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
I hope yall know this invasion has made Canada terrible for the youth, all the youth and even some 20-25-30 yr olds are left jobless by all these Indians taking over all the jobs becoming …
I hope yall know this invasion has made Canada terrible for the youth, all the youth and even some 20-25-30 yr olds are left jobless by all these Indians taking over all the jobs becoming managers somehow then they ONLY hire Indians once they are manager. I’ve been looking consistently for a full time job for around 8 months now. It’s terrible what this invasion has done, just what they did to the job market alone is enough to want to leave.
Primary focus on job market impact and employment discrimination, combined with demographic anxiety and ethnic targeting.
Hitwitglitchhh
Jan 28, 2026
Tariffs will not affect anyone but the consumers thru increased inflation
Tariffs will not affect anyone but the consumers thru increased inflation
Discusses economic impact of tariffs on consumers through inflation, analyzing policy consequences.
Economic Argument
0.88
@albertteng1191
Mar 4, 2025
Make it expensive to import, and the businesses will have to operate in US, if not they have to forgo the American market. Now the issue is, is the current US companies able to fill …
Make it expensive to import, and the businesses will have to operate in US, if not they have to forgo the American market. Now the issue is, is the current US companies able to fill the vacuums, and if the capitalism business owner willing to stay with Canadian, or they will redeploy part of their operation to USA, and sack Canadian workers? Will there be a race?
Detailed analysis of tariff economic impacts on business operations, employment, and market dynamics.
Economic Argument
0.88
@thinkinginlife5808
Mar 5, 2025
Call any big Canadian company, Bell, you get someone from the Philippines. Scotia bank, you get someone in Mexico and so on. They make billions and yet decide to hire outside of Canada. But when …
Call any big Canadian company, Bell, you get someone from the Philippines. Scotia bank, you get someone in Mexico and so on. They make billions and yet decide to hire outside of Canada. But when they hire someone from Canada, you stay on "temporary" status for years. After 2 or 3 years they move you to "temp full time" status and so on..... Most Canadians know this!
Focuses on corporate hiring practices, employment status hierarchies, and economic decisions by major companies regarding domestic versus foreign workers.
babilonian
Feb 15, 2026
Donald doesn’t understand the concept of tariffs. He sounds dumb and everyone who doesn’t understand tariffs, please know we the consumer are the victims of the most dumbest decision.
Donald doesn’t understand the concept of tariffs. He sounds dumb and everyone who doesn’t understand tariffs, please know we the consumer are the victims of the most dumbest decision.
Focuses on tariff economics and consumer impact while criticizing policy understanding and decision-making.
@GB-zk7tk
Mar 4, 2025
We just have stagnated and we can no longer afford to live on one wage
We just have stagnated and we can no longer afford to live on one wage
Discusses wage stagnation and cost of living as barriers to economic sustainability, directly addressing economic hardship.
Economic Argument
0.88
Lakeboii70
Aug 25, 2025
Tax payers cannot afford this. Stop the wars and stop immigration.
Tax payers cannot afford this. Stop the wars and stop immigration.
Frames immigration as an unaffordable financial burden on taxpayers and calls for policy cessation.
philrob2327
Feb 24, 2026
People can’t get jobs too much people coming here not enough jobs.
People can’t get jobs too much people coming here not enough jobs.
Focuses on job scarcity and labor market competition as the core concern about immigration.
Economic Argument
0.88
EarnUSDollarsOnline
Aug 26, 2025
Try finding an apartment!! I had to move from one airbnb yo another to another for months. Meanwhile, getting passed over from one apartment to another. These folks were transferring first and last before even …
Try finding an apartment!! I had to move from one airbnb yo another to another for months. Meanwhile, getting passed over from one apartment to another. These folks were transferring first and last before even being chosen. They were starting bidding wars over apartments. Paying way more than asked. That's what drove the rent cost through the roof! I have a friend who has been staying at motel for months now trying to find a place. He was turned down for a place with a cosigner that makes 100k a year! It needs to stop!
First-person account of housing market difficulties attributed to immigrant competition, framed as economic impact argument.
