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
The fool wants tarrifs, Canada. There's just nothing you can do. Nothing you'll put in place will be enough. What they're asking is only excuses.
The fool wants tarrifs, Canada. There's just nothing you can do. Nothing you'll put in place will be enough. What they're asking is only excuses.
Critiques US tariff policy as unreasonable and argues Canadian concessions will never satisfy demands.
@FutureCommentary1
Mar 4, 2025
Only one man to blame. Trudeau
Only one man to blame. Trudeau
Commenter assigns blame to the Prime Minister for Canada's immigration problems, a direct political critique.
Policy Critique
0.80
mannykhan7752
Jul 30, 2025
Canada didn’t break it ..the Liberal Party did.
Canada didn’t break it ..the Liberal Party did.
Attributes immigration problems to Liberal Party policy while implicitly distinguishing 'Canada' from the party responsible.
Kaiser-Soze
Jun 20, 2025
the better move would have been only to put tariff only on the products which canada has in-house production
the better move would have been only to put tariff only on the products which canada has in-house production
Proposes an alternative tariff strategy focused on domestic production capacity, critiquing the current approach as suboptimal.
Policy Critique
0.80
@pranoysarkar6215
Mar 4, 2025
Bottom line is Liberal government has allowed these mess of people in Country of Canada. Why does it keep happening?. We need immigration when its needed. The laws need to be enforced for everyone.
Bottom line is Liberal government has allowed these mess of people in Country of Canada. Why does it keep happening?. We need immigration when its needed. The laws need to be enforced for everyone.
Criticizes government immigration policy and enforcement while expressing concern about uncontrolled immigration.
rich-w7y
Jan 28, 2026
Trudeau wanted a lot of desperate and ignorant voters thus he imported the third world like an evil sack of sh*t.
Trudeau wanted a lot of desperate and ignorant voters thus he imported the third world like an evil sack of sh*t.
Attributes immigration policy to Trudeau's alleged motives (voter manipulation) without evidence, combining critique with unsubstantiated claims.
gtahackerhunter
Jun 20, 2025
This is an attempt of bait and switch…Trump and his goons are trying to protect the rich from taxes, so they are trying to deviate those taxes to somebody else not thinking about the reciprocity …
This is an attempt of bait and switch…Trump and his goons are trying to protect the rich from taxes, so they are trying to deviate those taxes to somebody else not thinking about the reciprocity it will cause…
Critiques Trump's tax policy strategy as deceptive redistribution that will cause negative reciprocal effects.
@fourthel6630
Mar 4, 2025
Canada is not America's ally or friend. Ally/friend suggests equal partner. Canada is America's junior partner, a sidekick at the best. Canada blindly signed up for whatever war America was in, regardless of how ridiculous …
Canada is not America's ally or friend. Ally/friend suggests equal partner. Canada is America's junior partner, a sidekick at the best. Canada blindly signed up for whatever war America was in, regardless of how ridiculous the war was, such as the 2003 invasion of Iraq. There is a simple solution to the trade war: join US as the 51st state and all tariffs will be gone. This is what Trump wants and he is serious.
Critiques Canada's historical foreign policy alignment with the US and proposes a controversial political solution to current trade tensions.
@turingcs2001
Mar 4, 2025
This is the best job you've done during your leadership, Justin. It's too little too late, but thank you.
This is the best job you've done during your leadership, Justin. It's too little too late, but thank you.
Backhanded compliment acknowledging a positive action while criticizing it as insufficient and overdue, combining personal assessment with policy evaluation.
@janetlemaire333
Mar 4, 2025
trump started this pointless tariff war and owns the results. America is burning through friendships around the globe. America is f*cked...
trump started this pointless tariff war and owns the results. America is burning through friendships around the globe. America is f*cked...
Criticizes Trump's tariff policy and its diplomatic consequences while expressing concern about America's global standing.
