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
Just so you know this Buffoon destroyed Canada. He speaks out two sides of his mouth.
Just so you know this Buffoon destroyed Canada. He speaks out two sides of his mouth.
Criticizes a political leader's governance and credibility while implying national damage, combining policy critique with identity-based concern for Canada.
@derek89273
Mar 4, 2025
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of …
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of a hospital. Imagine paying into the system for 30 plus years and you can’t get an mir or a cat scan for months and when u do it’s too late
Criticizes government policy and system failures (healthcare, taxation, sovereignty) while expressing anxiety about national decline and preferential treatment.
geogib709
Apr 15, 2025
F off Trudeau. You've destroyed Canada.
F off Trudeau. You've destroyed Canada.
Direct criticism of Trudeau's governance and policy record without elaboration.
Policy Critique
0.85
@moniquequintal3382
Mar 4, 2025
Okay, so US tariffs are bad and will cause financial trouble for both Americans and Canadians. Won’t Canadian Tariffs do the same thing? Furthermore, Canada will not win a Tariff war with the US. Canada’s …
Okay, so US tariffs are bad and will cause financial trouble for both Americans and Canadians. Won’t Canadian Tariffs do the same thing? Furthermore, Canada will not win a Tariff war with the US. Canada’s response is not rational, nor is it in the best interest of the country. What about working with Trump to understand what it takes to remove all tariffs.
Analyzes tariff policy as irrational and economically harmful, questioning the government's strategic approach.
@prisonersdilemma7615
Mar 4, 2025
Title of this video should be "How Mass Immigration Broke Canada".
Title of this video should be "How Mass Immigration Broke Canada".
Proposes alternative framing of the video's title to emphasize mass immigration as the cause of Canada's problems.
Policy Critique
0.85
johnm2879
Jun 20, 2025
It's sad to see what has happened to our immigration system. It's not sustainable and not just not only for Canadian citizens but also for the new immigrants that arrive and can't find work or …
It's sad to see what has happened to our immigration system. It's not sustainable and not just not only for Canadian citizens but also for the new immigrants that arrive and can't find work or afford rent.
Critiques immigration system sustainability while expressing concern for both citizens and immigrants.
Pilgrimofhope7
Feb 17, 2026
Another of Tiny Trudeau's myriad "successes."
Another of Tiny Trudeau's myriad "successes."
Sarcastic criticism of government policy/leadership framed as failure, with dismissive language toward the Prime Minister.
hughjass1044
Jun 17, 2025
So sorry to our Canadian friends, we are stuck with a fool.
So sorry to our Canadian friends, we are stuck with a fool.
Criticizes the Prime Minister as a 'fool' while expressing solidarity with Canadians, blending policy critique with national identity framing.
@roysmith8002
Mar 4, 2025
It is actually due to the Liberals going back to Chretien and Trudeau pere.
It is actually due to the Liberals going back to Chretien and Trudeau pere.
Attributes current immigration issues to Liberal government policies spanning multiple administrations.
Policy Critique
0.85
javierdenardo2607
Jun 21, 2025
And liberal voters smiled and said "business as usual" pathetic.
And liberal voters smiled and said "business as usual" pathetic.
Criticizes government policy response ('business as usual') while implying voter complicity, with dismissive tone toward political actors.
kevindantas3044
Jun 18, 2025
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics …
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics wise, to ensure a realistic societial balance, as it relates to humanities basic needs .
Argues that immigration policy should be calibrated to labor/economic needs and synchronized with housing/public services capacity, critiquing current policy approach.
Margaret-u1x
Apr 15, 2025
Right wing Republican they're going to destroy this country, especially with Donald Trump. This guy don't know nothing about politic. He is not a good president
Right wing Republican they're going to destroy this country, especially with Donald Trump. This guy don't know nothing about politic. He is not a good president
Criticizes right-wing Republican policies and Trump's competence and leadership abilities.
Policy Critique
0.85
@sunrise4569
Mar 4, 2025
Trump aims to make money with the tariffs so he can maybe pay down some of the American deficit. Right after that Trump will reduce his and business friends taxes. Trump only wants to reduce …
Trump aims to make money with the tariffs so he can maybe pay down some of the American deficit. Right after that Trump will reduce his and business friends taxes. Trump only wants to reduce his taxes. It was never about drugs or people crossing the border.\nThe tariffs are nothing but TRUMP BS!!!
Critiques Trump's tariff policy as economically self-serving rather than addressing stated concerns about border security or drugs.
@sparky7915
Mar 4, 2025
If Canada kicks out a minimum of 5 million , I think it would be fair.
If Canada kicks out a minimum of 5 million , I think it would be fair.
Commenter advocates for mass deportation as a policy position, framing it as a fairness issue.
andishehkherad9678
Apr 19, 2025
The man talking about the damage these tariffs will caused has cause far more damage to Canadians than the tariffs ever will. Ask anyone trying to buy a house for the past few years! Or …
The man talking about the damage these tariffs will caused has cause far more damage to Canadians than the tariffs ever will. Ask anyone trying to buy a house for the past few years! Or ask about the value of the Canadian dollar. These tariffs are least of the Canadian people concerns.
Directly critiques government policy (housing, currency) as more damaging than tariffs, with economic impact analysis.
@augievelasquez831
Mar 5, 2025
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people. I do have ill will for our liberal government though. There's just too many …
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people.
I do have ill will for our liberal government though. There's just too many people coming in at once. In 2025 we had 415,000 new permanent residences. 2024 it was 425,000. The liberal government said they were going to lower immigration and they didn't. They gutted the international student program but they kept the influx of permanent residences coming in because they're not done buying votes.
Distinguishes between people and policy, criticizing government immigration decisions with specific numbers and allegations of vote-buying.
RipperDio
Jan 27, 2026
What happened to Canada. They give Permanent residence for that kind of English.
What happened to Canada. They give Permanent residence for that kind of English.
Expresses criticism of Canadian immigration policy regarding permanent residence standards, framed as a rhetorical question about policy decisions.
nasleelafir4931
Feb 15, 2026
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily. They’re approving 1-year visitor extensions, then another …
This immigration rule is not being enforced the way the government claims. IRCC is still handing out temporary resident visas—student visas, visitor visas, and visitor visa extensions—too easily.
They’re approving 1-year visitor extensions, then another 6 months, and sometimes even another full year if someone applies again. How is that stricter than before? It’s not.
The government is misleading Canadians when it says immigration rules are tightening. In reality, it’s becoming more lenient, and it’s frustrating for those of us who follow the rules, pay taxes, and contribute honestly to this country.
Detailed criticism of government immigration enforcement practices with specific claims about visa approvals presented without evidence.
hazelstops
Jun 6, 2025
How Fkn Stupid is our Leadership?!?! \nIt all makes sense if you consider that Trump is trying to Destroy the United States relationships!!!! \nhes CLEARLY PICKING FIGHTS!!!!
How Fkn Stupid is our Leadership?!?! \nIt all makes sense if you consider that Trump is trying to Destroy the United States relationships!!!! \nhes CLEARLY PICKING FIGHTS!!!!
Criticizes leadership competence and expresses alarm about Trump deliberately damaging U.S. relationships.
@c.morris402
Mar 4, 2025
Because of you we're left with our pants down. Step down already go away so we can start with the damage control. Worst leader ever.
Because of you we're left with our pants down. Step down already go away so we can start with the damage control. Worst leader ever.
Blames current leadership for vulnerability and calls for resignation while criticizing their record.
@edl8886
Mar 4, 2025
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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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