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
🇨🇦 My theory is Canadian debt, deficit, aging population are so high Canada is hoping mass Immigration will pay the debt off, a debt the immigrants didn't incur.😮
🇨🇦 My theory is Canadian debt, deficit, aging population are so high Canada is hoping mass Immigration will pay the debt off, a debt the immigrants didn't incur.😮
Proposes that mass immigration is a fiscal strategy to address national debt and aging population issues.
DavidGS66
Jan 27, 2026
Canadians also pay their legal fees to fight deportation. Another boost in earnings to the Canadian lawyers
Canadians also pay their legal fees to fight deportation. Another boost in earnings to the Canadian lawyers
Comment focuses on financial impact and earnings related to deportation legal fees.
Economic Argument
0.80
derekjohnson5522
Dec 29, 2025
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it …
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it isn't changing anytime soon. It's just sad to see, I'm not racist I just want my own country and my own job but I guess that's asking too much :/
The commenter shares personal experience of job competition while blaming immigrants and government policy, framing employment difficulty as an economic consequence of immigration.
Ravenbeak2564
Jan 27, 2026
What I don't like is the millionaires that move our jobs out of our country to benefit themselves. My father lost a good manufacturing job because labor was cheaper in some other county. Now look …
What I don't like is the millionaires that move our jobs out of our country to benefit themselves. My father lost a good manufacturing job because labor was cheaper in some other county. Now look at Boeing. Somehow we need someone that is looking out for US! Trying to bring jobs and industry back to the USA. Trudeau is a terrible leader and I'm happy to see him squirm.
Focuses on job loss, outsourcing, and economic priorities, criticizing both corporate practices and Trudeau's leadership.
@themotofixery
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
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Presents statistical claims about Indian immigrant success (income, education, crime rates, property values) to counter criticism, with comparative framing against other groups.
shaheedbhaghatsingh3974
Jan 27, 2026
More and more countries will stop using the USD in international business, which in long term will be devastating for the US.
More and more countries will stop using the USD in international business, which in long term will be devastating for the US.
Predicts long-term economic consequences of reduced USD usage in international trade due to Trump's actions.
@Don_Thomaso
Mar 4, 2025
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
You did not play a head count game. Omgawd. People from Brampton don't want to work at Tim Hortons or they would. I did just find out there was kickbacks from the government for having …
You did not play a head count game. Omgawd. People from Brampton don't want to work at Tim Hortons or they would. I did just find out there was kickbacks from the government for having immigrant workers, like their pay is subsidized I think.
Discusses employment dynamics, government subsidies for immigrant workers, and labor market participation.
ratedrachel3670
Jan 27, 2026
Well, I feel like there's a pretty good chance mine and thousands of other jobs will hit Ontario hard when they move south of the border. Ontario is about to be hurting really, really bad …
Well, I feel like there's a pretty good chance mine and thousands of other jobs will hit Ontario hard when they move south of the border. Ontario is about to be hurting really, really bad as Trump comes for all our auto manufacturing jobs.
Commenter expresses concern about job losses in Ontario due to manufacturing relocation, focusing on economic impact and regional harm.
@lemming573
Mar 4, 2025
United States never needed Canada to survive The US has been getting reamed by Canada and other Countries way too long. If this means our jobs come callback home, then so be it. We are …
United States never needed Canada to survive The US has been getting reamed by Canada and other Countries way too long. If this means our jobs come callback home, then so be it. We are no longer going to pay out more than we are given. US first.....
Argues that US trade relationships are economically unfavorable and prioritizes domestic job creation and national interest.
@ReginaldScottRoss
Mar 4, 2025
Too many Refugees and Foreign worker . Billion dollar spend on Refugees .Liberals need to think
Too many Refugees and Foreign worker . Billion dollar spend on Refugees .Liberals need to think
Focuses on spending costs for refugees and foreign workers, with implicit criticism of government priorities.
rishi505
Jan 20, 2026
Closest ally that allows China inroads into the hemisphere through business and drugs. Yeah right. Those tariffs are reciprocity tariffs. As in we are charging YOU exactly what you are charging US. Stop the imbalance …
Closest ally that allows China inroads into the hemisphere through business and drugs. Yeah right. Those tariffs are reciprocity tariffs. As in we are charging YOU exactly what you are charging US. Stop the imbalance and the tariffs go away. BOOHOO so unfair!
Discusses tariffs, trade imbalance, and economic reciprocity between nations.
@Rolando-SE
Mar 4, 2025
Indians are literally the highest earning and highest tax paying citizens of the country this is why everybody is racist to them , cus they are successful and more skilled and are taking jobs
Indians are literally the highest earning and highest tax paying citizens of the country this is why everybody is racist to them , cus they are successful and more skilled and are taking jobs
Defends Indian immigrants by citing economic contributions (earnings, taxes) and attributes racism to their success.
locked_in_human
Feb 7, 2026
Canadian economy is heavily propped up with exploiting people, everyone gets a share of the spoils, colleges, employment, real estate 10s of billions of dollars 2 million people by $500 a month in rent minimum …
Canadian economy is heavily propped up with exploiting people, everyone gets a share of the spoils, colleges, employment, real estate 10s of billions of dollars
2 million people by $500 a month in rent minimum
2 million x 365 days x $10 in food
2 million x $20,000 in tuition per year, and this is all low end numbers I'm using.
Uses detailed economic calculations to argue that Canada's economy exploits immigrants through housing, food, and tuition costs, framing immigration as economically extractive.
D_4xe
Feb 5, 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
The greatest country has greatest debt in world around $38 trillion
The greatest country has greatest debt in world around $38 trillion
The comment critiques Canada's economic status by highlighting national debt, framing it as contradicting claims of greatness.
Chekri_P-31-3_N
Feb 8, 2026
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Canada needs to start enforcing on a mass scale. They’re complaining how much it cost to deport illegals but it’s way cheaper than all the social and welfare services they get if they remain here
Argues that deportation costs are justified because undocumented immigrants consume more in social services than deportation expenses, framing immigration as an economic burden.
krism1815
Dec 24, 2025
We don't need more Walmarts and fastfood/Uber drivers.
We don't need more Walmarts and fastfood/Uber drivers.
Critiques the economic value of immigration by suggesting immigrants only fill low-wage service sector jobs.
Economic Argument
0.80
richystar2001
Dec 27, 2025
Liberals always take tax dollars and give them to non paying tax people when will Canadians wake up
Liberals always take tax dollars and give them to non paying tax people when will Canadians wake up
Criticizes government spending on immigrants while claiming they don't contribute taxes, framing immigration as an economic burden.
BobCobb-w2y
Dec 27, 2025
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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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