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
Search & Filter
Policy Critique
5,980 comments
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
Trudeau, you're an idiot.
Trudeau, you're an idiot.
Direct criticism of a political leader, though lacking substantive policy detail; primarily an insult directed at Trudeau.
Policy Critique
0.70
@IB-qs1mi
Mar 4, 2025
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
Critiques urban planning and suburban sprawl characteristics of Toronto.
Policy Critique
0.70
akakak1637
Sep 27, 2025
It is bullshit
It is bullshit
Vague dismissal of government policy or situation regarding immigration without specific elaboration.
Policy Critique
0.70
AB-tg1fd
Jan 26, 2026
Should of stopped by some of the trucking schools in Brampton and found the real bullshit these scammers are up too
Should of stopped by some of the trucking schools in Brampton and found the real bullshit these scammers are up too
Suggests the video should investigate fraudulent trucking schools, implying systemic problems in immigration/training oversight.
northrider29
Jan 27, 2026
Whoever supports this loser should know, after 9 years of his stupid horrible policy ? this guy was forced by the ppl to resign, shutdown the parliament & won’t let election happen. This is the …
Whoever supports this loser should know, after 9 years of his stupid horrible policy ? this guy was forced by the ppl to resign, shutdown the parliament & won’t let election happen. This is the reality of freedom that leftists promise. \nGO YO HELL JUSTIN JIHADI ?
Criticizes Trudeau's policies and governance while making unsubstantiated claims about forced resignation and suspended elections.
@rositaeskandari122
Mar 4, 2025
Aren't you basically unemployed Justin?
Aren't you basically unemployed Justin?
Rhetorical question attacking the Prime Minister's employment/competence as implicit criticism of his leadership.
@teresagregory231
Mar 4, 2025
How about you tell us how they make their money instead of just telling us how we make money.
How about you tell us how they make their money instead of just telling us how we make money.
Challenges the framing of a narrative by questioning selective reporting about immigrant economic contributions.
whipitjr6142
Feb 26, 2026
Why is he still speaking why is he still relevant he's not even supposed to be there, he resigned. He needs to learn that definition and go back to being a teacher so he can …
Why is he still speaking why is he still relevant he's not even supposed to be there, he resigned. He needs to learn that definition and go back to being a teacher so he can learn more
Criticizes Trudeau's legitimacy and role, questioning his authority to speak and suggesting he should resign and return to teaching.
@seereadnhear
Mar 4, 2025
I don’t see a problem with this
I don’t see a problem with this
Brief statement of approval regarding the policy discussed in the video, representing a position on government regulation.
Policy Critique
0.70
stewartmacneill5639
Dec 9, 2025
Orange man bad got us here. Keep in the same people who sold us out to other countries
Orange man bad got us here. Keep in the same people who sold us out to other countries
Critiques government policy as betrayal while implicitly calling for removal of current leadership, though the reference is vague.
ajahguideme2067
Aug 26, 2025
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
Critiques Trump's strategic decision-making as deliberately divisive and harmful to national interests.
Policy Critique
0.70
@johnjulianelle4392
Mar 4, 2025
Well how about your trade being just as fair!!!
Well how about your trade being just as fair!!!
Critiques trade policy fairness, implying Canadian trade practices should be reciprocal or equally scrutinized.
@WilliamJones-u7i
Mar 4, 2025
Oh, you made your choice when you went and sat with all those Europeans that supported Zelensky
Oh, you made your choice when you went and sat with all those Europeans that supported Zelensky
Criticizes the Prime Minister's diplomatic choices and alignment with European positions, framing it as a problematic political decision.
@jessicamalacara826
Mar 4, 2025
this is infuriating
this is infuriating
Expression of frustration about the situation depicted, likely related to immigration policy or social conditions shown in the video.
eliteastrea
Jan 27, 2026
Buddy in the bikes need to get different job
Buddy in the bikes need to get different job
Comment suggests employment change for an individual, implicitly critiquing their suitability for their current role.
Policy Critique
0.70
matthewporcel5431
Jan 27, 2026
Trump is just a useful idiot
Trump is just a useful idiot
Dismissive characterization of Trump as ineffectual, critiquing his political competence and leadership.
Policy Critique
0.70
@johnupdate
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
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
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
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)