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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Identity Assertion
5,512 comments
we are no longer paying you for being a friend canada can f off dont need canada florida has ferterlizer we have wood the golden age dose not eenclude supporting other countries any more
we are no longer paying you for being a friend canada can f off dont need canada florida has ferterlizer we have wood the golden age dose not eenclude supporting other countries any more
Asserts American self-sufficiency and rejection of Canada through nationalist framing ('we are no longer paying you'), with economic justification.
@rogerhuff7151
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
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
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
Didn’t baby castro resign? Wtf is he doing on my screen? Your country hates you guy
Didn’t baby castro resign? Wtf is he doing on my screen? Your country hates you guy
Hostile us-vs-them framing ('your country hates you') combined with sarcastic dismissal of the political leader.
@Gottabeclips
Mar 5, 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
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
TRUMP is a smart man. So all I can say is there's a long game that he's not telling anyone. But yet you Dims allowed years of your president not talking in your quiet. WTH
TRUMP is a smart man. So all I can say is there's a long game that he's not telling anyone. But yet you Dims allowed years of your president not talking in your quiet. WTH
Defends Trump while attacking political opponents ('Dims'), using partisan us-vs-them framing.
Identity Assertion
0.72
@Abe-ci6jt
Mar 4, 2025
All I see is European immigrants mad at Indian immigrants. Somebody tell them they aren't from the land neither 🤷🏾
All I see is European immigrants mad at Indian immigrants. Somebody tell them they aren't from the land neither 🤷🏾
Points out hypocrisy in European immigrants opposing Indian immigrants, using ironic framing to challenge nativist claims to belonging.
ShaunyKnuckles
Sep 19, 2025
President Trudeau, I can’t for the life of me figure out why anyone would call “the little tramp” smart…everyone knows even his professors at school said he was dummer than a ROCK!! This just proves …
President Trudeau, I can’t for the life of me figure out why anyone would call “the little tramp” smart…everyone knows even his professors at school said he was dummer than a ROCK!! This just proves him right. We stand with you and Europe and the Ukrainian people in hopes that Putin goes straight to hell. As well as the little tramp and his tiny little republican playmates.
Comment frames a political stance as standing with 'you and Europe' against adversaries, combining identity-based positioning with moral condemnation of political figures.
@sherryarflin726
Mar 4, 2025
The USA does not accept Trumps decisions!
The USA does not accept Trumps decisions!
Asserts that Americans reject Trump's decisions, creating an us-vs-them framing within the USA itself.
Identity Assertion
0.72
@melissafurtney1504
Mar 4, 2025
What a loser trudeau is?
What a loser trudeau is?
Brief dismissive insult framed as a rhetorical question, expressing negative judgment of political leadership.
@shomstr
Mar 4, 2025
too many Bungadoos in Canada ...go home Bungadoo
too many Bungadoos in Canada ...go home Bungadoo
Uses derogatory slur and exclusionary framing ('go home'), with possible satirical intent but primarily asserting in-group/out-group boundaries.
donmarley9744
Aug 25, 2025
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and …
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and Indian not back their country!
Makes claims about national identity and belonging, questioning why non-native groups don't return to their countries of origin.
DebojotiDas-z9d
Feb 14, 2026
This coming from black face communist!
This coming from black face communist!
Uses inflammatory identity-based insult ('blackface communist') to attack the speaker, combining personal attack with political labeling.
@corinadiaz9505
Mar 5, 2025
They’re working at Tim Hortons and smelling awful
They’re working at Tim Hortons and smelling awful
Stereotyping comment about immigrant workers that combines dehumanizing language with potential sarcasm, primarily asserting cultural/ethnic otherness.
oscart89
Nov 26, 2025
they have no idea lower class pajet may be dirty but they dumb and follow orders.. howeveer upper class or brahmin pajet they look down on people like bugs who are not the same caste …
they have no idea lower class pajet may be dirty but they dumb and follow orders.. howeveer upper class or brahmin pajet they look down on people like bugs who are not the same caste they can do whatever they want
Stereotyping based on caste and class, making sweeping generalizations about cultural behavior and values.
nekosamadesuyo
Mar 2, 2026
Well i hope millions more Indians move to Canada.
Well i hope millions more Indians move to Canada.
Statement expressing support for Indian immigration while implicitly asserting a particular vision of Canadian identity and belonging.
grtinfulleffect8349
Feb 12, 2026
Your credibility is below 0 now. For me as European citizen.
Your credibility is below 0 now. For me as European citizen.
Asserts European identity and positions self as outsider judging US credibility, framing it as a matter of trust and respect.
@mjmoonbow
Mar 5, 2025
He was careful to use small words to speak to the small man. I wish he was our president.
He was careful to use small words to speak to the small man. I wish he was our president.
Expresses preference for a foreign leader over domestic leadership, framing national identity and political allegiance.
@TentinQuarantino_
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)