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
tRump and Elon are holding the country hostage and taking all it's wealth and the MAGAT's are cheering, soon they will pay more for groceries, gas, homes and just about everything. the stock market are …
tRump and Elon are holding the country hostage and taking all it's wealth and the MAGAT's are cheering, soon they will pay more for groceries, gas, homes and just about everything. the stock market are plummeting and they are cheering and loosing their jobs because of DOGe, Canada need to fight back (and we will) even harder and make the red states pay against their products and services and farmers, it's not against the american people but the illegal tariffs, stay strong ??
Discusses economic consequences of Trump/Elon policies (inflation, job losses, stock market) and calls for Canadian retaliatory tariffs.
@mtlHc
Mar 4, 2025
Well, Americans can hear first-hand that Canada has gone above and beyond to maintain a peaceful, productive alliance. This will hurt the working class people in all countries associated, but the working class Americans more …
Well, Americans can hear first-hand that Canada has gone above and beyond to maintain a peaceful, productive alliance. This will hurt the working class people in all countries associated, but the working class Americans more than any other group. \n\nThis is a sad day in world history.
Acknowledges Canada's diplomatic efforts while emphasizing the economic harm to working-class people across countries, framing trade conflict as a moral tragedy.
@brendaglynn3052
Mar 4, 2025
Canads owes america billions for military aid...
Canads owes america billions for military aid...
Asserts a financial claim about Canada's debt to America, framing it as an economic relationship issue.
@julianmayo5650
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
America can be self-sufficient we don't need any thing from any one that the American people can do for themselves!! Plus since your on your way out for obvious reasons it's a lot of trash …
America can be self-sufficient we don't need any thing from any one that the American people can do for themselves!! Plus since your on your way out for obvious reasons it's a lot of trash talk! Coward!!
Argues for American economic self-sufficiency and independence from trade, combined with dismissive identity-based framing of the speaker.
@terrylansaw-c9h
Mar 4, 2025
I think a lot of people assume that countries like Canada aren't capitalist behemoths like the U.S. because we can't be - but it's because we don't WANT to be. Largely, the population wants to …
I think a lot of people assume that countries like Canada aren't capitalist behemoths like the U.S. because we can't be - but it's because we don't WANT to be. Largely, the population wants to succeed by ways that don't make everyone else suffer, because a rising tide raises all boats. \nSoon, the wealthy American will have to reckon with the fact that a desperate and underemployed, oppressed, poverty-imposed public costs more in the long run. In profits, in security risk, in social behaviors and in health.
Argues that Canada's economic model prioritizes social welfare over profit maximization, discussing long-term economic and social costs of inequality.
@klaythoring1326
Mar 4, 2025
A country of over a billion people not that hard to think that there are limited work opportunity in India thats why they move, same as any other poor and overly populated country, it just …
A country of over a billion people not that hard to think that there are limited work opportunity in India thats why they move, same as any other poor and overly populated country, it just so happen that india has the most people also its very hard to hammer their culture out of them "Indian civilization" is one of the world's oldest, with roots extending back over 8,000–9,000 years. can't get rid of them because they have been tested by time
Explains migration through economic scarcity and overpopulation, then contextualizes Indian cultural persistence through historical comparison.
nbaburn3569
Jan 27, 2026
If you just but American goods you should be fine…
If you just but American goods you should be fine…
Offers practical economic advice about consumer purchasing behavior in response to trade tensions.
Economic Argument
0.79
@raya9525018
Mar 4, 2025
without indian canada will be losing 90% of business thats the reality
without indian canada will be losing 90% of business thats the reality
Claims Indian immigrants are economically essential to Canada, framing immigration through economic contribution and ethnic identity.
POPIKILLERSON
Jan 29, 2026
Dont see how US citizen are gonna benefit. All the tariff money is going to the goverment.
Dont see how US citizen are gonna benefit. All the tariff money is going to the goverment.
Questions the economic benefit distribution of tariff policy, focusing on how revenue flows to government rather than citizens.
@ivanv9613
Mar 4, 2025
if the Canadians could get off their lazy butts and do something, canada wont be needing any migrants, but they do do need them so that your lazy ass can order a pizza and an …
if the Canadians could get off their lazy butts and do something, canada wont be needing any migrants, but they do do need them so that your lazy ass can order a pizza and an indian can deliver to you while your fat butt siting all day watching netflex...
