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
Camada cant afford to support anyone who arrives here. We cant support our own.
Camada cant afford to support anyone who arrives here. We cant support our own.
Argues that Canada lacks financial capacity to support immigrants while domestic needs remain unmet.
Economic Argument
0.90
pokey-m2w
Jan 5, 2026
Tarriff increment doesn't affect the targeted country, it usually ends up affecting the citizens of the country that imposes the tariff. Americans will experience more inflation as a result of this crazy tarriff increment.
Tarriff increment doesn't affect the targeted country, it usually ends up affecting the citizens of the country that imposes the tariff. Americans will experience more inflation as a result of this crazy tarriff increment.
Commenter explains the economic mechanics of tariffs, arguing that tariff increases harm the imposing country's citizens through inflation.
Economic Argument
0.90
@emmaoyongo8610
Mar 4, 2025
Get them out of here. There's no jobs for the people that live here and are citizens.
Get them out of here. There's no jobs for the people that live here and are citizens.
Frames immigration as an economic threat to citizens' job prospects and calls for removal of immigrants.
rickhall843
Feb 10, 2026
It's a lie a company can't find Canadian workers. Companies get half the wages for a newcomer employee reimbursed by the federal government. Paid to hire foreigners instead of Canadian born.
It's a lie a company can't find Canadian workers. Companies get half the wages for a newcomer employee reimbursed by the federal government. Paid to hire foreigners instead of Canadian born.
Argues that government subsidies incentivize hiring foreign workers over Canadian citizens, framing immigration as economically disadvantageous.
user-pz8yy6yx2f
Feb 11, 2026
BUILD MORE HOUSES
BUILD MORE HOUSES
Addresses housing shortage as underlying economic problem related to immigration pressures.
Economic Argument
0.90
elbowstrike
Jan 15, 2026
And Canada citizen is working hard to pay tax and house price is astronomical high..
And Canada citizen is working hard to pay tax and house price is astronomical high..
Direct critique of economic burden on Canadian citizens, citing high taxes and unaffordable housing as policy concerns.
Economic Argument
0.90
Pearlflower1
Jan 27, 2026
Canadian sleeping in their Cars🚙 in extreme cold weather conditions can’t find jobs / affordable housing our youths need job/affordable housing / future Our Gov. Must step in to clear the mess
Canadian sleeping in their Cars🚙 in extreme cold weather conditions can’t find jobs / affordable housing our youths need job/affordable housing / future Our Gov. Must step in to clear the mess
Focuses on housing affordability, employment, and government responsibility to address economic hardship for citizens.
sanir-t6m
Jan 18, 2026
tariff will be good for each country means control the imported and help the domestic businesses
tariff will be good for each country means control the imported and help the domestic businesses
Commenter argues that tariffs benefit domestic economies by controlling imports and protecting local businesses.
Economic Argument
0.90
@RacheMiclat-dq9xv
Mar 4, 2025
Country needs serious help, Canadians will never own homes w these house prices!
Country needs serious help, Canadians will never own homes w these house prices!
Focuses on housing affordability crisis and its impact on Canadian homeownership, framing it as a national problem.
JC-dk5lt
Jan 28, 2026
Many people do not understand how tariffs impact the importation of goods and services. Canada lacks the infrastructure to produce the minerals required for electric vehicle (EV) manufacturing. Additionally, Canada does not possess the same …
Many people do not understand how tariffs impact the importation of goods and services. Canada lacks the infrastructure to produce the minerals required for electric vehicle (EV) manufacturing. Additionally, Canada does not possess the same international influence as the United States, particularly in military matters. As a result, Canadians may face more significant challenges, as their economy relies more on U.S. trade than the United States' reliance on Canada. Overall, Canada has a less developed economy and limited global influence.
Detailed analysis of tariffs, trade dependencies, infrastructure, and economic disparities between Canada and the United States.
Economic Argument
0.90
@IndependenObserver
Mar 4, 2025
If these companies can’t find workers, then why is our unemployment rate so high in 16 years?! It’s because they want cheap labour than to pay proper wages to a Canadian. If they up the …
If these companies can’t find workers, then why is our unemployment rate so high in 16 years?! It’s because they want cheap labour than to pay proper wages to a Canadian. If they up the pay, many unemployed would come forsure but not when paying peanuts
Argues that high unemployment contradicts labor shortage claims, attributing the issue to corporate wage suppression rather than labor availability—core economic reasoning.
krism1815
Feb 11, 2026
Canada isn’t cheap
Canada isn’t cheap
A brief statement about Canada's cost of living, directly addressing economic conditions.
