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
One of the biggest problems that wasn't talked about in this video is how is the housing crisis. Though we still accept immigrants into our country when we don't have the residential support for everyone.
One of the biggest problems that wasn't talked about in this video is how is the housing crisis. Though we still accept immigrants into our country when we don't have the residential support for everyone.
Critiques government policy for accepting immigrants without adequate housing infrastructure to support them.
zwebble6220
Jan 27, 2026
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out …
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out bye ?
Criticizes Trudeau's inconsistency and references US tariffs on Canada, combining policy critique with economic concerns.
@HJDtemp
Mar 4, 2025
Are people in both countries unaware that this is simply a tax on them? The government is raping their own people.
Are people in both countries unaware that this is simply a tax on them? The government is raping their own people.
Critiques government taxation policy as exploitative of citizens, using inflammatory language to express economic grievance.
@BGP369
Mar 4, 2025
Not everybody is with forced lock down and forced vaccination like you people shouldn’t forget what leaders like trudo done to their own people on the plandemy times. God bless trump
Not everybody is with forced lock down and forced vaccination like you people shouldn’t forget what leaders like trudo done to their own people on the plandemy times. God bless trump
Criticizes pandemic policies (lockdowns, vaccination mandates) attributed to Trudeau, with conspiratorial framing ('plandemy').
@markbattle5886
Mar 4, 2025
Trudeau has nothing to stand on. Sit down Justin. No one cares about you or your bullshit
Trudeau has nothing to stand on. Sit down Justin. No one cares about you or your bullshit
Dismissive criticism of Trudeau's political credibility and leadership.
Policy Critique
0.80
@peterdaniel66
Mar 4, 2025
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
I’m not a fan of Trudeau but well done on a great speech . Unfortunately Donald will simply say we haven’t done enough to curtail the flow of fentanyl into the US
Acknowledges Trudeau's speech positively but predicts Trump will criticize Canada's fentanyl efforts as insufficient.
@winstonwinston3487
Mar 4, 2025
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for …
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for mass immigration like student, visitor and work permit. so, some people used those visas to enter Canada and crossed US border. I am Canadian and moved to US for work only because of this guy Trudeau who devalued Loonie in 10 years. Only Canadian lived better in Harper Era. You destroyed everything.
Criticizes Trudeau's immigration and economic policies, cites unverified border crossing statistics, and includes personal narrative of emigration.
@RajPatel-Conscience
Mar 4, 2025
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, …
As a Canadian I find this so pathetic. Why is this guy even talking? He’s been a complete disaster for a decade now. Trump didn’t shut our government down when it was time to negotiate, this person did. This is so embarrassing
Identifies as Canadian and criticizes Trudeau's handling of negotiations, framing it as a national embarrassment.
@75oxymoron
Mar 4, 2025
As soon as Trudeau is gone, things will get better.
As soon as Trudeau is gone, things will get better.
Expresses belief that Trudeau's departure would improve conditions, implying criticism of current leadership.
Policy Critique
0.80
@caltriton6904
Mar 5, 2025
Same thing with medical diplomas apparently
Same thing with medical diplomas apparently
Brief critique suggesting credential verification issues extend beyond the video's focus to medical diplomas.
Policy Critique
0.80
vasilykandelaki
Oct 1, 2025
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
Critiques media characterization of language as harsh while comparing to US leadership rhetoric, focusing on perceived double standards.
@ezze9590
Mar 5, 2025
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
Criticizes party leadership decisions and expresses voting intention based on political disagreement.
@deeky1239
Mar 4, 2025
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no …
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no weapon fighting back.
Acknowledges courage but critiques Canada's limited leverage due to economic dependence on the US, blending policy analysis with economic constraints.
@eamoncat
Mar 5, 2025
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Not the United States. Just an idiotic President that does not believe in the American ideals!!
Criticizes presidential leadership for departing from American ideals and values.
@hammerjim19741
Mar 4, 2025
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on …
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on the tariffs as it'll make Americans suffer...in pain(economically)...
Critiques Trump's tariff policy as economically harmful to Americans, praising Trudeau's framing of the issue.
@myalimda1498
Mar 4, 2025
The liberal goverment only wanted their money, it is and was a scam all along. Shame on Trudeau and Carney. The housing crisis is not the amount of people but the insane regulations to gain …
The liberal goverment only wanted their money, it is and was a scam all along. Shame on Trudeau and Carney. The housing crisis is not the amount of people but the insane regulations to gain more money for a substandard tiny houses.
Criticizes government immigration policy as financially motivated scam while attributing housing crisis to regulations rather than immigration volume.
rarts2000
Nov 21, 2025
To be fair Ontario is a MAJOR liberal province. They did all this immigration bullshit to themselves! Don’t get me wrong it’s bad in Alberta but not that bad! Makes me happy to see that …
To be fair Ontario is a MAJOR liberal province. They did all this immigration bullshit to themselves! Don’t get me wrong it’s bad in Alberta but not that bad! Makes me happy to see that the blue plates are reaping what they sow. Ps come to Alberta @tyler give ya some more perspective and see why Alberta is separating. This is a huge part of it
Criticizes Ontario's immigration policy as self-inflicted, compares provinces, and frames issue along political lines.
2012darkey
Jan 27, 2026
The Libtards DO NOT WANT TO FIX THE BROKEN SYSTEM 😒
The Libtards DO NOT WANT TO FIX THE BROKEN SYSTEM 😒
Commenter criticizes government policy and the political left for failing to fix systemic problems, with partisan framing.
KarlBuckley-bw3vc
Feb 27, 2026
Someone told him what a was a tariff was a couple months ago and now he loves the word he said. It effects him 0 percent
Someone told him what a was a tariff was a couple months ago and now he loves the word he said. It effects him 0 percent
Commenter critiques Trump's understanding and use of tariff policy with sarcastic undertones about his lack of personal impact.
@danielryandesigns
Mar 4, 2025
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Critique of government spending priorities, arguing that border security should be funded more than Ukraine aid.
@melanymiskatonic8699
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)