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
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
Proposes specific immigration caps and deportation targets as criticism of current policy, with implicit call for stricter enforcement.
SageOfBlades
Jan 3, 2026
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Critiques perceived inconsistency in Canadian government policy toward independence movements while using ironic framing to highlight double standards.
Jcomprendrien
Jan 27, 2026
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a …
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a hold on the people already here. One in one out !!!
Comprehensive critique of Canadian immigration policy as too lenient, expressing security/capacity concerns and demanding policy change.
seanshaw436
Jan 6, 2026
This man ruined Canada. Pierre Poilievre can't come in soon enough!
This man ruined Canada. Pierre Poilievre can't come in soon enough!
Criticizes current leadership and expresses preference for alternative political figure, combining policy dissatisfaction with implicit call for political change.
@generalhotdog33
Mar 5, 2025
We need a Canadian ICE, millions need to go home. We also need investigations into fraud at every level of the government, and to fire all the government unions.
We need a Canadian ICE, millions need to go home. We also need investigations into fraud at every level of the government, and to fire all the government unions.
Demands for stricter immigration enforcement, government investigations, and institutional reform.
atodaso1668
Jan 27, 2026
What a joke! They are dropping it a whole 15000, whoopi f'n do, it should be stopped!
What a joke! They are dropping it a whole 15000, whoopi f'n do, it should be stopped!
Dismisses a 15,000-person reduction in immigration targets as insufficient and calls for complete cessation.
Policy Critique
0.85
SWA-h3s
Jan 4, 2026
Way too many have come into this country. They need to ship all of them back that have come in the past 15 years.
Way too many have come into this country. They need to ship all of them back that have come in the past 15 years.
Criticizes immigration policy by claiming too many immigrants have entered and calling for deportations.
Loawercs31
Jan 27, 2026
Why don’t you get such people out of Canada who don’t follow the rules you gotta be strict
Why don’t you get such people out of Canada who don’t follow the rules you gotta be strict
Calls for stricter enforcement of immigration rules and removal of non-compliant individuals, framing it as policy criticism.
punjabiinjapan4890
Jan 27, 2026
You think inflation has been bad since Day 1 of the COVID Pandemic? You think grocery & other costs are unbelievably high now! Trump is going to make it worse. \n\nHe's going to ruin our …
You think inflation has been bad since Day 1 of the COVID Pandemic? You think grocery & other costs are unbelievably high now! Trump is going to make it worse. \n\nHe's going to ruin our economy just like his response with COVID.
Critiques Trump's policies and predicts negative economic consequences, comparing current inflation to anticipated future harm.
@arthurwellsjr.4082
Mar 5, 2025
Justin sounds so pathetic. THe level of communiction between leaders keeps goin low
Justin sounds so pathetic. THe level of communiction between leaders keeps goin low
Criticizes Canadian leadership and the quality of diplomatic communication.
Policy Critique
0.85
@mikethebig9216
Mar 5, 2025
I believe Canada and Mexico will fold and play chicken. Trudeau's appeals to US voters showed Canada lacks courage. On TV, Trump saw many Canadian leaders squirming and making threats. Look at China - Xi …
I believe Canada and Mexico will fold and play chicken. Trudeau's appeals to US voters showed Canada lacks courage. On TV, Trump saw many Canadian leaders squirming and making threats. Look at China - Xi stayed silent and implement counter measures.
Commenter criticizes Canadian leadership's negotiating strategy and courage compared to China's approach, analyzing political/diplomatic performance.
@blose4793
Mar 5, 2025
Canadian government officials saying that illegal border crossings to USA does not exist !!! BS!!!
Canadian government officials saying that illegal border crossings to USA does not exist !!! BS!!!
Criticizes government officials for denying or downplaying illegal border crossing issues.
Policy Critique
0.85
HandsomeHandymanWill69
Jan 27, 2026
Finished the war during first 24 hours ❌\nLowered down grocery prices ❌
Finished the war during first 24 hours ❌\nLowered down grocery prices ❌
Criticizes government performance on war resolution and grocery price control using checkmark/X notation to evaluate policy outcomes.
Policy Critique
0.85
@UnderTheSummerSun
Mar 5, 2025
I could be for sanctuary cities if they would guarantee that all the illegals they provide sanctuary for would never leave their city. Cool. Share your housing or build them new housing. Flood your classrooms. …
I could be for sanctuary cities if they would guarantee that all the illegals they provide sanctuary for would never leave their city. Cool. Share your housing or build them new housing. Flood your classrooms. Overburden your social systems. Your police department, your fire department your government services. Just don't expect us to follow your foolishness. If an alien leaves your sanctuary, we deport them immediately.
Critiques sanctuary city policies while expressing concerns about resource burden and social system strain.
@disgusted3191
Mar 5, 2025
It’s not about boarder crossings or fentanyl but to fund the tax cuts he’s giving his billionaire buddies.
It’s not about boarder crossings or fentanyl but to fund the tax cuts he’s giving his billionaire buddies.
Critiques stated policy rationale as cover for tax cuts benefiting the wealthy, combining economic and political analysis.
@barbaradutra8775
Mar 5, 2025
Trudeau is a drama queen.
Trudeau is a drama queen.
Criticizes the Prime Minister's character and leadership style through dismissive characterization.
Policy Critique
0.85
@josrimmenie2535
Mar 5, 2025
I never understood the point of these huge increases in Tariffs. The opponent is just going to do the same so its +-0
I never understood the point of these huge increases in Tariffs. The opponent is just going to do the same so its +-0
Critiques tariff policy as ineffective and self-defeating, questioning the strategic logic of trade escalation.
Policy Critique
0.85
@deslow7411
Mar 5, 2025
I thought trump would be different this time around. I was really hoping for his success, but not more than two months into his presidency he fired the very people that voted for him around …
I thought trump would be different this time around. I was really hoping for his success, but not more than two months into his presidency he fired the very people that voted for him around the board. He crashed the stock market. He became Putins puppet, and he showed the world what a bully is like.
Commenter expresses disappointment with Trump's presidency decisions and policies, critiquing his actions as contradictory to campaign promises and harmful.
@nalithakhamvongsa1974
Mar 5, 2025
If it wasn't for all Trudeaus bs taxes in the first place we would actually be able to survive the tariff!
If it wasn't for all Trudeaus bs taxes in the first place we would actually be able to survive the tariff!
Criticizes Trudeau's tax policies as the root cause of economic vulnerability to tariffs.
@38brandon38
Mar 5, 2025
Trudeau is full of sht. The carbon tax goes up again on April 1st! And that's not a joke!
Trudeau is full of sht. The carbon tax goes up again on April 1st! And that's not a joke!
Direct criticism of Trudeau and the carbon tax policy, expressing disapproval of government action.
Policy Critique
0.85
@38brandon38
Mar 5, 2025
Compare Videos
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)