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
This will cause much damage to the economy and the American people, but it will help the billionaires enrich themselves even more. They always know how to use a good economic crisis to their advantage.
This will cause much damage to the economy and the American people, but it will help the billionaires enrich themselves even more. They always know how to use a good economic crisis to their advantage.
Critiques economic consequences of policy, arguing it harms ordinary people while enriching billionaires.
@blandest4788
Mar 4, 2025
The trade war has begun now he wants to discuss how we’re going to adapt to the economic nightmare how we can survive this and how we can defeat Trump’s bullshit
The trade war has begun now he wants to discuss how we’re going to adapt to the economic nightmare how we can survive this and how we can defeat Trump’s bullshit
Discusses the economic impact of the trade war and Canada's need to adapt to economic hardship caused by Trump's policies.
@calebwyman5510
Mar 4, 2025
Since the corporations pay the tariffs and the liberals always want corporations to pay their fair share this should be loved by liberals ?
Since the corporations pay the tariffs and the liberals always want corporations to pay their fair share this should be loved by liberals ?
Discusses tariff policy and corporate tax burden, using economic logic to argue liberals should support Trump's tariff approach.
Economic Argument
0.80
@bassjasinski
Mar 4, 2025
Canada and their snowflake PM can talk all they want! The trade deficit numbers between the US and Canada will crush Canada and be barely felt in the US. All of these comments are uninformed …
Canada and their snowflake PM can talk all they want! The trade deficit numbers between the US and Canada will crush Canada and be barely felt in the US. All of these comments are uninformed and uneducated. Once again, Canada will cave in a short time because it's unsustainable for their economy. Time to step up your border security or watch your economy crash!
Argues that trade deficit economics will force Canada to capitulate, emphasizing economic vulnerability and calling for border security policy changes.
@BigPimpin239
Mar 4, 2025
I dont see a problem here, US and Canada are G7 countries and still they are rich.
I dont see a problem here, US and Canada are G7 countries and still they are rich.
Comment addresses economic status and wealth of G7 nations in context of trade discussions.
Economic Argument
0.80
@JohnA4564
Mar 5, 2025
The tariffs will be paid by American consumers eventually. Why did Trump do this?
The tariffs will be paid by American consumers eventually. Why did Trump do this?
Economic analysis of tariff incidence on consumers combined with questioning the policy rationale.
@huimingliu2383
Mar 5, 2025
Canadian graduates can't get jobs because they are too many imegant that is terrible for Canadian citizens. Send them back where they came from. Make Canada 🇨🇦 great.
Canadian graduates can't get jobs because they are too many imegant that is terrible for Canadian citizens.
Send them back where they came from.
Make Canada 🇨🇦 great.
Claims immigrants are taking jobs from Canadian graduates and calls for their removal, framing immigration as an economic threat to citizens.
David01sky
Apr 14, 2025
Trump attacking the poor, in Canada and US. Only billionaires will win from Trump’s actions.
Trump attacking the poor, in Canada and US. Only billionaires will win from Trump’s actions.
Focuses on economic impact and class inequality (poor vs billionaires) as primary concern.
@BrynHiggs1
Mar 5, 2025
Nothing I buy Comes? from Canada, it's all from China
Nothing I buy Comes? from Canada, it's all from China
Critiques Canadian economic competitiveness by noting reliance on Chinese imports rather than domestic production.
Economic Argument
0.80
@dark12ain
Mar 4, 2025
Unfortunately, you’ve been leaching off the American Economy too long. The gig’s over guys. Lower your tariffs to us and just be fair. If not, we will create our own products and/or get our resources …
Unfortunately, you’ve been leaching off the American Economy too long. The gig’s over guys. Lower your tariffs to us and just be fair. If not, we will create our own products and/or get our resources elsewhere.
Frames Canada-US relations through economic dependency and tariff negotiation, arguing for fair trade terms.
@r3razz
Mar 4, 2025
Finland stands with Canada. Ordinary American citizens will pay the tariffs imposed by Trump as increased prices in stores and inflation will start to rise in the United States.
Finland stands with Canada. Ordinary American citizens will pay the tariffs imposed by Trump as increased prices in stores and inflation will start to rise in the United States.
Compares Finland's stance to Canada while focusing on economic consequences (tariffs, inflation, consumer prices) of Trump's policies.
@movieghostofficial
Mar 4, 2025
The MAGA mob will be the one hurt most; the miners of coal and truck drivers. They cannot afford eggs right now!??
