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
No pain No gain ?\nGo America ?? the little pain will have great Gains.
No pain No gain ?\nGo America ?? the little pain will have great Gains.
Uses economic metaphor ('pain' and 'gains') to justify short-term costs for long-term benefits, framing policy in economic terms.
@oliverzavala6753
Mar 4, 2025
Trade wars don't benefit anyone...... Except for the Governments that collect the Tariffs...... They are all in it together !!!
Trade wars don't benefit anyone...... Except for the Governments that collect the Tariffs...... They are all in it together !!!
Discusses trade wars and tariffs economically while suggesting a conspiracy that 'they are all in it together.'
@aceheart5828
Mar 4, 2025
Canada will go bankrupt America keeps them going.
Canada will go bankrupt America keeps them going.
Makes an economic claim about Canada's financial dependency on the US, presented as comparative analysis.
@johnreimer3807
Mar 4, 2025
revenew canada generating revenew..............
revenew canada generating revenew..............
Brief reference to Canada generating revenue, likely implying economic benefit from immigration.
Economic Argument
0.70
miakmo59
Feb 18, 2026
If it is a receptacle tariff. Takes Canada off and our will be off. Simple and fair
If it is a receptacle tariff. Takes Canada off and our will be off. Simple and fair
Discusses reciprocal tariff policy as a fair economic exchange between nations.
Economic Argument
0.70
@danielwilliams1748
Mar 4, 2025
Dang, I was just considering buying a Canadian car.
Dang, I was just considering buying a Canadian car.
References trade war impact on consumer purchasing decisions regarding Canadian goods.
Economic Argument
0.70
@chestercalloway3812
Mar 4, 2025
After the last four years of the Biden Harris administration shitshow I think we'll live! We've been going two hundred billion dollars in the hole dealing with Canada Canada.
After the last four years of the Biden Harris administration shitshow I think we'll live! We've been going two hundred billion dollars in the hole dealing with Canada Canada.
Makes an unsubstantiated claim about a specific dollar amount deficit while framing the issue in economic terms.
@charlesovercash8862
Mar 4, 2025
I want to speak directly from the American people, you pay for the war!
I want to speak directly from the American people, you pay for the war!
Raises concern about American financial burden related to military/war spending in context of policy dispute.
@ИгорьСикорский-р4ч
Mar 4, 2025
Evil trump started War. Other countries only protect themselves. America lost lots of money for immigrants, war in Israel, and Ukraine. Now they wanna back. That's why prices going up. Till they get all back.
Evil trump started War. Other countries only protect themselves. America lost lots of money for immigrants, war in Israel, and Ukraine. Now they wanna back. That's why prices going up. Till they get all back.
Attributes inflation and economic problems to US spending on immigrants and wars, presenting unsubstantiated causal claims about price increases.
@margaret8225
Mar 4, 2025
Excelente speech!! Donald is destroying the North America economy!!
Excelente speech!! Donald is destroying the North America economy!!
Praises a speech while making an economic argument that Trump is damaging North American economy.
@celestesiempre3757
Mar 4, 2025
The US gives $200 billion yearly to Canada. U.S. banks are not allowed to do business in Canada, but yet we allow their banks in the US...by the way LOOK IT UP. You liberals are …
The US gives $200 billion yearly to Canada. U.S. banks are not allowed to do business in Canada, but yet we allow their banks in the US...by the way LOOK IT UP. You liberals are what's wrong with both countries. Inflation is created by printing money with no concrete backing such as gold/oil, not tariffs. Will tariffs create short term inflation yes, will it stimulate jobs, spending absolutely yes. For those liberals who keep saying how intelligent this ? is...this is the same guy who disarmed his beloved citizens and gave the guns to Ukraine. For those who sympathize with this ?, move to Canada. I have no ill will towards Canadians except the cancerous liberals that allow idiots like Trudeau to take office. Look at the facts before you sympathize with a country that doesn't benefit us in EQUAL FAIR TRADE.
Primarily discusses trade imbalances, tariffs, and economic policy, though includes unverified claims about US-Canada banking restrictions and US aid figures.
@collinsingleton6899
Mar 4, 2025
Canada ?? don't want to unite bad talk I never see an item that reads made in Canada stop it or your fired killing our people with fetnal
Canada ?? don't want to unite bad talk I never see an item that reads made in Canada stop it or your fired killing our people with fetnal
Criticizes lack of Canadian-made products and references fentanyl crisis, framing these as economic/policy failures harming citizens.
@yeseniacortez4820
Mar 4, 2025
Than Canadians need to start breeding again (having children) and get off medical marijuana. Can't find Canadian boyz to drive truck (have to pass drug test)
Than Canadians need to start breeding again (having children) and get off medical marijuana. Can't find Canadian boyz to drive truck (have to pass drug test)
Addresses labor market issues and workforce concerns, implying economic competition and demographic anxiety about Canadian workforce participation.
lloydkuepfer1599
Aug 26, 2025
Canada gotta pay!
Canada gotta pay!
Brief assertion about Canada owing money, framed as an economic complaint.
Economic Argument
0.70
@Gabrielsancheese
Mar 4, 2025
Free money, why leave.
Free money, why leave.
Brief economic critique suggesting immigrants stay in Canada due to welfare benefits rather than economic opportunity.
Economic Argument
0.70
Paul51764
Jan 16, 2026
Trump’s foreign policy is to put America First including less import goods and start producing our own goods. It is going to be tough but we are resilient. God bless America.
Trump’s foreign policy is to put America First including less import goods and start producing our own goods. It is going to be tough but we are resilient. God bless America.
Discusses Trump's economic policy (America First, domestic production) with nationalist framing about American resilience and identity.
@janhontanosas
Mar 4, 2025
Like all these other places that influx all these immigrants follow the money
Like all these other places that influx all these immigrants follow the money
The comment suggests immigrants follow economic opportunity ('follow the money'), framing immigration through economic motivation.
Economic Argument
0.70
Tristyn1
Jan 28, 2026
They are taking over our low economy, working for low wage. It's better than India, leave now
They are taking over our low economy, working for low wage. It's better than India, leave now
Expresses concern about wage depression and labor market competition from immigrants, framed as an economic threat.
lorrainecollins6686
Aug 25, 2025
Go buy the stuff you need before it goes up in price. Oh, that’s everything and ongoing ?
Go buy the stuff you need before it goes up in price. Oh, that’s everything and ongoing ?
Discusses rising prices and inflation concerns with sarcastic tone, focusing on economic impact and cost of living.
@ckp2ator389
Mar 4, 2025
50% of the United States population thinks these tariffs are paid by Canada. WRONG! The American population pays this. Fact.
50% of the United States population thinks these tariffs are paid by Canada. WRONG! The American population pays this. Fact.
Makes a specific factual claim about tariff burden distribution presented as fact without evidence, framed as economic argument.
@ebok33643
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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