade. The USA is tired of your exporting without buying. It is called trade for a reason! Enjoy your job losses.
Focuses on trade imbalances, military spending obligations, and job losses as economic consequences of trade policy.
@santaerikclaus
Mar 4, 2025
It will be the American people who will end up worse off putting tariffs on goods coming into the country, you got what you voted for, wake up & smell the coffee Trumps promises are …
It will be the American people who will end up worse off putting tariffs on goods coming into the country, you got what you voted for, wake up & smell the coffee Trumps promises are FAKE promises….
Critiques Trump's tariff policy and its economic consequences for American consumers.
@Anthony-9209
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
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
Canada needs the United States more than we need the Canadians. They have a 200 billion trade deficit with the US and just about everything we get from Canada, we can produce right here in …
Canada needs the United States more than we need the Canadians. They have a 200 billion trade deficit with the US and just about everything we get from Canada, we can produce right here in our country. Energy, lumber, produce etc.\nThere might be a little discomfort in the beginning but a year from now America will be better off.
Focuses on trade deficits, economic self-sufficiency, and comparative economic advantage between US and Canada.
@andrewmiska
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
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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)