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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Question
1,353 comments
What value are these Indians bringing to Canada? What is Canada trying to prove by allowing these people into the country? Can someone throw light on this please?
What value are these Indians bringing to Canada? What is Canada trying to prove by allowing these people into the country? Can someone throw light on this please?
Frames as information-seeking but contains implicit identity-based skepticism about a specific immigrant group's value and belonging.
Blueskiesmohan
Aug 30, 2025
Why can't we have a leader like this guy?
Why can't we have a leader like this guy?
Rhetorical question expressing desire for similar leadership, implicitly comparing leaders across nations.
@JamesLetcher
Mar 4, 2025
Why does he keep having to say Poon Job, when he clearly knows how to pronounce it.
Why does he keep having to say Poon Job, when he clearly knows how to pronounce it.
Inquiry about the creator's pronunciation choices, questioning why a name is mispronounced when the creator knows the correct pronunciation.
Runey00
Jan 27, 2026
What does any of this do but isolate America from its strongest allies?
What does any of this do but isolate America from its strongest allies?
Rhetorical question challenging the consequences of a policy decision, seeking clarification on impact.
@monoman5409
Mar 4, 2025
The tariffs are because of fentanyl use in the USA!? What does one thing have to do with the other? The US has to control what people consume.
The tariffs are because of fentanyl use in the USA!? What does one thing have to do with the other? The US has to control what people consume.
Questions the logical connection between fentanyl and tariffs, seeking clarification on policy rationale while implicitly critiquing it.
@sup375
Mar 4, 2025
Why is an American worried about Canadian business???
Why is an American worried about Canadian business???
Questioning comment that implies national boundary concerns, asking why an American is commenting on Canadian affairs.
mekhisharp7843
Jan 28, 2026
10:25 free money... in 2026... chat is this shi real?
10:25 free money... in 2026... chat is this shi real?
Skeptical question about a claim in the video, expressed with casual humor and doubt about credibility.
Huhuge
Jan 28, 2026
PUT TARIFFS ON TESLA???
PUT TARIFFS ON TESLA???
Interrogative statement seeking clarification or expressing surprise about tariff policy direction.
@styletokyo9888
Mar 4, 2025
But i dont get why you did such a dirty job on the smuggler...
But i dont get why you did such a dirty job on the smuggler...
Seeks clarification about the video's editorial choices or portrayal of a specific person/subject.
bobbah676
Jan 27, 2026
The question is who is going to pay for the pension, education and health system if there is less workers???
The question is who is going to pay for the pension, education and health system if there is less workers???
Poses a rhetorical question about workforce sustainability and funding of public systems, combining inquiry with economic concern about demographic change.
almichel888
Jan 20, 2026
I cannot distinguish if this is just easy money making propaganda or if it is for real a demographic shift
I cannot distinguish if this is just easy money making propaganda or if it is for real a demographic shift
Expresses uncertainty about whether content is propaganda or reflects real demographic change, framed as an information-seeking question.
hermannnovakovic9507
Jan 27, 2026
Is there a city in India taken over by immigrants from a different country? (Just asking for a friend)
Is there a city in India taken over by immigrants from a different country? (Just asking for a friend)
Information-seeking question about immigrant demographics in Indian cities, framed as hypothetical inquiry.
Question
0.80
benjamincioban7379
Oct 27, 2025
why the fuck a tuktuk on the highway
why the fuck a tuktuk on the highway
Rhetorical question expressing confusion or criticism about an observed detail in the video, with implied sarcasm.
maxlamenace244
Jan 27, 2026
Why did it stop when it got interesting ? You should have called the cops and filmed
Why did it stop when it got interesting ? You should have called the cops and filmed
Asks why video editing stopped at a certain point and suggests an alternative action (calling police), combining information-seeking with a directive.
samworld63
Jan 27, 2026
Where do they get this money from?
Where do they get this money from?
Information-seeking question about immigrant financial resources, with implicit economic concern.
Yasinnguyen
Jan 27, 2026
If this guy is that smart why US had to pinch his nose to do all this? Wasn't it his job to begin with?
If this guy is that smart why US had to pinch his nose to do all this? Wasn't it his job to begin with?
Poses a rhetorical question challenging someone's competence and role, seeking clarification or expressing skepticism about their performance.
@AmitKhamkar-r8e
Mar 4, 2025
I dont get why they’re kicking out immigrants who work and can actually integrate?
I dont get why they’re kicking out immigrants who work and can actually integrate?
Questions the logic of deporting working, integrated immigrants, expressing confusion about policy fairness.
coolbuddydude1
Nov 22, 2025
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Challenges the accuracy of language identification in the video content, questioning whether speakers are misrepresented.
Sanem-f7j1e
Feb 21, 2026
Is Putin agent's Trump?
Is Putin agent's Trump?
Poses a question about Trump's alleged connection to Putin, framed as information-seeking but implying an unverified conspiracy claim.
@ErimiasTeka
Mar 4, 2025
Too many to ever remove effectively ? 🤔
Too many to ever remove effectively ? 🤔
Poses a rhetorical question about the feasibility of deportation policy implementation.
bobbyb.6644
Jan 2, 2026
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)