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
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
canada exports 500 billion to America vs 100 billion to Canada from America.
canada exports 500 billion to America vs 100 billion to Canada from America.
Presents specific trade statistics comparing Canadian exports to America versus imports, framing economic relationship between nations.
Economic Argument
0.90
@AnbazhaganChinnappillai
Mar 4, 2025
Canada has imposed a 10% tariff on us for years, while America has only charged 2%. This behavior does not reflect a good neighborly relationship; rather, it appears to be another instance of taking advantage …
Canada has imposed a 10% tariff on us for years, while America has only charged 2%. This behavior does not reflect a good neighborly relationship; rather, it appears to be another instance of taking advantage of American taxpayers. A significant portion, approximately 70%, of Canada's GDP is derived from products purchased by Americans; one might question the effectiveness of extortion in this context. It is time you reconsider, little Emperor.
Presents tariff statistics and economic dependency arguments comparing Canada-US trade relationships.
@Jeffs40K
Mar 5, 2025
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Detailed critique of immigration pathways focused on economic sustainability and fiscal burden claims.
sadgefishh
Jan 28, 2026
Atleast now, they opened their EYES🙄🙄🙄🙄🙄🙄......no affordable homes, high rents, high grocery cost, unemployment, poor emergency medical, even over crowded universities, closing factories due to tariffs......Everything on tipping point😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑
Atleast now, they opened their EYES🙄🙄🙄🙄🙄🙄......no affordable homes, high rents, high grocery cost, unemployment, poor emergency medical, even over crowded universities, closing factories due to tariffs......Everything on tipping point😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑😑
Focuses on economic grievances including housing, groceries, unemployment, and university overcrowding as consequences of immigration policy.
KingKong-
Jan 20, 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
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 $37+ billion/year
• Government inflates GDP & tax revenue
Citizens get food banks, rent crisis, and stagnant wages.
Analyzes immigration through economic lens, arguing it benefits corporations and institutions while harming citizens through wage stagnation and housing crisis.
JuneBrooks-f2u
Jan 27, 2026
If anyone is wondering about the reason of Trump's tariffs: Tariff is source of revenue for the government which is not based on salary. The rich and the poor of the USA will pay the …
If anyone is wondering about the reason of Trump's tariffs: Tariff is source of revenue for the government which is not based on salary. The rich and the poor of the USA will pay the same amount of it for a specific product. This revenue will then serve the US government to decrease the income tax, which is based on percent of revenue (i.e higher income people pay much more taxes). The tax cuts means those with higher revenue will get to keep more of it. So at the end of the day more of the governments revenue will come from those with lower revenue. Thus unfortunately widening the gap between the rich and the poor.
Provides detailed economic analysis of tariff policy and its redistributive effects on income inequality.
Economic Argument
0.90
@david86418
Mar 4, 2025
It's not enough because you can work 10 hours at 21$ 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
You can’t win trade wars
You can’t win trade wars
States a general economic principle about the ineffectiveness of trade wars.
Economic Argument
0.90
@futureshock7425
Mar 4, 2025
You can't take in more immigrants than you have housing for. Where is the common sense on this issue?
You can't take in more immigrants than you have housing for. Where is the common sense on this issue?
Argues that immigration policy lacks common sense by pointing to housing shortage as a constraint on immigrant intake.
FrankCharette
Feb 26, 2026
Taking an economics class right now. It's true that the single and only result of tariffs is government revenue at the cost of citizens of both involved countries. Both countries, not one.
Taking an economics class right now. It's true that the single and only result of tariffs is government revenue at the cost of citizens of both involved countries. Both countries, not one.
Explains economic principles about tariffs and their effects on both countries based on educational context.
Economic Argument
0.90
@originalryan1
Mar 4, 2025
This is going to get expensive for Americans.
This is going to get expensive for Americans.
Predicts economic consequences (expense) of policy decisions.
Economic Argument
0.90
@living_in_latam
Mar 4, 2025
This is really going to hurt Americans … it is not a smart move seriously
This is really going to hurt Americans … it is not a smart move seriously
Expresses concern about negative economic impact of tariffs on Americans.
Economic Argument
0.90
@PateeSarasin
Mar 4, 2025
People don’t migrate for culture, they do it primarily for ECONOMIC reasons .
People don’t migrate for culture, they do it primarily for ECONOMIC reasons .
States a factual assertion that economic reasons, not cultural factors, are the primary driver of migration.
Economic Argument
0.90
faithm2535
Aug 24, 2025
You need to put a 25% export tax on your energy, minerals, and oil. It will increase the price of everything in the US immediately.
You need to put a 25% export tax on your energy, minerals, and oil. It will increase the price of everything in the US immediately.
Proposes an export tax policy and discusses its economic consequences on pricing.
@to54321s
Mar 4, 2025
Who are actually benefiting from this? US consumers are gonna pay more for goods, the exporters seem worried about it. Only Trump seems excited about it and the rich people probably don't care.
Who are actually benefiting from this? US consumers are gonna pay more for goods, the exporters seem worried about it. Only Trump seems excited about it and the rich people probably don't care.
Analyzes economic impacts of tariffs on different groups (consumers, exporters, wealthy), questioning who benefits.
Economic Argument
0.90
@SocialMedia-lz5up
Mar 4, 2025
As long as they pay taxes , alls fair
As long as they pay taxes , alls fair
Pragmatic argument that tax contribution legitimizes immigrant presence, implying economic participation as the basis for acceptance.
sheldonjplanktonn
Jan 29, 2026
I like Justin, but I still won’t vote for the liberals because of housing bubble
I like Justin, but I still won’t vote for the liberals because of housing bubble
Expresses personal political decision based on housing affordability concerns, a core economic issue.
@wetbadger2
Mar 4, 2025
If both sides are enforcing 25% tariffs \nSounds like fair trade to me!!
If both sides are enforcing 25% tariffs \nSounds like fair trade to me!!
Direct discussion of tariff policy and trade fairness in economic terms.
Economic Argument
0.90
@joshgomez5263
Mar 4, 2025
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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)