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
tenn our gas is 2.34 a gallon not bad
tenn our gas is 2.34 a gallon not bad
Comment about gas prices, a direct economic indicator relevant to immigration/border policy discussions.
Economic Argument
0.90
@davidnanney3120
Mar 4, 2025
We have been subsidizing Canada for many years. Gotta pay your fair share.
We have been subsidizing Canada for many years. Gotta pay your fair share.
Argument about financial burden and fair economic contribution between nations.
@NoahJonesNews
Mar 4, 2025
Canada annual trade surplus with US $108 Billion\nWho is going to win a trade war? Not Canada.\nCanada average tariff on US imports 13.4%\nUS average tariff on Canada goods 1.8%\nWho has been taking advantage of who …
Canada annual trade surplus with US $108 Billion\nWho is going to win a trade war? Not Canada.\nCanada average tariff on US imports 13.4%\nUS average tariff on Canada goods 1.8%\nWho has been taking advantage of who now?\nTop 3 countries tariffs on US imports:\nChina 17% Mexico 13.6% Canada 13.2%
Presents trade statistics and tariff data to argue Canada has been disadvantaged in trade relations with the US.
Economic Argument
0.90
@trextrextrex
Mar 4, 2025
America can't sustain a trade war with China, Mexico and Canada at the same time. Our inflation will soar and our economy will tank.
America can't sustain a trade war with China, Mexico and Canada at the same time. Our inflation will soar and our economy will tank.
Analyzes economic consequences of trade wars on inflation and national economy.
@chrishardin7183
Mar 4, 2025
Historically, tariffs have been imposed to support production of American goods. Think cotton, steel, other raw materials the U.S. used to produce in past centuries. For the past several decades, America has not produced many …
Historically, tariffs have been imposed to support production of American goods. Think cotton, steel, other raw materials the U.S. used to produce in past centuries. For the past several decades, America has not produced many raw materials because it's cheaper to buy them from countries who can pay their workers less to keep the cost of production low. It's impossible to quickly begin producing these things here, so Trumplethinskin's tariffs will do nothing but piss off our trading partners and dramatically increase the prices Americans pay for a long list of essential goods. I see a major recession coming soon. If your goal was to close American car plants because the parts are too expensive and make it impossible for U.S. citizens to afford to feed their families, you've achieved it, King Donald ?
Detailed analysis of tariff economics, production costs, and predicted recession impacts on American consumers and industries.
@jmccoomber1659
Mar 4, 2025
If both sides are enforcing 25% tariffs \nSounds like fair trade to me!!
If both sides are enforcing 25% tariffs \nSounds like fair trade to me!!
Direct discussion of tariff policy and trade fairness in economic terms.
Economic Argument
0.90
@joshgomez5263
Mar 4, 2025
As an American im proud of trump standing up for us and no longer allowong us to get taken advantage of. Countries are mad that they have to pay more instead, of expecting us to …
As an American im proud of trump standing up for us and no longer allowong us to get taken advantage of. Countries are mad that they have to pay more instead, of expecting us to pay for them. Too bad, so sad. Us paying part of everyones share HAS been hurting us. The other country will just feel the pain as well instea dof feeling peace as we pay their price.
Argues that the USA has been economically disadvantaged by subsidizing other countries and defends Trump's tariff approach.
@anonymous-ep7xr
Mar 4, 2025
As far as alcohol exports Canada exports over 600 million dollars to the us while the us exports 255 million to Canada. Both countries lose. But this does highlight the trade deficit between the two …
As far as alcohol exports Canada exports over 600 million dollars to the us while the us exports 255 million to Canada. Both countries lose. But this does highlight the trade deficit between the two countries. 63 billion dollar trade deficit with canada is enormous. I don't know what the solution is, but i know this will be painful for all.
Analyzes trade statistics and economic impacts of tariffs, acknowledging mutual pain while discussing the trade deficit problem.
Economic Argument
0.90
@rodneyfranks2726
Mar 4, 2025
Tariffs don’t help Americans, maybe businesses and corporations but not us. Americans should travel to Australia and see what they could’ve bought and how cheap they are. Thank you government for banning some countries products …
Tariffs don’t help Americans, maybe businesses and corporations but not us. Americans should travel to Australia and see what they could’ve bought and how cheap they are. Thank you government for banning some countries products and making their cheap prices outta reach for the average Americans. ?
Discusses tariffs, pricing, and economic impact on average consumers, with comparative reference to Australia's affordability.
Economic Argument
0.90
@DegenerateToo
Mar 4, 2025
So canadian businesses now have to pay more for american products. Trump dropped business tax to help american businesses. Canadian businesses need that too.
So canadian businesses now have to pay more for american products. Trump dropped business tax to help american businesses. Canadian businesses need that too.
Discusses economic impacts of tariffs on Canadian businesses and compares tax policy approaches between countries.