@michaelcottrell5979
Mar 4, 2025
Americans do not want this. ? Our idiot president needs to go
Americans do not want this. ? Our idiot president needs to go
Criticizes the current U.S. president and implies need for political change, with a call for removal from office.
@pataygorms1
Mar 4, 2025
So where the Hell is Congress or the Supreme Court ??Let me get this straight we ONLY have ONE Branch of government now???? A KING????So the constitution has been burned?? How is he able to …
So where the Hell is Congress or the Supreme Court ??Let me get this straight we ONLY have ONE Branch of government now???? A KING????So the constitution has been burned?? How is he able to do this unchallenged?????
Expresses concern about governmental checks and balances being undermined, framed as both policy critique and existential threat.
@ToniCarr-h6e
Mar 4, 2025
Canada problem is not with the United States. It's with the Trump administration thats running the country and it's policies
Canada problem is not with the United States. It's with the Trump administration thats running the country and it's policies
Critiques U.S. administration policies and their impact on Canada, distinguishing between nations and governments.
@danleonhart1
Mar 4, 2025
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. …
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. Quebec must Protect them self. From Canadian Crazy Immigration IRCC.
Criticizes immigration programs and their cascading effects (family reunification, temporary workers), framing them as creating chaos and requiring protection.
tubepoint494
Nov 22, 2025
You don't need to defend yourself against the fentanyl situation we know it's bullshit and we know our president has the mentality of a 2 year old (actually I've met smarter toddlers so that's actually …
You don't need to defend yourself against the fentanyl situation we know it's bullshit and we know our president has the mentality of a 2 year old (actually I've met smarter toddlers so that's actually offensive to toddlers)
Dismisses fentanyl-related policy arguments as false while criticizing the president's competence with sarcastic tone.
@elinorlee1539
Mar 4, 2025
Why you have to bring Putin to the equation? Focus on the Tariffs only.. forget about Ukraine and Russia conflict
Why you have to bring Putin to the equation? Focus on the Tariffs only.. forget about Ukraine and Russia conflict
Requests focus on tariff policy specifically while criticizing the inclusion of geopolitical arguments about Russia/Ukraine.
Policy Critique
0.80
@makhlouflaleg3230
Mar 4, 2025
Canada shut up ? yall have no free speech, took guns away from private citizens, and yall dont produce jack shit besides maple syrup ? good bye Falicia
Canada shut up ? yall have no free speech, took guns away from private citizens, and yall dont produce jack shit besides maple syrup ? good bye Falicia
Criticizes Canadian government policies on free speech and gun control while asserting national inferiority.
@RoboArc
Mar 4, 2025
Trudeau, it's because of YOU that Canada is in this position! You did all this to our country. You and your environmental scams for not letting Canada have their pipeline, you left the borders open …
Trudeau, it's because of YOU that Canada is in this position! You did all this to our country. You and your environmental scams for not letting Canada have their pipeline, you left the borders open so that fentanyl, criminals and illegal immigrants can come into the country... you constantly printed money and created the inflation before all this happened ... now don't try to cover all your mess with big words today as if you really care.
Criticizes Trudeau's policies on pipelines, border control, and monetary policy; includes unverified claims about fentanyl and criminal immigration.
@nirvanaacademyofviolin
Mar 4, 2025
Fighting our good neighbors and cozying up to War mongering Putin. There is no way to make it make sense.
Fighting our good neighbors and cozying up to War mongering Putin. There is no way to make it make sense.
Criticizes foreign policy decisions regarding relationships with neighboring countries and geopolitical actors.
@stryder0589
Mar 4, 2025
Right so after years of inflation, a pandemic, ongoing wars etc. Trump decided he had to make everything worse by starting a trade war and aligning himself with a murderous dictator...what a great choice for …
Right so after years of inflation, a pandemic, ongoing wars etc. Trump decided he had to make everything worse by starting a trade war and aligning himself with a murderous dictator...what a great choice for president the world totally needed right now ?
Critiques Trump's trade war and foreign policy decisions while expressing concern about worsening global conditions.
@Bloom100000000000
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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