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
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad.
To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation.
And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Commenter shares Indian identity while criticizing both Indian diaspora behavior and Canadian government's handling of Khalistani separatists, framing it as a security and reputational concern.
ShivaSivz127
Jan 27, 2026
So when are you going to talk about your border. When are you going to call an election so we can flush you down the drain and get our country back ? And no we …
So when are you going to talk about your border. When are you going to call an election so we can flush you down the drain and get our country back ? And no we are not going to boo the USA anthem. Trudeau is a disgrace
Criticizes government policy on borders and calls for an election, with identity-based language about reclaiming the country.
@braxxtonn
Mar 4, 2025
After a couple of years Trump and co will say, that Canada started a trade war against US. Just like they say, that Ukraine and Zelenskyy started the war with Russia. And now some uf …
After a couple of years Trump and co will say, that Canada started a trade war against US. Just like they say, that Ukraine and Zelenskyy started the war with Russia. And now some uf US commentators are saying the same. It’s crazy. And there will be no way to get him to remember the facts. He and all who work for him are liars and half truth tellers. I’m not sure how to deal with this. But it is VERY important for all media outlets to keep reminding the facts. Just tell what happens, so there is a record. I think that could help in the end.\nSo here are my 5p:\nUS started trade war against Canada with 25% tariffs.\nRussia annexed Crimean peninsula and attacked Ukraine in 2022. This is the truth, no two ways about these facts.\nTrump and Vance are liars.
Analyzes US trade war policy and compares it to Russia-Ukraine conflict, arguing for factual record-keeping and criticizing Trump administration's narrative control.
@valterssprudzs5599
Mar 4, 2025
Trudeau a true dictator
Trudeau a true dictator
Direct criticism of Trudeau using inflammatory language to characterize his governance style.
Policy Critique
0.85
@RCA_Dome
Mar 4, 2025
At least for 10 years, no more immigrants in Canada. A complete moratorium.
At least for 10 years, no more immigrants in Canada. A complete moratorium.
Advocates for a specific policy change (immigration moratorium) as a critique of current immigration levels.
kaaaah2003
Nov 20, 2025
FU, Trudeau! I thought you were leaving! Liar
FU, Trudeau! I thought you were leaving! Liar
Expresses frustration with Trudeau's broken promise to resign, criticizing his political credibility.
Policy Critique
0.85
@sabrinazalar8667
Mar 4, 2025
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other …
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other countries, opening doors to drug cartels and organized crimes to buy properties in the country which fuels housing prices to soar, capital gains tax increases , carbon taxes on people and industries. these are just a few.
Comprehensive critique of government policies on crime, refugee benefits, foreign aid, housing, and taxation, with underlying alarmist tone about national decline.
erichdelossantos4701
Mar 2, 2026
I Don't see anything wrong here except for the khalistan thing (which is unpopular). You're grasping at straws with this one.
I Don't see anything wrong here except for the khalistan thing (which is unpopular).
You're grasping at straws with this one.
Dismisses most concerns in the video while critiquing the Khalistan issue as a policy matter, arguing the video overstates problems.
Policy Critique
0.85
QQ-jn5jb
Jan 27, 2026
Of course, wasting our resources on bringing scammers, and again on forcing them to leave!
Of course, wasting our resources on bringing scammers, and again on forcing them to leave!
Criticizes government policy for wasting resources on immigration enforcement while expressing concern about resource misallocation.
JacobAdam-l9k
Jan 15, 2026
People would be fired in any entry-level job. Why not the government? They are incapable of doing their job.
People would be fired in any entry-level job. Why not the government? They are incapable of doing their job.
Criticizes government competence and accountability, comparing it unfavorably to private sector employment standards.
Policy Critique
0.85
albelland6267
Jan 12, 2026
Trudeau is trash ?️
Trudeau is trash ?️
Brief dismissive criticism of Trudeau as a leader, expressing disapproval of his performance.
Policy Critique
0.85
@ravenodinson7483
Mar 4, 2025
No- it's not American relationship. It's a Donald problem.
