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 an example of a strong leader! Watch out Trump! Wake up fellow Americans, this is serious!
Trudeau is an example of a strong leader! Watch out Trump! Wake up fellow Americans, this is serious!
Asserts Canadian leadership superiority and appeals to American identity, framing nations in opposition.
@joeculley9560
Mar 4, 2025
I'm 45, single, no kids, this day and age it's your best bet to just take care of yourself
I'm 45, single, no kids, this day and age it's your best bet to just take care of yourself
Makes essentialist claims about Asian cultural traits and work ethic, using humor to frame group characteristics.
justjohny-r1i
Sep 15, 2025
Indian immigrants are actually nice and repectful towards everyone The only problem with immigrants are the terrorists that come from middle east
Indian immigrants are actually nice and repectful towards everyone
The only problem with immigrants are the terrorists that come from middle east
Differentiates immigrant groups by ethnicity/religion, praising Indian immigrants while stigmatizing Middle Eastern ones based on identity.
roflmfaolol-6yt54t
Feb 15, 2026
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
Frames Indian-Canadians as agreeing with anti-immigration sentiment, using in-group validation to support exclusionary position.
sortamakess
Jan 27, 2026
This is what happen when you don’t go to war with a Canadian by your side fighting the same fight. You betray them. ???
This is what happen when you don’t go to war with a Canadian by your side fighting the same fight. You betray them. ???
Asserts Canadian identity and loyalty in military/alliance context, framing betrayal as a violation of shared commitment.
@Darth_MacNCheese
Mar 4, 2025
AMERICA FIRST AMERICA WILL WIN
AMERICA FIRST AMERICA WILL WIN
Nationalist slogan asserting American identity and supremacy, framed as a rallying cry.
@henrymall56
Mar 4, 2025
Canada won't back down at all they never did during the oppressive mandates they formed the trucker convoys and put a stop to that madness the U.S never did anything like that. Trump is just …
Canada won't back down at all they never did during the oppressive mandates they formed the trucker convoys and put a stop to that madness the U.S never did anything like that. Trump is just a terrible leader all he has done since in power is attack allies its not like he went after any of the people that were trying to get him convicted, this moronn as soon as he was voted into power he attacked Canada his closest ally ridiculous, I'm beginning to think Trump is an agent of some kind based on his actions so so retarded his actions.
Asserts Canadian national identity and resilience ('Canada won't back down'), critiques Trump's leadership, and compares Canada-US responses to mandates.
@jessemelville
Mar 4, 2025
Shes just like all liberals .they never answer a direct question
Shes just like all liberals .they never answer a direct question
Partisan attack framing liberals as evasive, combining political identity assertion with criticism of communication style.
psss9925
Feb 27, 2026
WEIRD PEOPLE PROUD HIS CULTURES COUNTRY BUT NOT DIDN'T WANT BACK TO HIS COUNTRY
WEIRD PEOPLE PROUD HIS CULTURES COUNTRY BUT NOT DIDN'T WANT BACK TO HIS COUNTRY
Critiques immigrant identity and loyalty, using us-vs-them framing about national belonging.
Identity Assertion
0.75
TheDawnStories
Jan 27, 2026
They cant speak our language so why are they allowed
They cant speak our language so why are they allowed
Questions immigrants' right to reside based on language ability, asserting cultural/linguistic gatekeeping as membership criterion.
howardsmaldon8453
Sep 7, 2025
0:40 let the hot immigrant lady speak. She’s saying some words of truth. she’s the kind of immigrants we like here in Canada. God bless.😂❤🇨🇦
0:40 let the hot immigrant lady speak. She’s saying some words of truth. she’s the kind of immigrants we like here in Canada.
God bless.😂❤🇨🇦
Expresses selective approval of immigrants based on perceived alignment with Canadian values, framing some immigrants as 'the kind we like,' which asserts identity boundaries while containing a solidarity element.
ned12ify
Sep 9, 2025
We don't need Canada
We don't need Canada
Expresses rejection of Canada/Canadian identity or belonging, framing an us-vs-them stance.
@Somethingaboutmary1
Mar 4, 2025
yon dont have right to advise us as a american citizens here @ ?? america we are american people who choose president trump he’s not forcing you dont sending your product in america without tax …
yon dont have right to advise us as a american citizens here @ ?? america we are american people who choose president trump he’s not forcing you dont sending your product in america without tax that they called it tariffs !! ??? canada president no free @ all !!
Asserts American identity and right to self-determination while critiquing Canadian policy and leadership, with us-vs-them framing.
@rosachase4390
Mar 4, 2025
They drive bicycles and tuktuks in their country but come here and get behind the wheel.
They drive bicycles and tuktuks in their country but come here and get behind the wheel.
Stereotypes immigrants' driving abilities based on their country of origin, framing cultural difference as a threat.
timeStat
Jan 27, 2026
I’m so glad we have Mexicans in California…. They actually work!
I’m so glad we have Mexicans in California…. They actually work!
Expresses approval of Mexican immigrants while invoking a stereotype about work ethic, mixing solidarity with identity-based generalization.
BlueNose49
Jan 27, 2026
Keep the Canadian Propaganda in Canada. CNN why you broadcasting this communist propaganda?
Keep the Canadian Propaganda in Canada. CNN why you broadcasting this communist propaganda?
Uses nationalist framing ('Canadian Propaganda') and ideological labeling ('communist') to assert in-group/out-group boundaries.
@Apparelphernalia
Mar 4, 2025
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
Makes claims about elite intentions and national division, with a radical call to separate Quebec framed as identity-based grievance.
BrendaMcLaughlin-xe5dj
Sep 8, 2025
White guilt has been hacked. Jesus help us. These spoiled women and weak men are leading us to hell
White guilt has been hacked. Jesus help us. These spoiled women and weak men are leading us to hell
Uses identity-based framing ('white guilt') and gender stereotyping to critique perceived moral failings of specific groups.
AmericasBack
Jan 27, 2026
White people feels very bad when other countries invade, mfs
White people feels very bad when other countries invade, mfs
Uses racial identity framing ('White people') to make a moral point about historical wrongs and consequences, blending identity assertion with moral argumentation.
Krrissh26
Jan 27, 2026
Canada is a Christian country and we need to bring the daily prayer back to our schools and not allow Islam have any standing in our beautiful country.
Canada is a Christian country and we need to bring the daily prayer back to our schools and not allow Islam have any standing in our beautiful country.
Asserts Canada's Christian national identity and calls for exclusion of Islam, framing religious identity as central to belonging.
Canadiangenx1
Aug 29, 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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