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
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
Trump tariffs pressure companies to build manufacturing in America to avoid tariffs and sell goods in America. It brings jobs vack to America. I cant find any other way to bring manufacturing back to America. …
Trump tariffs pressure companies to build manufacturing in America to avoid tariffs and sell goods in America. It brings jobs vack to America. I cant find any other way to bring manufacturing back to America. People need jobs in America but corporate america only cared about their profits.
Focuses on tariffs, manufacturing jobs, and corporate profit motives as economic mechanisms and policy solutions.
@tomlewis9776
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
Tit for tat. If you want to get rid of tariffs let's get rid of tariffs on your side and that's all of your tariffs that you have implemented on our products for years. Bridges …
Tit for tat. If you want to get rid of tariffs let's get rid of tariffs on your side and that's all of your tariffs that you have implemented on our products for years. Bridges leveling the playing field. So it's okay for you to impose tariffs on others but not for us to impose tariffs just like you do to us
Discusses tariff policy and trade imbalances, arguing for reciprocal treatment in economic negotiations.
@anthonysanchez6665
Mar 4, 2025
Buy American all day every day.\nNot that hard.\nSupport American workers, buy made in the USA and American Agriculture.
Buy American all day every day.\nNot that hard.\nSupport American workers, buy made in the USA and American Agriculture.
Advocates for economic protectionism and supporting American workers and agriculture, framed as a practical economic choice.
@JohnCunningham-y2t
Mar 4, 2025
BORROWING MONEY THAT THE CHILDREN OF TODAY WILL HAVE TO PAY BACK IN THE YEARS TO COME
BORROWING MONEY THAT THE CHILDREN OF TODAY WILL HAVE TO PAY BACK IN THE YEARS TO COME
Critiques government borrowing as an economic burden passed to future generations, framing it as a fiscal policy problem.
@jdm5467
Mar 4, 2025
Trump is NOT starting a trade war. He is equalizing the playing field. Canada was already imposing a 25% tariff on the US unfairly. Now they are charging 50% tariffs. Not fair at all!
Trump is NOT starting a trade war. He is equalizing the playing field. Canada was already imposing a 25% tariff on the US unfairly. Now they are charging 50% tariffs. Not fair at all!
Focuses on tariff rates and trade fairness, presenting economic arguments about tariff levels and their justification.
@aerodave1
Mar 4, 2025
“I won’t sugar coat it” seems someone has understood how tariffs work. Which is somehow the reasons economies do everything to reduce or get rid of tariffs.
“I won’t sugar coat it” seems someone has understood how tariffs work. Which is somehow the reasons economies do everything to reduce or get rid of tariffs.
Analyzes tariff economics and their role in trade policy, discussing economic principles and outcomes.
Economic Argument
0.85
@MathieuDeVinois
Mar 4, 2025
Whom did these dumb and dumber punish when they introduces the 25% tariff? The customers, in both the USA and Canada. The seniors on fixed minimum income that we cannot effort buying fresh food coming …
Whom did these dumb and dumber punish when they introduces the 25% tariff? The customers, in both the USA and Canada. The seniors on fixed minimum income that we cannot effort buying fresh food coming from the USA.
Critiques tariff policy by analyzing its economic impact on vulnerable consumers in both countries.
@robertmorrison1751
Mar 4, 2025
Congrats to all you who thought Trump would somehow not fumble this. Max pain incoming for so many not just in the US, but the world!
Congrats to all you who thought Trump would somehow not fumble this. Max pain incoming for so many not just in the US, but the world!
Warns of severe economic consequences ('max pain') from Trump's tariff policy affecting multiple countries.
@bluetoughguy
Mar 4, 2025
US GDP 12t, Canada 2t. I think the US is going to be just fine.
US GDP 12t, Canada 2t. I think the US is going to be just fine.
Compares GDP figures between US and Canada to argue about relative economic strength and resilience.
@jbkg5898
Mar 4, 2025
UK here. This year was going to spend a lot of money on Apple products and a Gibson guitar. Now the idea of buying anything American makes me feel sick. Cheers Donald!
UK here. This year was going to spend a lot of money on Apple products and a Gibson guitar. Now the idea of buying anything American makes me feel sick. Cheers Donald!
Discusses economic impact (consumer purchasing decisions, product prices) and compares UK perspective to American policy, expressing economic anxiety.
@cccc7388
Mar 4, 2025
We’re taxing them the same as they are taxing us
We’re taxing them the same as they are taxing us
Direct statement about tax reciprocity between nations, framing trade relations through economic equivalence.
Economic Argument
0.85
@APG103House
Mar 4, 2025
Hurt just Canadians? They supply more electricity to US..
Hurt just Canadians? They supply more electricity to US..
Argues that tariffs would hurt the US economically due to Canadian electricity supply dependency.
@FactsUncompromized
Mar 4, 2025
presumably the earnings from the Canadian import taxes can be given directly to the business that export to the US to offset their 25% :D
presumably the earnings from the Canadian import taxes can be given directly to the business that export to the US to offset their 25% :D
Proposes an economic policy solution involving tariff revenue redistribution to offset trade impacts.
Economic Argument
0.85
@AndreasLianos
Mar 4, 2025
You should've visited Cape Breton. Very similar conditions maybe worst. They put us in a housing crisis. Hard to find a place to live causing huge rent hikes.
You should've visited Cape Breton. Very similar conditions maybe worst. They put us in a housing crisis. Hard to find a place to live causing huge rent hikes.
Anecdotal account of housing crisis and rent increases attributed to immigrant populations, framing immigration as economic threat.
2380shaun
Jan 27, 2026
Thank Justin Trudeau for this. I was born here in Ottawa and live in low income housing. I worked since 16 years of age times have changed. Immigrants need to be sent back. All the …
Thank Justin Trudeau for this. I was born here in Ottawa and live in low income housing. I worked since 16 years of age times have changed. Immigrants need to be sent back. All the people from India have taken jobs at Esso, Shell, Tim Hortons. Citcle K, McDonald's, Walmart!!!
Combines personal hardship narrative with claim that immigrants from India have taken jobs in specific sectors, attributing economic struggles to immigration.
Pantherqueen-r2i
Aug 27, 2025
I like some of the indians but honestly they are taking all our jobs now. It's not just east coast, It's the same here out west where I am. Send em the hell back dude
I like some of the indians but honestly they are taking all our jobs now. It's not just east coast, It's the same here out west where I am. Send em the hell back dude
Claims about job competition and labor market displacement attributed to Indian immigrants, with xenophobic call for deportation.
bcigothigh
Jan 28, 2026
Wow Tyler was here thats jokes, dont go to Bramghanistan bro. They have the HIGHEST car insurance premiums in ALL of North America
Wow Tyler was here thats jokes, dont go to Bramghanistan bro. They have the HIGHEST car insurance premiums in ALL of North America
Cites specific economic impact (car insurance premiums) as evidence of problems with immigration, using sarcasm and ethnic slurs.
CZAROVBEES
Jan 27, 2026
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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)