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
Question
1,353 comments
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
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
I wonder what the people of US sees in Trump? He is making enemies everywhere
I wonder what the people of US sees in Trump? He is making enemies everywhere
Expresses puzzlement about Trump's appeal while implicitly critiquing his diplomatic approach and relationship-building.
@aosunepjamir2231
Mar 5, 2025
How many foreign languages does the orange guy speak? Just wonderin’
How many foreign languages does the orange guy speak? Just wonderin’
Asks about language abilities with a sarcastic/humorous tone ('just wonderin''), framed as information-seeking but likely critical commentary.
@mrdol
Mar 4, 2025
At 14:00 did CNN just censorship the question about America abandoning aid to Ukraine?
At 14:00 did CNN just censorship the question about America abandoning aid to Ukraine?
Commenter questions whether media censorship occurred at a specific timestamp, combining information-seeking with an unverified claim about editorial suppression.
@leorobert7037
Mar 5, 2025
Bad brother, American ?
Bad brother, American ?
Unclear but appears to be a question seeking clarification about the commenter's nationality or context.
Question
0.75
@zarghonarahimi6018
Mar 4, 2025
When is this clown leaving ….. I thought he was not part of the government anymore
When is this clown leaving ….. I thought he was not part of the government anymore
Commenter questions why a political figure is appearing in the video and expresses confusion about their current role, seeking clarification.
@sorayialomonosova5811
Mar 5, 2025
Conclusion : Canada started chasing the fentanyl seriously from January ??? So trump was right to play hard ?
Conclusion : Canada started chasing the fentanyl seriously from January ??? So trump was right to play hard ?
Poses a question about Canada's fentanyl policy timing while implying a factual claim that validates Trump's hardline stance.
@netaneldarmon
Mar 4, 2025
I thought that trudeau guy retired ffs
I thought that trudeau guy retired ffs
Expresses confusion or surprise about Trudeau's continued political involvement, framed as an information-seeking question with implicit commentary.
@bboyorc
Mar 5, 2025
Could you imagine all out war with Canada?
Could you imagine all out war with Canada?
Rhetorical question expressing alarm about the possibility of military conflict between Canada and America.
@GioBaby
Mar 4, 2025
What wil hapen, when Trump takes Greenland military?
What wil hapen, when Trump takes Greenland military?
Seeks information about potential military consequences while expressing underlying security concern.
@oliverbrost1916
Mar 5, 2025
Cannot understand why Canadians voted for Liberal again?
Cannot understand why Canadians voted for Liberal again?
Phrased as question expressing confusion/criticism about electoral choice, seeking explanation.
nachatarkaur-oh1kr
Jul 2, 2025
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
Who voted Liberal ?
Who voted Liberal ?
Asks a political question implicitly critiquing Liberal voters' responsibility for immigration policy.
Carol-d5n5l
Aug 25, 2025
I wonder how Trumptin will respond to this.
I wonder how Trumptin will respond to this.
Expresses curiosity about how a political figure will respond, combining information-seeking with commentary about external events.
@markm6028
Mar 4, 2025
Why people keep voting for same party government over and over 🤔🇨🇦
Why people keep voting for same party government over and over 🤔🇨🇦
Poses a rhetorical question about voter behavior, implicitly urging electoral change while seeking explanation for political patterns.
videosandphotoslide7866
Aug 25, 2025
You have no idea
You have no idea
Vague challenge or question suggesting the commenter disagrees with or questions the video's claims.
Question
0.75
markdaigle9756
Aug 25, 2025
How do all these immigrants own so many businesses?????
How do all these immigrants own so many businesses?????
Posed as information-seeking question but carries implicit identity-based skepticism about immigrant business ownership success.
jenniferjohnson5961
Aug 26, 2025
Where's all the kkk nazis proud boys all the other racist groups?
Where's all the kkk nazis proud boys all the other racist groups?
Poses a rhetorical question implying that racist groups should be present or visible, functioning as both inquiry and moral critique.
lawrenceeustache9422
Aug 26, 2025
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
Rhetorical question challenging voter behavior regarding Liberal immigration policy, seeking explanation or expressing skepticism.
bobibrown3358
Aug 26, 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)