Economic Argument
0.90
Lalii_io
Jan 27, 2026
Immigration = housing shortages, rent/price increases, businesses can undercut wages and creates more job competition for everyone. Waiting lists for surgery, appointments and less money to upgrade hospitals. Less money to improve all social services. …
Immigration = housing shortages, rent/price increases, businesses can undercut wages and creates more job competition for everyone. Waiting lists for surgery, appointments and less money to upgrade hospitals. Less money to improve all social services. I could go on. You get the point yet?
Detailed economic critique linking immigration to housing costs, wages, job competition, and reduced public services funding.
seebabs7776
Feb 28, 2026
to be honest canada could not come up with population needed to sustain itself, you need a large population for this country to run.
to be honest canada could not come up with population needed to sustain itself, you need a large population for this country to run.
Argues that Canada requires immigration for population and economic sustainability.
Economic Argument
0.90
puneetsingh691
Sep 19, 2025
Canada's broke baby taxes going ⬆️
Canada's broke baby taxes going ⬆️
Critiques Canada's fiscal situation, claiming the country is financially troubled and taxes are increasing.
Economic Argument
0.90
tbone1294
Feb 11, 2026
Historically, tariffs have been imposed to support production of American goods. Think cotton, steel, other raw materials the U.S. used to produce in past centuries. For the past several decades, America has not produced many …
Historically, tariffs have been imposed to support production of American goods. Think cotton, steel, other raw materials the U.S. used to produce in past centuries. For the past several decades, America has not produced many raw materials because it's cheaper to buy them from countries who can pay their workers less to keep the cost of production low. It's impossible to quickly begin producing these things here, so Trumplethinskin's tariffs will do nothing but piss off our trading partners and dramatically increase the prices Americans pay for a long list of essential goods. I see a major recession coming soon. If your goal was to close American car plants because the parts are too expensive and make it impossible for U.S. citizens to afford to feed their families, you've achieved it, King Donald ?
Detailed analysis of tariff economics, production costs, and predicted recession impacts on American consumers and industries.
@jmccoomber1659
Mar 4, 2025
41, 000 is crazy insane should be like 100 only per year. This oversupply of people is what contributes to more people fighting for few resources (jobs, medical care, apartments, etc)
41, 000 is crazy insane should be like 100 only per year.
This oversupply of people is what contributes to more people fighting for few resources (jobs, medical care, apartments, etc)
Argues that high immigration numbers create resource scarcity and competition for jobs, housing, and medical care—core economic concerns.
rhythmandacoustics
Nov 21, 2025
Immigration became a business model: • Corporations get cheap labor • Universities collect $37+ billion/year • Government inflates GDP & tax revenue Citizens get food banks, rent crisis, and stagnant wages.
Immigration became a business model:
• Corporations get cheap labor
• Universities collect $37+ billion/year
• Government inflates GDP & tax revenue
Citizens get food banks, rent crisis, and stagnant wages.
Analyzes immigration through economic lens, arguing it benefits corporations and institutions while harming citizens through wage stagnation and housing crisis.
JuneBrooks-f2u
Jan 27, 2026
It's not enough because you can work 10 hours at 21$ make 210$ pay your tax your left maybe with 140$ pay 15% on any purchase your left with 115$ gas with the large lands …
It's not enough because you can work 10 hours at 21$ make 210$ pay your tax your left maybe with 140$ pay 15% on any purchase your left with 115$ gas with the large lands we have maybe 10$ to 20$ per day because again it's just taxed insurance 500$ per month and rent 1200$ for one room with strangers. 8$ bag of chips 20$+ subway for a fkn sandwich. 10$beer like it's gold. Oh yeah and yesterday I saw eska(water) at 7.50$ plus fee for plastic bottles. Another tax bottles, cans, bags, batteries all taxes like it wasn't enough tax out there. School tax med tax first home welcome tax 5k . There's no better money then fee and tax.credit tax take your money out tax
Detailed critique of cost of living, wages, taxes, and affordability in Canada with specific dollar amounts and expense categories.
Economic Argument
0.90
ToddspinTod
Aug 25, 2025
Anti immigrant sentiment are base on Xenophobia & insecurity.. Pro immigrant policy are base on stats & economics.. Canadian low birthrate of 1.25 children (350k) need to be at 3 children (850k), so Trudeau policy …
Anti immigrant sentiment are base on Xenophobia & insecurity.. Pro immigrant policy are base on stats & economics.. Canadian low birthrate of 1.25 children (350k) need to be at 3 children (850k), so Trudeau policy of 500k immigrant per yr is on point. The gov just failed to plan better, like build enough houses..
Defends immigration policy using demographic and economic statistics, arguing low birth rates justify high immigration while critiquing housing planning failures.
RedHanded1969
Feb 12, 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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Discourse Quality (Perspective API)