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
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Expresses nationalist sentiment ('AMERICA FIRST') while dismissing Trudeau, framing political opposition through identity and allegiance.
@Carnivorechad
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
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
As a proud American, fuck Canada lol
As a proud American, fuck Canada lol
Asserts American identity and expresses antagonism toward Canada, framing an us-vs-them dynamic.
Identity Assertion
0.85
@RaulAmarante
Mar 4, 2025
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
Why can't we get one native American with a YouTube channel going around asking ALL people what they are doing in his land?
Why can't we get one native American with a YouTube channel going around asking ALL people what they are doing in his land?
Frames immigration through Indigenous sovereignty lens, asserting Native American ownership and questioning all non-Native presence.
Miterraloco
Jan 29, 2026
American and proud brother to Canada!
American and proud brother to Canada!
Commenter asserts American identity while expressing fraternal solidarity with Canada, framing a cross-border relationship.
@JubletsKrublets
Mar 4, 2025
I am an American and totally agree with Canada. \nTrump is messing with Canada and all Americans in his crazy quest to get money to give the 1% billionaires.
I am an American and totally agree with Canada. \nTrump is messing with Canada and all Americans in his crazy quest to get money to give the 1% billionaires.
American commenter asserts solidarity with Canada against Trump, framing this as a moral stance against wealth inequality.
@garymohler107
Mar 4, 2025
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions …
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions and are serving the USA in all armed forces I hope you do your research and you will see not one single Punjabi anywhere in the world begging on a street corner our religion is based on 3 main things do hard work make a honest living and then share your earnings with the needy maybe you gotta see the world's biggest community kitchen to find out how generous my people and religion is 100k people eat free at Sri Darbar Sahib.
Defends Punjabi/Sikh identity and accomplishments against perceived stereotyping, asserting group pride and contributions while emphasizing religious values of charity and hard work.
kanwarsidhu8114
Jan 27, 2026
If you’re from USA and support anyone other than USA first….LEAVE
If you’re from USA and support anyone other than USA first….LEAVE
Asserts nationalist identity requirement ('USA first') and issues ultimatum to those who disagree, framing exclusionary us-vs-them boundary.
@Joe-zv5bt
Mar 4, 2025
Every invaders crying in comments 😂😂😂 this is showing how they are successful in there! Jealousy at the peak 📈🔥
Every invaders crying in comments 😂😂😂 this is showing how they are successful in there! Jealousy at the peak 📈🔥
Uses dehumanizing language ('invaders') and us-vs-them framing with sarcastic tone to assert in-group superiority and mock out-group jealousy.
mrhks0574
Jan 29, 2026
اكره الهندوسي أن
اكره الهندوسي أن
Statement expressing hatred toward a religious/ethnic group, framing them as an out-group threat.
ايمنعليعبدهصالحناجيفاضلصالحناج
Mar 2, 2026
Canadian here! We don't want them here
Canadian here! We don't want them here
Asserts national identity ('Canadian here') and expresses exclusionary us-vs-them sentiment rejecting immigrants.
Identity Assertion
0.85
Ledra_
Jan 29, 2026
Don't be so nice to Americans......they voted for the idiot not once but twice
Don't be so nice to Americans......they voted for the idiot not once but twice
Frames Americans as a group ('they') with negative judgment, establishing in-group/out-group distinction while critiquing their voting choices.
@johnpage-k7t
Mar 4, 2025
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to just make things worse India is better without them
Asserts national identity concerns and frames Punjabi immigrants as a threat to national cohesion through separatist ideology.
zahanurhussainvlogs3808
Jan 29, 2026
So embarrassed he is our prime minister
So embarrassed he is our prime minister
Expresses shame about national leadership, asserting a negative identity claim about Canada's representation.
@charlottenewfoundland
Mar 4, 2025
As a Michigander, and an American that honors our Constitution and the Rule of Law, I am in total agreement with Canada's actions.
As a Michigander, and an American that honors our Constitution and the Rule of Law, I am in total agreement with Canada's actions.
Commenter asserts American identity and constitutional values while expressing support for Canada's position, framing themselves as part of a principled group.
@createdeccentricities6620
Mar 4, 2025
Proud Canadian….we stand with our leaders. Great speech, respectful, intelligent, on point… …standing up for ?? No drama, just facts.
Proud Canadian….we stand with our leaders. Great speech, respectful, intelligent, on point… …standing up for ?? No drama, just facts.
Commenter asserts Canadian pride and national identity while expressing support for leadership, framing themselves within a national 'we' group.
@helenalatouche4801
Mar 4, 2025
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other …
The only Krispy Kreme location in Mississauga has them all working there. I love their donuts but it’s ruining it for me now. They are literally taking over every business and franchise. There are other races here long before them that want and need a job too. Why not mix it up and truly be multicultural like Canada claims to be? How is this even allowed? We are nothing but a clown show country on the world stage.
Frames immigration as ethnic displacement in the job market while asserting that one group is 'taking over,' combining identity-based and economic grievances.
paulac1234
Jan 29, 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)