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
United States IS THE LARGEST AND MAJOR CONSUMER OF ALL DRUGS AND needs to tackle and investigate their very own government who benefits from this drugs deals which are the Americans consumer. They are the …
United States IS THE LARGEST AND MAJOR CONSUMER OF ALL DRUGS AND needs to tackle and investigate their very own government who benefits from this drugs deals which are the Americans consumer. They are the one who brings the drugs into this country by any means. So Mr trump deal this issue within which is your problem not the maker. Your Americans people are the one WHO brings it and consume it at their OWN risk. Start with your peoples.
Critiques US drug policy and government responsibility, comparing US consumption patterns to drug production elsewhere.
@JR-ui4xk
Mar 4, 2025
Congratulations Mr. Trudeau, you finally sound like our Prime Minister should. Now start making this country self sufficient so we don't have to rely on anyone. No more selling off our Crown corporations our land …
Congratulations Mr. Trudeau, you finally sound like our Prime Minister should. Now start making this country self sufficient so we don't have to rely on anyone. No more selling off our Crown corporations our land and other businesses to foreign countries. Keep Canada Canadian and give jobs to born Canadians first. Stock pile our oil and gas for our use and lower the prices of these things so that transportation cost make things easier for business and personal enjoyment. Don't tax the farmer so that they can supply food to everyone cheaper. We should not be struggling in this country which has all the natural resources . The unnatural population growth has put a strain on the whole system and in some cases put us in danger too. The crime rate has increased in large part to your lax immigration system. All the businesses increased the prices of everything due to this unnatural population growth. Supply and demand is not working the way it is supposed to anymore. In a normal household we make plans and prepare for changes. You just said ok, let's bring people here and forgot about the preparations. Infrastructure first man. If your going to bring half a million people over here, build the houses first bro. Nobody in Canada should be homeless which is another result of poor preparation. The housing prices and everything else went through the roof in large part due to the unnatural population growth. Anyway, think first before you act just like in a private home. Good luck Mr. Trudeau and everyone else. I hope it's not too late to get this country back on track so we can all enjoy life the way we used to....Peace
Comprehensive critique of immigration policy, resource management, and economic planning with emphasis on prioritizing born Canadians and infrastructure.
@michaelspeakman351
Mar 4, 2025
Netherlands here: Trump HAS to impose tariffs because he promised it a zillion times during his campaign. As a major narcissist he cannot afford to say that he made a mistake, and therefor: tariffs. I …
Netherlands here: Trump HAS to impose tariffs because he promised it a zillion times during his campaign. As a major narcissist he cannot afford to say that he made a mistake, and therefor: tariffs. I predict however that this period will not last very long. Only as long as necessary to make it possible for Trump to say that they didn't work out as planned because of some reason.
Analyzes Trump's tariff policy motivations and predicts outcomes, with comparative perspective from Netherlands.
@harrybakker89
Mar 4, 2025
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Criticizes Trudeau for acting decisively only at the end of his tenure, questioning the timing and sincerity of his actions.
Policy Critique
0.80
@JohnConnelll
Mar 4, 2025
he cannot even look at the camera when he addresses Trump...what a coward
he cannot even look at the camera when he addresses Trump...what a coward
Criticizes a leader's demeanor and perceived weakness in diplomatic engagement, suggesting inadequate leadership.
@GalexEye
Mar 4, 2025
Here is reality check why Canada grants visa to these people which you are claiming threat to locals and dirty etc. becoz Canada has channel to seek asylum seeking visa for these people ask policy …
Here is reality check why Canada grants visa to these people which you are claiming threat to locals and dirty etc. becoz Canada has channel to seek asylum seeking visa for these people ask policy makers not on roads who used the policy to go there
Defends visa/asylum policy by pointing to official government channels and redirecting blame toward policymakers rather than immigrants.
sharayutravels
Feb 17, 2026
Shameful US government
Shameful US government
Brief criticism of US government policy, implicitly contrasting with Canada's approach.
@lindaSee89
Mar 4, 2025
You are right Justin Trudeau, Donald Trump treats us Canadians just like you do! If you are not freezing bank accounts, you are either deigning an election or hiding behind (your Elon) Jagmeet Singh! Well …
You are right Justin Trudeau, Donald Trump treats us Canadians just like you do! If you are not freezing bank accounts, you are either deigning an election or hiding behind (your Elon) Jagmeet Singh! Well done for a drama teacher, without experience! \nFYI: You should screw Trump over like we are going to do you at the polls!
