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
np time for the lie/con jason kennedy or any of his uniparty shills
np time for the lie/con jason kennedy or any of his uniparty shills
Dismissive critique of political figures and their policies, using conspiratorial language ('uniparty shills').
robinenglish3239
Feb 17, 2026
Make it make Sense? I thought this Guy Resigned ??? you failed Trudont!
Make it make Sense? I thought this Guy Resigned ??? you failed Trudont!
Questions Trudeau's resignation status while criticizing his leadership record, mixing inquiry with critique.
@esanchez41484
Mar 4, 2025
*Premier Smith herself begged and pleaded with Trudeau for more immigration to Alberta.* Hopefully Canadians in Alberta see through this CONs constant lies.
*Premier Smith herself begged and pleaded with Trudeau for more immigration to Alberta.*
Hopefully Canadians in Alberta see through this CONs constant lies.
Accuses Premier Smith of hypocrisy by claiming she previously requested immigration while now opposing it; combines critique with potential factual dispute.
@In_toxicologist
Feb 20, 2026
As I always said... Canada is a scam.
As I always said... Canada is a scam.
Dismissive critique of Canada's immigration system as fundamentally flawed or deceptive.
MohammedWaseemuddin-tt1hf
Feb 12, 2026
Trudeau is incapable of telling the truth...that's why he is out!!!
Trudeau is incapable of telling the truth...that's why he is out!!!
Criticizes Trudeau's credibility and truthfulness regarding policy, with implicit identity assertion about leadership fitness.
@dawgboy01
Mar 4, 2025
Why doesn’t he know its all about him and Trump just doesn’t like him period. ?\n\nResign and learnt to stop talking about others behind their back condescendingly and everything will be back to beautiful again …
Why doesn’t he know its all about him and Trump just doesn’t like him period. ?\n\nResign and learnt to stop talking about others behind their back condescendingly and everything will be back to beautiful again ??
Critiques PM's approach and personal conduct, implicitly calling for resignation and behavioral change.
@CaesarGonzaga
Mar 5, 2025
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
Criticizes institutional governance and accountability of religious/community organizations, with reference to a specific video timestamp.
b8bb8r
Feb 26, 2026
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
Criticizes government immigration policy as motivated by electoral politics and accuses voters of being manipulated, framing it as incompetent governance.
TravisBoyd-c4o
Feb 27, 2026
We are encouraging fraudulent asylum seekers. Overhaul the whole system. There is no reason why Mexicans, Indians and those from functioning democracies should be allowed to seek asylum. Leave voluntarily or be removed forcibly with …
We are encouraging fraudulent asylum seekers. Overhaul the whole system. There is no reason why Mexicans, Indians and those from functioning democracies should be allowed to seek asylum. Leave voluntarily or be removed forcibly with no prospect of future return.
Critiques asylum system and proposes restrictive policies while making questionable generalizations about asylum seekers from specific countries.
verity1978-q3z
Feb 23, 2026
Definitely has nothing to do with our open boarder policy and free citizenship for foreign criminals at all .... Definitely has nothing to do with that at all
Definitely has nothing to do with our open boarder policy and free citizenship for foreign criminals at all ....
Definitely has nothing to do with that at all
Sarcastically criticizes open border policy and citizenship practices, using sarcasm to express policy opposition.
ImNotYerGuyPal
Feb 18, 2026
Stock market =/= the economy
Stock market =/= the economy
Brief economic argument challenging the equation of stock market performance with overall economic health.
Policy Critique
0.78
@Pap-yy1xf
Mar 4, 2025
Why is this liar still there, didn't he suppose to have stepped down!
Why is this liar still there, didn't he suppose to have stepped down!
Comment questions the legitimacy of a political leader's continued tenure, implying criticism of governance and calling for resignation.
@DBCKINGS
Mar 4, 2025
Canadians do not like Trudeau, he’s increased his citizens inflation with Rules, regulations, communism at core. It’s about Returning Americans the robbed coffers of Taxpayers funds, Americans have United, others move to Canada.
Canadians do not like Trudeau, he’s increased his citizens inflation with Rules, regulations, communism at core. It’s about Returning Americans the robbed coffers of Taxpayers funds, Americans have United, others move to Canada.
Criticizes Trudeau's policies (inflation, regulations) and frames Canadian political issues as distinct from American concerns.
@mariaramirez4357
Mar 4, 2025
@TylerOliveira: 4 weeks ago, huh? No research at all on this. Wanna know HOW I know? I'm Canadian. You do know that Tim Hortons is an >American< company now... right? Been that way since 1995... …
@TylerOliveira:
4 weeks ago, huh? No research at all on this. Wanna know HOW I know? I'm Canadian. You do know that Tim Hortons is an >American< company now... right? Been that way since 1995... loooong before THentered India. Wanna know how I knew that? *>I RESEARCHED IT<*. Please stop blaming us for the bad choices of Mericans. Research or don't bother... seriously.
Criticizes another commenter's lack of research on corporate ownership facts while asserting Canadian identity and knowledge.
MarkoRichards-s7y
Feb 25, 2026
The more people escalate this in the media it brings fear, fear drives actions and many cases like this you are reacting out of emotion instead of logic. Trumps negotiation tactic is working people are …
The more people escalate this in the media it brings fear, fear drives actions and many cases like this you are reacting out of emotion instead of logic. Trumps negotiation tactic is working people are trying to flex and appear strong and backing themselves into a corner. Sit down and negotiate.
Critiques media escalation and emotional reactions while advocating for rational negotiation as an alternative approach.
@dannyohara7166
Mar 4, 2025
Trudeau is a gutless spineless snake \nThe most hated dictator in Canada
Trudeau is a gutless spineless snake \nThe most hated dictator in Canada
Harshly criticizes Trudeau's leadership while making a nationalist claim about Canadian sentiment.
@sawfishv6565
Mar 4, 2025
IT FOR LIBERALS VOTES THEY ALLOW THIS
IT FOR LIBERALS VOTES THEY ALLOW THIS
Blames Liberal party for immigration policy motivated by electoral gain, implicitly calling for political change.
nightrider9376
Jan 28, 2026
Those temples are paid by Canadian taxpayers. They potray that they help us, what a joke. They use the charities and government funding. They dont pay for those temples. We did.
Those temples are paid by Canadian taxpayers. They potray that they help us, what a joke. They use the charities and government funding. They dont pay for those temples. We did.
Commenter critiques government funding and tax allocation to religious institutions, with an unsubstantiated claim that temples don't pay for themselves.
IndependentIndigenousNews
Sep 26, 2025
Trudeau needed Jagmeets whole village to get NDP support. Trudeau was the problem.
Trudeau needed Jagmeets whole village to get NDP support. Trudeau was the problem.
Critiques Trudeau's political dealings with NDP leader Jagmeet Singh, implying problematic ethnic/identity-based political arrangements.
troump-the-pervrt-peeg
Sep 19, 2025
You don't need to worry about us, the American people. You must worry about your people. You will go down, if you don't agree with our terms. No more SUCKING!!!!
You don't need to worry about us, the American people. You must worry about your people. You will go down, if you don't agree with our terms. No more SUCKING!!!!
Uses threatening language ('you will go down') and expresses coercive demands, framing U.S.-Canada relations as adversarial.
Policy Critique
0.78
@blackwolf3010
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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