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
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
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
They do pay taxes.
They do pay taxes.
Brief factual counter-argument addressing the economic contribution of immigrants through tax payment.
Economic Argument
0.90
martinc1085
Oct 16, 2025
Lol - Corporations are abusing these programs to fire Canadians and replace them with people at lower wages and this is crashing the housing market across the country.
Lol - Corporations are abusing these programs to fire Canadians and replace them with people at lower wages and this is crashing the housing market across the country.
Argues that corporations abuse immigration programs to lower wages and that this causes housing market crashes.
rajeevdsamuel
Nov 20, 2025
The declining birthrate is directly tied to the economy. It's not that people aren't capable of having big families, it's that it's been made unaffordable to do so.
The declining birthrate is directly tied to the economy. It's not that people aren't capable of having big families, it's that it's been made unaffordable to do so.
Directly links declining birthrates to economic affordability, analyzing the economic barriers to family formation.
Economic Argument
0.90
tiffaniterris5189
Dec 5, 2025
Immigration has certainly helped Canadian economy in a BIG way.
Immigration has certainly helped Canadian economy in a BIG way.
Directly asserts a positive economic impact of immigration on Canada.
Economic Argument
0.90
timestuber
Dec 1, 2025
The GDP of Brampton has also tripled so......
The GDP of Brampton has also tripled so......
Counters criticism by citing economic growth (GDP tripling) as evidence of positive immigration impact.
Economic Argument
0.90
toolbaggers
Dec 16, 2025
Cost 78mill and save billions if they keep them.
Cost 78mill and save billions if they keep them.
Discusses cost-benefit analysis of immigration in economic terms, suggesting retention of immigrants saves money.
Economic Argument
0.90
MrGsxrme
Dec 27, 2025
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
18,000 doesnt seem much, but cost Canada 70+ Million, that a bad ratio!!
18,000 doesnt seem much, but cost Canada 70+ Million, that a bad ratio!!
Critiques the cost-to-benefit ratio of deportations, focusing on fiscal efficiency and government spending.
Economic Argument
0.90
30kendel
Dec 26, 2025
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
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
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
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
They need workers
They need workers
Brief statement asserting that immigrants fill labor market needs, a core economic argument.
Economic Argument
0.90
xyba6072
Jan 27, 2026
Think what that means to housing, health care, schools even traffic!!!
Think what that means to housing, health care, schools even traffic!!!
Raises concerns about resource strain (housing, healthcare, schools, traffic) attributed to immigration policy.
johns9969
Jan 18, 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
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
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
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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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