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
R.I.P. Canada ! Fсk Liberalism !
R.I.P. Canada ! Fсk Liberalism !
Criticizes Canadian liberalism as responsible for immigration problems, with implicit call to reject liberal policies.
its_ivan_channel
Jan 29, 2026
Are we ignoring how illegal this is?
Are we ignoring how illegal this is?
Challenges the legality of something in the video, implying government policy or actions are illegal without elaboration.
HughesReport
Jan 29, 2026
Trudeau pity talk to Americans.
Trudeau pity talk to Americans.
Criticizes Trudeau's diplomatic approach to Americans as inadequate or ineffective.
Policy Critique
0.75
@Research-Answers
Mar 4, 2025
Good idea to watch that southern border, Justin
Good idea to watch that southern border, Justin
Offers qualified support for border monitoring policy while implicitly critiquing current approach.
Policy Critique
0.75
@girsgade6534
Mar 4, 2025
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons.
However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places.
So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up.
Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Critiques both immigration policy outcomes and video framing while asserting Canadian cultural identity tied to traditional establishments, with nuanced historical context.
lanceyrenzo932
Jan 29, 2026
As a India this look really bad man politicians are really bad what the hell man and the question is why?
As a India this look really bad man politicians are really bad what the hell man and the question is why?
Commenter identifies as Indian and criticizes politicians/policy, expressing frustration about governance.
Dream-xs4zd
Jan 30, 2026
but he’s NOT smart‼️that’s the whole issue. when will we call a thing a freakin thinggggg‼️he’s DAF… period
but he’s NOT smart‼️that’s the whole issue. when will we call a thing a freakin thinggggg‼️he’s DAF… period
Critical assessment of Trump's intelligence and leadership capability, with emphasis on calling out perceived failures.
Policy Critique
0.75
@goodtrouble841
Mar 4, 2025
your about 2-3 decades late on this report
your about 2-3 decades late on this report
The comment critiques the timeliness of the report, suggesting the issue has been known for decades without action.
Policy Critique
0.75
leosam6824
Jan 28, 2026
Trump thinks stupidly that Canada would band, accept to be a US state and give up all its rare minerals
Trump thinks stupidly that Canada would band, accept to be a US state and give up all its rare minerals
Critiques Trump's unrealistic policy proposal regarding Canadian annexation and resource control.
Policy Critique
0.75
@trexeyesonly55
Mar 4, 2025
Liberal want them for votes where do you think they get their seats
Liberal want them for votes where do you think they get their seats
Critiques Liberal immigration policy as motivated by electoral gain while implying partisan identity divisions.
gitanjalisimon-rasiah16
Feb 27, 2026
Canada is not the greatest country on earth. Canada is the biggest clown country on earth.
Canada is not the greatest country on earth. Canada is the biggest clown country on earth.
Criticism of Canada's governance and national standing, implying policy failures related to immigration.
Cloudsofhappiness4Us
Feb 8, 2026
Lena Diab is a dummy. The riding of Halifax West should be shamed.
Lena Diab is a dummy. The riding of Halifax West should be shamed.
Attacks a specific official's competence and shames her riding, combining personal criticism with regional identity framing.
hali19799
Feb 27, 2026
America is not Great its falling you got Trump too Blame you Elected a lunatic who does not know how tariffs Work
America is not Great its falling you got Trump too Blame you Elected a lunatic who does not know how tariffs Work
Criticizes Trump's economic policy (tariffs) and leadership competence.
@jeffkins62
Mar 4, 2025
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing …
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing these consignments causes infighting which is also part of their plan. I can't tell you how many times I've heard a Democrat say these leftists aren't doing anything like excuse me Karen.
Criticizes negotiation and compromise strategies as ineffective, framing political opponents as inherently unreasonable and conspiratorial.
@urbanchaosgirlucg7
Mar 4, 2025
Wouldn't buy so much as a can of beans from U.S.A. now.
Wouldn't buy so much as a can of beans from U.S.A. now.
Expresses disapproval of US policy through a consumer boycott statement, critiquing trade relations.
@johnshaughnessy4742
Mar 4, 2025
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not …
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not pander to Trumps bullying strategy. I have not witnessed any other world leader speak in this manner. I’ve witnessed many leaders pandering to an ego that is unbelievably narcissistic and quite simply inexplainable to me. \n\nMr Trump, this is not a reality tv show this is reality! The slogan he created ‘Make America Great Again’ is quickly becoming ‘Making America Alone’.
Critique of Trump's approach while praising Trudeau's stance, comparing leadership styles across nations.
@BK10011
Mar 4, 2025
Parties over .... both sides are tightening up
Parties over .... both sides are tightening up
Observes that both political parties are tightening immigration policy, analyzing government regulatory direction.
Policy Critique
0.75
RickBiggley
Feb 7, 2026
No assimilation very big problem
No assimilation very big problem
The comment critiques lack of assimilation as a policy problem, implying that immigration policy fails to ensure cultural integration.
87cozart
Feb 8, 2026
Grandfathering is legit. Make laws for the future not the past.
Grandfathering is legit. Make laws for the future not the past.
Argues for prospective rather than retroactive policy application, critiquing the approach to grandfathering provisions.
Policy Critique
0.75
tindrums
Feb 11, 2026
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
Criticizes the interviewee's defense of Trump and perceived appeasement, critiquing both policy and the commentary itself.
@lexjim9949
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)