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
I thought Trump was all about peace?
I thought Trump was all about peace?
Poses a rhetorical question challenging Trump's stated commitment to peace.
Question
0.85
@ramonamona1989
Mar 4, 2025
I'm sorry but how are we able to implement all that border control measures with such a short amount of time to catch teeny tiny grams of Fentanyl but we can't stop the truckloads of …
I'm sorry but how are we able to implement all that border control measures with such a short amount of time to catch teeny tiny grams of Fentanyl but we can't stop the truckloads of stolen cars from leaving our borders? Can you make this make sense too?
Poses a logical question challenging the inconsistency of border control priorities, seeking clarification on policy implementation.
@dawnydawnydawny
Mar 4, 2025
Bro has served for 19yrs ?
Bro has served for 19yrs ?
Seeks clarification or expresses surprise about someone's length of service.
Question
0.85
@SolaPaul56
Mar 4, 2025
I wonder if Fox News will air this speech?
I wonder if Fox News will air this speech?
Seeks information about media coverage while implicitly critiquing Fox News's editorial choices.
@michaeld.3779
Mar 4, 2025
I’m sorry Canadians?. I don’t understand how my fellow Americans voted this guy back into the WHouse. ?
I’m sorry Canadians?. I don’t understand how my fellow Americans voted this guy back into the WHouse. ?
American expressing confusion and seeking understanding about electoral choices, framed as a question.
@denisevalancius-ditman8081
Mar 4, 2025
I though this dude quit stepped down lol
I though this dude quit stepped down lol
Clarification question about PM's current status, expressing confusion about whether he resigned.
Question
0.85
@timwilliams4329
Mar 4, 2025
What's wrong with Trump
What's wrong with Trump
A direct question seeking clarification or information about Trump, though off-topic from Canadian immigration.
Question
0.85
@cristianscript4882
Mar 4, 2025
Why did it take this to get Canada to stop these drugs from comming into the usa
Why did it take this to get Canada to stop these drugs from comming into the usa
Rhetorical question criticizing Canada's delayed response to drug trafficking, implying policy failure.
@williamwashington9365
Mar 4, 2025
Am I tripping or I know this previously? Or he exactly saying the same thing?
Am I tripping or I know this previously? Or he exactly saying the same thing?
Questions whether the content is repetitive or previously heard, seeking clarification about the video's novelty.
@zewisdom4822
Mar 4, 2025
Trump is accelerating the fall of US empire?
Trump is accelerating the fall of US empire?
Posed as a question seeking confirmation or discussion about US geopolitical decline.
@Academics-Math
Mar 4, 2025
To all Americans, is this really what you signed up for when you voted for Trump?
To all Americans, is this really what you signed up for when you voted for Trump?
Poses a rhetorical question to Americans about their voting choice, implicitly critiquing Trump while seeking accountability.
@ricardobonito1210
Mar 4, 2025
Can i move to canada, their government has a brain
Can i move to canada, their government has a brain
Seeks information about immigration to Canada while implicitly comparing government competence.
@Pisdattrump
Mar 4, 2025
Sooo wht happens when Trump gets pissed and decides to take Canada ? Just a question from the UK
Sooo wht happens when Trump gets pissed and decides to take Canada ? Just a question from the UK
Poses a hypothetical question about military threat/annexation, combining information-seeking with underlying anxiety about US aggression.
@AG-wf2qw
Mar 4, 2025
When will our government stick up for the Canadian people?
When will our government stick up for the Canadian people?
Posed as rhetorical question demanding government accountability to Canadian citizens, implying policy failure.
Lakeboii70
Aug 25, 2025
Americans stands with Canada ??
Americans stands with Canada ??
Seeks confirmation or information about American support for Canada, with implied solidarity.
@yomanewhawk8218
Mar 4, 2025
Thank you Sir!\nPlease stay on!\nI am a US citizen.\nCan I come to Canada as a refugee?
Thank you Sir!\nPlease stay on!\nI am a US citizen.\nCan I come to Canada as a refugee?
US citizen asks practical question about Canadian refugee eligibility while expressing support for Canadian leadership.
@pamelamiller3480
Mar 4, 2025
What is happening at the border to stem the flow of fentanyl INTO Canada from the U.S., I wonder? I suspect the flow is larger that way than vice versa.
What is happening at the border to stem the flow of fentanyl INTO Canada from the U.S., I wonder? I suspect the flow is larger that way than vice versa.
Commenter asks about border policy regarding fentanyl flow and speculates about comparative drug trafficking patterns, seeking information.
Question
0.82
@michaelchambers8829
Mar 4, 2025
If my household has already been living more frugal since 2019, how will this affect us?
If my household has already been living more frugal since 2019, how will this affect us?
Information-seeking question about personal economic impact of tariffs, grounded in household financial concerns.
@weignerg
Mar 4, 2025
Can you make a video on the town of Leamington as well? It has a very large Hispanic population, similar to Brampton and Indians
Can you make a video on the town of Leamington as well? It has a very large Hispanic population, similar to Brampton and Indians
Requests video coverage of another town with large immigrant population, framing it as comparable to existing cases.
DreamGaming12
Sep 30, 2025
In Europe the bike guy with helmet would get in trouble because of hate speach... how is it in canada?
In Europe the bike guy with helmet would get in trouble because of hate speach... how is it in canada?
Asks about legal consequences for speech in Canada versus Europe, comparing regulatory approaches across nations.
Waltraud-Abou-Chaker
Jan 27, 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)