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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Policy Critique
5,980 comments
If you come to Canada to go to school you shouldnt expect it to lead to residency.
If you come to Canada to go to school you shouldnt expect it to lead to residency.
Directly critiques government policy regarding international student pathways to residency.
Policy Critique
0.92
DonaldMains
Feb 15, 2026
None of the LPC know what is going on and either don't answer questions or attack the person for asking the question. It is pathetic
None of the LPC know what is going on and either don't answer questions or attack the person for asking the question. It is pathetic
Criticizes government officials (LPC) for not answering questions and attacking questioners, focusing on bureaucratic accountability.
Policy Critique
0.92
alanjackson1015
Feb 26, 2026
Liberal government has absolutely ruined this country.
Liberal government has absolutely ruined this country.
Direct criticism of government policy and governance without specific immigration focus, attributing national problems to liberal administration.
Policy Critique
0.92
kennedyperry8921
Jan 27, 2026
3.6+ million permanent immigrants in ~10 years. Hundreds of thousands facing homelessness. Housing supply failed. Wages failed. Aging still rising. This is not incompetence — it’s prioritization.
3.6+ million permanent immigrants in ~10 years.
Hundreds of thousands facing homelessness.
Housing supply failed.
Wages failed.
Aging still rising.
This is not incompetence — it’s prioritization.
Critiques government policy outcomes (immigration numbers vs. housing/wage failures) and suggests intentional prioritization over incompetence.
JuneBrooks-f2u
Jan 27, 2026
PEQ is decided by quebec province alone btw. not Ottawa
PEQ is decided by quebec province alone btw. not Ottawa
Factual correction clarifying that Quebec's immigration policy (PEQ) is provincial jurisdiction, not federal.
Policy Critique
0.92
mujkocka
Feb 12, 2026
Let's be clear, we added 3M people in 2 years or 3.8% per year. Too much, too fast. No one can build housing, hospitals, schools for that level of growth. We had the 4th fastest …
Let's be clear, we added 3M people in 2 years or 3.8% per year. Too much, too fast. No one can build housing, hospitals, schools for that level of growth. We had the 4th fastest growing population in the world, beating out Developing Countries in Africa. We will go back to an immigration rate of 0.8%, maybe 1% at the highest. We will still have the highest rate in the developed world.
Critiques immigration policy as unsustainable and too rapid, citing infrastructure capacity constraints and comparative growth rates.
RT_CA
Feb 11, 2026
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a …
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a housing crisis, Canada HAS to turn the "NO VACANCY" light on and send a bunch back.
And before any governments send $$$ care packages to another country, Canadians should be asked if yes or no and about how much, NOT the governments. They are there to work FOR us not us for them!
Criticizes government immigration policy decisions and their economic consequences (housing crisis, taxpayer burden), while calling for democratic input and deportations.
VinnyVinceViper
Aug 28, 2025
In Canada Trudeau has hurt us more with tax increases in last 5 years than Trumps tarrifs. Young people have next to zero chance to afford to buy a house. This is Trudeau's fault not …
In Canada Trudeau has hurt us more with tax increases in last 5 years than Trumps tarrifs. Young people have next to zero chance to afford to buy a house. This is Trudeau's fault not Trumps!
Directly criticizes Trudeau's tax policy and blames him for housing affordability crisis, combining policy analysis with economic concerns.
@Enoch9500bc
Mar 4, 2025
We didn’t keep up our infrastructure expansion at the same rate as our growth through immigration over the last few years. Jobs,hospital personal and bed space, schools, housing (affordable )etc are all overwhelmed and can’t …
We didn’t keep up our infrastructure expansion at the same rate as our growth through immigration over the last few years. Jobs,hospital personal and bed space, schools, housing (affordable )etc are all overwhelmed and can’t cope with the higher numbers. Because of that our children and seniors are high risk for lower education and health care provision etc.
Critiques government policy for failing to expand infrastructure proportionally to immigration, citing overwhelmed services affecting citizens' access to jobs, healthcare, and education.
aguptill1
Jun 17, 2025
Jason Kenney ad "Alberta calling" was more destructive than Liberal Open Borders policy
Jason Kenney ad "Alberta calling" was more destructive than Liberal Open Borders policy
Compares and critiques government policies (Alberta recruitment vs. federal immigration policy) regarding their impact.