Gentleman_Jester
Aug 27, 2025
The problem is the taxpayers pay for other peoples benefits plus the problem is the people voted for their own downfall, third the solutions are to not vote blindly and to start businesses so their …
The problem is the taxpayers pay for other peoples benefits plus the problem is the people voted for their own downfall, third the solutions are to not vote blindly and to start businesses so their are more jobs to fill, sell to the migrants.
Focuses on taxpayer burden, benefits distribution, and job creation as economic solutions to immigration concerns.
satisfactiongamer7385
Aug 27, 2025
Anyone under 45 in Canada cant afford to live because of these insane policies.
Anyone under 45 in Canada cant afford to live because of these insane policies.
Attributes housing affordability crisis to immigration policies, framing it as an economic impact issue.
georgedavid1373
Feb 11, 2026
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not …
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not a fertility problem.
First-person account linking personal economic hardship to broader economic conditions affecting birth rates.
smorgasborgas
Sep 10, 2025
Trudeau is a joke. While he is pushing his agenda. Fur starters, he fails to mention the trade deficit with the usa. So bottom line while everyone loses, canada loses more. The us can survive …
Trudeau is a joke. While he is pushing his agenda. Fur starters, he fails to mention the trade deficit with the usa. So bottom line while everyone loses, canada loses more. The us can survive a lot easier without canada, while canada will suffer a lot more without the usa.\n\nWhen i bring cheese from the usa to canada, there is a 200% tax on anything above my $20 personal exemption, the save is not the same when bringing dairy to the usa.\n\nIf you want to be treated fairly, treat others fairly.\n\nAfter watching zelensky from Ukraine, Trudeau is pretty stupid if he thinks he will win this one.
Focuses on trade deficits, tariff asymmetries, and economic disadvantage to Canada in US relations, with specific examples of pricing disparities.
@YankyZuchmir
Mar 4, 2025
No jobs . Nepotism runs Canada.
No jobs . Nepotism runs Canada.
Focuses on job scarcity and nepotism as economic/systemic problems affecting employment.
2love29
Sep 9, 2025
The young people can’t afford to have children because it is so expensive to live.
The young people can’t afford to have children because it is so expensive to live.
Discusses economic barriers to family formation, specifically high cost of living affecting young people's ability to have children.
Economic Argument
0.88
CLR953
Sep 11, 2025
Canada has all the necessary conditions to establish real manufacturing industries and increase production. With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and …
Canada has all the necessary conditions to establish real manufacturing industries and increase production.
With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and others—the equation becomes clear: lower costs, higher output, and greater profitability.
This workforce represents a real investment for those who know how to manage human resources and the economy intelligently.
Analysis of immigrant labor's economic impact on manufacturing, wages, costs, and profitability.
Economic Argument
0.88
Mimer_ye
Feb 27, 2026
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income …
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income taxes of basic income categories. Here it is 20--25% even if u are just earning minimum wage.
Compares tax burdens between India and Canada, arguing Canadian taxes are higher even for minimum wage earners, framing immigration through economic impact lens.
deeprahul
Sep 27, 2025
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
It me so sick. People that have never paid taxes getting our benefits. It’s all nuts. I will never vote liberal
Expresses concern about non-taxpayers receiving benefits (economic impact) and declares voting intention against Liberals.
kimpm2117
Feb 28, 2026
car insurance went up 30%
car insurance went up 30%
Brief statement about rising insurance costs, implying economic impact related to immigration policy.
Economic Argument
0.88
jasonredpill7473
Feb 24, 2026
Honda just announced it's moving its car company from Mexico to the US. More jobs were just added to Indiana in hours ?? America 1st ?\nEdit: HP is moving its company from China to the …
Honda just announced it's moving its car company from Mexico to the US. More jobs were just added to Indiana in hours ?? America 1st ?\nEdit: HP is moving its company from China to the US ?
Reports corporate relocations and job creation as evidence of economic benefits from nationalist policies.
Economic Argument
0.88
@venuss2000
Mar 4, 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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