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
There are 5 million Indian Americans in the USA and they are the highest income group in USA, far ahead of any other group amongst whites, Chinese, Blacks, Mexicans, Taiwanese etc. Go cry a river …
There are 5 million Indian Americans in the USA and they are the highest income group in USA, far ahead of any other group amongst whites, Chinese, Blacks, Mexicans, Taiwanese etc. Go cry a river 😂😂😂
Uses economic data (income statistics) to counter criticism of Indian immigrants by demonstrating their financial success.
warpdrive9229
Jan 29, 2026
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
Can’t even get a job in my own country because these people are only hiring Indians. it’s ridiculous. I hope something happens soon.
Can’t even get a job in my own country because these people are only hiring Indians. it’s ridiculous. I hope something happens soon.
Claims job discrimination based on hiring preferences while expressing anxiety about employment prospects.
brodyleger9073
Jan 27, 2026
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
Compares work ethic between immigrant groups, using employment as a metric for evaluating their contribution.
tysonk-t2130
Jan 27, 2026
WE DONT NEED WORKERS. NONE OF THIS LABOUR IS SKILLED!
WE DONT NEED WORKERS. NONE OF THIS LABOUR IS SKILLED!
Argues that immigration is unnecessary because the labor being brought in is not skilled, critiquing the economic rationale for immigration policy.
PerfectDark_77
Jan 30, 2026
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
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
I hate her she needs to buy my son a house. with the money she is spedning on immigrants
I hate her she needs to buy my son a house. with the money she is spedning on immigrants
Frames immigration spending as a zero-sum economic problem, arguing government resources for immigrants should instead fund domestic housing needs.
maryhelenmccormick4392
Feb 26, 2026
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
Waiting for him to tell the American ppl how their going to make up the 180 billion trade deficit. all the Americans in here dumping on America just remember your the one being taking advantage …
Waiting for him to tell the American ppl how their going to make up the 180 billion trade deficit. all the Americans in here dumping on America just remember your the one being taking advantage of
Focuses on trade deficits and economic disadvantage, comparing the US position unfavorably to others.
@MH-in5gl
Mar 4, 2025
I know what you're thinking 😁 See for the last couple centuries industrialized nations all over the world have been importing people like potatoes. And there is a very good reason for that. See over …
I know what you're thinking 😁 See for the last couple centuries industrialized nations all over the world have been importing people like potatoes. And there is a very good reason for that. See over the last couple hundred years you have made many advances in technology medicine and law enforcement. Your people however aren't having fifteen children anymore and your population is therefore receding. You then have to import people i.e. drain all the brains from around the world. Immigrants are also more eager to come if things back home aren't good especially when the world is bombing your pants off. Also things like rampant corruption that make it extremely difficult to live an honest life. They're also having children upon children because technology doesn't yet exist and so god told them to.
🦫
We are finite beings in an infinite universe. Also, you cannot stop immigration.
Extended explanation of immigration necessity based on demographic decline and economic labor needs, comparing industrialized nations' strategies.
cheegum6296
Jan 23, 2026
Russia have more cheap fertilizer and energy than Canada
Russia have more cheap fertilizer and energy than Canada
Economic comparison of resource availability and costs between Russia and Canada, implying competitive disadvantage.
@cheriangeorge7261
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
Tariffs have no winner. …What about Canadian tariff on Chinese EV. ????
Tariffs have no winner. …What about Canadian tariff on Chinese EV. ????
Discussion of tariffs and their economic impact, comparing US and Canadian trade policies.
@liewkinglim
Mar 4, 2025
This is crazy. Everybody MUST realize, These US tarriffs, come out of American Pockets. Go directly to the Government. That is how Trump is financing the government. Fancy Immediate tax.
This is crazy. Everybody MUST realize, These US tarriffs, come out of American Pockets. Go directly to the Government. That is how Trump is financing the government. Fancy Immediate tax.
Explains tariffs as a government financing mechanism, analyzing economic impact and policy mechanism.
Economic Argument
0.80
@robgandy4550
Mar 4, 2025
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
Personal anecdote about grocery costs with humorous tone, illustrating economic concerns about cost of living.
Bowiedog32111
Jan 23, 2026
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
As a senior i don't get all the benefits that illegal people get WHY
As a senior i don't get all the benefits that illegal people get WHY
Expresses grievance about differential benefit distribution, contrasting seniors' limited access with perceived immigrant benefits.
1934frazernash
Feb 26, 2026
Americans are sick of getting taking advantage of fair is fair even across the board period.
Americans are sick of getting taking advantage of fair is fair even across the board period.
Frames immigration through economic fairness and exploitation concerns, suggesting economic impact argument.
Economic Argument
0.80
@jasonerickson1033
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
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)