@danbrown3103
Mar 4, 2025
Canada has imposed a 10% tariff on us for years, while America has only charged 2%. This behavior does not reflect a good neighborly relationship; rather, it appears to be another instance of taking advantage …
Canada has imposed a 10% tariff on us for years, while America has only charged 2%. This behavior does not reflect a good neighborly relationship; rather, it appears to be another instance of taking advantage of American taxpayers. A significant portion, approximately 70%, of Canada's GDP is derived from products purchased by Americans; one might question the effectiveness of extortion in this context. It is time you reconsider, little Emperor.
Presents tariff statistics and economic dependency arguments comparing Canada-US trade relationships.
@Jeffs40K
Mar 5, 2025
AI:\nIn the short term, tariffs may bring some economic and political benefits to the U.S. However, in the long run, they could lead to higher prices, job losses in export industries, and deteriorating relations with …
AI:\nIn the short term, tariffs may bring some economic and political benefits to the U.S. However, in the long run, they could lead to higher prices, job losses in export industries, and deteriorating relations with an important trading partner. Economists, including Nobel laureates such as Paul Krugman and Joseph Stiglitz, have traditionally criticized protectionist measures for their harmful effects on the economy in the long term.
Discusses tariffs' economic effects (prices, jobs, trade relations) and cites economist perspectives on protectionism.
Economic Argument
0.90
@Dt-l3w
Mar 5, 2025
And you wonder why housing is so expensive... Its called supply and demand
And you wonder why housing is so expensive... Its called supply and demand
Commenter attributes high housing costs to immigration-driven supply and demand dynamics.
Economic Argument
0.90
tracyknowles4680
Feb 13, 2026
Its all the rich and powerful that can exploit cheap labour that are in favour of immigration. Most Canadians cant find jobs, most of the average population is struggling, its unfortunate our government for the …
Its all the rich and powerful that can exploit cheap labour that are in favour of immigration. Most Canadians cant find jobs, most of the average population is struggling, its unfortunate our government for the past decade has only been listening to the needs of the rich
Critiques immigration policy on economic grounds, arguing it benefits the wealthy through cheap labor while harming average Canadians' job prospects.
amazingamx1255
Feb 13, 2026
Most Canadians are not against immigration. We just took too many immigrants in there wasn’t enough places for them to live. It wasn’t fair to them or the people living here. Things had to change. …
Most Canadians are not against immigration. We just took too many immigrants in there wasn’t enough places for them to live. It wasn’t fair to them or the people living here. Things had to change. It’s not that we don’t want people coming. It’s just that we have no housing housing has to increase by millions of unitsand we were in the process of doing that right now.
Focuses on housing shortage and infrastructure capacity as the core issue driving immigration reduction, framed as fairness to both groups.
RobertMacpherson-t7m
Feb 12, 2026
There was not a need to import workers in mass there was a need to raise wages. Mass Immigration is causing massive wage stagnation.
There was not a need to import workers in mass there was a need to raise wages. Mass Immigration is causing massive wage stagnation.
Argues that wage increases should replace mass immigration to address wage stagnation.
T.614-p4g
Feb 12, 2026
She didn't work in her field for 1 1/2 year as a new migrant. TELL US. How long should we pay for immigrants to live and not work for. She's saying 1.5 years is not …
She didn't work in her field for 1 1/2 year as a new migrant.
TELL US. How long should we pay for immigrants to live and not work for. She's saying 1.5 years is not enough. So we have to feed them for 5-10 years before they contribute?
I WANT PAID VACATION IN HAWAII TOO WITH EVERYTHING INCLUDED. Why am I not getting it?
I've never spent 1.5 years not working and I'm 38 years old. WTH
Challenges the economic burden of supporting immigrants during employment gaps, questioning welfare duration.
jamming8769
Feb 11, 2026
Each country slapping 25% tariff at each other SOUNDS FAIR. Nothing wrong with that. \n\nNOW let the consumers decide which to buy and let the manufacturer where to produce.
Each country slapping 25% tariff at each other SOUNDS FAIR. Nothing wrong with that. \n\nNOW let the consumers decide which to buy and let the manufacturer where to produce.
Discusses tariff policy and market mechanisms, arguing that mutual tariffs are fair and should let market forces determine outcomes.
Economic Argument
0.90
@askcleftnew
Mar 4, 2025
Who are actually benefiting from this? US consumers are gonna pay more for goods, the exporters seem worried about it. Only Trump seems excited about it and the rich people probably don't care.
Who are actually benefiting from this? US consumers are gonna pay more for goods, the exporters seem worried about it. Only Trump seems excited about it and the rich people probably don't care.
Analyzes economic impacts of tariffs on different groups (consumers, exporters, wealthy), questioning who benefits.
Economic Argument
0.90
@SocialMedia-lz5up
Mar 4, 2025
She works in a retail store, we have Canadians that can do that.
She works in a retail store, we have Canadians that can do that.
Argues that Canadian citizens should fill retail jobs instead of immigrants, focusing on labor market competition and job availability.
993CarreraPolarSilver
Feb 12, 2026
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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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