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
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Critiques Trump's use of fentanyl as justification for policy while making an unverified claim about Canada's threat level.
@LadyAngela678
Mar 4, 2025
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
This is all the turds fault. If he only behaved like these leaders we would be ok. Smdh
This is all the turds fault. If he only behaved like these leaders we would be ok. Smdh
Criticizes a leader (implied Trump) for not behaving like the Canadian leaders being discussed, with implied policy dissatisfaction.
@83ragutierrez
Mar 4, 2025
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
Criticizes government oversight of driver licensing and expresses concern about unqualified drivers, combining regulatory critique with safety anxiety.
Cbuddy30
Jan 29, 2026
They voted him in so now we all of embrace it for 4 years
They voted him in so now we all of embrace it for 4 years
Critiques the democratic outcome and suggests resignation to Trump's presidency as inevitable consequence of electoral choice.
Policy Critique
0.75
@mickealpalmer6252
Mar 4, 2025
Remember when this same fellow froze protesters bank accounts and began collecting peoples weapons? Yet, he has the gull to talk about dictators. Trump actually wants to avoid WWIII and I hope what his administration …
Remember when this same fellow froze protesters bank accounts and began collecting peoples weapons? Yet, he has the gull to talk about dictators. Trump actually wants to avoid WWIII and I hope what his administration does will bring an end to the war. Though, I do agree he should be more tough on Putin. That being said, I do agree that the crossings from Canada are not nearly as significant as compared to our southern border. It would be nice to see more from Canada in their investments to secure the border and stop crossings, cartel movements, and drug operations. The US has spent more than 409 billion since 2003 on such operations. Regardless, I feel for you Canadians and it sucks that it has come to this and I hope we keep strong relations in the future. Hopefully we can come to a fair deal soon. Mexico and China are the big players that do not do nearly enough to prevent these crimes. In fact, the Mexican government helps the cartels by not trying to stop them. China's lack of regulation on the ingredients to make fentanyl contribute to a large extent to this tragedy as well.
Complex critique comparing border security policies, government actions, and international relations across multiple countries with specific economic figures.
@tylernewberry9070
Mar 4, 2025
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have …
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have American made everything so keep your crap in your country. U need is more than we do! And Trump would say the same thing to you!! ??
Criticizes Trudeau's timing and response to Trump's tariffs while advocating for protectionist economic policy.
@sandracontreras5417
Mar 4, 2025
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
Criticizes Trudeau's government policies on gender identity as authoritarian overreach.
Policy Critique
0.75
@IM-CALLED-REAPER-hm4vv
Mar 4, 2025
What the US has been doing hasn’t worked.
What the US has been doing hasn’t worked.
Brief critique of US policy effectiveness without elaboration, suggesting current approaches are ineffective.
Policy Critique
0.75
@Nylahskye7
Mar 4, 2025
The only real beneficiaries of Trump's negative actions with Ukraine, Canada and Mexico are Russia and China.
The only real beneficiaries of Trump's negative actions with Ukraine, Canada and Mexico are Russia and China.
Critiques Trump's trade actions as benefiting geopolitical rivals, analyzing policy consequences rather than immigration specifically.
@doxies
Mar 4, 2025
This man is the biggest crook you guys believe this POS
This man is the biggest crook you guys believe this POS
Dismissive criticism of a political figure without specific policy details.
Policy Critique
0.75
@mr.pantsishere
Mar 4, 2025
This is so sad. Who is advising this guy.
This is so sad. Who is advising this guy.
Expresses disapproval of the political figure's decisions and questions his advisors' competence.
Policy Critique
0.75
@ramzibendu2172
Mar 4, 2025
Well I am an Indian but I hate this . Stop populating others country.
Well I am an Indian but I hate this . Stop populating others country.
Self-identified Indian commenter opposes immigration to other countries, framing it as unwanted population transfer.
okbye9600
Jan 29, 2026
He’s ruined Canada in 9 years. Don’t forget about Trudeaus carbon tax and many other taxes. Don’t forget that carbon tax increases very very soon. Don’t forget that he just gave Ukraine another 5 billion …
He’s ruined Canada in 9 years. Don’t forget about Trudeaus carbon tax and many other taxes. Don’t forget that carbon tax increases very very soon. Don’t forget that he just gave Ukraine another 5 billion and that’s why trump still imposed the terrifs.
Criticizes multiple government policies (carbon tax, Ukraine aid) with some unverified causal claims about tariffs.
@LGR3500
Mar 4, 2025
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
Do allow pagan religions into your country.
Do allow pagan religions into your country.
Advises against accepting certain religious groups in immigration policy, framing it as a policy recommendation.
Neilfachman1234
Jan 29, 2026
Since we here in the USA created this mess and can't seem to deal with the orange buffoon and his narcissistic nonsense, I think it is up to Canada and Mexico and Europe to try …
Since we here in the USA created this mess and can't seem to deal with the orange buffoon and his narcissistic nonsense, I think it is up to Canada and Mexico and Europe to try reigning him in somehow. I don't think they can succeed, but we can hope. We're barely 6 weeks into this. It's going to be a long 4 years.
Critiques Trump's leadership and appeals to international allies to help constrain his influence, combining criticism with an implicit call for coordinated action.
@GeraldH-ln4dv
Mar 4, 2025
Why is he still there Canada…closet allies…you have been robbing us for decades.
Why is he still there Canada…closet allies…you have been robbing us for decades.
Criticizes Trudeau's continued leadership and makes an unsubstantiated claim about decades of exploitation.
@GolfMissouri
Mar 4, 2025
what in the right-wing propaganda bullshit is this?
what in the right-wing propaganda bullshit is this?
Dismisses the video's content as propaganda, critiquing the framing and ideological positioning of the immigration discussion.
7Genoux
Jan 29, 2026
how could canada be soo deaf dumb and blind?
how could canada be soo deaf dumb and blind?
Expresses frustration with government decision-making on immigration, using rhetorical language to criticize perceived incompetence.
gabrielehalley8533
Jan 29, 2026
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)