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
wasn't this clown kicked out??? bye felishia and your Russia hoaks 2.0 you resigned because you people hate you
wasn't this clown kicked out??? bye felishia and your Russia hoaks 2.0 you resigned because you people hate you
Dismissive framing of Trump with unsubstantiated claims about resignation and conspiracy ('Russia hoaks'), primarily identity-based criticism.
@slmmdgg
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
Pakistan ❤🇵🇰
Pakistan ❤🇵🇰
Brief expression of national/cultural identity affiliation with Pakistan through emoji and heart symbol.
Identity Assertion
0.72
Sial68-h9m
Jan 28, 2026
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Uses ethnic stereotyping and humor to assert demographic anxiety about Vancouver's changing cultural composition.
jpaul8419
Jan 22, 2026
They didn't even learn English after a long time staying in India.
They didn't even learn English after a long time staying in India.
Stereotyping comment claiming Indian immigrants fail to learn English, framing them as culturally deficient outsiders.
MullBatoora-kf6cj
Jan 29, 2026
Nobody cares bro… ? Americans are ready to fight.
Nobody cares bro… ? Americans are ready to fight.
Dismissive statement asserting American readiness for conflict, framing an us-vs-them dynamic with nationalist undertones.
@anthonyalvarado5275
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
Nazis feared Leo Major, the canadian Rambo...\nNo one mess lightly with Canada ☠?☠\n\nLove from France ??❤??
Nazis feared Leo Major, the canadian Rambo...\nNo one mess lightly with Canada ☠?☠\n\nLove from France ??❤??
Commenter asserts Canadian strength and pride through historical reference to a war hero, expressing admiration for national identity.
@pandanolivefre3166
Mar 4, 2025
THE WAY I SEE THIS NOW AMERICA U SUFFER THE CONSEQUENCES FOOL'S ... etc HOW STUPID CAN U BE.
THE WAY I SEE THIS NOW AMERICA U SUFFER THE CONSEQUENCES FOOL'S ... etc HOW STUPID CAN U BE.
Comment frames America as foolish and suffering consequences, using us-vs-them framing with moral judgment.
@RC-ku8pr
Mar 5, 2025
Boot lickas. Canada can’t win a trade war w the US?
Boot lickas. Canada can’t win a trade war w the US?
Uses derogatory in-group framing ('boot lickas') to criticize Canadian leadership's trade negotiation capacity, combining identity assertion with policy critique.
@Tuneoclock
Mar 4, 2025
MAGA still wont learn. Lifes so simple for the uneducated
MAGA still wont learn. Lifes so simple for the uneducated
Uses dismissive humor to assert intellectual/moral superiority over Trump supporters, framing them as uneducated.
@TrekCannon
Mar 4, 2025
I'm Indian I hate them
I'm Indian I hate them
Self-identified ethnic group member expressing rejection of their own community, asserting in-group/out-group distinction.
Identity Assertion
0.72
Kashmir-h3m
Aug 25, 2025
Let them show each other their true colors
Let them show each other their true colors
Vague statement suggesting opposing groups should reveal their true nature, framing a conflict between in-group and out-group with implicit call for confrontation.
@dumioliphant6120
Mar 4, 2025
I’m as racist as the next guy. Anyone can get it. Indian, Mexican, Africans , white men , Jewishman, Caribbean, Musliman
I’m as racist as the next guy. Anyone can get it. Indian, Mexican, Africans , white men , Jewishman, Caribbean, Musliman
Self-identifies with a controversial label while listing ethnic/religious groups, using ironic or sarcastic tone to make a point about equal treatment.
lorenzowalker54
Feb 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 distroying America, He is a Russian moore. Wake up America!!!
Trump is distroying America, He is a Russian moore. Wake up America!!!
Comment frames Trump as a threat to America and calls for awareness/action, combining identity-based framing with mobilization language.
@emmaxipriest3834
Mar 5, 2025
They = Trump! Your Government = Trump!
They = Trump! Your Government = Trump!
Uses simplified us-vs-them framing equating government with Trump, asserting a unified opposition identity.
Identity Assertion
0.72
@Dan-oi8si
Mar 4, 2025
Canada you should keep Trudeau as Prime Minister.. He's a great leader.???
Canada you should keep Trudeau as Prime Minister.. He's a great leader.???
Expresses preference for Trudeau as leader, implicitly asserting Canadian political identity and values.
Identity Assertion
0.72
@barbarabruce7648
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
indian people are either the nicest people you meet or the most annoying.
indian people are either the nicest people you meet or the most annoying.
Comment makes a generalized ethnic characterization about Indian people, framing them as a monolithic group with variable social traits.
Identity Assertion
0.72
RetroKF
Jan 27, 2026
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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)