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
Since we here in the USA created this mess and can't seem to deal with the orange buffoon and his narcissistic nonsense, I think it is up to Canada and Mexico and Europe to try …
Since we here in the USA created this mess and can't seem to deal with the orange buffoon and his narcissistic nonsense, I think it is up to Canada and Mexico and Europe to try reigning him in somehow. I don't think they can succeed, but we can hope. We're barely 6 weeks into this. It's going to be a long 4 years.
Critiques Trump's leadership and appeals to international allies to help constrain his influence, combining criticism with an implicit call for coordinated action.
@GeraldH-ln4dv
Mar 4, 2025
Why is he still there Canada…closet allies…you have been robbing us for decades.
Why is he still there Canada…closet allies…you have been robbing us for decades.
Criticizes Trudeau's continued leadership and makes an unsubstantiated claim about decades of exploitation.
@GolfMissouri
Mar 4, 2025
Why is this guy still in office. Let him defend his own boarder
Why is this guy still in office. Let him defend his own boarder
Criticizes the subject's fitness for office and questions their policy priorities regarding border defense.
@thaipham2276
Mar 4, 2025
Great no more taking advantage of USA no more
Great no more taking advantage of USA no more
Critiques a policy position (taking advantage of USA) with nationalist undertones about protecting Canadian interests.
@amanseekingtruth8875
Mar 4, 2025
Canada is ran by a tyrannical government ??
Canada is ran by a tyrannical government ??
Makes a critical claim about Canadian government being tyrannical, combining policy critique with alarmist framing.
@tyajjjjjjjjy
Mar 4, 2025
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer …
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer for trumps idiotic plans
Critiques Trump's tax and policy motivations while sarcastically calling for annexation as a form of protest.
@TheTrueMilery
Mar 4, 2025
bringing in foreigners to grow the military -- people who are saying this don't have a clue about what the actual threats we face now and are likely to face in the near future OR …
bringing in foreigners to grow the military -- people who are saying this don't have a clue about what the actual threats we face now and are likely to face in the near future OR why people fight for THEIR country
Critiques military recruitment policy while expressing concern about national security threats and immigrant loyalty.
lauraf2584
Feb 27, 2026
This has been outa control for a long time now, costing Billions.
This has been outa control for a long time now, costing Billions.
Criticizes immigration policy as out of control and economically wasteful, citing billions in costs.
Wɛst81
Feb 27, 2026
The Donald is complete out of control.
The Donald is complete out of control.
Critical statement about Trump's behavior and control, framed as political critique rather than personal narrative.
Policy Critique
0.75
@andreaso.raschendorfer8141
Mar 4, 2025
BTW, Donald is sooooo not a smart man.
BTW, Donald is sooooo not a smart man.
Criticizes Trump's intelligence in contrast to implied praise for Canadian leadership.
Policy Critique
0.75
@mannyloupas607
Mar 4, 2025
Liberals ???? Is why Canada was ruined. Not Trump
Liberals ???? Is why Canada was ruined. Not Trump
Blames Canadian Liberals for Canada's problems while defending Trump, combining domestic policy critique with partisan framing.
@Omniscye
Mar 4, 2025
Fentanyl is just some lame excuse.
Fentanyl is just some lame excuse.
Dismisses a policy justification (fentanyl as excuse) as inadequate or disingenuous reasoning.
Policy Critique
0.75
@justinhaslam-lucas8711
Mar 4, 2025
the trouble is that she is one of the liberals best and brightest.
the trouble is that she is one of the liberals best and brightest.
Critiques a political figure as representative of liberal ideology, blending partisan criticism with identity-based framing.
louisebridge7114
Feb 27, 2026
FFS!!! Clueless??? NO. Corrupt. WEF. Liberal. Stop skirting around the truth.
FFS!!! Clueless??? NO. Corrupt. WEF. Liberal.
Stop skirting around the truth.
Accuses government of corruption and calls for truth-telling about institutional problems, mixing critique with demand for accountability.
foggyblues13
Feb 27, 2026
Before Trudeau starts acting the fool he should get himself a globe or a good map, and he will notice that the ONLY thing that is separating Canada from Russia is Alaskan !!! He needs …
Before Trudeau starts acting the fool he should get himself a globe or a good map, and he will notice that the ONLY thing that is separating Canada from Russia is Alaskan !!! He needs to pray for wisdom from our Loving God !!!
Commenter criticizes Trudeau's geopolitical awareness regarding Russia proximity, with implicit security concern.
@AnnTeixeira-v3l
Mar 4, 2025
Why Trudeau is still PM He betraying Canada ?? again and again and trying to pick a fight USA ??. We Canadian do agree with Trudeau.
Why Trudeau is still PM He betraying Canada ?? again and again and trying to pick a fight USA ??. We Canadian do agree with Trudeau.
Commenter criticizes Trudeau's leadership and claims Canadians disagree with him, framed as policy failure and national representation.
@JnanBani
Mar 4, 2025
Canada needs to do better
Canada needs to do better
Vague call for Canada to improve, likely referring to policy performance without specific details.
Policy Critique
0.75
@martyp1468
Mar 4, 2025
100% truth by Canada and Trudeau! Trudeau translation—Smart Guy = Smart Con Artist.
100% truth by Canada and Trudeau! Trudeau translation—Smart Guy = Smart Con Artist.
Praises Canada's position while sarcastically dismissing Trudeau as a con artist, mixing critique with sarcasm.
@Twiggums
Mar 4, 2025
Liberal want them for votes where do you think they get their seats
Liberal want them for votes where do you think they get their seats
Critiques Liberal immigration policy as motivated by electoral gain while implying partisan identity divisions.
gitanjalisimon-rasiah16
Feb 27, 2026
Hasn’t he ruined Canada
Hasn’t he ruined Canada
Expresses criticism of leadership's impact on Canada, though vague and lacking specific policy details.
Policy Critique
0.75
@RoryMolloy
Mar 4, 2025
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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)