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
Trumps whole Presidency is based on false pretext. Almost each and every individual policy is based on false pretext.
Trumps whole Presidency is based on false pretext. Almost each and every individual policy is based on false pretext.
Systematic criticism of a political leader's policy foundation and decision-making based on alleged false premises.
Policy Critique
0.90
@pauldunn5978
Mar 5, 2025
Not usually a fan of Trudeau, but he’s 100% right on this one
Not usually a fan of Trudeau, but he’s 100% right on this one
Expresses qualified agreement with Trudeau's policy position despite general disapproval of him.
Policy Critique
0.90
@Emsch1234
Mar 5, 2025
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 immigrant/year, china 20.000 immigrants/year,....). The second, canada must empower for each territories/provinces to decide how much foreign people can study/work/live in there
Proposes specific policy reforms including immigration quotas by country and regional autonomy over immigration decisions.
Policy Critique
0.90
othang7210
Aug 25, 2025
Canada needs to stop immigration
Canada needs to stop immigration
Direct criticism of Canadian immigration policy, calling for cessation of immigration programs.
Policy Critique
0.90
coachnate5747
Jul 27, 2025
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
Critiques government priorities as profit-driven rather than people-centered, a systemic policy complaint.
Policy Critique
0.90
Lakeboii70
Aug 26, 2025
Canada's response to America's tariffs under Trudeau is a masterclass in balancing diplomacy with pragmatism. While the U.S. pursues a protectionist agenda, Canada stands resilient, leveraging strategic countermeasures and asserting its sovereignty. Trudeau's approach is …
Canada's response to America's tariffs under Trudeau is a masterclass in balancing diplomacy with pragmatism. While the U.S. pursues a protectionist agenda, Canada stands resilient, leveraging strategic countermeasures and asserting its sovereignty. Trudeau's approach is not just about retaliating in kind; it’s a nuanced display of commitment to fair trade and a reminder that economic interdependence cannot be taken for granted. In a world where global relations are increasingly volatile, Canada’s measured response signals both defiance and cooperation, leaving the door open for a future where both nations can find common ground amidst the tension.
Detailed analysis praising Canada's diplomatic and economic response to U.S. tariffs as balanced and strategic.
Policy Critique
0.90
@Visionaryvibes444
Mar 4, 2025
It’s going to be reciprocal.. so whatever you charge us , we are going to charge you … if you want lower tariffs .. appeal to your leaders to lower theirs and our will reciprocate. …
It’s going to be reciprocal.. so whatever you charge us , we are going to charge you … if you want lower tariffs .. appeal to your leaders to lower theirs and our will reciprocate. Have a nice day
Explains reciprocal tariff policy and critiques the approach to trade negotiations with the U.S.
Policy Critique
0.90
@kylefulk4052
Mar 4, 2025
Already know that our gov doesn’t care about the people
Already know that our gov doesn’t care about the people
Direct criticism of government's lack of care for citizens, a critique of governance and policy priorities.
Policy Critique
0.90
@colleenh.6636
Mar 4, 2025
Us Government is an embarrassment right now
Us Government is an embarrassment right now
Direct criticism of US government's current conduct and reputation, expressing disapproval of governance.
Policy Critique
0.90
@tommyboytommyboy8021
Mar 4, 2025
The worst president of USA ever, that disrupts the world order for small amount of pennies and coins.???
The worst president of USA ever, that disrupts the world order for small amount of pennies and coins.???
Direct criticism of US presidential leadership and foreign policy decisions framed as economically wasteful.
Policy Critique
0.90
@youngmanchake
Mar 4, 2025
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just get control of it again. Also, yes, people coming in need to become Canadian... if you come here it's because you expect it to be better than where ever you left... so you need to embrace what's here, not try and change what's here to whatever you left.
Nuanced critique of immigration policy calling for controlled intake and integration expectations rather than stopping immigration.
Policy Critique
0.90
sharis9095
Aug 26, 2025
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone …
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone who fell asleep at the wheel for the trade deficit, there are multiple factors INCLUDING HIMSELF.
Detailed critique of Trump's trade policy and USMCA agreement violations with analytical reasoning.
Policy Critique
0.90
@MyLil_Buttercup
Mar 4, 2025
Canada...please, for the love of yourself, do NOT forget what this man did to Canada. Sure, now, he can look like a hero...but he doesn't give a rats ass about Canada...this is his last ditch …
Canada...please, for the love of yourself, do NOT forget what this man did to Canada. Sure, now, he can look like a hero...but he doesn't give a rats ass about Canada...this is his last ditch effort to save grace (and his liberals) from the destruction they have caused each & everyone of us Canadians for the umten years that have passed.\n\nOn voting day, remember that...and let's get the right guy in place...MCFA ?? (Make Canada Fabulous Again)
Criticizes past government policies and their destructive effects, with an implicit call to vote differently in the next election.
@TheDolkNess
Mar 4, 2025
Trudeau is a joke, all of canada hates him. lets get a real leader in office.
Trudeau is a joke, all of canada hates him. lets get a real leader in office.
Criticizes Trudeau and current leadership, implicitly calling for electoral change through 'get a real leader' framing.
@TheseNutz1000
Mar 5, 2025
Government should try to send them back to their own country you have that rights
Government should try to send them back to their own country you have that rights
Critiques government policy by advocating for deportation of immigrants as a governmental right.
rinivayail1036
Aug 25, 2025
Trudeau sold out the Canadien people long ago with his personal greed, woke crap and using the environment as an excuse to tax the hell out of us. Now he has someone to blame (Trump). …
Trudeau sold out the Canadien people long ago with his personal greed, woke crap and using the environment as an excuse to tax the hell out of us. Now he has someone to blame (Trump). We need Pierre, a strong leader that will work with President Trump for a Strong North America. Canada + USA = Prosperity for all
Criticizes Trudeau's policies (taxes, environmental regulations, governance) and advocates for alternative leadership (Pierre).
@dardar9655
Mar 4, 2025
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Expresses disappointment with Trump's performance and policies, suggesting he has 'lost it,' representing critical analysis of political leadership.
Policy Critique
0.90
@Spector06111
Mar 5, 2025
Two words.... Justin Trudeau 💩 💩
Two words.... Justin Trudeau 💩 💩
Blames Justin Trudeau and liberal government for immigration problems through dismissive shorthand.
Policy Critique
0.90
SClarkeJr
Aug 27, 2025
This is what lazy European far right parties always do : blame a national problem on undocumented migrants. This is just cruelty for the sake of it. If you want them out of here, you …
This is what lazy European far right parties always do : blame a national problem on undocumented migrants. This is just cruelty for the sake of it. If you want them out of here, you do that. What's the point of preventing them from getting health care. Like a virus will know not to go from an undocumented immigrant to a regular Canadian citizen. It is a dumb policy and it tells me the Conservatives are uncapable of generating original ideas. Definitely not ready for government.
Directly criticizes Conservative policy on undocumented migrants' healthcare access as illogical and cruel, with moral condemnation of the approach.
Al-dj3wp
Feb 25, 2026
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
Directly critiques hiring policies and calls for abolition of the temporary foreign worker program.
Policy Critique
0.90
irishCanadianGuy68
Jan 4, 2026
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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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