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
Canada should be the last country to be experiencing a migrant crisis considering its next to impossible to illegally immigrate there and most people are aiming to get to the USA instead. They were very …
Canada should be the last country to be experiencing a migrant crisis considering its next to impossible to illegally immigrate there and most people are aiming to get to the USA instead. They were very selective in taking in Syrian refugees in 2015 and they were the only country in the Americas to not be impacted by The Venezuelan crisis. The govt brought this on themselves lol
Critiques Canadian government immigration policy as self-inflicted while comparing Canada's selectivity to other nations' experiences with migration crises.
Entername-md1ev
Feb 5, 2026
That Clown Trump is doing nothing for American people. Solely for himself and his filthy cronies.
That Clown Trump is doing nothing for American people. Solely for himself and his filthy cronies.
Criticizes Trump's political decisions and governance, focusing on policy outcomes rather than Canadian immigration.
Policy Critique
0.85
@bensmith1629
Mar 4, 2025
Justin, thank you. I don't want any of this either. The regime in power thinks it's cute to gamble with our lives. Keep speaking sense in a language they understand.
Justin, thank you. I don't want any of this either. The regime in power thinks it's cute to gamble with our lives. Keep speaking sense in a language they understand.
Criticizes government policy decisions as reckless ('gamble with our lives') and calls for continued advocacy ('keep speaking sense').
@maryeckel9682
Mar 4, 2025
When our president put tariff on the table and open negotiations…did you counter or did you go straight to retaliatory? \n\nBecause, it sounds like you failed to negotiate a deal. And went straight to retaliatory.
When our president put tariff on the table and open negotiations…did you counter or did you go straight to retaliatory? \n\nBecause, it sounds like you failed to negotiate a deal. And went straight to retaliatory.
Critiques the government's negotiation strategy and response to tariffs, questioning whether they failed to negotiate effectively.
Policy Critique
0.85
@OptionStrengthViewer
Mar 4, 2025
Trudeau is such an embarrassing fragile woke shellfish… please leave office.
Trudeau is such an embarrassing fragile woke shellfish… please leave office.
Criticism of the Prime Minister's character and call for resignation, framed as policy/leadership critique rather than identity attack.
Policy Critique
0.85
@el4832
Mar 4, 2025
Trump is really shafting America
Trump is really shafting America
Brief criticism of Trump's policies and their negative impact on America.
Policy Critique
0.85
@rogerleadbeter1625
Mar 4, 2025
Corrupted broken chaotic immigration policy shame on
Corrupted broken chaotic immigration policy shame on
Directly criticizes Canada's immigration policy as corrupted, broken, and chaotic.
Policy Critique
0.85
asrafulhaque6295
Dec 8, 2025
Trudeau is insufferable.
Trudeau is insufferable.
Brief negative assessment of Trudeau's character or leadership style.
Policy Critique
0.85
@Talk4UK
Mar 4, 2025
Canadian here... the country is not divided, it's pretty clear that the immigration levels are not sustainable and need to be lowered
Canadian here... the country is not divided, it's pretty clear that the immigration levels are not sustainable and need to be lowered
Self-identified Canadian asserting that immigration levels are unsustainable and need reduction, a direct policy critique.
GM-ix4fv
Feb 11, 2026
Please leave already Trudeau we've had enough of your corruption and lies no one likes you.
Please leave already Trudeau we've had enough of your corruption and lies no one likes you.
Criticizes Trudeau's leadership and government corruption, with an implicit call for his removal.
@stevemisfit1
Mar 4, 2025
Canadians are not divided over that if anything they think the Government is not reducing immigration enough
Canadians are not divided over that if anything they think the Government is not reducing immigration enough
Asserts that Canadians broadly support further immigration reductions, directly critiquing current policy levels.
Policy Critique
0.85
Karola-p7f
Feb 11, 2026
Canada is the most corrupt G7 country
Canada is the most corrupt G7 country
Makes a sweeping claim about Canadian government corruption relative to other G7 nations, critiquing institutional integrity.
iverjohnson4656
Feb 27, 2026
Cette politicienne prend des cas d’abus sans en dire combien de cas. Et sans fournir la solution quant à savoircommment on peut différencier lesquels sont légitimes et lesquels sont bogues comme elle dit,
Cette politicienne prend des cas d’abus sans en dire combien de cas. Et sans fournir la solution quant à savoircommment on peut différencier lesquels sont légitimes et lesquels sont bogues comme elle dit,
Critiques the politician for citing abuse cases without providing numbers or solutions for distinguishing legitimate from fraudulent claims.
