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’s not about race; it’s about housing, infrastructure, and sustainability. You can't import a population crisis and call it 'growth'. 🏠🚫
It’s not about race; it’s about housing, infrastructure, and sustainability. You can't import a population crisis and call it 'growth'. 🏠🚫
Critiques immigration policy by arguing it conflates population growth with sustainability, focusing on housing and infrastructure constraints rather than race.
HomelessLifeStoriesUSA
Jan 27, 2026
Our liberal government has turned Canada into a train wreck laughing stock.
Our liberal government has turned Canada into a train wreck laughing stock.
Criticizes the Liberal government's policies as having damaged Canada's reputation and governance.
Policy Critique
0.88
hothatch1520
Oct 1, 2025
While Global News provides the stage, Danielle Smith delivers a masterclass in the St. Petersburg playbook, using a $60 oil dip to justify a referendum that reads like a manual for national collapse. It is …
While Global News provides the stage, Danielle Smith delivers a masterclass in the St. Petersburg playbook, using a $60 oil dip to justify a referendum that reads like a manual for national collapse. It is impressive how she pivots from a $10,000 "vacation" at Mar-a-Lago to suddenly worrying about the "sustainability" of the very social services she’s busy undermining with tiered citizenship and constitutional power grabs. Most Canadians are either too polite to say it or too blinded by the flood of compromat to notice, but this isn't provincial leadership; it's a performative libertarian fantasy designed to fracture the federation while the RCMP and CSIS are left watching from the sidelines. Apparently, "taking back control" means handing the keys to whoever is currently whispering in her ear at a Florida golf club. It is high time we stopped pretending this regional arson is "direct democracy" and started calling it the sovereignty-shattering interference that it actually is.
Detailed critique of Premier Smith's immigration referendum as performative politics masking authoritarian power grabs and foreign interference.
@Progressive_Canadian
Feb 20, 2026
Don't blame the Indians blame your politicians who sold you out for cheaper labor
Don't blame the Indians blame your politicians who sold you out for cheaper labor
Directs blame toward politicians and government policy decisions rather than immigrants themselves, critiquing labor market policy.
frenchonion4595
Feb 3, 2026
Immigration into Canada has been a mess for decades, but far worse over the last ten years. This should be the hardest country on earth to immigrate to. Instead, it's the easiest.
Immigration into Canada has been a mess for decades, but far worse over the last ten years. This should be the hardest country on earth to immigrate to. Instead, it's the easiest.
Critiques immigration policy as too lenient compared to other countries, arguing Canada should be more restrictive.
joeliethegrower4445
Aug 26, 2025
An intelligent government would match immigration numbers to housing. But that's what happens when you vote for the least intelligent government of all time.
An intelligent government would match immigration numbers to housing. But that's what happens when you vote for the least intelligent government of all time.
Critiques government policy for failing to align immigration numbers with housing capacity, framing it as governmental incompetence.
Meeksballs
Jan 3, 2026
This shit is trumps doing, not the American ppl!!!
This shit is trumps doing, not the American ppl!!!
Attributes responsibility for a policy problem to Trump while distancing the American people from blame, a direct policy critique.
Policy Critique
0.88
@pedrobodean3179
Mar 4, 2025
Stop extortion racket you gotta allow citizens to bear hand guns legal ones just limit the amount per household, and if someone breaks in their house at night time or threaten them or their family, …
Stop extortion racket you gotta allow citizens to bear hand guns legal ones just limit the amount per household, and if someone breaks in their house at night time or threaten them or their family, you have a right to defend yourselves without being charged for murder
The comment directly critiques gun control policy and advocates for legal handgun ownership with self-defense rights.
Policy Critique
0.88
@ScottRoberts-x3t
Feb 21, 2026
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same …
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same conclusion. Immigrants are interrogated about their presence and legality, while others are invited to pass judgment on them. When racial stereotypes are voiced, you don’t challenge them — you laugh. That’s not an accident, and it’s not neutral.
You clearly understand that housing shortages, sanitation issues, and infrastructure strain are the result of policy failures and poor planning. Yet you repeatedly avoid those causes because blaming systems doesn’t generate clicks the way racial implication does. Reducing complex, structural problems to identity isn’t investigative — it’s lazy, cynical, and intellectually shallow.
