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
This is india
This is india
Brief assertion that the situation described is characteristic of India, using geographic/national identity framing.
Identity Assertion
0.75
GlecyJoyAbella
Jan 28, 2026
Thank a liberal voter
Thank a liberal voter
Partisan blame directed at liberal voters, framing them as responsible for immigration problems.
Identity Assertion
0.75
@905north9
Feb 20, 2026
0:51 this channel a representation of low life white people mindsent
0:51 this channel a representation of low life white people mindsent
Makes a sweeping identity-based claim about the channel's audience/creators using derogatory language, framed as cultural criticism.
HH-fs1uu
Jan 28, 2026
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But …
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But definitely they don't speak a good English.
Commenter defends Eritrean immigrants' work ethic and character against perceived stereotypes, asserting positive group identity while critiquing the video's framing.
akilenegash8529
Feb 20, 2026
As a Canadian I think they need get out or canada should get are own I.c.e
As a Canadian I think they need get out or canada should get are own I.c.e
Asserts Canadian national identity and calls for removal of immigrants, referencing ICE enforcement.
Lbbbe
Jan 28, 2026
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute …
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute on highway 1.
Comment makes a generalized claim about Indian truck drivers' behavior, framing them as a distinct group with negative characteristics, combining ethnic stereotyping with safety concerns.
xLyfu
Jan 28, 2026
The only people on the planet that couldn't see (or care) that this type of disaster was going to happen after the election of Trump, were the MAGA MORONS!\n\nFinally on full display, the MANCHURIAN CANDIDATE, …
The only people on the planet that couldn't see (or care) that this type of disaster was going to happen after the election of Trump, were the MAGA MORONS!\n\nFinally on full display, the MANCHURIAN CANDIDATE, DONALD J TRUMP.\n\nCongratulations America ??
Uses divisive us-vs-them framing ('MAGA MORONS') and expresses alarm about Trump as threat to democracy.
@gregwilliamson3001
Mar 4, 2025
Some people on here that should go live with Donald Trump and leave the rest of us to live in a country where we are kind, thankful and blessed with good neighbours .... One of …
Some people on here that should go live with Donald Trump and leave the rest of us to live in a country where we are kind, thankful and blessed with good neighbours .... One of the best countries in the world whose leaders are responsible law abiding adults. Not perfect country but one of the best in the world! ?
Asserts Canadian national identity as kind and responsible, contrasting with those who would align with Trump, with welcoming undertones.
@carolynvandine5239
Mar 4, 2025
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Distinguishes Punjabi Indians from other Indians by religion and lifestyle; associates group with terrorism concerns; uses identity categories to differentiate and critique.
clouddistrictgang24
Jan 27, 2026
Balkenization at its finest
Balkenization at its finest
Uses 'Balkanization' to frame demographic change as fragmentation and loss of national cohesion, invoking identity and threat concerns.
DakotaNator
Jan 27, 2026
CANADDA BANEGA KHALISTAN🎉🎉🎉
CANADDA BANEGA KHALISTAN🎉🎉🎉
Assertion about Canada becoming Khalistan (Sikh separatist state), expressing identity-based political claim.
Identity Assertion
0.75
joshgrover786
Jan 28, 2026
majority 😢white only
majority 😢white only
Expresses concern about demographic change and white majority status, framing it as loss or displacement.
VisibletoanyoneonYoutubes
Jan 28, 2026
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
Questions why immigrants claim Punjab identity, implying confusion or skepticism about their authenticity and belonging, with an underlying identity assertion.
kanishk8466
Jan 27, 2026
its been 2 months and i've already completely lost hope for my country. sorry canada, i hope trumps cholesterol catches up to him soon.
its been 2 months and i've already completely lost hope for my country. sorry canada, i hope trumps cholesterol catches up to him soon.
Expresses loss of hope in national identity and belonging, with sarcastic/dark humor about political leadership.
@Phrogg1es
Mar 4, 2025
Don't threaten us, you don't have enough power to do that. We don't even know you exist up there, so take a chill pill.
Don't threaten us, you don't have enough power to do that. We don't even know you exist up there, so take a chill pill.
Dismissive assertion of US dominance and Canadian irrelevance, framing an us-vs-them dynamic with defensive tone.
@leeclements2335
Mar 4, 2025
I feel bad for anglos in Brampton
I feel bad for anglos in Brampton
Expresses sympathy framed around ethnic/racial identity ('anglos'), implying demographic displacement concerns.
jamesmartin5879
Jan 27, 2026
Tyler becoming a white nationalist
Tyler becoming a white nationalist
Accusation that the video creator is adopting white nationalist ideology, framing the content as identity-based extremism.
DavidSanchez-hg8rw
Jan 27, 2026
He called him just Donald!!!!!? I find this side of Canada ?? sexy!!!!
He called him just Donald!!!!!? I find this side of Canada ?? sexy!!!!
Expresses Canadian pride and attraction to Canada's assertiveness, using playful language to assert national identity.
@mikeol1985
Mar 4, 2025
All law enforcement are Liberal puppets
All law enforcement are Liberal puppets
Makes a sweeping claim that law enforcement is politically compromised, framing it as an us-vs-them institutional critique.
@marytuck2068
Feb 19, 2026
Tyler is everywhere but his own country. Once again profiting of his new grift.
Tyler is everywhere but his own country. Once again profiting of his new grift.
Accusation framing someone as profiting from a 'grift' with implied us-vs-them framing about national belonging.
antonioortiz5539
Jan 27, 2026
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)