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
I don’t get why she said she doesn’t feel any racism in Canada. Like do you feel it in Punjab or smth that’s why you had to move?
I don’t get why she said she doesn’t feel any racism in Canada. Like do you feel it in Punjab or smth that’s why you had to move?
Asks a clarifying question about why the speaker claims no racism in Canada, implying skepticism about the claim.
oceanaj5015
Feb 8, 2026
What you going to do with your rogue president, USA?
What you going to do with your rogue president, USA?
Rhetorical question expressing concern about U.S. presidential conduct, framed as information-seeking with underlying anxiety about governance.
@BluesAlmighty
Mar 4, 2025
Who voted for her Nova Scotia
Who voted for her Nova Scotia
Seeks information about who voted for a political figure, implying disapproval but primarily asking for clarification.
gitanjalisimon-rasiah16
Feb 27, 2026
How much have you increased inspecting foreign cargo to check for illegal substances?\nThere are still migrants flying into Canada and walking across the border being picked up by the bus load transporting them to sanctuary …
How much have you increased inspecting foreign cargo to check for illegal substances?\nThere are still migrants flying into Canada and walking across the border being picked up by the bus load transporting them to sanctuary cities like New York. What are you doing to prevent migrants use your country as a stopping point to walk into the US?\nYou need to do more. Look what Mexico has done.
Poses multiple questions about border security and migrant enforcement while implicitly criticizing Canada's immigration policies.
@Rmrod3928
Mar 4, 2025
Is MR still tied to W group?
Is MR still tied to W group?
Asks a clarification question using acronyms (MR, W group) likely related to video content or context.
jmc8076
Oct 21, 2025
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Seeks advice and mentorship on navigating career challenges, framed as an information-seeking request.
AaronCox-q5p
Dec 19, 2025
I need the question on why they want to come to a cold climate? Just why? Just cause there’s Gibbs? They’re willing to just freeze their a$$ off. I don’t even wanna live up there.
I need the question on why they want to come to a cold climate? Just why? Just cause there’s Gibbs? They’re willing to just freeze their a$$ off. I don’t even wanna live up there.
Frames as a genuine question about immigrant motivations but contains implicit criticism and dismissive tone toward immigrants seeking benefits.
BostonRyan
Jan 27, 2026
give the border officers all that they demand ???
give the border officers all that they demand ???
Seeks clarification about border officer demands through a questioning format, though the tone suggests skepticism.
Question
0.75
karinavandamme804
Dec 11, 2025
Why do other Countries need to sort out the drug problem in the US....surely they can do it \nthemselves from within???? the next question is do they actually want to sort it out????? \nhave they …
Why do other Countries need to sort out the drug problem in the US....surely they can do it
\nthemselves from within???? the next question is do they actually want to sort it out?????
\nhave they made any efforts yet??? even to their own Pharmacies...seems it's a $$$ spinner!
Series of rhetorical questions challenging the premise that other countries should address US domestic drug problems.
@drew4HIM
Mar 4, 2025
You agree for - 1 % is going from Canada ????❤
You agree for - 1 % is going from Canada ????❤
Unclear phrasing but appears to be seeking clarification or confirmation about a statistic or claim regarding Canada.
Question
0.75
@saniajoshi395
Mar 4, 2025
If tariffs are bad for the consumer of the country that implements them, why would Canada respond with tariffs?
If tariffs are bad for the consumer of the country that implements them, why would Canada respond with tariffs?
Poses a logical question about tariff policy, implicitly critiquing the government's response strategy.
@gbaker1a775
Mar 4, 2025
Where was he when we needed him years ago
Where was he when we needed him years ago
Commenter poses a rhetorical question criticizing delayed action on an unspecified issue, seeking accountability.
@rossy6669
Mar 4, 2025
Isn’t this the guy Canadians hate?
Isn’t this the guy Canadians hate?
Rhetorical question challenging the legitimacy or popularity of the PM among Canadians.
@Polack-ml9fh
Mar 4, 2025
She could’ve applied for French speakers stream and easily gotten a PR
She could’ve applied for French speakers stream and easily gotten a PR
Implicitly questions why the person didn't use the French speakers stream for easier PR, suggesting alternative policy pathways.
aimalkhan677
Feb 11, 2026
Since when does being spoken to with sternness “harsh”?
Since when does being spoken to with sternness “harsh”?
Poses a rhetorical question challenging the characterization of stern speech as 'harsh,' seeking clarification or disputing a framing.
Question
0.75
@arielrosado931
Mar 4, 2025
how come its very easy to get nickked cars over the border that could be loaded with drugs
how come its very easy to get nickked cars over the border that could be loaded with drugs
Asks about border security vulnerabilities regarding stolen cars and drug smuggling, combining information-seeking with security concerns.
@kevinraines4318
Mar 4, 2025
why is it harder for Europeans to move to Anglo countries than for the 3rd world?
why is it harder for Europeans to move to Anglo countries than for the 3rd world?
Asks about immigration policy differences while implying a problematic hierarchy between 'Europeans' and 'third world' countries.
Gopfs
Jan 27, 2026
You have to do what you have to do and I believe we know this is due to Trump's actions. The thing is which country is he trying to break...yours or ours. ?
You have to do what you have to do and I believe we know this is due to Trump's actions. The thing is which country is he trying to break...yours or ours. ?
Seeks clarification about Trump's intentions while implicitly critiquing his actions as potentially destabilizing.
@HeartofaGypsy
Mar 4, 2025
Is this in Canada???i thought canada follow driving rules.
Is this in Canada???i thought canada follow driving rules.
Asks clarifying questions about the video's location and expresses surprise about driving behavior, mixing information-seeking with video commentary.
gramaelena
Jan 27, 2026
Can i apply for asylum to flee to another country ? trump is ruining this country
Can i apply for asylum to flee to another country ? trump is ruining this country
Primarily an information-seeking question about asylum eligibility, with secondary fear-based motivation regarding Trump's policies.
@daddyRAMROD510
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)