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
So thats why i cant find a job
So thats why i cant find a job
Attributes job scarcity to immigration, making an economic argument about labor market competition.
Economic Argument
0.80
lilMonie13992
Jan 29, 2026
Trudeau says “there are no winners in a trade war” haha but there are losers let’s see whose economy is bigger ??
Trudeau says “there are no winners in a trade war” haha but there are losers let’s see whose economy is bigger ??
Discusses trade war economics and compares national economies, focusing on economic winners and losers.
@noahthegoat8
Mar 4, 2025
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most …
TBF most of them are good people, and want a better life. I have no quarrels against that but I think maybe 5 figures a year is lots, not this 800k+. That being said, most of them here are relatively upper middle class since its not cheap to emigrate from India.
Acknowledges immigrants' motivations sympathetically while critiquing immigration volume and economic capacity (800k+ vs 5 figures).
MrBlipman
Jan 27, 2026
well at least they have jobs
well at least they have jobs
Comment addresses employment outcomes for immigrants, a core economic consideration in immigration discourse.
Economic Argument
0.80
BensonKim123
Jan 27, 2026
We've been paying your Tariffs for years, now we're charging you Tariffs and you come unglued, your kidding!!!
We've been paying your Tariffs for years, now we're charging you Tariffs and you come unglued, your kidding!!!
Discusses tariff policy and reciprocal trade dynamics, framing it as justified retaliation for long-standing American economic advantage.
@edreeder9853
Mar 4, 2025
They are reciprocal tariffs jack off. Canada been taking advantage of the US for years.
They are reciprocal tariffs jack off. Canada been taking advantage of the US for years.
Discusses tariffs and trade advantage between Canada and the US, framing it as economic exploitation.
@bigbloc540
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
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
That lady is 10000% correct about the auto insurance. Same bullshit is happening in California. Newsom and our dumb ass government lets illegals register cars without a drivers license and without insurance and it’s causing …
That lady is 10000% correct about the auto insurance. Same bullshit is happening in California. Newsom and our dumb ass government lets illegals register cars without a drivers license and without insurance and it’s causing my insurance to double year after fucking year on a 1996 Toyota with 200k miles. Same shit for CDL drivers. You have illegals with no license operating a train on wheels at 80mph on the freeway.
Comment focuses on economic impacts of immigration policy, specifically rising insurance costs attributed to undocumented immigrants.
liammoodyfilms
Jan 29, 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
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
11:10 I think many might go back because the wealth they could bring back would be substantial to boon their new country
11:10 I think many might go back because the wealth they could bring back would be substantial to boon their new country
Discusses economic incentives for return migration, suggesting immigrants may leave Canada due to wealth accumulation benefits for their home country.
NobleNemesis
Jan 27, 2026
They take all of the jobs because the government pays employers half their wages with taxpayers money! It’s disgusting 🤮
They take all of the jobs because the government pays employers half their wages with taxpayers money! It’s disgusting 🤮
Argues that immigrants take jobs due to government wage subsidies, framing immigration as economically harmful.
K9Bubba
Jan 27, 2026
They are draining all the money out of North America.
They are draining all the money out of North America.
Makes an economic claim about immigrants draining financial resources from North America.
Trey3366
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
Yes, they can go back home and 24 Billions Canadian tax payers given to Ukrainians must come back for Canadians to benefit their interests.if not liberals have to return it from their pockets .this is …
Yes, they can go back home and 24 Billions Canadian tax payers given to Ukrainians must come back for Canadians to benefit their interests.if not liberals have to return it from their pockets .this is the real control!
Argues that government spending on Ukrainian aid should be redirected to Canadian citizens, framing immigration through fiscal priorities.
Sandstorm-q2v
Jan 17, 2026
It’s not just Brampton is all Toronto it’s cheap for them but they have ruined the economy for Canadians
It’s not just Brampton is all Toronto it’s cheap for them but they have ruined the economy for Canadians
Claims immigrants have economically harmed Canadians by making housing cheap for themselves but ruining the broader economy.
Chocolatecake22
Jan 27, 2026
Canadians students cannot afford to go to school. How many do you know in education debt, working a job not in their field?
Canadians students cannot afford to go to school.
How many do you know in education debt, working a job not in their field?
Raises economic concerns about Canadian students' affordability and underemployment, implicitly critiquing immigration policy priorities.
99skyroxx
Jan 19, 2026
World only recognizes the power of money and economy , America is the largest economy in the history . America is not Charity to help other over its people interests . Thank you Mr. president …
World only recognizes the power of money and economy , America is the largest economy in the history . America is not Charity to help other over its people interests . Thank you Mr. president Trump . I wish my country leaders love their country as you do to your country . Salute Mr. President Donald Trump
Justifies Trump's policies through economic nationalism and prioritization of national interests over charity.
@abeomar1859
Mar 4, 2025
This is almost the same argument as the USA Mexico. WE NEED FORIGEN WORKERS TO FUNCTION. They work for lower pay and mostly work service whitch fuels our country and I think there an essential …
This is almost the same argument as the USA Mexico. WE NEED FORIGEN WORKERS TO FUNCTION. They work for lower pay and mostly work service whitch fuels our country and I think there an essential player in being able to function. (Ps all the new food slaps.)
Argues that foreign workers are economically necessary for labor market function and service industries, comparing to USA-Mexico dynamics.
SkippyPeanutButter122
Jan 27, 2026
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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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