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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
I still don’t get how MAGA people don’t see how Trump and his administration is screwing our economy even more than it already was!!! His policies are only making the rich even richer while suffocating …
I still don’t get how MAGA people don’t see how Trump and his administration is screwing our economy even more than it already was!!! His policies are only making the rich even richer while suffocating even more the average American. What will it take for them to open their eyes!!!
The comment focuses on Trump's economic policies harming average Americans while enriching the wealthy, questioning supporters' awareness of economic impacts.
@alvinmartinez1322
Mar 4, 2025
We love Canada. Tariffs fail. Especially tariffs on friends. We are $36 TRILLION in debt. We need to block trade, but not with friends.
We love Canada. Tariffs fail. Especially tariffs on friends. We are $36 TRILLION in debt. We need to block trade, but not with friends.
Focuses on tariffs, national debt, and trade policy impacts while expressing support for Canada, grounding the argument in economic reasoning.
@jimf2525
Mar 4, 2025
Trump has placed himself in a corner. He's completely incompetent. Because he is a bully and thinks people will roll over, he is going to look weak when he has to roll them back. When …
Trump has placed himself in a corner. He's completely incompetent. Because he is a bully and thinks people will roll over, he is going to look weak when he has to roll them back. When Canada cuts off the water, car parts, etc. and people start losing jobs such as car manufacturing, there will be a price to pay. It won't be an end to MAGA, but if he lets this go on for too long, he will never come back from it.
Comment analyzes Trump's tariff policy through economic consequences (job losses in car manufacturing, supply chain impacts).
@mckinleywebb5910
Mar 4, 2025
You just don’t want to lose the billions of dollars we Americans give you yearly
You just don’t want to lose the billions of dollars we Americans give you yearly
Frames the dispute in terms of financial aid and economic dependency, comparing relative contributions between nations.
@tomgrossi4431
Mar 4, 2025
I just looked it up. Per capita Canada has a higher inflation rate and per capita Canada has more homeless people than America
I just looked it up. Per capita Canada has a higher inflation rate and per capita Canada has more homeless people than America
Presents economic statistics (inflation, homelessness) comparing Canada and America per capita to challenge a narrative.
@Robertnoparty
Mar 4, 2025
How dumb ! He’s going to impose tariffs so the Canadians pay for it! ???
How dumb ! He’s going to impose tariffs so the Canadians pay for it! ???
Criticizes tariff policy for its economic impact on Canadian consumers.
@Blackwolf-2-l3
Mar 4, 2025
Well maybe Trump needs to raise the tariffs up to 50%. Since 25% only makes us even with the tariffs you charge us
Well maybe Trump needs to raise the tariffs up to 50%. Since 25% only makes us even with the tariffs you charge us
Discusses tariff rates and economic parity between nations in response to trade policy.
Economic Argument
0.82
@Edward-r2u9c
Mar 4, 2025
Bull crap we have a deficit with them like 160 billion, until paid keep the tariffs going don’t you speak about that you guys are beating us by 160 billion
Bull crap we have a deficit with them like 160 billion, until paid keep the tariffs going don’t you speak about that you guys are beating us by 160 billion
Argues for maintaining tariffs based on a claimed trade deficit figure and economic disadvantage.
@jamesarmlin6687
Mar 4, 2025
There is NO war and it is NOT a fight. Are we capable of putting food on the table by 5 pm? Or just let the kids go to bed without supper? Did we fail …
There is NO war and it is NOT a fight. Are we capable of putting food on the table by 5 pm? Or just let the kids go to bed without supper? Did we fail to make Canada tariff-proof. ?
Raises concerns about food security and tariff policy impacts on citizens' economic wellbeing.
@JimmyTan-h6t
Mar 4, 2025
There is no winner is a trade war … that’s what the Chinese said . So does it make sense now ???
There is no winner is a trade war … that’s what the Chinese said . So does it make sense now ???
Discusses trade war economics and references China's position on trade, engaging with economic consequences of policy.
Economic Argument
0.82
@daniellian3690
Mar 4, 2025
He talks as if there's no trade imbalance. Us goods going into canada at a higher rate. A good neighbor doesn't allow fentanyl and illegals into our country. The usa does not need canada. The …
He talks as if there's no trade imbalance. Us goods going into canada at a higher rate. A good neighbor doesn't allow fentanyl and illegals into our country. The usa does not need canada. The usa is the third largest in population. The usa is its own ecosystem. The usa needs nothing from canada. I stand with President Trump and Made in USA.