Criticizes government policies and leadership while calling for electoral action against the current government.
@LarLucky-v8t
Mar 5, 2025
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite …
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite some time.
Seems we've gone from one small ditch on one side straight over the cliff's edge on the other now.
Historical policy analysis comparing past immigration debates to current situation, suggesting overcorrection from one extreme to another.
rockzalt
Feb 17, 2026
Tighten immigration control should prioritze sending away asylum seekers who came here for financial reasons not who are actually working. Labor shortage is real, so is welfare fraud.
Tighten immigration control should prioritze sending away asylum seekers who came here for financial reasons not who are actually working. Labor shortage is real, so is welfare fraud.
Proposes stricter immigration controls while distinguishing between asylum seekers and workers, citing labor shortages and welfare fraud concerns.
ranwei3622
Feb 12, 2026
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor.
I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Analyzes and critiques immigration policy, visa monitoring, assimilation requirements, and financial oversight while asserting national identity expectations.
shayitalready
Jan 29, 2026
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Critiques current policies as 'mess' and calls for systemic cleanup before rebuilding.
@kimnguyen3757
Mar 4, 2025
Everything the Liberals touched over the last 10 years is now broken. Carney is a Century 100 advocate so I can’t see him fixing anything.
Everything the Liberals touched over the last 10 years is now broken. Carney is a Century 100 advocate so I can’t see him fixing anything.
Criticizes Liberal government performance and expresses doubt about a proposed replacement's competence based on ideology.
Guitarooster52
Feb 17, 2026
Canada finally got a clue. Probably too late. Immigration is NOT a 'right'.
Canada finally got a clue. Probably too late. Immigration is NOT a 'right'.
Approves of restrictive immigration policy while rejecting the framing of immigration as a right, combining policy support with normative claim.
Lbb789
Feb 16, 2026
Hypocrytes and then they complain about usa fixing their immigration laws. When they do the same thing .
Hypocrytes and then they complain about usa fixing their immigration laws. When they do the same thing .
Accuses Canadian officials of hypocrisy for criticizing US immigration policy while implementing similar measures.
lena3108
Feb 17, 2026
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did something wrong? Having that many people come is a strain on all our resources and job market. We have a right to decide who we need and want. Store manager is not a job that Canadians won't do.
Critiques immigration policy regarding temporary workers and permanent residency while arguing strain on resources and job market reflects economic concerns.
Alexa-777-u9d
Feb 11, 2026
Actually support for tightened immigration controls is extremely high.
Actually support for tightened immigration controls is extremely high.
Factual assertion about public opinion regarding immigration controls, presenting a counter-narrative to the video's apparent stance.
Policy Critique
0.80
claude6543
Feb 11, 2026
What’s happening in Canada is cultural imperialism and it is ruining our country. Mass immigration is destroying our economy and effecting our voting
What’s happening in Canada is cultural imperialism and it is ruining our country. Mass immigration is destroying our economy and effecting our voting
Critiques immigration policy as 'cultural imperialism' while expressing economic and political concerns about demographic change.
mrrespect4874
Jan 29, 2026
There is no labor shortage.. I moved to Montreal from Toronto as a Canadian, can't find a job. There is strange favoritism for temporary immigrants that can't speak English nor French
There is no labor shortage.. I moved to Montreal from Toronto as a Canadian, can't find a job. There is strange favoritism for temporary immigrants that can't speak English nor French
Challenges the stated rationale for immigration policy by claiming no actual labor shortage exists and criticizing preferential treatment of temporary immigrants.
Kawhisexual
Feb 11, 2026
Trudeau is a com.inist turd-- he not out PM he doesn't speak for Canada-- he resigned and the liberals are out-- we want an election now
Trudeau is a com.inist turd-- he not out PM he doesn't speak for Canada-- he resigned and the liberals are out-- we want an election now
Criticizes the Prime Minister and government legitimacy while calling for an election, combining policy critique with electoral action.
@TrevorWetmore
Mar 5, 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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