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
Typical Liberal, no clue to the real world. Blinks needs to go.
Typical Liberal, no clue to the real world. Blinks needs to go.
Attacks a specific minister's competence and calls for removal, with partisan identity framing.
glennpritchard274
Feb 26, 2026
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s …
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s spewing, he’s no better than a progressive liberal.
Commenter criticizes Trudeau's rhetoric as fear-mongering and talking points, while asserting American identity and allegiance to their own president.
@bonniegoodwin234
Mar 4, 2025
Good...its not Cannada's duty to provide employment to exploded population of India.
Good...its not Cannada's duty to provide employment to exploded population of India.
Argues Canada has no obligation to employ immigrants, critiquing policy while implicitly asserting national boundaries and priorities.
SJ-xi3ug
Jan 15, 2026
Trudeau can return the US aid sent to them annually for $350 Billion. The UK should be responsible for aid to Canada, not the United States. Trudeau doesn’t appreciate our aid.
Trudeau can return the US aid sent to them annually for $350 Billion. The UK should be responsible for aid to Canada, not the United States. Trudeau doesn’t appreciate our aid.
Critiques government policy regarding foreign aid allocation and suggests alternative arrangements based on economic reasoning.
@Sofia-y1u2c
Mar 4, 2025
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
The comment critiques the video's research methodology and framing, arguing for a more nuanced analysis and suggesting alternative investigative focus on government corruption.
Vreedom7
Jan 27, 2026
These tariffs have nothing at all to do with Fentanyl. It’s just a stupid excuse to screw up everyone’s economy. Our president is a despicable dictator and his voters still continue to justify his psychotic …
These tariffs have nothing at all to do with Fentanyl. It’s just a stupid excuse to screw up everyone’s economy. Our president is a despicable dictator and his voters still continue to justify his psychotic behavior.
Critiques tariff policy as economically harmful and based on false pretenses, combined with moral condemnation of the president.
@irenaschulz2286
Mar 4, 2025
P.M. Trudeau is wrong about Trump being smart. Trump is unbelievably stupid. Unfortunately for us, his thinking is done for him by the Kremlin.
P.M. Trudeau is wrong about Trump being smart. Trump is unbelievably stupid. Unfortunately for us, his thinking is done for him by the Kremlin.
Criticizes Trump's intelligence and includes an unverified conspiracy claim about Kremlin influence.
@mm-tc3kt
Mar 4, 2025
Guys don't trust this clown Trudeau, he himself is a big dictator style person . He allowed all criminals , terrorists, drug cartels to grow exponentially in beautiful country Canada by just turning blind eye …
Guys don't trust this clown Trudeau, he himself is a big dictator style person . He allowed all criminals , terrorists, drug cartels to grow exponentially in beautiful country Canada by just turning blind eye . All Americans asked is to stop those criminals but this clown is not willing to . \nCanada needs immediate elections
Criticizes Trudeau's governance on security/crime issues with unsubstantiated claims about criminals and terrorists, calling for elections.
@mworkwork1612
Mar 4, 2025
Trump does not make sense, period. PS can I move to Canada???
Trump does not make sense, period. PS can I move to Canada???
Criticizes Trump's logic/policy while also expressing personal desire to emigrate to Canada.
@elizabethmartin3389
Mar 4, 2025
Yet Canada hates him right now, Just as much as all of you hate Trump. Trump never said he sided with Russia and I really wish all of you dimwits would donate your personal money, …
Yet Canada hates him right now, Just as much as all of you hate Trump. Trump never said he sided with Russia and I really wish all of you dimwits would donate your personal money, or personally volunteer to step on the front lines. They have no manpower and y'all are idiots to think that it makes sense to give a country backing after they're the ones who threaten to join NATO and clearly most of y'all don't even know that NATO started this bullshit by going against their promises to Russia and they have added eight former Soviet countries to their union. At this point I'm okay with giving half of the US to the libtards So you guys can pay taxes to fund every other country but your own. Yuck.
Critiques foreign aid policy and NATO expansion decisions while expressing anxiety about national priorities and demographic concerns.