Focuses on trade imbalance and economic self-sufficiency while expressing security concerns about fentanyl and immigration, asserting American independence.
@BenjaSariwatta
Mar 4, 2025
This mother…. Donald is going to create a economic slowdown and goods to be more expensive for all consumers in both sides
This mother…. Donald is going to create a economic slowdown and goods to be more expensive for all consumers in both sides
Comment predicts negative economic consequences (slowdown, inflation) from Trump's policies affecting both countries.
@ezeleoni
Mar 4, 2025
I've seen the trade numbers.\nU.S. buys a lot more from all these countries than they buy from us....everything combined. Make that make sense. \nIt's time we trade equally and some folks are upset. Make that …
I've seen the trade numbers.\nU.S. buys a lot more from all these countries than they buy from us....everything combined. Make that make sense. \nIt's time we trade equally and some folks are upset. Make that make sense.\nIf friendships matter, why don't we trade equally?
Discusses trade imbalances and economic fairness between countries, arguing for equal trade relationships as a policy matter.
@thewhopper411
Mar 4, 2025
The US killing its own economy is quite something. ?
The US killing its own economy is quite something. ?
Comments on economic self-harm and negative economic consequences of US policy.
Economic Argument
0.82
@1Anime4you
Mar 4, 2025
Americans are rich so they don’t mind paying import tax.
Americans are rich so they don’t mind paying import tax.
Makes an economic claim comparing American and Canadian wealth in relation to import tax burden.
@jcalm1
Mar 4, 2025
Trump just fcked up the entire stock market .
Trump just fcked up the entire stock market .
Claims tariffs caused stock market damage, focusing on economic consequences of the policy.
@primemarketgoods
Mar 4, 2025
Maybe nobody told that commie fluff ball that he exports 77% of his measly 2.7 trillion GDP to the U.S. Go ahead and put that all on boats to the EU. Let’s see how that …
Maybe nobody told that commie fluff ball that he exports 77% of his measly 2.7 trillion GDP to the U.S. Go ahead and put that all on boats to the EU. Let’s see how that works out for you!
Uses specific economic statistics (77% exports, 2.7 trillion GDP) to argue Canada's trade vulnerability, though presented without source verification.
@davidherman564
Mar 4, 2025
Average Canadian home price as of Jan 2025 $720,000, 9 Years as Prime Minister before Trumps first term. People eating up the gibberish ad if he isnt a key figure why Canadas economy and living …
Average Canadian home price as of Jan 2025 $720,000, 9 Years as Prime Minister before Trumps first term. People eating up the gibberish ad if he isnt a key figure why Canadas economy and living cost skyrocketed before trump. He couldn't even fix ut when Biden was in office.
Critiques the Prime Minister's economic record by citing housing prices and cost of living increases over his tenure.
@markb1304
Mar 4, 2025
This is going to be so ugly and hard on us regulars while the rich laugh at what is happening on the monopoly board.
This is going to be so ugly and hard on us regulars while the rich laugh at what is happening on the monopoly board.
Expresses concern about economic hardship for ordinary people while the wealthy benefit, reflecting class-based economic anxiety.
@alitalaura
Mar 4, 2025
Rich people like inflation. The last scorching inflation we had in the 80s, CDs for 3 years and only 10,000 dollars drew 13.5%, there was also high, high, high unemployment, home loans were 18.5% interest …
Rich people like inflation. The last scorching inflation we had in the 80s, CDs for 3 years and only 10,000 dollars drew 13.5%, there was also high, high, high unemployment, home loans were 18.5% interest with good credit. This set the farmers up or losing their farms and the Savings and Loan collapse and the subsequent 113 Billion Bail out. This was WITHOUT gutting our federal agencies, cutting back on SNAP and Medicaid and firing federal employees and gutting the agencies' ability to do oversight with the Offices of Inspector General. I can't even tell you why Dept. of Defenses is calling off our cyber defenses against Russia who hacks everything in America nuclear power plants, hydro, etc. Got my gas today - our refineries are fitted for Canadian oil though it's not a 25% tariff but Canada could slap an export tax on it to be paid by us.
Extended discussion of inflation, interest rates, unemployment, and economic policy impacts with historical examples.
@shihtzusrule9115
Mar 4, 2025
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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
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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
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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)