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
2:03 everything would be fine if everyone followed these rules
2:03 everything would be fine if everyone followed these rules
References a specific video timestamp and suggests that policy compliance would resolve immigration-related issues.
Policy Critique
0.80
WuhTheFuh
Jan 27, 2026
She can't get through a single speech ever without misinformation spewing.
She can't get through a single speech ever without misinformation spewing.
Accuses politician of spreading false information in speeches, combining criticism with misinformation allegations.
@nhlpa17
Feb 20, 2026
Justin failed to understand that the US has no permanent friends
Justin failed to understand that the US has no permanent friends
Critiques Canadian leadership's understanding of international relations, implying failure to grasp realpolitik principles.
@owenmckenzie6897
Mar 4, 2025
Thanks to Canadian Prime Minister Justin Trudeau's leadership, speaking clearly in whole sentences, calling out DJT lies, untruths & fallacies while outlining & correcting w' facts & truths... DJT utilizes deceptiveness to gaslight Americans increasingly …
Thanks to Canadian Prime Minister Justin Trudeau's leadership, speaking clearly in whole sentences, calling out DJT lies, untruths & fallacies while outlining & correcting w' facts & truths... DJT utilizes deceptiveness to gaslight Americans increasingly less effectively... More Americans are opening their eyes & ears... unfortunately some not... Hopefully soon.\n>> Trudeau calls out Trump aligning America w. PUTIN--Russia, a Dictator, thug & murderer, and displacing historical allies & friends..\n>> Fentanyl is manufactured in China; shipped in bulk to Mexican Cartels, etc, to prep for the American Markets--Why hasn't Trump stopped it now he's in charge of the borders. \nRECALL SYCOPHANTS from Congress--Replace w' patriots to impeach Trump-Vance & prosecute them w/ Musk, DOGE & all who are violating our laws accessing & deconstructing our Govt.
Critiques Trump's policies and leadership while praising Trudeau's communication, with embedded calls for congressional action and impeachment.
@marciawade8813
Mar 4, 2025
Let’s quit dancing around the subject. Legitimate, contributing, screened immigrants are welcome. Freeloading refugees are not. True refugees cannot afford to migrate to a country and claim asylum. If Canada can has room, we will …
Let’s quit dancing around the subject. Legitimate, contributing, screened immigrants are welcome. Freeloading refugees are not. True refugees cannot afford to migrate to a country and claim asylum. If Canada can has room, we will seek them out and bring them here.
The comment critiques refugee policy by distinguishing between 'legitimate' and 'freeloading' immigrants and questioning the feasibility of asylum claims.
TruthSeeker-t7q
Feb 23, 2026
I just want Canada from 10-15 years ago man. I'm not full on anti-immigration, I still want to allow some people in. But we need to put a stop to mass immigration. Immigration without assimilation …
I just want Canada from 10-15 years ago man. I'm not full on anti-immigration, I still want to allow some people in. But we need to put a stop to mass immigration. Immigration without assimilation is just an invasion.
Advocates for reduced immigration levels and assimilation requirements, framing mass immigration without assimilation as invasion.
Raven_Frame
Jan 27, 2026
I hope the maga's get sick of krump. Hes a Nit Wit
I hope the maga's get sick of krump. Hes a Nit Wit
Criticizes Trump's competence and leadership, expressing hope that supporters will abandon him.
Policy Critique
0.80
@gerry5134
Mar 4, 2025
As a Canadian. We are already having a hard time im Ontario. Trudeau needs to focus on the rent prices, house prices, drug problem, car theif and FSRA that is costing canadian lots of money
As a Canadian. We are already having a hard time im Ontario. Trudeau needs to focus on the rent prices, house prices, drug problem, car theif and FSRA that is costing canadian lots of money
First-person account of hardship in Ontario combined with criticism of Trudeau's policy priorities on housing, drugs, and regulation.
@kavettemclaren3013
Mar 4, 2025
Oil, electricity, potash: put export taxes on all of them. Premier Ford is sure on board with stopping the electricity flow, that's for sure. It will be a mess, but a half measured response won't …
Oil, electricity, potash: put export taxes on all of them. Premier Ford is sure on board with stopping the electricity flow, that's for sure. It will be a mess, but a half measured response won't do it.
Proposes export tax policy on natural resources and critiques Premier Ford's approach to electricity policy.
@roberttaylor3594
Mar 4, 2025
Mark carney had the ability to change the laws and make them stronger. But he won’t. Elbows up idiots
Mark carney had the ability to change the laws and make them stronger. But he won’t. Elbows up idiots
Criticizes a political figure for not strengthening laws and calls them out for inaction.
