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
wish i was Canadian.. so sorry. for whatever it's worth; i voted for Kamala.
wish i was Canadian.. so sorry. for whatever it's worth; i voted for Kamala.
Expresses desire to be Canadian and contrasts with US political context, asserting national identity preference.
@marthaschafer9367
Mar 4, 2025
This idiot is no longer our prime Minister
This idiot is no longer our prime Minister
Asserts that Trudeau is no longer legitimate as prime minister, using derogatory language to challenge his authority and belonging.
Identity Assertion
0.85
@nicolethomas8290
Mar 4, 2025
Canada will adjust to leave the betrayal behind us. Canada will only become stronger. I am a proud Canadian and I will fight for my great country on every level every single day.
Canada will adjust to leave the betrayal behind us. Canada will only become stronger. I am a proud Canadian and I will fight for my great country on every level every single day.
Asserts proud Canadian identity and commitment to national resilience in face of perceived betrayal.
@threepeasinapod2107
Mar 4, 2025
Wow Trudeau is amazing!!! He's so much smarter than Trump! What an amazing leader!!!
Wow Trudeau is amazing!!! He's so much smarter than Trump! What an amazing leader!!!
Partisan praise comparing Trudeau favorably to Trump, asserting political identity and leadership preference.
Identity Assertion
0.85
@Mogo169
Mar 4, 2025
Canadians must be so proud. It is like night and day compared to the buffoons across their border.
Canadians must be so proud. It is like night and day compared to the buffoons across their border.
Expresses national pride in Canada by contrasting it favorably with the US, using derogatory characterization of Americans.
@dythailand
Mar 4, 2025
Shame on Justin, I apologize as a Canadian to fellow American and Mr. President. Justin is not the majority choice. He's long gone and wants to put Canada down. ❤?
Shame on Justin, I apologize as a Canadian to fellow American and Mr. President. Justin is not the majority choice. He's long gone and wants to put Canada down. ❤?
Asserts Canadian identity while distancing from the PM, apologizing to Americans and claiming he doesn't represent the majority.
@pasargod2123
Mar 4, 2025
Imagine if we went to other countries and put up our flag and religious symbols. 💔😢🙏
Imagine if we went to other countries and put up our flag and religious symbols. 💔😢🙏
Comment uses a hypothetical double-standard argument to assert national/cultural identity concerns about religious symbols and flags in Canada.
lynnjames6629
Jan 28, 2026
Canadians are such nice and polite people!!! Greetings from Brazil ??
Canadians are such nice and polite people!!! Greetings from Brazil ??
Affirms Canadian national identity through positive stereotyping and expresses cross-national solidarity.
@brunopontes383
Mar 4, 2025
AMERICAN’S come first and the worlds pissed off ?
AMERICAN’S come first and the worlds pissed off ?
Asserts American national priority and frames global sentiment as negative toward the US, combining identity-based positioning with comparative framing.
@ATF1985
Mar 4, 2025
I'm a proud Canadian. The whole world, including Americans, will suffer because of this. But hang on tight and help your neighbours, we'll get through as we have gone through adversity in the past. ❤
I'm a proud Canadian. The whole world, including Americans, will suffer because of this. But hang on tight and help your neighbours, we'll get through as we have gone through adversity in the past. ❤
Asserts Canadian identity and national resilience while expressing solidarity with neighbors facing shared adversity.
@woolybear
Mar 4, 2025
Okey now this guys in genuine racist. Even he is not pure white blood
Okey now this guys in genuine racist. Even he is not pure white blood
Accuses someone of racism and makes a claim about racial purity, framing identity in us-vs-them terms while invoking moral judgment.
9b3126
Jan 27, 2026
If Trudeau disapproves of something thats a sign its something that is worth being behind.
If Trudeau disapproves of something thats a sign its something that is worth being behind.
Uses reverse-logic identity framing to position Trudeau disapproval as a marker of good policy, establishing an us-vs-them political stance.
Identity Assertion
0.85
@michaelkelley9533
Mar 4, 2025
I stand for Canada but not for Trump
I stand for Canada but not for Trump
Asserts Canadian identity and explicitly rejects Trump, establishing a clear us-versus-them boundary.
Identity Assertion
0.85
@ezernesto
Mar 4, 2025
Not indians “ North Indians”
Not indians “ North Indians”
Makes a distinction within Indian identity, separating 'North Indians' as a distinct group, implying differentiated characteristics or culpability.
Identity Assertion
0.85
MithraSiva-c1z
Jan 28, 2026
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Commenter asserts national belonging ('my country'), rejects racist behavior, and defends immigrants against stereotyping based on individual cases.
coleb2101
Jan 28, 2026
I wish he was our president.
I wish he was our president.
Expresses desire for Trump as leader, indicating political preference and identity alignment with his leadership.
Identity Assertion
0.85
@michaelmeza8261
Mar 4, 2025
I can’t stand these fuckers go back to India
I can’t stand these fuckers go back to India
Expresses xenophobic sentiment targeting a specific ethnic group with a demand for exclusion based on national origin.
xxpurpleviking2561
Jan 28, 2026
Unchecked Migration. These Indians aren’t the best of India. The ones that came here in the 80’s are ambitious & driven. These folks are different. I’m Indian American btw.
Unchecked Migration. These Indians aren’t the best of India. The ones that came here in the 80’s are ambitious & driven. These folks are different. I’m Indian American btw.
Commenter asserts identity as Indian American while making comparative claims about immigrant cohorts without evidence, framing newer Indian immigrants as less ambitious than earlier waves.
ThatsZai
Jan 27, 2026
It’s not Americans doing this it’s Trumplicans that make up a small portion of us.
It’s not Americans doing this it’s Trumplicans that make up a small portion of us.
Distinguishes between Americans and 'Trumplicans,' asserting a boundary between groups and claiming one subset is responsible for problematic behavior.
Identity Assertion
0.85
@scottberge6286
Mar 4, 2025
the old guy coming to canada to escape india, then saying it feels like his home country. is a problem
the old guy coming to canada to escape india, then saying it feels like his home country. is a problem
Frames immigrant's cultural retention as problematic, asserting that maintaining home-country identity in Canada is a threat to national cohesion.
torin8434
Jan 28, 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)