Argues that immigration is necessary because native Canadians are lazy and unwilling to work service jobs, framed as economic necessity.
hqcart1
Jan 27, 2026
US economy is going to take a dismal dive for no reason! Some of you voters thought egg prices were too high......just wait!
US economy is going to take a dismal dive for no reason! Some of you voters thought egg prices were too high......just wait!
Expresses concern about economic consequences (recession, inflation) resulting from political decisions, with alarmist tone about future hardship.
@michaelkane8953
Mar 4, 2025
At Our local mall, the entire work force are foreigners, speaking loudly to each other in their own language, sometimes yelling across the store, all the banks, offices , restaurants, are not hiring our students, …
At Our local mall, the entire work force are foreigners, speaking loudly to each other in their own language, sometimes yelling across the store, all the banks, offices , restaurants, are not hiring our students, housewives, or men. It is all outsiders. 🔮
Anecdotal observation about employment patterns at local businesses, framing immigration as economic competition for local job opportunities.
DorothyMason-q8q
Aug 26, 2025
Watching from Sweden...Trumps tariffs can not be what the american people wants. It will hurt regular families in america and other countries. The top % will remain unhurt as usual. Realize that you are as …
Watching from Sweden...Trumps tariffs can not be what the american people wants. It will hurt regular families in america and other countries. The top % will remain unhurt as usual. Realize that you are as a people being taken for a ride by the richest and most evil.
Analyzes tariff policy's economic impact on regular families versus the wealthy, with moral critique of inequality.
@pontussamuelsson4003
Mar 4, 2025
Yeah pretty much every walmart or lower jobs are taken the amount of canadien homeless is rising its so messed up how the government pays them with our money and then pays sum more to …
Yeah pretty much every walmart or lower jobs are taken the amount of canadien homeless is rising its so messed up how the government pays them with our money and then pays sum more to have them live here....
Makes unsubstantiated claims about job displacement and government spending on immigrants while expressing economic grievances.
m567-s3b
Aug 28, 2025
I appreciate having true leaders for the people and prosperity with morals and standing. Today in USA several grocery stores were out of produce from Mexico and wondering gas, car and energy prices going going …
I appreciate having true leaders for the people and prosperity with morals and standing. Today in USA several grocery stores were out of produce from Mexico and wondering gas, car and energy prices going going up. This is what happens when you have spineless leaders wanna be dictators. Putin is benefitting ?
Focuses on economic impacts (grocery shortages, gas/energy prices) as evidence of poor leadership, grounding critique in material consequences.
@zsofi1656
Mar 4, 2025
Its very bad here in Canada. All jobs that used to go to the youth now go to immigrants. Tyler, its no joke to say you'll pray to other gods. Keep your heart and mind …
Its very bad here in Canada. All jobs that used to go to the youth now go to immigrants. Tyler, its no joke to say you'll pray to other gods. Keep your heart and mind pure, otherwise you will be snared.
Blames immigrants for job displacement of Canadian youth, with religious undertones about moral corruption.
AlohaChama
Feb 24, 2026
It’s bad , ik people who have kids and their kids can’t even find their first damn jobs
It’s bad , ik people who have kids and their kids can’t even find their first damn jobs
Anecdotal account linking immigration to job scarcity for young Canadians, framing it as an economic impact concern.
AcuteDispute
Jan 27, 2026
Canada should lower income taxes now since boat loads of money will be flowing into government coffers.
Canada should lower income taxes now since boat loads of money will be flowing into government coffers.
Argument about government revenue and tax policy based on economic reasoning about tariff impacts.
@markwicklander6837
Mar 4, 2025
All yall crying about tariffs. Stop acting like it’ll last for the 4 years. This is to prove a point and make them foolish countries reactive and take action towards the problems they have been …
All yall crying about tariffs. Stop acting like it’ll last for the 4 years. This is to prove a point and make them foolish countries reactive and take action towards the problems they have been neglecting. Drugs coming into America, illegal migrants into America, and no show of force towards that. And more. They need to step it up
Discusses tariffs and economic strategy while framing border/drug issues as justification for enforcement measures.
@NeverFollowTheCrowd
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)