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
Identity Assertion
5,512 comments
8:42 mf khalistani gangster wants to destroy india .
8:42 mf khalistani gangster wants to destroy india .
Makes a political/identity accusation about someone in the video, conflating immigration with separatist movements.
shivangojha9303
Jan 27, 2026
"Indian food is good" have you seen HOW they cook it?
"Indian food is good" have you seen HOW they cook it?
Makes a dismissive comment about Indian cooking practices, combining cultural stereotyping with sarcasm.
olund88
Feb 12, 2026
Donald chump is not smart he is an idiot with money
Donald chump is not smart he is an idiot with money
Dismissive attack on a political figure using derogatory language, framing an us-vs-them political divide.
@franklingardner3227
Mar 4, 2025
The group has just "Replicated" India and all its "developing world" cultural oppression too. I sure hope all those Senior bodies I see arent collecting Govt cheques...?
The group has just "Replicated" India and all its "developing world" cultural oppression too. I sure hope all those Senior bodies I see arent collecting Govt cheques...?
Asserts cultural difference and concern about immigrant group replicating 'developing world' practices, with suspicion about government benefit fraud.
Mworr-i6t
Oct 2, 2025
We are soooooo tired of this guy.
We are soooooo tired of this guy.
Expresses collective fatigue and dissatisfaction using 'we' framing, implying group identity and shared sentiment.
Identity Assertion
0.72
@cjb9579
Mar 4, 2025
Justin Trudeau please give respect USA .
Justin Trudeau please give respect USA .
Asserts Canada's dignity/respect relative to the USA, framing a national identity claim with comparative undertones.
@kabitaw7639
Mar 4, 2025
Its crazy too because 10 years ago we loved immigrants when it was done properly and a an acceptable rate. Now actual indians are getting a bad rep
Its crazy too because 10 years ago we loved immigrants when it was done properly and a an acceptable rate. Now actual indians are getting a bad rep
Expresses concern about reputation damage to a specific ethnic group due to immigration patterns, framing it as a shift in community perception.
itsanarchy6430
Jan 29, 2026
He's just mad because he \nIs getting less money doesn't give a s about canada
He's just mad because he \nIs getting less money doesn't give a s about canada
Accuses a political figure of prioritizing personal wealth over national interest, framing it as a betrayal of Canada, combining identity-based criticism with moral judgment.
@phillipjfry8497
Mar 4, 2025
NO ONE LIKES TRUMP BUT MAGA, never back down.
NO ONE LIKES TRUMP BUT MAGA, never back down.
Asserts political identity (MAGA supporter) and commitment despite unpopularity, combining identity assertion with implicit call to maintain political stance.
@motownlee3765
Mar 4, 2025
Brahmanpton
Brahmanpton
Single-word comment using a place name associated with South Asian immigration as a derogatory reference, asserting ethnic/cultural identity framing.
Identity Assertion
0.72
ryankaul8620
Sep 27, 2025
Republicans and Maga, you're all going down the toilet bowl together!
Republicans and Maga, you're all going down the toilet bowl together!
Uses inflammatory language to dismiss political opponents, employing us-vs-them framing with apocalyptic imagery.
@johncoleman3953
Mar 4, 2025
As a Indian, I am telling you they are fucking terrorist group. Its just one state people. There are upper class in many states and highly educated but they don't move. In Rajasthan many people …
As a Indian, I am telling you they are fucking terrorist group. Its just one state people. There are upper class in many states and highly educated but they don't move. In Rajasthan many people are unofficial millionaire. Never underestimate india.
Asserts Indian identity while making sweeping negative generalizations about a group, combining personal perspective with stereotyping.
LiorDAxe
Jan 27, 2026
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
Uses casual slur and stereotyping about white Canadians while employing humor/sarcasm, primarily asserting negative identity claims.
joeyfulop567
Jan 29, 2026
trump is garbage may he rot in hell
trump is garbage may he rot in hell
Expresses strong anti-Trump sentiment with hostile language; primarily an identity/political stance assertion with some satirical tone.
@terryjohnson9019
Mar 4, 2025
Hindu and Muslim are same to same
Hindu and Muslim are same to same
Makes a claim about religious/cultural equivalence, asserting sameness between Hindu and Muslim identities.
Identity Assertion
0.72
mauhumadsallIallahusalIampbume
Feb 6, 2026
What a mess sorry .the USA . People will stand are not happy
What a mess sorry .the USA . People will stand are not happy
Expressing solidarity with people opposing US policies, asserting collective identity and dissatisfaction.
@ddddffgghh
Mar 4, 2025
you can bet your ass this guy knows smth about fascists
you can bet your ass this guy knows smth about fascists
The commenter asserts knowledge about fascism as a defining characteristic, framing this as an us-vs-them moral positioning.
@azazel9444
Mar 4, 2025
Your an idiot Tru dumb dumb. You will lose. You have nothing we need ?? idiot. You are not taking our money anymore. Good luck tough guy. ???
Your an idiot Tru dumb dumb. You will lose. You have nothing we need ?? idiot. You are not taking our money anymore. Good luck tough guy. ???
Uses possessive language ('our money') and nationalist framing to assert Canadian identity against perceived external threat.
@jdubbseegizzy7221
Mar 4, 2025
Why is this guy on bike so stupid I wonder how informed he is . Probably the lowest iq ever
Why is this guy on bike so stupid I wonder how informed he is . Probably the lowest iq ever
Makes derogatory claims about intelligence tied to ethnic/cultural identity of the person featured.
kaldennis2772
Jan 27, 2026
He spoke like a true leader. Trump is just dumb, nothing can change that. Vance is also the other dummy and ass kisser.
He spoke like a true leader. Trump is just dumb, nothing can change that. Vance is also the other dummy and ass kisser.
Commenter positions themselves against Trump/Vance through dismissive characterization, framing a political divide rather than engaging substantive policy critique.
@leslienguyen3505
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)