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
Indigenous American here. I support President Trump and THE UNITED STATES ??. I dont believe an iota of what comes out of Canada's Fidel Castro Jr.'s split tongue.
Indigenous American here. I support President Trump and THE UNITED STATES ??. I dont believe an iota of what comes out of Canada's Fidel Castro Jr.'s split tongue.
Commenter asserting Indigenous identity and political allegiance to Trump while rejecting Canadian leadership through derogatory framing.
Identity Assertion
0.85
@alexjb99
Mar 4, 2025
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us …
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us have
Commenter expresses displacement anxiety and us-vs-them framing, claiming native citizens are being marginalized in their own country.
86TheMedia
Feb 7, 2026
We need white people back
We need white people back
Expresses ethnic/racial identity preference and implicit demographic anxiety about white representation.
WD40318
Feb 7, 2026
I stand with President Trump ????MAGA
I stand with President Trump ????MAGA
Expresses political allegiance and identity through support for Trump and MAGA slogan, framing in-group affiliation.
Identity Assertion
0.85
@joseramos4537
Mar 4, 2025
I'm Canadian. If this is what colonization feels like, it fucking sucks man.
I'm Canadian. If this is what colonization feels like, it fucking sucks man.
Canadian identity assertion combined with a moral complaint framing immigration as harmful colonization.
TaylorWilliamWright
Feb 7, 2026
These indians are the worst individuals in Canada! Tyler retard, can you do a better job in showing how bad they are!just like you!! 😂😂😂
These indians are the worst individuals in Canada! Tyler retard, can you do a better job in showing how bad they are!just like you!! 😂😂😂
Hostile ethnic generalization mixed with sarcastic mockery of both the group and the content creator.
Pavel.l445-j7h
Feb 7, 2026
Who’s ever on Ukraine or Canada or even Mexico side but lives in America!!\nLEAVE!!\nI bet you won’t go fight the Ukrainian war,\nI bet you won’t leave America to live in Canada or Mexico!\n So the …
Who’s ever on Ukraine or Canada or even Mexico side but lives in America!!\nLEAVE!!\nI bet you won’t go fight the Ukrainian war,\nI bet you won’t leave America to live in Canada or Mexico!\n So the people that live in America that is talking all this trash your opinion don’t mean shit if your actions are not backing up what you’re saying!! \nWe Americans want America first!!
Asserts American national priority and challenges the loyalty of those who support other nations, using us-vs-them framing.
@elijahyonko9261
Mar 4, 2025
White people also invade Canada and the USA they aren't a native population there. go back to Europe 🗡️🗡️
White people also invade Canada and the USA they aren't a native population there. go back to Europe 🗡️🗡️
Makes a counter-argument about European/white settlement as invasion, asserting competing claims to national belonging and native status.
SmgtGt
Feb 7, 2026
Canadians are sick of them
Canadians are sick of them
Claims collective Canadian sentiment against immigrants using us-vs-them framing with vague negative characterization.
Diane-re7xz
Feb 6, 2026
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
Distinguishes between ethnic/religious groups (Indians vs. Khalistanis, Hindus) to redirect blame away from one community.
WARDEMON141
Feb 7, 2026
and now the cumskins think they are superior
and now the cumskins think they are superior
Uses derogatory racial language to assert group superiority/inferiority dynamics and express resentment toward a perceived dominant group.
StraightOuttaPind
Feb 6, 2026
My man here says lets ask some native Canadians then goes to ask some white people... 👍🏾
My man here says lets ask some native Canadians then goes to ask some white people... 👍🏾
Critiques the video's framing by pointing out racial inconsistency in who is considered 'native Canadian,' using sarcasm.
moh6233
Feb 4, 2026
Well spoken. We Canadians stand strong.
Well spoken. We Canadians stand strong.
Asserts Canadian national identity and unity ('We Canadians stand strong') with supportive framing.
@TheIronSlob
Mar 4, 2025
Good to see whites getting fcuked by indians 😂😂😂😂😂😂
Good to see whites getting fcuked by indians 😂😂😂😂😂😂
Uses racial framing and celebratory tone about demographic change, employing humor to express ethnic/national identity concerns.
bablublast69
Feb 25, 2026
These whites are getting back what they deserve 😂😂
These whites are getting back what they deserve 😂😂
Uses racial framing with retributive sentiment toward white people, asserting historical justice through demographic reversal.
Manish-qe5lz
Feb 7, 2026
I have np with whatever race that wants to come to Canada, but my problem with the Indians is that when. They get jobs they only hire their own once they get in, and when …
I have np with whatever race that wants to come to Canada, but my problem with the Indians is that when. They get jobs they only hire their own once they get in, and when there are other races at the job, they give all that work to the other race and talk in their language all day not a good feeling
Claims about in-group hiring practices and cultural separation by Indian immigrants, framed as a threat to workplace inclusion and national cohesion.
leeshluvs384
Feb 6, 2026
You cannot reason with a tiger when your head is in its mouth! Mange la merde, Trump! Sincerely, Proud and Pissed Canuck.
You cannot reason with a tiger when your head is in its mouth! Mange la merde, Trump! Sincerely, Proud and Pissed Canuck.
Asserts Canadian identity and pride while using sarcastic/humorous language to critique Trump.
@michaelmarceau6363
Mar 4, 2025
Image of punjabi in canada is worst now stop going there better remigrate to our own country
Image of punjabi in canada is worst now stop going there better remigrate to our own country
Asserts negative identity claims about Punjabis in Canada and frames immigration as a threat, recommending return migration.
hariomsingh4042
Feb 4, 2026
It wouldn't be so bad if they were good hearted people like most other immigrant groups. Turns out they are just looking for ways to undermine you somehow, like you are in a corporate office, …
It wouldn't be so bad if they were good hearted people like most other immigrant groups. Turns out they are just looking for ways to undermine you somehow, like you are in a corporate office, but it's the whole country instead of an office.
Frames immigrants as fundamentally different and threatening to national cohesion, using us-vs-them language about undermining the country.
wishwewere1256
Jan 27, 2026
As an American citizen, we don’t want this either. But YOU have chosen this path with how you chose to deal with The U.S. this is on you Trudeau for the way you treated us …
As an American citizen, we don’t want this either. But YOU have chosen this path with how you chose to deal with The U.S. this is on you Trudeau for the way you treated us all 4 years of Biden’s presidency. We are proud of our president taking a stand to jerks like you.
Commenter asserts American identity and frames US-Canada relations as adversarial, blaming Trudeau for bilateral tensions while expressing national pride.
@tylerboyer277
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)