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
Trudeau did not meet the requirements, Trudeau is BS
Trudeau did not meet the requirements, Trudeau is BS
Comment critiques Trudeau's qualifications and legitimacy, framing it as a policy/leadership failure rather than a personal attack.
Policy Critique
0.80
@davecarlson5732
Mar 4, 2025
When did he wake up and decide to do is job ? More of this please ?
When did he wake up and decide to do is job ? More of this please ?
Questions leadership responsiveness and calls for increased policy action.
Policy Critique
0.80
@kitesurf122
Mar 4, 2025
Ok your tariffs on America are 25% our tariffs on you are 25%. Where is the WAR are they both equal that doesn’t mean WAR
Ok your tariffs on America are 25% our tariffs on you are 25%. Where is the WAR are they both equal that doesn’t mean WAR
Analyzes tariff policy and disputes the characterization of trade relations as conflictual.
Policy Critique
0.80
@lgizzledangel
Mar 4, 2025
As long as we roll out the welfare red carpet they'll keep coming
As long as we roll out the welfare red carpet they'll keep coming
Argues that welfare benefits attract immigrants, implying policy enables unwanted immigration.
tonymoretti2347
Feb 25, 2026
Their is no logical relation of tariffs to fenatyl/drugs or immigration. How can a tariff solve the problem on fenatyl or immigration? I dont get it . Why not directly have solution to the problem …
Their is no logical relation of tariffs to fenatyl/drugs or immigration. How can a tariff solve the problem on fenatyl or immigration? I dont get it . Why not directly have solution to the problem rather than create another problem.
Critiques the logical connection between tariffs and drug/immigration problems, questioning policy effectiveness.
@emceeemcee1728
Mar 4, 2025
Canadians have memory holed the last 8 years of Trudeau running Canada into the ground Trump is a gift to Trudeau who comes out looking good. We are living in an 80s action movie with …
Canadians have memory holed the last 8 years of Trudeau running Canada into the ground Trump is a gift to Trudeau who comes out looking good. We are living in an 80s action movie with a dumb script that all comes together at the end with some low grade cheep chest thumping bravado
Criticizes Trudeau's governance record while using satirical comparison to an action movie to mock the political situation.
@ZuluComeHome
Mar 5, 2025
But she asked for more immigration during the pandemic I remember she said they needed 250k new immigrants
But she asked for more immigration during the pandemic I remember she said they needed 250k new immigrants
Points out apparent contradiction in politician's stated immigration positions, challenging consistency of policy stance.
@nathannicolas6626
Feb 20, 2026
Truedeau as can only blister his finger on a hot stove. HE is absolutely NO threat to President Trump. He’s so limp. He’s hurt Canadians more than Trump. And no you cannot talk to Americans. …
Truedeau as can only blister his finger on a hot stove. HE is absolutely NO threat to President Trump. He’s so limp. He’s hurt Canadians more than Trump. And no you cannot talk to Americans. We listen to our President. He can’t fix his own problems yet he wants to preach to Americans.
Criticizes Trudeau's competence and policy record while asserting Canadian identity and positioning against American influence.
@psum6537
Mar 4, 2025
The sooner this man is replaced the better for Canada, this guy can't run his nose, and has expedited the Economic Decline of A Nation abundant in Natural Resources Minerals and Gas.The only Canadian Talking …
The sooner this man is replaced the better for Canada, this guy can't run his nose, and has expedited the Economic Decline of A Nation abundant in Natural Resources Minerals and Gas.The only Canadian Talking Dollars and Sense is the Bald Head Shark lurking in the Tank in America.
Attacks Trudeau's governance and economic management while calling for his replacement, grounded in economic decline claims.
@shanemorrison1977
Mar 4, 2025
Dump Trump! Trump is a short sighted businessman whose companies went through multiple bankruptcies. He is not a politician and is unfit to hold his office. Putin is going to take advantage of him.
Dump Trump! Trump is a short sighted businessman whose companies went through multiple bankruptcies. He is not a politician and is unfit to hold his office. Putin is going to take advantage of him.
Critiques Trump's business record and political fitness while raising concerns about geopolitical consequences.
@fattyratz2474
Mar 4, 2025
Justin is the reason Canada economy went down , yet he goes on media and throw false information
Justin is the reason Canada economy went down , yet he goes on media and throw false information
Blames a political leader for economic decline and accuses them of spreading misinformation without providing specific evidence.
@EdEd-r7w
Mar 4, 2025
Very intelligent reply by Canada against a deranged orange FELON. Tariffs are really bad for everybody.
Very intelligent reply by Canada against a deranged orange FELON. Tariffs are really bad for everybody.
Criticizes Trump's tariff policy as harmful while making a moral judgment about his character.
@JeffLynnesELO2025Tour
Mar 4, 2025
These leaders are ridiculous, they call it War when tariffs are now equal
These leaders are ridiculous, they call it War when tariffs are now equal
Criticizes government leaders for characterizing tariff disputes as war, questioning the framing of the conflict.
Policy Critique
0.80
@lgizzledangel
Mar 4, 2025
If he cared about Canadians or there welfare he would of already resigned ??
If he cared about Canadians or there welfare he would of already resigned ??
Criticism of a political leader's failure to care for citizens' welfare and implicit call for resignation.
@jonbrown3227
Mar 4, 2025
He made being a drug addict legal... even encourages it with free injections. But he's done everything to fight drugs?. The only thing he's worked on is destroying Canada more than anyone in its history …
He made being a drug addict legal... even encourages it with free injections. But he's done everything to fight drugs?. The only thing he's worked on is destroying Canada more than anyone in its history and he shouldn't even be allowed to speak on behalf of Canada. He should also never speak the words democracy or dictator since he clearly has them backwards.
Criticizes government drug policy and leadership while making unsubstantiated claims about legalization and encouragement of drug use.
@nothinbeats2wheels
Mar 4, 2025
This child actor pathetic excuse for a man that ruined his own country and ruined his own peoples lives, Step aside !Just go home now !
This child actor pathetic excuse for a man that ruined his own country and ruined his own peoples lives, Step aside !Just go home now !
Harsh criticism of Trudeau's leadership and domestic record, with an implicit call for his resignation.
@GuyFawkx
Mar 5, 2025
Diab is beyond stupid! She should never be minister of anything. Than again, another DEI hire from Trudeau so ignorant by design. Another useful idiot and a mouthpiece for this corrupt government.
Diab is beyond stupid! She should never be minister of anything. Than again, another DEI hire from Trudeau so ignorant by design. Another useful idiot and a mouthpiece for this corrupt government.
Attacks a government minister's competence and criticizes DEI hiring practices as part of broader government corruption critique.
SvetlanaPalmer-g2p
Feb 28, 2026
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Critiques Canada's military weakness and 'liberal ideology' while expressing security concerns about North American stability.
@kevinbrower1989
Mar 4, 2025
Says the guy that told Trump when asked about the number one way the United States could hurt Canada would be through tariffs. PS - Oh no, $155B. What is that, like 4% of US …
Says the guy that told Trump when asked about the number one way the United States could hurt Canada would be through tariffs. PS - Oh no, $155B. What is that, like 4% of US imports? We will be fine. Go rip off someone else and fund your own defense.
Criticism of US tariff policy toward Canada, with economic framing and dismissal of the threat level.
@smithgae
Mar 4, 2025
Trump dont understand because he is an arrogant man
Trump dont understand because he is an arrogant man
Critiques Trump's understanding and decision-making capacity, framed as a character/personality flaw affecting leadership.
@sertunsuzable
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)