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
Appeasing Putin? Really Justin....and what's your plan, just keeping the meat grinder going? This child will just get more and more Ukrainians killed. Time to pursue peace. We know what this is all about. He …
Appeasing Putin? Really Justin....and what's your plan, just keeping the meat grinder going? This child will just get more and more Ukrainians killed. Time to pursue peace. We know what this is all about. He just despises Trump. He doesn't really matter.
Comment critiques Trudeau's approach to Ukraine/peace while making unsubstantiated claims about motives and consequences.
@Russell_Huston
Mar 4, 2025
Great speech, Trump is a moron
Great speech, Trump is a moron
Dismissive criticism of a political figure, though brief and lacking substantive policy analysis.
Policy Critique
0.70
@johnshoden5199
Mar 4, 2025
I like how you can find criminals and the police can’t .
I like how you can find criminals and the police can’t .
Implicit criticism of law enforcement effectiveness or immigration vetting procedures, though ambiguous in intent.
Policy Critique
0.70
usmlestep1-g7n
Jan 27, 2026
Says the man who allows fentanyl to flow into Canada and poison its citizens. Ask yourself Trudeau why there is a trade war with your closest ally and why you support Neo Nazi stronghold's in …
Says the man who allows fentanyl to flow into Canada and poison its citizens. Ask yourself Trudeau why there is a trade war with your closest ally and why you support Neo Nazi stronghold's in Ukraine?
Attacks Trudeau's policies on fentanyl and Ukraine while making unsubstantiated claims about Neo-Nazi strongholds.
@om-acoustic
Mar 4, 2025
This is what the liberals want lmao
This is what the liberals want lmao
Attributes immigration policy to a political party (liberals) with dismissive tone; critiques government approach.
grabsme
Jan 27, 2026
The leaders we have now, are just for themselves, not for the USA ?? people.
The leaders we have now, are just for themselves, not for the USA ?? people.
Criticism of current leaders' priorities, suggesting self-interest over public service.
@ElizabethSingh-l3c
Mar 4, 2025
Canada is a complete joke ?????????
Canada is a complete joke ?????????
Dismissive statement criticizing Canada's government or policies without specific substantive claims.
Policy Critique
0.70
@MagnaRads
Mar 4, 2025
Let’s be clear. This has nothing to do with fentanyl.
Let’s be clear. This has nothing to do with fentanyl.
Challenges a policy framing or narrative by asserting a different causal explanation.
Policy Critique
0.70
@davidbowman271
Mar 4, 2025
Bullshit is what it is
Bullshit is what it is
Brief dismissal of the situation as false/problematic, likely referring to government handling of immigration.
Policy Critique
0.70
nowayinhell91
Jan 28, 2026
Trudeau can suck it ?
Trudeau can suck it ?
Brief dismissive criticism of Trudeau, expressing disapproval of the leader without elaboration.
Policy Critique
0.70
@Hustlersonly.apparel
Mar 4, 2025
There is somebody in charge of this clown show?
There is somebody in charge of this clown show?
The comment questions government competence and leadership accountability regarding immigration policy, using rhetorical language.
PappyGunn
Feb 27, 2026
Yes treudo fight for your citizens...like you did for the truck drivers...
Yes treudo fight for your citizens...like you did for the truck drivers...
Encourages Trudeau to fight for citizens while sarcastically referencing past policy decisions (truck drivers), critiquing government action.
Policy Critique
0.70
@10ofcups76
Mar 4, 2025
Trudeau isn't dumb in stating this bluntly to 'Donald'. Trump needs to get the message (esp. by mass protest from his hopefully former American voters/supporters) just how dumb these US tariffs really are - how …
Trudeau isn't dumb in stating this bluntly to 'Donald'. Trump needs to get the message (esp. by mass protest from his hopefully former American voters/supporters) just how dumb these US tariffs really are - how they'll cause inflation and stock market collapse the world over. And Trump's aligning himself with the US's manipulative, deceitful enemy Russia is because Trump has been laundering Russian Oligarch's money for decades (from forced prostitution and enslavement, drugs, and small arms sales to terrorists) to finance his real estate empire, ever since his 6 bankruptcies made him a bad risk for US lenders.
Critiques Trump's tariff policy and calls for mass protest, but includes unverified claims about Trump laundering Russian oligarch money without evidence.
@kiYAKER741
Mar 4, 2025
This guy sucks. He do want I now what Americans want. We are tried of our first 3 day a of the work week goes to other countries who are now acting like brats
This guy sucks. He do want I now what Americans want. We are tried of our first 3 day a of the work week goes to other countries who are now acting like brats
Criticizes the president for not representing American interests and complains about resource allocation to other countries.
@thewalruswaspaul1966
Mar 4, 2025
This Canadian minister is a liar and his people dont like him either.
This Canadian minister is a liar and his people dont like him either.
Makes a critical claim about Trudeau's credibility and public support without substantive policy analysis.
Policy Critique
0.70
@iglives4150
Mar 4, 2025
Rob Ford is doing it right, he's cut the US off from anything in Ontario. We should shut our border in it's entirety, we can sell our stuff anywhere.
Rob Ford is doing it right, he's cut the US off from anything in Ontario. We should shut our border in it's entirety, we can sell our stuff anywhere.
Advocates for border closure and economic isolationism as policy positions, framed as a response to perceived threats.
@LtJackboot
Mar 4, 2025
100% Tarriffs on Tesla. Great option!
100% Tarriffs on Tesla. Great option!
Sarcastically critiques a proposed tariff policy on Tesla, though the tone suggests irony rather than genuine support.
Policy Critique
0.70
@MarkH-4
Mar 4, 2025
Saying Mrs. Donald Musk is smart ?? he’s the biggest OLD psychotic senile dumbass puppet!!
Saying Mrs. Donald Musk is smart ?? he’s the biggest OLD psychotic senile dumbass puppet!!
Uses hyperbolic insults and sarcasm to criticize Trump/Musk, employing humor to express political disapproval.
@sylvias9659
Mar 4, 2025
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and …
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and complain
Challenges the narrative by asserting Canada had prior tariffs and the US is retaliating fairly, presented without evidence.
@stephenfior1474
Mar 4, 2025
Trump raise it to 50%!!! I'm sick of these globist clowns!
Trump raise it to 50%!!! I'm sick of these globist clowns!
Advocates for stricter immigration policy while expressing frustration with globalism and current leadership.
@craigp497
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)