Policy Critique
0.85
suntzu623
Feb 24, 2026
Trump is an absolute idiot!!
Trump is an absolute idiot!!
Direct personal criticism of Trump's competence and leadership.
Policy Critique
0.85
@SVsunnykim
Mar 4, 2025
Yes this video is very informative ,every body truly speaks for me. Trudeau and is Government to be blame , Thanks to God he is gone,only sorry he didn't do so long before he did.
Yes this video is very informative ,every body truly speaks for me. Trudeau and is Government to be blame , Thanks to God he is gone,only sorry he didn't do so long before he did.
Blames Trudeau and his government for immigration-related problems, expressing approval of his departure.
Policy Critique
0.85
rickytrooper
Aug 29, 2025
Trump is attempting to offset his tax cuts by implementing a tax that isn't called a tax. All of the money from the tariffs goes to the government. Trump has mentioned when tariffs were common …
Trump is attempting to offset his tax cuts by implementing a tax that isn't called a tax. All of the money from the tariffs goes to the government. Trump has mentioned when tariffs were common as supporting what he is doing, but he doesn't add that at that time, there wasn't an income tax, so tariffs were how the government supported itself. Trump, knowing that tariffs are income for the government, is lying to his base so they will accept the increased prices as a necessary evil to battle the bad countries of Mexico and Canada. It will look like his tax breaks aren't hurting as much as they are and price increases will be the fault of the other countries.\n\nTrump is a conniving grifter with no knowledge of how to run a country's economy or international trade. He is gaslighting the American public to cover his own shortcomings.\n\nAlso, if fentanyl is entering the US, why is it the fault of the other countries? It is the job of the US to stop anything on its side of the border. Canada and Mexico do what they can to catch the drugs while inside their respective countries. The tons of cocaine and guns that enter Canada and Mexico from the US are caught by their border services; they don't blame the US for the products getting past their own border agents, and the US takes no responsibility for it making it across the border. Why is it other countries' fault for drugs getting past the US's border agents, but not the fault of the US that guns and drugs are going in the other direction? That is why countries work together, not fight over whose fault it is and try to punish each other.
Detailed critique of Trump's tariff and tax policies with analysis of economic deception and hypocrisy regarding border responsibility.
@lelandlewis7207
Mar 4, 2025
Trudeau and leftist policies mismanaged the country for an entire decade and State media turned the JT anger and pushed it into Trump. Canada was almost free of leftist politics
Trudeau and leftist policies mismanaged the country for an entire decade and State media turned the JT anger and pushed it into Trump. Canada was almost free of leftist politics
Criticizes Trudeau's leftist policies and media coverage while framing political opposition as ideological struggle.
@YardPrep00
Mar 4, 2025
Common sense. Liberals just step aside and take your resume with your last pay check for a permanent vacation.
Common sense. Liberals just step aside and take your resume with your last pay check for a permanent vacation.
Criticizes Liberal government policy using 'common sense' framing and calls for their removal from office.
wseto09
Feb 24, 2026
Immigration is out of control in Canada. Just too many at once, healthcare cannot support Canadians. No housing for canadians , no housing for Immigrants
Immigration is out of control in Canada. Just too many at once, healthcare cannot support Canadians. No housing for canadians , no housing for Immigrants
Criticizes immigration policy as excessive and argues it strains healthcare and housing systems, combining policy critique with economic impact concerns.
martindubreuil6289
Nov 21, 2025
He read the US governmènt for filth. He is so right. WTH with tariffs with Canada. It doesn't make sebse. Our government is acting arrogantly and condescendingly by continuing to call Trudeau 'governor' and refer …
He read the US governmènt for filth. He is so right. WTH with tariffs with Canada. It doesn't make sebse. Our government is acting arrogantly and condescendingly by continuing to call Trudeau 'governor' and refer to them as the 51st state.
Criticizes government policy (tariffs, diplomatic approach) while comparing Canada's treatment to the US and invoking national dignity concerns.
@deirdremyers2648
Mar 4, 2025
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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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