Policy Critique
0.92
thegreatnormad3424
Feb 24, 2026
KENNY IS A POS TRAITOR
KENNY IS A POS TRAITOR
Brief condemnation of political leader using strong language, expressing disapproval of their governance.
Policy Critique
0.92
joeozzyosborne
Feb 17, 2026
Vassy here obnoxiously arguing that non Canadians have a right to our health services with 0 contributions and we have to argue why they don't. Our country is broke. Our economy is on the decline …
Vassy here obnoxiously arguing that non Canadians have a right to our health services with 0 contributions and we have to argue why they don't. Our country is broke. Our economy is on the decline and we have a major health care crisis. That's why we need to cut this waste.
Criticizes government policy on healthcare access for non-citizens while framing it as economically wasteful given Canada's fiscal and healthcare crises.
oboroshogun
Feb 24, 2026
Sorry not dividing Canadians. The immigration levels in Cansda have been insane. Many agree they should be reduced.
Sorry not dividing Canadians. The immigration levels in Cansda have been insane. Many agree they should be reduced.
Direct criticism of Canadian immigration policy levels, arguing they are excessive and should be reduced, with appeal to popular consensus.
Policy Critique
0.92
nikaa4237
Feb 23, 2026
Problem here in Canada is you can BRIBE your way to a driver's license coast to coast. We allow private testers in Canada.
Problem here in Canada is you can BRIBE your way to a driver's license coast to coast. We allow private testers in Canada.
Directly critiques Canadian government policy regarding driver's license testing and corruption in the licensing system.
Policy Critique
0.92
thebearonhighwayone
Jan 27, 2026
Before 2015, Canada had virtually zero illegal immigration. Today, by the government’s own data, that number has surged to roughly 500,000. Worse still, official projections show that by the end of 2026, another 2.1 million …
Before 2015, Canada had virtually zero illegal immigration. Today, by the government’s own data, that number has surged to roughly 500,000. Worse still, official projections show that by the end of 2026, another 2.1 million temporary residents will see their status expire, many at risk of slipping into illegality. This failure of policy has already fueled a growing underground economy across the country. Deporting just 20,000 people a year is a drop in the bucket. *The only credible response* from the Carney government demands decisive action—raising *deportation* numbers to well over 100,000 annually to restore integrity to the system.
Detailed critique of immigration policy using statistics and projections, arguing for increased deportation enforcement as policy solution.
OrdinaryCanadian-y6p
Feb 7, 2026
This is the same guy that caused a housing crisis in Canada
This is the same guy that caused a housing crisis in Canada
Directly criticizes the speaker's responsibility for Canada's housing crisis policy outcome.
Policy Critique
0.92
@Meepdeepsleep
Mar 4, 2025
How is imposing a 25% tariff helping the canadian people exactly? Except making us pay even more in an already hard inflation context. \nYour own ego is blinding you, Trudeau.
How is imposing a 25% tariff helping the canadian people exactly? Except making us pay even more in an already hard inflation context. \nYour own ego is blinding you, Trudeau.
Directly criticizes government tariff policy and its economic consequences, questioning its effectiveness for Canadian citizens.
@r1v3rw0lf
Mar 4, 2025
Canada situation is not immigrant’s fault, this is government fault. Someone from a third world nation, will always try to find better opportunities in a different country and this is valid. The issue is that …
Canada situation is not immigrant’s fault, this is government fault.
Someone from a third world nation, will always try to find better opportunities in a different country and this is valid.
The issue is that Canadian
Government needs to be strong enough and make revision to its immigration system; many people works years and years with no proper documentation, no declaring taxes because they are being paid in cash…not even speaking a basic English, however they have a life in Canada. It’s their fault? No, they just take advantage of a weak system.
Is government fault? Sure.
Distinguishes between immigrant agency (valid opportunity-seeking) and government responsibility for weak regulatory systems, critiquing policy implementation rather than immigrants themselves.
mirlaclase9789
Aug 29, 2025
Trudeau started this mess. He is 100% to blame.
Trudeau started this mess. He is 100% to blame.
Blames a specific political leader for immigration policy failures without detailed evidence.
Policy Critique
0.90
rickboer7715
Dec 17, 2025
None of these costs would have been incurred if the Trudeau government hadn't completely failed at its job.
None of these costs would have been incurred if the Trudeau government hadn't completely failed at its job.
Direct criticism of government handling and responsibility for immigration-related costs.
Policy Critique
0.90
GaryABArmstrong
Dec 24, 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)