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
AI has taken over most of the jobs in Canada.
AI has taken over most of the jobs in Canada.
The comment makes an economic claim about job displacement, though the assertion about AI is likely exaggerated or false.
therainbow488
Feb 18, 2026
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
They have one billion people even worse thier not going to come here and not work so it think it's okay they work they should actual work housing construction and give white people welfare if …
They have one billion people even worse thier not going to come here and not work so it think it's okay they work they should actual work housing construction and give white people welfare if they have that many people.
Argues about labor market allocation and welfare distribution based on population size and ethnicity, mixing economic and identity-based reasoning.
aleksanderkuncwicz7277
Jan 27, 2026
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
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
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 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
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
american alcohol black market in canada must be making money
american alcohol black market in canada must be making money
Observation about potential black market economic activity related to cross-border alcohol trade.
Economic Argument
0.70
@MrAcruz2
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
It's true - they buy the franchises for a song - employ their own - push out other hard working immigrants - run the quality of the products into the ground - and then call …
It's true - they buy the franchises for a song - employ their own - push out other hard working immigrants - run the quality of the products into the ground - and then call us racists when the business goes to shit. I'd rather have four million Philippines and south American refugees - than a bunch of entitled Khalistanis, Muslims and jihadists. Any fucking day! We actually don't go thru drive thru anymore - we go inside and see who is working before we order anything. Absolutely sick of shitty food and bad service.
Combines economic grievances (franchise ownership, employment practices, service quality) with ethnic stereotyping and preference ranking of immigrant groups.
kittenhasclaws3006
Jan 27, 2026
Only reason tariffs will hurt the economy is because the masses have been conditioned to buy ? that's not necessary. People have gotten so used to having things done for them that they can't bare …
Only reason tariffs will hurt the economy is because the masses have been conditioned to buy ? that's not necessary. People have gotten so used to having things done for them that they can't bare to not have everything done for them. The mental stupidity the news keep trapping the zombies is not surprising. When we gotta hunt for our food the weeds will be exposed
Discusses tariff impacts and economic behavior, though rambling and somewhat incoherent in argumentation.
Economic Argument
0.68
@tonystarkz5002
Mar 4, 2025
Have better trade then
Have better trade then
Brief suggestion to improve trade relations, addressing economic policy concerns.
Economic Argument
0.65
@Cstevens00
Mar 4, 2025
It is at Steak , their Bovine Steaks will certainly cost them more since Angus went sky high for Cananda
It is at Steak , their Bovine Steaks will certainly cost them more since Angus went sky high for Cananda
Discussion of beef/steak costs and economic impact on a restaurant, with unclear or unverified claim about Angus prices.
@FurthermoreJack
Mar 4, 2025
Just Tariff, nothing bad, work hard, don’t enjoy on American people and their money.
Just Tariff, nothing bad, work hard, don’t enjoy on American people and their money.
Discusses tariffs and work ethic in relation to economic relationships between countries.
Economic Argument
0.65
@ambaasia8200
Mar 4, 2025
Canada benefits from this somehow.
Canada benefits from this somehow.
Vague assertion about Canada's economic benefit from immigration, phrased as a statement but unclear in intent.
aaronyeager6778
Feb 23, 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
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467
JamCan
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Solidarity
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Tyler Oliveira
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JamCan
36
CTV Your Morning
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Policy Critique
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551
Toronto Sun
340
CTV News
268
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Humor / Satire
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2,078
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1,667
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Global News
89
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Fear / Threat
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1,549
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1,332
RocaNews
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JamCan
204
Toronto Sun
118
Meta-Commentary
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CTV News
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JamCan
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Unverified Claim
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Tyler Oliveira
820
RocaNews
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Yoke Immigration Canada
203
JamCan
152
Moral Argument
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1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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