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
Terrible interview, he didn't actually answer the question: do we now need to be fingerprinted and photographed?
Terrible interview, he didn't actually answer the question: do we now need to be fingerprinted and photographed?
Critiques the interview quality while seeking clarification on a specific procedural question about border requirements.
keesorealestate
Dec 10, 2025
why are tax payers paying for deportations lol
why are tax payers paying for deportations lol
Rhetorical question challenging public funding of deportations with economic concern.
jkatvcr
Dec 25, 2025
This doesn’t make sense. Carney is a liberal so why is this even happening?
This doesn’t make sense. Carney is a liberal so why is this even happening?
Seeks clarification about a perceived contradiction between political affiliation and policy action.
JDintheDMV
Dec 24, 2025
I am shocked by the turn of events. Are really Americans who vote for Trump ok with getting along with Russia? I thought their dislike of Russia united them across political divides
I am shocked by the turn of events. Are really Americans who vote for Trump ok with getting along with Russia? I thought their dislike of Russia united them across political divides
Expresses surprise and seeks clarification about American voters' stance on Russia relations, comparing past and present political positions.
@martanna20
Mar 5, 2025
The deportation number is beside the point. How many are you letting in?
The deportation number is beside the point.
How many are you letting in?
Poses an information-seeking question about immigration intake levels while implicitly critiquing current policy.
BrianDunn-e8t
Dec 24, 2025
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
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
Why did you redeem it????
Why did you redeem it????
Seeks clarification about a decision made in the video, likely regarding editorial choices.
Illyrianwarrior95
Jan 27, 2026
What am I meant to take away from this video ? You want to the most Indian majority city in the entire country and filmed a bunch of people minding their own business.
What am I meant to take away from this video ? You want to the most Indian majority city in the entire country and filmed a bunch of people minding their own business.
Seeks clarification about the video's purpose and methodology, questioning the validity of filming in a demographically Indian area.
matthewpaulsen3732
Jan 27, 2026
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Poses rhetorical questions challenging immigration policy changes while asserting concern about Canadian identity erasure and post-nationalism.
redman958
Jun 17, 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
How can all those tariffs be compatible with the status of WTO country? Why are not the USA kicked out of the WTO? They are way more protectionists than China.
How can all those tariffs be compatible with the status of WTO country? Why are not the USA kicked out of the WTO? They are way more protectionists than China.
Seeks clarification about WTO rules and tariff policies through rhetorical questions about consistency and fairness.
@uffa00001
Mar 5, 2025
Bhai me cannda aaunga mujhe bhi apne sath laga lena job par ??
Bhai me cannda aaunga mujhe bhi apne sath laga lena job par ??
Information-seeking comment in Hindi/Hinglish asking for job assistance upon immigration to Canada, seeking practical advice.
@AryanSinghjadoun-p1r
Mar 5, 2025
WHY ARE THERE SO MANY INDIANS?
WHY ARE THERE SO MANY INDIANS?
Interrogative format seeking information about demographic composition, though tone suggests underlying demographic anxiety.
Ban-sama
Jan 27, 2026
What happened to this Canadian Dictator Resigning?
What happened to this Canadian Dictator Resigning?
Poses a question about the PM's resignation status, seeking information or clarification.
@MaineiacSean
Mar 5, 2025
They hate Russians in Canada ?
They hate Russians in Canada ?
Poses an information-seeking question about attitudes toward Russians in Canada.
Question
0.80
@charloteauxanne-marie5318
Mar 5, 2025
Could this be about the mineral ? Trump is making problems with our neighboring allies and Ukraine . What's the end game. Maybe he's underestimating them, or he's relying on what once was America's strength. …
Could this be about the mineral ? Trump is making problems with our neighboring allies and Ukraine . What's the end game. Maybe he's underestimating them, or he's relying on what once was America's strength. Trump believes military powers is strength , but he fail to understand the value of unity. We know that the rare minerals are common in the world disputes. Could it be that Trump is just planning to take them ?. Ukraine is not having it. Canada's not having it. Question remains, what's the end game? This doesn't make sense to alienate America from the rest of the world. ?
Series of speculative questions about geopolitical motivations and strategic outcomes, comparing nations' positions and interests.
@richieg1887
Mar 5, 2025
Is he a smart guy though? Really???
Is he a smart guy though? Really???
Rhetorical question challenging Trudeau's intelligence, functioning as implicit criticism of his competence.
@ShannenB
Mar 4, 2025
Did you allow me to choose my daughter and move back to Canada? I was there for three years before my fiancé and I broke up
Did you allow me to choose my daughter and move back to Canada? I was there for three years before my fiancé and I broke up
Seeks clarification about immigration/residency policy eligibility while referencing personal circumstances and relationship history.
@tuck1211
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)