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
We Americans know how to deal with this Mr Trudeau. Do something good for your own people before you come on us.
We Americans know how to deal with this Mr Trudeau. Do something good for your own people before you come on us.
American commenter criticizes Trudeau's priorities, suggesting he should focus on domestic issues before international engagement.
@PaulJoseph-p1o
Mar 4, 2025
Good speech except... Donald? A smart man? Please. He's dumb as a rock!!!
Good speech except... Donald? A smart man? Please. He's dumb as a rock!!!
Critiques a political figure's intelligence through sarcastic dismissal while disagreeing with policy positions.
@milliet1227
Mar 4, 2025
They question because they don't want the common folk questioning how they run things. When you suck at a job you don't want to hear about it....
They question because they don't want the common folk questioning how they run things. When you suck at a job you don't want to hear about it....
Critiques government resistance to public scrutiny and accountability, suggesting deliberate avoidance of criticism.
Policy Critique
0.70
johnruston5390
Feb 26, 2026
Trump had to make a decision of what is more important the current economy or his country and he made the decision to make the country a priority to clean it up
Trump had to make a decision of what is more important the current economy or his country and he made the decision to make the country a priority to clean it up
Defends Trump's policy choice as prioritizing national cleanup over short-term economic gains, framed as pragmatic governance.
Policy Critique
0.70
@Ttow49
Mar 4, 2025
Just gors to show when a. President takes suggestions from mr.musky
Just gors to show when a. President takes suggestions from mr.musky
Criticizes a political leader for taking suggestions from Elon Musk, implying poor policy decision-making.
Policy Critique
0.70
@johnporter4718
Mar 4, 2025
future prime ministers should speak french to usa presidents
future prime ministers should speak french to usa presidents
Comment critiques the language policy expectation for Canadian prime ministers in diplomatic contexts.
Policy Critique
0.70
@clement2780
Mar 4, 2025
Clearly, he’s not the brightest ??♀️
Clearly, he’s not the brightest ??♀️
Brief dismissive comment questioning Trump's intelligence as a form of political criticism.
Policy Critique
0.70
@taushaanderson8439
Mar 4, 2025
I get all the commentary lifting Trudeau up but when i heard that he is like on his last couple of days of his term i couldn't help but feel that noone so far anyways …
I get all the commentary lifting Trudeau up but when i heard that he is like on his last couple of days of his term i couldn't help but feel that noone so far anyways has come out and let lose with the hard hitting, proper Grammer and clean nice language be dammed, no not anyone to speak to this wannabe hard guy which this guy absolutely is not - trust me , and i get it he is 80 years old, but if you watch him in his 60s and 50's and going back to his youth he never could bust a grape; just all bluster , daddy's money, and when it came time to pay some rent .. he'd pay someone else to do it. A coward thru and thru.
Critiques the outgoing Prime Minister's character and leadership style, with personal observations about his past behavior.
@rickbonamassa3045
Mar 4, 2025
So how do they get these positions. They are a joke anyone else would be fired
So how do they get these positions. They are a joke anyone else would be fired
Questions the competence and accountability of government officials through rhetorical criticism of their positions.
jw6496
Feb 27, 2026
Trudeau gunna regret saying that
Trudeau gunna regret saying that
Predicts negative consequences for the PM's statements, implying criticism of his diplomatic approach or policy decisions.
Policy Critique
0.70
@beezybeez4207
Mar 4, 2025
This is just ridiculous...like life was not hard enough for people now all this shit
This is just ridiculous...like life was not hard enough for people now all this shit
Expresses frustration with current conditions and suggests immigration policy is making life harder, combining policy criticism with anxiety.
@Healing_Oaks
Mar 4, 2025
Me, one of the American people, in answer to your stupid assertions, should point out that the issue at hand is not one of economics but, we are against illegal immigrants and deadly drugs being …
Me, one of the American people, in answer to your stupid assertions, should point out that the issue at hand is not one of economics but, we are against illegal immigrants and deadly drugs being smuggled from Canada into the United States. America has, for generations, supported the Canadian economy via a false and favorable acceptance of the Canadian dollar. Americans have no issue with the Canadian people, we like them. I view the despicable liberals controlling Canadian policy, oppressing Canadians, as a bole on Canada,s back side. Turdrow sucks.
Critiques Canadian policy and leadership while making unverified claims about drug smuggling and currency manipulation, with identity-based framing of 'liberals' as adversaries.
@NormanCzerski
Mar 4, 2025
Canadian ICE it's a Good Thing.
Canadian ICE it's a Good Thing.
Brief endorsement of Canadian immigration enforcement (ICE), expressing approval of stricter policy approach.
Policy Critique
0.70
shawnfoogle920
Feb 18, 2026
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Critiques government policy and WEF influence, though includes unsubstantiated claims about a 'left wing takeover.'
yosecretsquirrel
Aug 26, 2025
him and newsom are cut from the same cloth. both extremely dumb ?
him and newsom are cut from the same cloth. both extremely dumb ?
Dismissive criticism of political leaders, though vague and lacking specific policy analysis.
Policy Critique
0.70
@mrcawta
Mar 4, 2025
Trump is going to blame Biden Administration
Trump is going to blame Biden Administration
Comment critiques Trump's approach to blame-shifting rather than taking responsibility for policy outcomes.
Policy Critique
0.70
@zbigniewsutula3508
Mar 4, 2025
@0:50 The wellbeing of his citizens have been at stake since he took office LOL
@0:50 The wellbeing of his citizens have been at stake since he took office LOL
Criticizes Trudeau's governance record with sarcastic tone (LOL), questioning his stewardship of citizen welfare.
@TheHandiemanny
Mar 4, 2025
Trudeau is such a creep.
Trudeau is such a creep.
Brief personal criticism of Trudeau as a political figure, lacking substantive policy analysis.
Policy Critique
0.70
@jodylancaster8706
Mar 4, 2025
Trudie, get real and take a seat. Its not personal. The game going on is bigger than Canada. Donald is just trying to get you to act on strategic issues. Like getting ready to own …
Trudie, get real and take a seat. Its not personal. The game going on is bigger than Canada. Donald is just trying to get you to act on strategic issues. Like getting ready to own the Northwest passage when it thaws over. Lying murderous dictator are no words for your profession, leave that speak to us the layman.\n\nAnd it's actually kinda funny.. Are you steamrolling away this murderous dictator? No, you're expecting Donald to do it. Get some cards before playing. Or join Amnesty International and write a letter.
Critiques Canadian leadership's strategic approach to geopolitical issues while comparing Canada's position to broader international dynamics.
@srmxe417
Mar 5, 2025
You tax us we tax you say the whole truth
You tax us we tax you say the whole truth
Critique of tax policy and government honesty, suggesting incomplete disclosure of trade consequences.
Policy Critique
0.70
@coryblanton
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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