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
I am happy shopping cheap goods from China,Canada, Mexico. Trump is hurting everyone.
I am happy shopping cheap goods from China,Canada, Mexico. Trump is hurting everyone.
Commenter discusses trade and economic impacts of Trump's policies, mentioning cheap goods from multiple countries.
@jcl7953
Mar 4, 2025
Here's a crazy theory, the rich ain't gonna be affected by any of this. Only the middle class. So are the majority of people gonna vote the other way now?
Here's a crazy theory, the rich ain't gonna be affected by any of this. Only the middle class. So are the majority of people gonna vote the other way now?
Argues that economic impacts affect middle class differently than wealthy, implying voting behavior should change based on class interests.
dalekmasterblaster585
Jan 27, 2026
Seems the more wacky Trump get the more people love him. Wonder how popular he will be once the financial crisis hits everyone because of this.
Seems the more wacky Trump get the more people love him. Wonder how popular he will be once the financial crisis hits everyone because of this.
Comment expresses concern about economic consequences (financial crisis) resulting from Trump's policies, framed as a comparative observation about political popularity.
@RobertJadeBen
Mar 4, 2025
Why fix your country when you can just move to Canada and get free shit.
Why fix your country when you can just move to Canada and get free shit.
Critiques immigrants' motivations using economic framing (welfare, benefits) combined with implicit ethnic targeting.
Chr0n
Jan 27, 2026
Comprehend! 300billion is what we pay for one air plain! We pay 5 billion on.one aircraft carrier! We wouldn't even need if it wasn't for other people's problems 5:55
Comprehend! 300billion is what we pay for one air plain! We pay 5 billion on.one aircraft carrier! We wouldn't even need if it wasn't for other people's problems 5:55
Critiques government spending on military equipment and questions priorities regarding international involvement, focusing on economic costs.
@joshualove8907
Mar 4, 2025
Damn maple syrup already is expensive enough
Damn maple syrup already is expensive enough
References rising costs of maple syrup as an economic concern, with a light humorous tone about inflation.
@valkyrie2327
Mar 4, 2025
It’s just gonna bankrupt your country as well
It’s just gonna bankrupt your country as well
Expresses concern about financial consequences and economic collapse from a policy or action.
@JeffWilliams-xs7ho
Mar 4, 2025
Good speech but their economy will collapse !!!
Good speech but their economy will collapse !!!
Predicts economic collapse as consequence of policy, combining economic concern with threat framing.
@leadertopsi5536
Mar 4, 2025
We need to buy, make and provide all Americans needs. So on that point keep your products.
We need to buy, make and provide all Americans needs. So on that point keep your products.
Advocates for economic self-sufficiency and rejecting American products, framing trade as an economic strategy.
@LILYLOVESFROGS
Mar 4, 2025
The problem is you are busy pointing other instead focusing on real issue these indian providing better quality skills at low wages and that's what helping you earn white's wanna earn more work less and …
The problem is you are busy pointing other instead focusing on real issue these indian providing better quality skills at low wages and that's what helping you earn white's wanna earn more work less and accusing them that they only work for money 😂
Argues that Indian workers provide better skills at lower wages, addressing wage competition and labor market dynamics while invoking ethnic identity.
SourabhPad
Sep 24, 2025
And yet they let Indians in? I wonder why. Why on earth let a group of people into a country who can actually contribute to the economy? If they didn’t want them there , they …
And yet they let Indians in? I wonder why. Why on earth let a group of people into a country who can actually contribute to the economy? If they didn’t want them there , they should’ve never let Indians in.
Argues that Indians should be welcomed based on economic contribution, while questioning why they would be restricted.
lovergirl1195
Jan 28, 2026
When you hire these immigrants, you need 15 low income workers to pay for one senior.
When you hire these immigrants, you need 15 low income workers to pay for one senior.
Makes an unsubstantiated economic claim about the fiscal burden of immigrant workers relative to seniors, framing immigration as economically problematic.
lominiski
Nov 3, 2025
If tariffs only affect Americans and have no effect on the country, they’re being imposed against. Why is Canada so flustered by the tariffs? Is it because after all Canada does pay for the tariffs …
If tariffs only affect Americans and have no effect on the country, they’re being imposed against. Why is Canada so flustered by the tariffs? Is it because after all Canada does pay for the tariffs and not the American consumer? Or is it an ego thing?
Questions the economic logic of tariff impacts on Canada, challenging claims about who bears the cost.
@Laz-kf6rg
Mar 4, 2025
Nearly 39 billion and the US citizens will take the brunt
Nearly 39 billion and the US citizens will take the brunt
Commenter raises concern about economic costs (39 billion) and their burden on US citizens, framing this as a threat to American interests.
@gopaint
Mar 4, 2025
Most Americans do not want to support Canada with our tax dollars. We have had a huge trade deficit with them for decades and we are the only military they have outside of a bad …
Most Americans do not want to support Canada with our tax dollars. We have had a huge trade deficit with them for decades and we are the only military they have outside of a bad joke with no punchline. Canada needs to support itself militarily and financially.
Argues Americans should not subsidize Canada due to trade deficits and military dependency, framing it as economic burden.
@michaelholder3933
Mar 4, 2025
?? his tariff is on a tiny amount compared to what the US imports from them! These countries think they can control the US!? we stop buying from them and they go bankrupt! We can …
?? his tariff is on a tiny amount compared to what the US imports from them! These countries think they can control the US!? we stop buying from them and they go bankrupt! We can supply all we need in the US of A!
Argues from economic leverage perspective (tariffs, trade dependency) while asserting US superiority and self-sufficiency.
@GB-gr2yw
Mar 4, 2025
yes, how will he make America great when he came out of all the agreements and increased duties, now what will he do with this money that he saved. After all, overflowing with money is …
yes, how will he make America great when he came out of all the agreements and increased duties, now what will he do with this money that he saved. After all, overflowing with money is negative for the state, it’s easy. One is extremely thrifty and poorer, and the other generously pours in and gets more.
Discusses tariffs, government spending, and economic principles regarding wealth accumulation and state prosperity.
Economic Argument
0.73
@ubimv2513
Mar 5, 2025
2:00 wait... But he's not completely anti-immigration like I've heard during elections... It's an unfortunate situation but I do agree with him. Immigration is good but you have to keep in mind how many immigrants …
2:00 wait... But he's not completely anti-immigration like I've heard during elections... It's an unfortunate situation but I do agree with him. Immigration is good but you have to keep in mind how many immigrants you can wellcome as a country.
p.s: I'm Romanian
Discusses capacity constraints for immigration and balances acceptance with practical limits, while noting personal identity as Romanian.
purple66666
Feb 11, 2026
A lot of hellcats out here I love it😂😂 That's the usual sign.. or brand new 2025 vehicles everywhere and no job
A lot of hellcats out here I love it😂😂 That's the usual sign.. or brand new 2025 vehicles everywhere and no job
Uses humor to critique economic conditions—expensive vehicles paired with unemployment—suggesting economic disparity or unsustainable consumption patterns.
joeyDi8764
Jan 27, 2026
Usa just want 25% back...canada must no..business is about tax..mexico and canada so lucky get original made in usa..american made is number 1 in the word.zelensky is clown ...tredeau now can migrates ukraine and work …
Usa just want 25% back...canada must no..business is about tax..mexico and canada so lucky get original made in usa..american made is number 1 in the word.zelensky is clown ...tredeau now can migrates ukraine and work under zelensky admiimnistration
Discusses trade, taxes, and manufacturing competitiveness between USA, Canada, and Mexico with comparative framing of economic superiority.
@pig-d6q
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
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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