No- it's not American relationship. It's a Donald problem.
Distinguishes between systemic American policy and individual leadership, critiquing the latter as the primary problem.
Policy Critique
0.85
@williamsmith1453
Mar 4, 2025
So wait, hiring a felon who talks about eating cats and dogs isnt working? A well known liar promised cheaper groceries and the exact opposite is happening? Nahhh that cant be right
So wait, hiring a felon who talks about eating cats and dogs isnt working? A well known liar promised cheaper groceries and the exact opposite is happening? Nahhh that cant be right
Sarcastically criticizes government policy (grocery prices, hiring decisions) through ironic commentary about broken promises.
@Dekaide44
Mar 4, 2025
Immigration needs to be 0%
Immigration needs to be 0%
Expresses a strong policy position against immigration without elaboration, framed as a critique of current policy direction.
Policy Critique
0.85
danny-fu2zd
Jan 5, 2026
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be …
Quit acting like this is a guy who Canadians actually like. Trudeau is massively unpopular and will be gone very soon, when the new Prime Minister of Canada is put in place there will be a deal. Canada has run wild for far too long getting the best of us in every way now that it is fair they act as if they have been doing us favors all along when it has been the other way around.
Criticizes government leadership and policy decisions while framing Canada as having been disadvantaged, combining political critique with nationalist framing.
@ricksundberg5659
Mar 4, 2025
What a joke liberal government disaster is
What a joke liberal government disaster is
Dismisses government immigration policy as a failure, using hyperbolic language to express disapproval.
Policy Critique
0.85
bertgreg007
Jan 5, 2026
Well, if the rcmp would catch these ppl and the feds and woke judges wouldn't give these ppl a hand to make sure they can stay in canada, this wouldn't be happening right now. But …
Well, if the rcmp would catch these ppl and the feds and woke judges wouldn't give these ppl a hand to make sure they can stay in canada, this wouldn't be happening right now. But ya sure, lets blame trump or some silly thing
Criticizes government policy (RCMP enforcement, judicial leniency) while expressing concern about crime outcomes.
jordanadams8752
Feb 18, 2026
Its actually 5 million temporary visa is expiring from january 2024 to december 2025. Gets your facts right.
Its actually 5 million temporary visa is expiring from january 2024 to december 2025. Gets your facts right.
Corrects factual claims about visa numbers and criticizes the accuracy of information presented in the video.
Leceister4231
Jan 16, 2026
Justin Trudeau is a moron. He has ruined my once great country.
Justin Trudeau is a moron. He has ruined my once great country.
Criticizes Trudeau's governance and its impact on Canada, framed as policy failure affecting national identity.
@joeyharris6037
Mar 4, 2025
It's too bad that Trudeau's Government did so little about fentanyl, also about our poorly-controlled border and destructive immigration non-policies for so long. Hence, driving Trump's scorched-earth policy (The Tariffs). That said, it blows me …
It's too bad that Trudeau's Government did so little about fentanyl, also about our poorly-controlled border and destructive immigration non-policies for so long. Hence, driving Trump's scorched-earth policy (The Tariffs). That said, it blows me away that Trump was so vociferous about the Lawfare that was lined up against him in 2023-24, but he doesn't see that excess use of the power of the State is wrong and immoral in this Canadian and Mexican case. Trump only knows the right of might. Threats, coercion, bullying. He doesn't otherwise distinguish between right and wrong; only about what is good for him and his ego. The Tariffs will drive very bad business outcomes in the US. Including, inflation, and lost jobs. The Stock Markets are already tanking. At this particular stage, his ego will not allow him to back off, that's my prediction. Much pain for all Americans (and obviously for Canadians) will first have to ensue. Canada must receive its spanking, and Donald will have to save face. Ultimately, he'll invent some dishonest pretense to put the genie in the bottle, while the economic damage to all sides will be severe. But ... Why would he care?
Extended analysis criticizing both Trudeau's immigration policies and Trump's tariff approach, with moral judgment about abuse of state power.
@fredd.fulton9305
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)