@amandac7895
Mar 4, 2025
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership …
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership of a man who is arrogant and wants to do whatever he wants.The United States should not have arrogant leaders destroying its allies.Trump is just a piece of rotten wood that will be melted by water.The United States should not let a piece of wood lead the country..
Argues Canada should diversify economic partnerships and criticizes US leadership under Trump, combining domestic policy critique with international comparison.
@BoreyChulsa
Mar 4, 2025
This idiot is playing checkers and trump is playing go fish. 2 absolute morons. This clown still thinks this is over fentanyl……\n It comes from the USA. This is not over fentanyl Trump wants Canada. …
This idiot is playing checkers and trump is playing go fish. 2 absolute morons. This clown still thinks this is over fentanyl……\n It comes from the USA. This is not over fentanyl Trump wants Canada. He wants its resources. He wants its control over the arctic shipping lanes. Just like he wants Greenland for that same reason. Just like he wants panama for that shipping lane. It’s a power grab.
Critiques Trump's motives and strategy regarding Canada, with unverified claims about hidden geopolitical intentions (resource/Arctic control grab) presented as fact.
@thelostviking9998
Mar 4, 2025
Last thing Canada 🇨🇦 needs is more immigrants
Last thing Canada 🇨🇦 needs is more immigrants
Expresses opposition to increased immigration as a policy position with underlying anxiety about national capacity.
mohawkman4506
Feb 12, 2026
We need hard labour as punishment.
We need hard labour as punishment.
Advocates for harsher criminal punishment policy, implicitly critiquing current sentencing approaches.
@rebelcats749
Feb 19, 2026
They looked scared as hell. Trudeau is like a vindictive fired employee who steals and damages stuff before leaving. People like him are why many companies have security escort them out when they leave. Canada …
They looked scared as hell. Trudeau is like a vindictive fired employee who steals and damages stuff before leaving. People like him are why many companies have security escort them out when they leave. Canada is going to suffer just so this wimp can feel like he stood up to Trump. He isn't even in a position to negotiate anymore. He's just causing his country more pain for no reason. Typical socialist. Whole lot of people in the comments don't understand the numbers. Canada has zero chances to win a trade war. Many Canadian businesses are already moving to the US.
Critiques government leadership and trade war strategy while expressing concern about economic consequences and business relocation.
@liberTvalance
Mar 4, 2025
So now Trudeau has a say?? ?\nDidn’t he resign already?? Where have you been in your more than 10 years as PM?? Looool
So now Trudeau has a say?? ?\nDidn’t he resign already?? Where have you been in your more than 10 years as PM?? Looool
Criticizes Trudeau's tenure and questions his legitimacy to speak, framed as rhetorical questions about his record.
@AgentAO7
Mar 4, 2025
They’ve all been shuffled since sparkle socks were voted in. They are absolutely trash at their jobs
They’ve all been shuffled since sparkle socks were voted in. They are absolutely trash at their jobs
Criticizes government officials' job performance with derogatory language and references to the Prime Minister.
Kyle11011
Feb 27, 2026
Why don't u kiss trumps ass like u kiss the bum from Ukraines ass giving him money instead of canadian army you liberals really screwed our country
Why don't u kiss trumps ass like u kiss the bum from Ukraines ass giving him money instead of canadian army you liberals really screwed our country
Criticizes government spending priorities and foreign policy decisions while using partisan framing ('you liberals').
@terryladouceur2225
Mar 4, 2025
Anything for more votes. CRA making sure you get your money. That's pretty funny. No it's getting that foot in the door to control income.
Anything for more votes. CRA making sure you get your money. That's pretty funny. No it's getting that foot in the door to control income.
Criticizes government motives (vote-buying) and expresses suspicion about hidden control agendas through tax policy.
dereks3029
Jan 12, 2026
Lot of clowns in this comment thread. You think Trudeau is a credible and worth air time? This clown resigned and Canada has a bleak future.
Lot of clowns in this comment thread. You think Trudeau is a credible and worth air time? This clown resigned and Canada has a bleak future.
Dismissive criticism of Trudeau's credibility and prediction of negative future outcomes, with meta-commentary on other commenters.
@slider903
Mar 4, 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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14-category DH taxonomy
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Discourse Quality (Perspective API)