MikeJohnson-o2p
Feb 18, 2026
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for ? I'd say put Sean Fraser in, he's got good hair, but he's already botched the immigration file once. You three pundits are right on the money with all your points. In the spirit of cooperation why doesn't Carney just put Michelle into the portfolio ? These Liberals are botching everything they touch. In an ideal world Carney should cross the floor, become the Conservative's lead Trump negotiator and we could dump the rest of the Liberal party in recycling, where the vast majority of them belong....including you Fanjoy
Extended critique of Liberal government competence and specific ministers, with suggestions for personnel changes and political realignment.
malcolmhamilton5200
Feb 27, 2026
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
Attacks Trudeau's leadership competence and his party's governance, framing them as traitors who have damaged Canada.
@Lovelyone22-r7d
Mar 4, 2025
Trudeau you are a weak lying snake bending truth to your victim narrative. Trump put you on notice regarding tariffs and here we are. Do you think he is not a man of his word? …
Trudeau you are a weak lying snake bending truth to your victim narrative. Trump put you on notice regarding tariffs and here we are. Do you think he is not a man of his word? Well you have now experienced that this is in fact the case first hand. You have taken from America with very little in return and these are the consequences of your woke agenda for Canada. Look at you spouting venom, dischord and anarchy from your pulpit. Trump is interested in econmic revival for America and if you are not on board you will fall by the wayside. Only smart leaders realise throwing insults at Trump will only weaken your countries position. Surely you realise Trump is one of the most persecuted people on the planet, unjustly so, and your rhetoric will fall on deaf ears in the whitehouse. They've heard all the nonsense before. But, continue throwing the insults, chuck your toys out the pram, if it makes you feel like a grownup. I don't fancy your chances though.
Extensive criticism of Trudeau's policies, leadership style, and approach to US relations, framed as weak and ineffective.
@anitatresise4112
Mar 4, 2025
Canada deserves all the tariffs slapped in it's face for being the loyalest lapdog of the US and for all the crimes it has committed on behalf of the US.
Canada deserves all the tariffs slapped in it's face for being the loyalest lapdog of the US and for all the crimes it has committed on behalf of the US.
Criticizes Canada's foreign policy alignment with the US and accuses it of complicity in alleged crimes, combining geopolitical critique with national identity framing.
@GeoPoly214
Mar 4, 2025
Trudeau is a clown.
Trudeau is a clown.
A dismissive critique of a political leader's competence and judgment, expressed through name-calling.
Policy Critique
0.80
@levratalex4929
Mar 4, 2025
How about you address the problems in your shitty country then maybe we would reconsider. But honestly, this isn’t going to affect America one percent as it will affect Canada so I really don’t care. …
How about you address the problems in your shitty country then maybe we would reconsider. But honestly, this isn’t going to affect America one percent as it will affect Canada so I really don’t care. Tax my syrup big whoop.
Criticizes Canada's domestic problems while dismissing the relevance to America, with sarcastic tone about Canadian identity ('syrup').
@guitarwhizzz
Mar 4, 2025
Why aren't those who brought them in paying to remove them?
Why aren't those who brought them in paying to remove them?
Questions why government officials responsible for immigration admissions should not bear the financial cost of deportations.
wilbback8589
Dec 24, 2025
The Syrian refugee crisis sure seems like a distant memory now. Who knew that wave of rather forced-looking empathy would lead to a hog-wild immigration and refugee spree? But at the end of the day... …
The Syrian refugee crisis sure seems like a distant memory now. Who knew that wave of rather forced-looking empathy would lead to a hog-wild immigration and refugee spree? But at the end of the day... who wants the cheap workers? You're going to have a mixed bag of supporters for that, I reckon.
Critiques immigration policy as excessive and driven by economic interests in cheap labor, with skepticism about public support.
T0MapleLaughs
Feb 18, 2026
racist trash content labled journalism
racist trash content labled journalism
Criticizes the video's content as racist journalism, questioning its legitimacy and ethical standards.
meeko1k
Jan 27, 2026
All it takes for canadians to forgive this goober is a speech? No wonder you keep voting him in.
All it takes for canadians to forgive this goober is a speech? No wonder you keep voting him in.
Criticizes Canadian voters and government for forgiving leadership based on rhetoric rather than substantive policy.
Policy Critique
0.80
@SEEYAIAYE
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)