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
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
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
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
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
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
tRUMP INSULTS AMERICA'S ALLIES & CUSTOMERS. BAD FOR AMERICAN BUSINESS. WHAT PART DOESN'T MAGA GET. YOU/WE WILL ALL LOSE OUR JOBS!!!
tRUMP INSULTS AMERICA'S ALLIES & CUSTOMERS. BAD FOR AMERICAN BUSINESS. WHAT PART DOESN'T MAGA GET. YOU/WE WILL ALL LOSE OUR JOBS!!!
Argues that insulting allies damages American business and jobs, with urgent tone urging recognition of economic consequences.
@prestontucker1687
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
Trump has rich family and friends, he is broke! America your are below the poverty line, bkoke, or poor! He wins; You lose stupid!
Trump has rich family and friends, he is broke! America your are below the poverty line, bkoke, or poor! He wins; You lose stupid!
Focuses on economic disparity and financial status (wealth, poverty) as argument against Trump's leadership, with moral judgment implied.
@gloriaatkins2038
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
First and most of all!!!!!!!! He is PRESIDENT , trump !!!!!!! Second only Canada will truly be affected, u can raise energy and our president will subsidize it with ur tariffs
First and most of all!!!!!!!! He is PRESIDENT , trump !!!!!!! Second only Canada will truly be affected, u can raise energy and our president will subsidize it with ur tariffs
Discusses tariffs, energy subsidies, and economic impact on Canada, focusing on trade and fiscal policy consequences.
@tinytrouble1782
Mar 4, 2025
And let's see what happens to our oil industry now
And let's see what happens to our oil industry now
Expresses concern about economic impact on Canada's oil industry in relation to immigration policy.
u2fanforever1
Jan 6, 2026
Just keep your shipments there America don't want your stuff we got good old American men doing and making replacement of you I don't buy anything Canadian On any platform
Just keep your shipments there America don't want your stuff we got good old American men doing and making replacement of you I don't buy anything Canadian On any platform
Advocates boycotting Canadian products and supporting American workers, framing it as economic preference and national loyalty.
@tammykayemoffatt6339
Mar 4, 2025
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
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
All these things America gets from Canada is because they need it. America must have a shortfall if it imports. Stupidity. Now higher prices through shortage. Idiot orange comrade Trumpski.
All these things America gets from Canada is because they need it. America must have a shortfall if it imports. Stupidity. Now higher prices through shortage. Idiot orange comrade Trumpski.
Critiques Trump's trade policy using economic logic (imports indicate shortfall) with sarcastic tone ('Idiot orange comrade Trumpski').
@Rabbi84skin
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
What a man full of shit,every country has been taken advantage of the us for years.we give them all our jobs and they take advantage of the us people
What a man full of shit,every country has been taken advantage of the us for years.we give them all our jobs and they take advantage of the us people
Commenter expresses concern about job loss and economic exploitation by other countries, framing it as a threat to American workers.
@JohnWisniewski-z9d
Mar 4, 2025
Canada has been putting tariffs on us goods for a long time !
Canada has been putting tariffs on us goods for a long time !
Makes a factual claim about Canadian tariffs on US goods as economic justification, though presented without evidence or context.
@ShaunPanzer
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)