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
NOBODY WINS WITH TARIFFS
NOBODY WINS WITH TARIFFS
Direct statement about economic policy impact, asserting that tariffs produce negative outcomes for all parties.
Economic Argument
0.85
@jackweaver3559
Mar 4, 2025
Trump doesn't care about US jobs. He and the people who surround him are independently wealthy. They have already, in a few weeks, eliminated hundreds of thousands of jobs which support the running of the …
Trump doesn't care about US jobs. He and the people who surround him are independently wealthy. They have already, in a few weeks, eliminated hundreds of thousands of jobs which support the running of the United States. Vital services, including VA hospitals, have been reduced. \nI support Canada, as a US citizen, against this US illogical behavior.
Focuses on job losses and economic impact of Trump policies while supporting Canada against US actions.
@terriem3922
Mar 4, 2025
From the USA: Why is it right for Canada to tariff us more than we tariff them? Trump pointed out that there was a 200 billion a year tariff deficit for the USA. Some say …
From the USA: Why is it right for Canada to tariff us more than we tariff them? Trump pointed out that there was a 200 billion a year tariff deficit for the USA. Some say that number is inflated and the real number is somewhere around the 70 billion mark in Canada's favor. No one disagrees that the US has a huge tariff deficit with Canada. So, the USA is just leveling the playing field. It's time to truly have level trade with the rest of the world, not just Canada. No more free lunch from the US to the world. We want free and fair trade, but for that to happen we must tariff other countries goods at exactly the same level they tariff our goods.
Detailed argument about tariff deficits and trade imbalances between USA and Canada, comparing economic relationships.
@RealRadNek
Mar 4, 2025
The tariffs are a pretext for a trade war that will only enrich the wealthy including trump..These people don't give a rat's ass about the people and never have..That's how they accumulated their obscene billions..
The tariffs are a pretext for a trade war that will only enrich the wealthy including trump..These people don't give a rat's ass about the people and never have..That's how they accumulated their obscene billions..
Analyzes tariffs as economic policy benefiting the wealthy, combining economic critique with ethical condemnation of inequality.
@michaeldonovan4793
Mar 4, 2025
Greedy people have been taking advantage of the US for far too long. You all want to sell to America, but don't want to share any of the profits with America, or give jobs to …
Greedy people have been taking advantage of the US for far too long. You all want to sell to America, but don't want to share any of the profits with America, or give jobs to Americans. Plus you want us to pay for everything that has to do with world peace. It is you who are deranged. Not Trump.
Focuses on trade imbalances, profit-sharing, and job creation as grievances against trading partners, with appeals to fairness.
@Brighten-Hell
Mar 4, 2025
I’d moved to Canada if it wasn’t so expensive
I’d moved to Canada if it wasn’t so expensive
Personal account of considering immigration to Canada but being deterred by high cost of living.
@cheryl8493
Mar 4, 2025
Canada has alway had a tariff on US goods. Canada exports aprox 78% of their goods to the US, while the US exports aprox 17% to Canada. Canada will be crushed from this, but if …
Canada has alway had a tariff on US goods. Canada exports aprox 78% of their goods to the US, while the US exports aprox 17% to Canada. Canada will be crushed from this, but if that's what needs to happen to get them in line, then ok.
Analyzes trade statistics and economic impact of tariffs between Canada and the US.
Economic Argument
0.85
@CaliTXman
Mar 4, 2025
I love how they try to tell american its best to let us suck your blood dry because trade war is worst. Hey trudeau things are already bad so how bad can it get. America …
I love how they try to tell american its best to let us suck your blood dry because trade war is worst. Hey trudeau things are already bad so how bad can it get. America sink we all sink. So fair trade is the solution, good job trump.
Argument about trade fairness, economic consequences, and the need for balanced trade policy.
@AboWa-qe2rw
Mar 4, 2025
Gas prices here in my town went up 50 cents per gallon already this morning ? f trump
Gas prices here in my town went up 50 cents per gallon already this morning ? f trump
Reports personal observation of gas price increases attributed to Trump, combining lived experience with economic impact discussion.
@jerrymander1492
Mar 4, 2025
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
He is going to Bankrupt America
He is going to Bankrupt America
Makes a claim about economic consequences (bankruptcy) of Trump's policies on the American economy.
Economic Argument
0.85
@jamiehill9137
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
From Denmark; When your country imports 20% of the country's electricity consumption, 50% of the country's oil consumption, and 90% of the country's gas consumption from Canada, then it is quite unintelligent to start a …
From Denmark; When your country imports 20% of the country's electricity consumption, 50% of the country's oil consumption, and 90% of the country's gas consumption from Canada, then it is quite unintelligent to start a trade war with Canada.
Uses Denmark's perspective to argue against trade war based on economic interdependence and energy imports from Canada.
@larsHenkel
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
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
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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