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 reason is to get Americans to buy American Products.
The reason is to get Americans to buy American Products.
Explains a policy rationale in economic terms, focusing on trade and consumer behavior.
Economic Argument
0.80
@thetimeisnow6822
Mar 4, 2025
At this point i hope we pull all of our subsidies from all of you slack ass countries that wouldnt be able to afford half your socilized entitlements. And when the wolves come knocking dont …
At this point i hope we pull all of our subsidies from all of you slack ass countries that wouldnt be able to afford half your socilized entitlements. And when the wolves come knocking dont come crying.
Argues for withdrawing subsidies from allied countries while using threat language about security vulnerabilities ('wolves').
@blake-bj1tz
Mar 4, 2025
Canada has been taking advantage of us for decades. Our taxes are funding them. They've had this coming.
Canada has been taking advantage of us for decades. Our taxes are funding them. They've had this coming.
Claims Canada has economically exploited the U.S. through taxes and funding, framing the tariffs as justified economic retaliation.
@seansteingass8407
Mar 4, 2025
Craziest things looks there are thousands graduates from local citizen colleges, for example community support worker in social services but nobody's hiring them because they're only sponsored when they hire temporary workers for their Non …
Craziest things looks there are thousands graduates from local citizen colleges, for example community support worker in social services but nobody's hiring them because they're only sponsored when they hire temporary workers for their Non prifit company, then the citizens community services workers with 34 thousands debts contribute the salaries instead of getting those jobs ,omg,crazyy, judt check only community support worker position graduates citizens vs temporary workers ratios on employment, needs to change please, sincerely
Critiques hiring practices favoring temporary workers over Canadian graduates, highlighting job market competition and debt burden issues.
samt7740
Feb 28, 2026
Eye for an eye, it makes sense. You are correct, we the people will pay for this 25% increase. This how America will be worse again by putting more people in deeper debt and poverty.
Eye for an eye, it makes sense. You are correct, we the people will pay for this 25% increase. This how America will be worse again by putting more people in deeper debt and poverty.
Discusses economic consequences of tariffs (25% increase, debt, poverty) while expressing concern about negative impacts on Americans.
@rm26367
Mar 4, 2025
There are winners in a trade war, the country the can stand the most will win.
There are winners in a trade war, the country the can stand the most will win.
Discusses trade war dynamics and economic competition between nations in terms of resilience and winning.
Economic Argument
0.80
@RenardGarland
Mar 4, 2025
It's gonna hurt all of us. : ( The economy was coming back around since Covid. By the end of 2024, I felt it and was feeling optimistic I can't believe this is happening now. …
It's gonna hurt all of us. : ( The economy was coming back around since Covid. By the end of 2024, I felt it and was feeling optimistic I can't believe this is happening now. Ugh.
Expresses concern about economic harm and loss of optimism regarding economic recovery.
@iluvchocolate1322
Mar 4, 2025
Canada a great decline just like Argentina. No products processed, Locked natural resources & too much borrowing. The deceit & greed is from the bottom to the top.
Canada a great decline just like Argentina. No products processed, Locked natural resources & too much borrowing. The deceit & greed is from the bottom to the top.
Compares Canada to Argentina's decline, citing economic mismanagement, resource underutilization, and debt as causes.
BrendaMcLaughlin-xe5dj
Feb 19, 2026
Demographics change all the time and culture is fluid. Being pissed about it just means YOU need to have more kids. Without YOU having more children or immigration, towns die and economies shrink. It’s a …
Demographics change all the time and culture is fluid. Being pissed about it just means YOU need to have more kids. Without YOU having more children or immigration, towns die and economies shrink. It’s a simple numbers game.
Frames immigration as economic necessity using demographic and labor market logic to counter cultural anxiety.
Group.B
Jan 27, 2026
Well managed? it costed us over 200 billions in taxes and only made life more costly! It also did put great stress upon the very same institutions our elites told us they the immigrants would …
Well managed? it costed us over 200 billions in taxes and only made life more costly! It also did put great stress upon the very same institutions our elites told us they the immigrants would work for
Critiques immigration policy's economic impact, citing high costs and increased living expenses, while questioning institutional capacity claims.
Vilhjalm-l9o
Jun 21, 2025
I love how Americans say they stand with Canada, that’s gonna change real quick once you see your grocery bill
I love how Americans say they stand with Canada, that’s gonna change real quick once you see your grocery bill
Skeptically predicts that American support will wane once economic consequences (higher grocery costs) are felt, framing economic impact as a concern.
@ayla8345
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
Indians are the one who earn the most in America and Canada (more than double of the natives)... idk why they don't invest it on their own country
Indians are the one who earn the most in America and Canada (more than double of the natives)... idk why they don't invest it on their own country
Discusses economic earnings of Indian immigrants relative to natives and questions investment patterns across countries.
ZZZAJblob
Feb 8, 2026
Meanwhile, working families on both sides will suffer.
Meanwhile, working families on both sides will suffer.
Expresses concern about economic hardship for working families as a consequence of political conflict.
@rodneymcfadden4802
Mar 4, 2025
When I studied economics years ago were studied trade, tariffs and isolationism. Trade always came out on top in our simulation models. I don't like Trudeau but he is right here and articulate.
When I studied economics years ago were studied trade, tariffs and isolationism. Trade always came out on top in our simulation models. I don't like Trudeau but he is right here and articulate.
Draws on economic education and trade theory to support a policy position on tariffs and isolationism, while acknowledging the speaker's correctness despite personal political disagreement.
@Unitedflyier
Mar 4, 2025
Has nothing to do with friendship. Itis business. Usa not charety organization anymore. Sorry but it is true!!!
Has nothing to do with friendship. Itis business. Usa not charety organization anymore. Sorry but it is true!!!
Framing US-Canada relations as transactional business rather than charitable friendship.
Economic Argument
0.80
@MariaNewman-v6g
Mar 4, 2025
Dementia J Trump is going to destroy the economy Again. What a disgrace!
Dementia J Trump is going to destroy the economy Again. What a disgrace!
Criticizes Trump for economic damage (destroying the economy) framed as a policy failure with moral disapproval.
@stevencastillo2016
Mar 4, 2025
Pay up the same way America does. Canada has tarrifs on America, but you cry when America puts tarrifs on your country. Man up little man. ????????????????
Pay up the same way America does. Canada has tarrifs on America, but you cry when America puts tarrifs on your country. Man up little man. ????????????????
Discusses tariffs and trade policy between Canada and America, criticizing Canada's position on economic grounds.
@user-ov5lb2nl7s
Mar 4, 2025
Stop getting immigrants. Because you give them low wages compared to Canadian. Give Canadian jobs and spend money on Canadian to advance in their field.
Stop getting immigrants. Because you give them low wages compared to Canadian. Give Canadian jobs and spend money on Canadian to advance in their field.
Argues that immigration depresses wages for citizens and advocates prioritizing domestic workers over immigrants.
neilhenriques9435
Jan 11, 2026
Not all of them are shit people. But most of them are disgusting. I stopped eating fadt food when they took over. The absolute worst thing about them is the minimum wage subsidies the government …
Not all of them are shit people. But most of them are disgusting. I stopped eating fadt food when they took over. The absolute worst thing about them is the minimum wage subsidies the government gives them. The whole system regarding these people is corrupt.
Criticism of government wage subsidies and economic system corruption related to a specific group, framed as economic grievance.
Pray4Mojo1
Jan 27, 2026
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)