The MAGA mob will be the one hurt most; the miners of coal and truck drivers. They cannot afford eggs right now!??
Discusses economic hardship (affordability of eggs, job impacts) resulting from tariff policy on specific worker groups.
Economic Argument
0.80
@ralph839
Mar 4, 2025
Literally every one with braincells knew immigration hikes caused this lol.
Literally every one with braincells knew immigration hikes caused this lol.
Attributes housing/economic crisis to immigration policy increases, framing it as obvious economic causation.
Economic Argument
0.80
@sg57271
Feb 20, 2026
TRUMP IS GOIN 2 F.U.K. OUR COUNTRY UP ITS AMAZING ERRY WHERE EV ARE MADE & SHIPPED TO THE USA GOT HIT WITH A TARIFF Y IS THAT?
TRUMP IS GOIN 2 F.U.K. OUR COUNTRY UP ITS AMAZING ERRY WHERE EV ARE MADE & SHIPPED TO THE USA GOT HIT WITH A TARIFF Y IS THAT?
Focuses on economic impact of tariffs on manufacturing and trade, expressing concern about Trump's trade policies.
@TLHHE
Mar 5, 2025
What is wrong with the American people here disrespecting America by supporting a country who shows nothing but disrespect and contempt to the American people and out Representatives? What is wrong with President Trump wanting …
What is wrong with the American people here disrespecting America by supporting a country who shows nothing but disrespect and contempt to the American people and out Representatives? What is wrong with President Trump wanting things to be fair. Canada has charged the US a 25% tariff for years and that's acceptable I think not. They deserve a 25% tariff from America. Why do some Americans think it's acceptable to give America's hardworking tax dollars away to countries who show nothing but disrespect to United States what is wrong with you guys? America doesn't need to be everybody else's piggy bank we have our own people our own states to take care of own states to take care of.
Focuses on tariff disputes, trade fairness, and economic burden-sharing, with repeated emphasis on protecting American economic interests and taxpayer resources.
@rhondamassella5487
Mar 4, 2025
Why should America prioritize other countries? You just want your goods to flood and destroy the American family business
Why should America prioritize other countries? You just want your goods to flood and destroy the American family business
Frames immigration through economic concerns about trade, goods, and impact on American family businesses.
@kucingoyen1
Mar 5, 2025
his comments about working positively with Russia and appeasing putin are opinions not facts. The fact is WE ARE BROKE. We you me cant afford to be spending money on Ukraine as much as it …
his comments about working positively with Russia and appeasing putin are opinions not facts. The fact is WE ARE BROKE. We you me cant afford to be spending money on Ukraine as much as it pains me to say. We are going to go bankrupt and then we wont be able to help ourselves. We cannot continue to spend BORROWED MONEY. Are you willing to have the value of your hard earned dollar to fight a never ending battle. The truth is not a pretty one. Everytime we borrow money the quality of your life and your families diminishes. Not Ok with that. its a fucking struggle out here. and i know it is for you too. Mr Trudeau I think i just made it make sense. We cant afford it. War must end at all costs. or we are fucked.
Argues against spending on Ukraine based on Canada's financial constraints and the economic burden on citizens' quality of life.
@KS123_Beats
Mar 5, 2025
The USA will gladly stand aside and let Canada take over funding the Ukraine war. US citizens have currently taken on a tax burden around $1000/tax payer. Get ready to tighten your belt Justin.
The USA will gladly stand aside and let Canada take over funding the Ukraine war. US citizens have currently taken on a tax burden around $1000/tax payer. Get ready to tighten your belt Justin.
Discusses tax burden and financial costs of military support, comparing US and Canadian fiscal responsibilities.
@ThatPingster
Mar 4, 2025
wasn't it harper that opened the door by subsidizing immigrant workers wages? I still remember a woman on the news who got let go from a basic restaurant job in weyburn and replaced by an …
wasn't it harper that opened the door by subsidizing immigrant workers wages? I still remember a woman on the news who got let go from a basic restaurant job in weyburn and replaced by an immigrant with a federally subsidized wage.
Traces historical policy origins to federal subsidies for immigrant workers, using a personal anecdote to illustrate economic displacement.
fila6243
Feb 20, 2026
Trump wanted to find money for pay rich people taxes by increase more taxes to the poor and middle class people.
Trump wanted to find money for pay rich people taxes by increase more taxes to the poor and middle class people.
Critiques Trump's tax policy as redistributing burden from wealthy to working and middle-class people.
@ToakCalifornia
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
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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