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
The US will be the big loser. Countries that impose tariffs are shooting themselves in the foot. The only thing Trudeau got wrong was calling Donald a smart guy. Bully yes, smart, no.
The US will be the big loser. Countries that impose tariffs are shooting themselves in the foot. The only thing Trudeau got wrong was calling Donald a smart guy. Bully yes, smart, no.
Argues that tariffs harm the imposing country economically while critiquing Trump's intelligence and Trudeau's characterization of him.
@geofff6671
Mar 4, 2025
Canadians and Americans will hurt from this! Not Mexicans! Mexico has poverty already!
Canadians and Americans will hurt from this! Not Mexicans! Mexico has poverty already!
Discusses economic impact and vulnerability of different groups, comparing Mexico's existing poverty to potential harm to Canada/US.
@And-the-new
Mar 4, 2025
"Alberta was calling" because there was a labour shortage. Now it's different. Policies adapt to current needs and future expectations. As a regular person, I just wish my kid could have room for lunch inside …
"Alberta was calling" because there was a labour shortage. Now it's different. Policies adapt to current needs and future expectations. As a regular person, I just wish my kid could have room for lunch inside during school and us don't need to wait weeks to fix broken bone.
I don't care how, just shut up and get it done.
Discusses labor market dynamics and current economic/social pressures (housing, healthcare) while acknowledging policy adaptation to needs.
@chujiang6643
Feb 21, 2026
It's simple replace 1.5 million jobs we stand to loose with factories here in Canada with products we would have bought from the state's. There r the jobs back. Then make deals with other countries …
It's simple replace 1.5 million jobs we stand to loose with factories here in Canada with products we would have bought from the state's. There r the jobs back. Then make deals with other countries and in 4 years when Trump is done and the state's want to work with us with tariffs again say sorry we have other partners don't have the extra supplies. And continue making Canada great again
Proposes economic solutions to job losses through domestic manufacturing and strategic trade partnerships with other nations.
@mikelascelle2921
Mar 4, 2025
many canadians apply for 100 jobs and get no job.
many canadians apply for 100 jobs and get no job.
Implies job scarcity for Canadians, suggesting immigration competes with citizen employment opportunities.
Economic Argument
0.80
mariemacisaac7529
Feb 22, 2026
Inflation will rise at Canada. Be more wise
Inflation will rise at Canada. Be more wise
Warns about inflation in Canada and urges caution, focusing on economic consequences.
@osmanyaycioglu1098
Mar 4, 2025
Everything will even out.\nWe, the normal people, will foot the bill.
Everything will even out.\nWe, the normal people, will foot the bill.
Critiques the economic burden of immigration policy, suggesting ordinary citizens will bear financial costs.
@odmeli4183
Mar 4, 2025
Find out what pain Canada has planned for the future tariffs. Unplugged, no oil, no metals and no wheat. Good luck shivering in the dark.
Find out what pain Canada has planned for the future tariffs. Unplugged, no oil, no metals and no wheat. Good luck shivering in the dark.
Discusses economic consequences of tariffs and resource scarcity with alarmist framing.
@merlincontroltower
Mar 4, 2025
I like Donald Trump but unless he's gonna pay my bills he needs to chill the F back.
I like Donald Trump but unless he's gonna pay my bills he needs to chill the F back.
Expresses concern about personal financial hardship and calls for political restraint based on economic impact.
@XGMC921
Mar 4, 2025
As an American I don't support this at all we can't afford things as it is this only hurts everyone more
As an American I don't support this at all we can't afford things as it is this only hurts everyone more
American expressing personal economic hardship and arguing that tariffs will worsen affordability for everyone.
@glennwilck5459
Mar 4, 2025
Indians are good for Canada 🇨🇦 economy get your facts right.
Indians are good for Canada 🇨🇦 economy get your facts right.
Defends Indian immigrants' economic contribution to Canada, asserting they are beneficial to the economy.
Gulzar-k9k
Feb 23, 2026
Beautiful, now is the time to invest. When markets are down, entry is cheap!!
Beautiful, now is the time to invest. When markets are down, entry is cheap!!
Discusses market conditions and investment strategy in response to economic downturn.
Economic Argument
0.80
@UncannyRicardo
Mar 4, 2025
Haha and all DJT had to say was Reciprocal tariffs ?. Hmmmm 3 trillion dollar gdp vs 30 trillion dollar gdp . Let’s see who it will hurt more you clown
Haha and all DJT had to say was Reciprocal tariffs ?. Hmmmm 3 trillion dollar gdp vs 30 trillion dollar gdp . Let’s see who it will hurt more you clown
Uses sarcasm and economic data (GDP comparison) to critique tariff policy impact.
@iamat33
Mar 4, 2025
Trying to get a job now is ridiculous..... because they will all work for 17 bucks an hour and be totally happy about it. Sharing a 1 bedroom apartment with 20 people in Brampton makes …
Trying to get a job now is ridiculous..... because they will all work for 17 bucks an hour and be totally happy about it. Sharing a 1 bedroom apartment with 20 people in Brampton makes it easy, I guess.
Critiques job market conditions and wages, attributing employment difficulties to immigrants' willingness to accept low pay and crowded living situations.
Economic Argument
0.80
@mberry480
Mar 4, 2025
Well hell's bells!Tradeau needs to drop his trade cost because of inflation.Thank you!Woooooooooooo!
Well hell's bells!Tradeau needs to drop his trade cost because of inflation.Thank you!Woooooooooooo!
Calls for Trudeau to reduce trade costs due to inflation concerns, framing the issue in economic terms.
@fortheladies3177
Mar 4, 2025
7500 a month for immigrants. How much do canadians on welfare get. TELL ME.
7500 a month for immigrants. How much do canadians on welfare get. TELL ME.
Compares welfare benefits for immigrants versus Canadian citizens, implying unfair economic disparity through rhetorical questioning.
Johnrider1234
Feb 27, 2026
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
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
He really doesn’t wanna play with Trump Trump a businessman that’s what America has become a business so it’s only fair if you’re gonna charge 25 I’m gonna charge you 25 right that makes sense
He really doesn’t wanna play with Trump Trump a businessman that’s what America has become a business so it’s only fair if you’re gonna charge 25 I’m gonna charge you 25 right that makes sense
Discusses tariff policy and retaliatory economic measures as a logical business response.
Economic Argument
0.80
@Touchofnative
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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Discourse Quality (Perspective API)