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
5:43 I'm sure that anyone's gonna have a better job then him in his own country
5:43 I'm sure that anyone's gonna have a better job then him in his own country
Argues that immigrants would have better economic opportunities in Canada than their home countries, comparing job prospects across nations.
Guin_sho
Feb 13, 2026
These people has been making money from the United States of America for years and we have to pay tariffs when we ship our stuff out to them and any other country so it's only …
These people has been making money from the United States of America for years and we have to pay tariffs when we ship our stuff out to them and any other country so it's only right for them to pay us
Commenter frames the tariff dispute in economic terms, arguing reciprocal fairness regarding trade and tariffs between nations.
@angelvazquez5300
Mar 4, 2025
Please cover Surrey BC next, it’s so bad here my 16 year old brother can’t find an entry level job because there all taken by Indians
Please cover Surrey BC next, it’s so bad here my 16 year old brother can’t find an entry level job because there all taken by Indians
Claims immigrants are taking entry-level jobs from locals, framing immigration as economic competition without evidence.
gavinadams254
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
Not straight away but in time these tariffs will save nations from poverty, Learn to start manufacturing and production in your own countries.
Not straight away but in time these tariffs will save nations from poverty, Learn to start manufacturing and production in your own countries.
Argues that tariffs will incentivize domestic manufacturing and reduce poverty through economic self-sufficiency.
@martyhum6263
Mar 4, 2025
Canada, hitting the USA with Tariffs won’t stop businesses from coming to the USA ??
Canada, hitting the USA with Tariffs won’t stop businesses from coming to the USA ??
Disputes the effectiveness of Canadian tariffs as economic policy, arguing they won't deter US business investment.
@Shelby-wn2kk
Mar 4, 2025
I stand for Canadian. I don’t agree Trump tariff war. Only will ruin US economy. Bring higher inflation.
I stand for Canadian. I don’t agree Trump tariff war. Only will ruin US economy. Bring higher inflation.
Asserts Canadian identity while critiquing US tariff policy based on economic impact predictions (inflation, GDP).
@helencheng5889
Mar 4, 2025
We only get eight or 9% natural gas from Canada. It’s not a big deal maple syrup ketchup come on.
We only get eight or 9% natural gas from Canada. It’s not a big deal maple syrup ketchup come on.
Dismissive economic argument that Canadian natural gas imports are minimal, with humorous tone about maple syrup.
@marc6919
Mar 4, 2025
The liberal gov offered money grants to companies for hiring any bindi migrants, so all the Canadian jobs meant for young people were stolen, like timhortons they run now…
The liberal gov offered money grants to companies for hiring any bindi migrants, so all the Canadian jobs meant for young people were stolen, like timhortons they run now…
Claims government hiring incentives displaced Canadian youth from jobs, framing immigration as economic threat with unverified specifics.
TheBaBaTV
Feb 6, 2026
I feel like Canada is more upset about this than the US. Tells you everything you need to know. They are dependent on the US. Digging their own grave
I feel like Canada is more upset about this than the US. Tells you everything you need to know. They are dependent on the US. Digging their own grave
Argues that Canada's economic dependence on the US makes them vulnerable, framing their response as self-damaging.
@joepic85
Mar 4, 2025
I didn't vote for mass immigration, i didn't vote for immigrants to receive more in income than a Canadian, neither did many others, it isn't racism its facts
I didn't vote for mass immigration, i didn't vote for immigrants to receive more in income than a Canadian, neither did many others, it isn't racism its facts
Claims immigrants receive more income support than Canadians, framing as factual economic concern while defensively asserting non-racist intent.
lisaacount4320
Feb 21, 2026
Now as an American ., the illegal immigrants sem to be getting all the jobs while the American people are paying for everything and out of work and they giving out all kinds of perps,I …
Now as an American ., the illegal immigrants sem to be getting all the jobs while the American people are paying for everything and out of work and they giving out all kinds of perps,I an d I glad Trump is president so he can get the illegal out of this country. you have to blame the globist and NGOs and the WHO for this problem!
Claims illegal immigrants take jobs while Americans pay and remain unemployed, comparing US and Canada situations with unsubstantiated assertions.
valerieburris607
Aug 25, 2025
The Indian people are nice dont get me wrong, but the issue is there are to many of them and alot of them dont want to lwarn our language after moving here and they start …
The Indian people are nice dont get me wrong, but the issue is there are to many of them and alot of them dont want to lwarn our language after moving here and they start businesses but only hire other Indians because of the language barrier. They are also buying up all the houses and alot of them will only rent to their own making it very difficult for Canadians to find houses to rent. Even half the realtors are indian. We have no jobs left very few houses and its makkng Canadians go homeless
Makes multiple specific claims about immigrant behavior (language, hiring, housing) and economic impact (job scarcity, homelessness) without evidence, blending economic grievance with unsubstantiated assertions.
samanthapeel383
Oct 9, 2025
Lots of americans lost their job already thanks to Trump for this blessing and smart move.Trump voters are now on food stamp. ???
Lots of americans lost their job already thanks to Trump for this blessing and smart move.Trump voters are now on food stamp. ???
Claims about job losses and food stamps due to Trump's policies, mixing economic impact discussion with unsubstantiated assertions.
@johnllyod4360
Mar 4, 2025
Engineers and doctors
Engineers and doctors
Brief reference to immigrant professions (engineers, doctors), implying economic contribution or skill-based immigration discussion.
Economic Argument
0.75
joshr7129
Feb 18, 2026
We live in Australia. Were about to buy a tesla and next years annual holiday was going to be to Disney world. We’ll go to Europe instead, and will hold off buying a car, maybe …
We live in Australia. Were about to buy a tesla and next years annual holiday was going to be to Disney world. We’ll go to Europe instead, and will hold off buying a car, maybe we’ll get a Kia or a BYD. Never American now. The world hates you Donald.
Consumer boycott of American products framed as economic consequence, with identity-based rejection of America.
@lightweightben
Mar 5, 2025
Why is trump beefing with the closes countries to us Russia ain’t getting tariffs we barely get anything from Russia
Why is trump beefing with the closes countries to us Russia ain’t getting tariffs we barely get anything from Russia
Questions Trump's tariff strategy while discussing trade relationships and economic impact, primarily focused on economic logic.
@keemalovell5224
Mar 5, 2025
This should pop the asset bubbles nicely ?
This should pop the asset bubbles nicely ?
Speculates about economic consequences (asset bubbles) resulting from the tariff situation discussed in the video.
Economic Argument
0.75
@aceyboy
Mar 5, 2025
Wait so because know we are trying to have a 50% 50% trade and not at 80% 20% y’all mad and threat us that’s crazzy
Wait so because know we are trying to have a 50% 50% trade and not at 80% 20% y’all mad and threat us that’s crazzy
Discussion of trade ratios and economic negotiations between countries, framed as a response to perceived threats.
@diodio9386
Mar 4, 2025
No winners in a trade war
No winners in a trade war
Comment references trade war consequences, which is an economic policy discussion, though brief and lacking detail.
Economic Argument
0.75
@readyforclarity
Mar 5, 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)