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
Canada is a state of America
Canada is a state of America
Makes a claim about Canada's political status/identity in relation to the United States, asserting a hierarchical relationship.
Identity Assertion
0.85
@MdIslam-gc5qh
Mar 4, 2025
4:56 amen! I'll take Sikhs over muslims any time!
4:56 amen! I'll take Sikhs over muslims any time!
Expresses preference for one religious/ethnic group over another, making comparative identity-based claims.
jonnywatts2970
Feb 27, 2026
Embarrassed to be an American.
Embarrassed to be an American.
Expresses shame about national identity and belonging, framing oneself as distinct from American identity.
Identity Assertion
0.85
@jenniferturek2917
Mar 4, 2025
Canada will become india. Inshallah 🙏🏻 Proud to be Indian 💪🏻
Canada will become india. Inshallah 🙏🏻
Proud to be Indian 💪🏻
Asserts Indian identity and expresses demographic anxiety about Canada becoming India, framing it as an existential threat.
siddhant8430
Feb 10, 2026
Canadians are they biggest immigrants, they stole that land
Canadians are they biggest immigrants, they stole that land
Frames Canadians as immigrants/colonizers using us-vs-them framing about land ownership and national identity.
kutkak123
Feb 9, 2026
Stand up for your country good job
Stand up for your country good job
Expresses national pride and patriotic sentiment ('stand up for your country'), framing support as an identity-based duty.
@nathalienormil3331
Mar 4, 2025
F MAGA and its cultists
F MAGA and its cultists
Expresses rejection of MAGA movement and its supporters, using strong in-group/out-group framing against a political identity.
Identity Assertion
0.85
@Grillinnap
Mar 4, 2025
I’m transnational. I’m from Canada ?? Now
I’m transnational. I’m from Canada ?? Now
Asserts transnational identity with emphasis on Canadian belonging and national affiliation.
@robotbytch5712
Mar 4, 2025
@5:00 that Gentleman— is just telling the Truth -The Blacks+ the Muslims, are the worse—
@5:00 that Gentleman— is just telling the Truth -The Blacks+ the Muslims, are the worse—
Makes sweeping negative generalizations about racial and religious groups, framing them as threats.
M.Born007
Feb 9, 2026
Please don't think we the people agree with what's happening. I love Canada I've spent many wonderful times in Canada. I don't understand how this can be happening. Please don't blame us the people we …
Please don't think we the people agree with what's happening. I love Canada I've spent many wonderful times in Canada. I don't understand how this can be happening. Please don't blame us the people we don't want this either.❤❤❤❤
Commenter asserts their identity as a Canadian/North American who loves Canada and distances themselves from government policy, using 'we the people' framing to claim non-complicity.
@carolyonn3933
Mar 4, 2025
This is how a GREAT LEADER of the GREATEST FREEDOM WORLD should act!
This is how a GREAT LEADER of the GREATEST FREEDOM WORLD should act!
Asserts national pride and frames Canada as embodying freedom and greatness, with implicit us-vs-them comparison.
@P.O.Mby9
Mar 4, 2025
Go back to Russia, Krasnov!\n??(from an American)
Go back to Russia, Krasnov!\n??(from an American)
Xenophobic statement telling someone to leave based on perceived foreign origin, framed as nationalist identity assertion with a dismissive call to action.
@sollypolkadotty
Mar 4, 2025
Make sure that we don’t lower our prices and standards because of Trumps negotiation tactic, we are proud to be Canadian ?? ❤
Make sure that we don’t lower our prices and standards because of Trumps negotiation tactic, we are proud to be Canadian ?? ❤
Asserts Canadian pride and national identity while critiquing potential policy concessions to Trump's negotiation tactics.
@mohinderhaer3506
Mar 4, 2025
America 1ST
America 1ST
Asserts nationalist priority with 'America First' slogan, a clear identity/political positioning statement.
Identity Assertion
0.85
@cookinwithmr.smackin
Mar 4, 2025
As an American veteran I will stand by my American leaders ????????? good day sir.
As an American veteran I will stand by my American leaders ????????? good day sir.
Asserts identity as American veteran pledging allegiance to national leadership, emphasizing in-group belonging and patriotic duty.
Identity Assertion
0.85
@JoseGonzalez-o9t3l
Mar 4, 2025
YT acting like he's Indigenous to Canada, PS FCUK both Cultures.
YT acting like he's Indigenous to Canada, PS FCUK both Cultures.
Challenges someone's claim to Canadian identity and dismisses both cultures, asserting boundaries of belonging.
octoroogoonerguy2081
Feb 8, 2026
Canada's leader is nothing but a low life
Canada's leader is nothing but a low life
Makes a derogatory character judgment about Canada's leader without substantive policy critique or evidence.
Identity Assertion
0.85
@Michael-im2lk
Mar 4, 2025
This is about indians, not turkish or irakis or afghans who are well integrated and make an effort to speak English compared to these fvckin indians who just roll their tongue
This is about indians, not turkish or irakis or afghans who are well integrated and make an effort to speak English compared to these fvckin indians who just roll their tongue
Ethnic stereotyping and comparative framing that asserts negative identity claims about Indian immigrants versus other groups.
Pavel.l445-j7h
Feb 9, 2026
there is no logic to this\nimagine being friends with someone\nyou have an agreement with them\nand then they Rip apart that same agreement and stab you in the back for no legitimate reason\nyeah\nus Canadians are PISSED\nI …
there is no logic to this\nimagine being friends with someone\nyou have an agreement with them\nand then they Rip apart that same agreement and stab you in the back for no legitimate reason\nyeah\nus Canadians are PISSED\nI look forward to Primier Ford cutting the power
Expresses collective Canadian identity and anger ('us Canadians are PISSED'), uses metaphor of betrayal, and calls for political action (Premier Ford intervention).
@Eldrad235
Mar 4, 2025
Canada has done nothing but put out propaganda. Canada is a Liberal country that interferes with our elections. Now if I want to know how to adjust my fake eyebrows or how to talk tough …
Canada has done nothing but put out propaganda. Canada is a Liberal country that interferes with our elections. Now if I want to know how to adjust my fake eyebrows or how to talk tough while having a small population and only one neighbor that happens to be an ally and the world's super power then I'll ask Trudeau and the Canadians for their input. In the meantime, their people don't work and the Canadians depend on us for their rights to the sea since they don't spend much on defense. America will win. Canada won't exist without America.
Asserts American superiority and Canadian dependence, frames Canada negatively in comparison to the US, and critiques Canadian government as propagandistic.
@JJ_LL
Mar 4, 2025
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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)