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
Same problems with Africa, Puerto Rico and Nicaragua if it keeps up and I can’t get a job in this country and earn a living wage, or a job that accompanies my need for pet …
Same problems with Africa, Puerto Rico and Nicaragua if it keeps up and I can’t get a job in this country and earn a living wage, or a job that accompanies my need for pet friendly work I think I’m gonna have a mental health issue. I might need to move to Nashville, Tennessee.
Personal account of economic hardship and job market concerns, expressing anxiety about employment and living standards.
@rikkicargo786
Mar 4, 2025
Canada and maxico steal every single job and manufacturer and engineer and every jobs \nNow time to pay \nNo more globalization and killing all American jobs I saw they were firing local engineer and hired …
Canada and maxico steal every single job and manufacturer and engineer and every jobs \nNow time to pay \nNo more globalization and killing all American jobs I saw they were firing local engineer and hired Indian engineer
Argues that Canada and Mexico are stealing jobs and manufacturers, with specific claims about engineer hiring presented without evidence.
@akshayaggar
Mar 4, 2025
CLOWN! ? WAIT UNTIL HE STOPS THE HUNDREDS OF BILLIONS THE USA GIVES CANADA.
CLOWN! ? WAIT UNTIL HE STOPS THE HUNDREDS OF BILLIONS THE USA GIVES CANADA.
Criticizes Trump using economic leverage (U.S. aid to Canada) as a threat, framing it as a consequence of his policies.
@bigdwg6126
Mar 4, 2025
Ive switched from buying things from the united states, and instead im buying from canada.
Ive switched from buying things from the united states, and instead im buying from canada.
Describes a personal purchasing decision shift from US to Canadian goods, implicitly supporting Canadian economy in response to trade tensions.
@Bugs_Bonnie
Mar 4, 2025
Canada does not even need counter tariffs. Canadians already stopped buying US stuff.
Canada does not even need counter tariffs. Canadians already stopped buying US stuff.
Comment discusses consumer behavior and trade/tariff dynamics as economic response to policy.
Economic Argument
0.80
@justsomeone953
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
Maybe Co-President, Elon Musk could explain how the U.S. NEEDS Canadian heavy crude to feed its refineries, and Canadian Natural Gas for Its electricity.
Maybe Co-President, Elon Musk could explain how the U.S. NEEDS Canadian heavy crude to feed its refineries, and Canadian Natural Gas for Its electricity.
Highlights economic interdependence and resource needs, implicitly urging recognition of Canada's strategic value in trade negotiations.
@SiobhanKenny-f2w
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
The American people reject your one sided friendship. No more taking advantage of America. It’s time to pay us back for every dollar you have earned from us. Period
The American people reject your one sided friendship. No more taking advantage of America. It’s time to pay us back for every dollar you have earned from us. Period
Frames US-Canada relations through economic grievance ('taking advantage', 'pay us back'), emphasizing financial imbalance.
@Doberman_Rockyy
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
Us trade deficit with Canada is $63 BILLIONS !!!! How is it fair?
Us trade deficit with Canada is $63 BILLIONS !!!! How is it fair?
Cites a specific trade deficit figure ($63 billion) as evidence of unfair economic relations, though the claim lacks verification.
@maggie4922
Mar 4, 2025
lol. Trump thinks being tough with the neighbour makes you rich. \n\nNo. Investing in your peoples businesses makes you rich
lol. Trump thinks being tough with the neighbour makes you rich. \n\nNo. Investing in your peoples businesses makes you rich
Critiques Trump's economic approach by contrasting it with alternative economic strategy focused on business investment.
Economic Argument
0.80
@DbiPro
Mar 4, 2025
Dont put Tariffs on the USA as they are passed onto the end user/consumer which are the American people. Put the prices up on your sale of electricity, oil and gas 25% that the US …
Dont put Tariffs on the USA as they are passed onto the end user/consumer which are the American people. Put the prices up on your sale of electricity, oil and gas 25% that the US government buys, so it hits them first and they will think twice. ..... Trump never mentioned cost of living in his acceptance speech which had us wondering. This is why.
Proposes an economic counter-strategy to tariffs by raising prices on energy exports, focusing on economic impact and consumer costs.
@not_before_your_dinner
Mar 4, 2025
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Claims immigrants benefit from Canadian taxpayer money while framing it as unfair, mixing economic and identity grievance.
2709games
Mar 3, 2026
No more free rides. Trump is shaking up the world. We are tired of other countries taking advantage of us. So now let’s see whose money and resources is longer. Let’s play ball
No more free rides. Trump is shaking up the world. We are tired of other countries taking advantage of us. So now let’s see whose money and resources is longer. Let’s play ball
Frames the conflict as economic competition over resources and money, suggesting other countries have exploited U.S. generosity.
@MrShukriaziz
Mar 4, 2025
Just yesterday TSMC announced $100B investment in Arizona. I think we'll prevail in the end. This guy doesn't care about Americans or Canadians. He only cares about himself. What bothers us most is that we …
Just yesterday TSMC announced $100B investment in Arizona. I think we'll prevail in the end. This guy doesn't care about Americans or Canadians. He only cares about himself. What bothers us most is that we are being force-fed this nonsense by CNN as if it were legitimate.
Cites TSMC investment as economic evidence while criticizing Trump's approach and media coverage of policy matters.
@mattblaser2
Mar 4, 2025
Trumps golden age only applies to him and all the billionaires. The rest of us are here to do his will and paying higher prices and taxes.
Trumps golden age only applies to him and all the billionaires. The rest of us are here to do his will and paying higher prices and taxes.
Critiques economic impacts (higher prices and taxes) while making a moral claim about inequality and exploitation.
@timw4682
Mar 4, 2025
Guess who is going to have to pick up that in crease
Guess who is going to have to pick up that in crease
Questions who will bear the economic cost of increased immigration, implying burden-sharing concerns.
Economic Argument
0.80
@robertshade9153
Mar 4, 2025
I'm gonna have ketchup chips withdrawals. Edit: The beef here at PNY sold in Safeway are imported from Canada. That’s gonna sky rocket.
I'm gonna have ketchup chips withdrawals. Edit: The beef here at PNY sold in Safeway are imported from Canada. That’s gonna sky rocket.
Commenter discusses tariff impacts on consumer goods prices and supply chains.
Economic Argument
0.80
@TonyTheAntonio
Mar 4, 2025
? cnn and trudue don’t get it. Canada has been taking very little from us and expect the US to take a lot from them. It’s not equal trade. The left doesn’t really care about …
? cnn and trudue don’t get it. Canada has been taking very little from us and expect the US to take a lot from them. It’s not equal trade. The left doesn’t really care about equality. This inequality has hurt America for decades, generations
Critiques trade imbalance between Canada and the US, framing it as unequal economic exchange.
@donttreadonme7905
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)