When a city worker gives a grounded response that doesn’t fit the narrative you’re pushing, it’s brushed aside. When visuals can be used to imply blame, they’re highlighted. That pattern makes the “just asking questions” defense ring hollow. This isn’t exposing truth — it’s manufacturing outrage and calling it journalism. With your reach, that’s not just irresponsible, it’s embarrassing. You're not a journalist but just a racist. That's all
Detailed critique of journalistic methodology and framing bias, arguing the video manufactures racial outrage rather than addressing structural policy failures.
gtshades
Jan 27, 2026
Carrying a weapon for self defense reasons is a crime in canada
Carrying a weapon for self defense reasons is a crime in canada
States a factual claim about Canadian law regarding self-defense weapons, critiquing the legal policy framework.
Policy Critique
0.88
travismunro2734
Feb 7, 2026
So the liberals one touch immigration system doesn’t work? No kidding.
So the liberals one touch immigration system doesn’t work? No kidding.
Criticizes the Liberal government's immigration system as ineffective.
Policy Critique
0.88
@slaphands7703
Feb 19, 2026
Canada is closing the loopholes
Canada is closing the loopholes
Brief statement approving government action to close immigration policy loopholes.
Policy Critique
0.88
frcluc
Feb 11, 2026
The only dictator here is Trudeau. His own people don't even like him. He's a tyrant he needs to be removed.??
The only dictator here is Trudeau. His own people don't even like him. He's a tyrant he needs to be removed.??
Criticism of Trudeau's leadership and governance, with implicit call for his removal from office.
@troydecker5877
Mar 4, 2025
Hey, why don't the journalists find out how much money the federal government?And provincial government give to international students in grants and loans.Why are canadian citizens paying for foreigners educated in our country? Educational Grant …
Hey, why don't the journalists find out how much money the federal government?And provincial government give to international students in grants and loans.Why are canadian citizens paying for foreigners educated in our country? Educational Grant and loans should only be allowed for canadian citizens only.
Commenter raises concerns about government spending on international students versus citizens, framed as a policy question about resource allocation and fairness.
lilylily82341
Feb 17, 2026
SAYS THE GUY THAT PLUNGED CANADIANS INTO POVERTY FOR THE PAST 9 YEARS WITH HIS QUADRUPLED CARBON TAX!
SAYS THE GUY THAT PLUNGED CANADIANS INTO POVERTY FOR THE PAST 9 YEARS WITH HIS QUADRUPLED CARBON TAX!
Directly attacks Canadian government policy (carbon tax) as causing poverty, combining economic and policy criticism.
@-WhizzBang-
Mar 4, 2025
Trudeau and Jagmeet did this. It’s too late now.
Trudeau and Jagmeet did this. It’s too late now.
Brief attribution of current problems to specific political leaders (Trudeau and Jagmeet Singh), implying policy failure.
Policy Critique
0.88
rickm3779
Aug 27, 2025
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we …
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we on average let in 1 million people per year. It’s disgusting. It’s purely the liberals thinking “oh yeah all of of them vote the same, let’s bring em in and they’ll vote us in.” Short term play all about greed and power worship. Instead of a long term play to serve Canada.
Indians and other immigrants who came here before this liberal season, they all despise the new immigrants. Because they had to jump through so many hoops to become Canadian. These new people are welcomed even though they don’t work and go straight on welfare. It’s sick and twisted.
The comment critiques Liberal immigration policy, citing statistics and arguing the policy prioritizes political gain over long-term national interest, with economic and demographic concerns.
TheJacali
Feb 10, 2026
Liberal policies are responsible to Canada's disasters, but never interested in changing policies to improve Canadians way of life..Government is to work for the people, not for the politicians wallets..
Liberal policies are responsible to Canada's disasters, but never interested in changing policies to improve Canadians way of life..Government is to work for the people, not for the politicians wallets..
Criticizes Liberal policies for failing to serve citizens and prioritizing political interests over public welfare.
brianclement9240
Feb 17, 2026
Canada needs immigration but with controls no free for all You come across illegally you should be deported ,no return The term refugees , asylum should be made illegal it's all immigration and should be …
Canada needs immigration but with controls no free for all You come across illegally you should be deported ,no return The term refugees , asylum should be made illegal it's all immigration and should be based on merit
Detailed critique of immigration policy advocating for merit-based controls and deportation of illegal entrants while rejecting asylum terminology.
Policy Critique
0.88
PeterWeber-y7l
Feb 11, 2026
Tariffs can be PERMANENT. This idiotic decision could literally ruin the trade relations between the US and Canada forever, especially if Canada finds better deals elsewhere
Tariffs can be PERMANENT. This idiotic decision could literally ruin the trade relations between the US and Canada forever, especially if Canada finds better deals elsewhere
Critiques tariff policy as potentially permanent damage to trade relations, emphasizing long-term economic consequences.
@ekcorp6350
Mar 4, 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)