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
We need to be more for North America first! We do not need a divide in North America.
We need to be more for North America first! We do not need a divide in North America.
Critiques current policy direction by advocating for North American-first priorities and warning against division, framing it as a policy preference rather than identity claim.
@imhuemankeepURcolorsforcrayons
Mar 4, 2025
this is insane thanks liberals
this is insane thanks liberals
Criticizes government immigration policy by blaming the Liberal party for perceived problems, framed as political accountability.
BahahaOhacanada
Sep 28, 2025
Its more yr own government to blame, good luck with taking khalistaan people. And also cant blame indians for taking advantage of someone ignorants and arrogance
Its more yr own government to blame, good luck with taking khalistaan people. And also cant blame indians for taking advantage of someone ignorants and arrogance
Blames government policy for immigration issues while making claims about Khalistani immigrants and Indian exploitation of system vulnerabilities.
atmainfinity1765
Feb 28, 2026
And that Chipmunk from Ottawa wants to confiscate our guns while his people be messing around town. I don’t think so
And that Chipmunk from Ottawa wants to confiscate our guns while his people be messing around town. I don’t think so
The comment criticizes the Prime Minister's gun confiscation policy while using identity-based language ('his people') to frame opposition.
@Antonchigur889
Feb 21, 2026
I want my fellow Americans to know that what Trump is doing by picking up on our neighbors. Canada and Mexico and talking about the Russian Eukrane war is a strategy to distract American people …
I want my fellow Americans to know that what Trump is doing by picking up on our neighbors. Canada and Mexico and talking about the Russian Eukrane war is a strategy to distract American people from their real problem is to fight the inflation ..this is a big game
Critiques Trump's strategy as distraction from inflation, presenting an unverified claim about intent but primarily functioning as policy analysis.
@mohamedbarakah8936
Mar 4, 2025
Mr. Trudeau you need to speak directly to another criminal president “Elon Musk” not Trump, he just a puppet.
Mr. Trudeau you need to speak directly to another criminal president “Elon Musk” not Trump, he just a puppet.
Criticizes Trudeau's approach and makes an unsubstantiated claim that Elon Musk is the real power behind Trump, framing him as a 'criminal.'
@dadwestie6255
Mar 4, 2025
Its a 'Temporary' residence permit...... which by its very name means it will not be forever. Get used to it... I know that under Justin 'Jolson' Troo-Doo it was a free-for-all but that could never …
Its a 'Temporary' residence permit...... which by its very name means it will not be forever. Get used to it... I know that under Justin 'Jolson' Troo-Doo it was a free-for-all but that could never last even in Woke Canada.
Critiques temporary residence permit policy while using sarcasm and name-calling toward the Prime Minister.
andrewh2u
Feb 11, 2026
TRUMP JUST BULLING NATUON TO INCREASE THEIR WEALTH AND IT WILL HURT THE AMERICAN
TRUMP JUST BULLING NATUON TO INCREASE THEIR WEALTH AND IT WILL HURT THE AMERICAN
Criticizes Trump's economic policies (tariffs) as self-serving and harmful to ordinary Americans.
@MichelePlass-l5x
Mar 4, 2025
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
Nostalgically contrasts past conservative leadership with current policy, implying criticism of present fiscal and administrative approach.
Policy Critique
0.76
cacendruhn
Feb 18, 2026
funny thery can keep track of every single Canadian that owes taxes ...but they dont bother keeping an eye on people that are guests in ou=r country. This is all on prupose!!!
funny thery can keep track of every single Canadian that owes taxes ...but they dont bother keeping an eye on people that are guests in ou=r country. This is all on prupose!!!
Critiques government inconsistency in tracking citizens versus monitoring visa holders, with conspiratorial undertones.
timjohnston9382
Sep 29, 2025
We should not allow a foreigner to undermind our Govt. Canada has been in recession since last year under Trudeau’s leadership.
We should not allow a foreigner to undermind our Govt. Canada has been in recession since last year under Trudeau’s leadership.
Critiques government policy on foreign interference while making an unverified economic claim about recession under Trudeau.
@claramcphee3210
Mar 4, 2025
Trueaderp really dont understand why inflation is going to and State is acting this towards Canada.? Its cause u fucked up really bad at everything you did.\nAllowing drugs and so many refugee that country cannot …
Trueaderp really dont understand why inflation is going to and State is acting this towards Canada.? Its cause u fucked up really bad at everything you did.\nAllowing drugs and so many refugee that country cannot support. And now he is talking shit like he didn't do those. \nTruederp is such a bullshit. Conservative needs to take over
Criticizes government policy on drugs and refugee intake, making unverified claims about their negative impacts while calling for political change.
@Flytothesky12
Mar 4, 2025
Well, cant believe a word that comes from Justin's mouth! He lied so MANY times before and using this oppurtunity to cover up his abysmal performance
Well, cant believe a word that comes from Justin's mouth! He lied so MANY times before and using this oppurtunity to cover up his abysmal performance
Criticizes Trudeau's credibility and performance while making unsubstantiated claims about past lies and cover-ups.
@rjrox1000
Mar 4, 2025
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
Critiques credential fraud in immigration system with unverified assertion that students at certain colleges 'never earned' their diplomas.
IKhanNot
Oct 1, 2025
you acted on all of these problems just this year because you knew that Pres. Trump will be in office hahaha.
you acted on all of these problems just this year because you knew that Pres. Trump will be in office hahaha.
Accuses Trudeau of acting on immigration problems only recently due to Trump's election, implying delayed/opportunistic policy.
@mickeylucas
Mar 4, 2025
You guys all get buffaloed by Trudeau he’s a left-wing nut
You guys all get buffaloed by Trudeau he’s a left-wing nut
Commenter dismisses Trudeau as a 'left-wing nut,' criticizing his political ideology and suggesting others are being manipulated by him.
@MichaelSutter-w1q
Mar 4, 2025
Interviewing lower class and poorly educated individuals everywhere you go about a certain race of economically beneficial individuals is wild Tyler. You’re great at antagonizing minorities in different countries. Don’t forget about what colonialists and …
Interviewing lower class and poorly educated individuals everywhere you go about a certain race of economically beneficial individuals is wild Tyler. You’re great at antagonizing minorities in different countries. Don’t forget about what colonialists and settlers did for this to happen throughout the world.
Commenter critiques the video creator's editorial choices and framing while invoking historical injustices to contextualize immigration.
MrKrabs-du7ss
Jan 27, 2026
Government need to banned Facebook and whatapp such abuse system
Government need to banned Facebook and whatapp such abuse system
Calls for government regulation of social media platforms due to perceived misuse.
Policy Critique
0.76
Sweethearttt-heart
Jan 27, 2026
Plainly speaking, it was never about fentanyl. Trump is trying to bully everyone into submission. We saw it last week with Zelenskyy. Don’t back down Canada. True Americans stand with their allies.
Plainly speaking, it was never about fentanyl. Trump is trying to bully everyone into submission. We saw it last week with Zelenskyy. Don’t back down Canada. True Americans stand with their allies.
Critiques Trump's negotiating tactics as bullying while expressing solidarity with Canada and true Americans who support allies.
@Notorious_F.I.G.
Mar 4, 2025
Fentanyl is the main cause of this? Wow this is the dumbest US president in history. What an IDIOT
Fentanyl is the main cause of this? Wow this is the dumbest US president in history. What an IDIOT
Criticizes the president's policy approach to fentanyl as misguided, using strong dismissive language about leadership competence.
@gowthead9156
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)