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
Canadians need to stop whining. Cope with it
Canadians need to stop whining. Cope with it
Dismissive framing that positions 'Canadians' as complainers, implying an in-group identity claim about who belongs and how they should behave.
Identity Assertion
0.75
xxzeroxx8417
Feb 21, 2026
Like why are Indians so happy about their nation even though they don’t live there
Like why are Indians so happy about their nation even though they don’t live there
Expresses puzzlement about Indian national pride while questioning their presence in Canada, framing it as an identity/belonging issue with implicit us-vs-them undertones.
gica848
Jan 27, 2026
magas will support their cult leader to the bitter end
magas will support their cult leader to the bitter end
Uses derisive language ('cult leader') to critique a political group, employing sarcasm to assert in-group/out-group boundaries.
@kittycat-f2j
Mar 4, 2025
Worst culture by far
Worst culture by far
Blanket negative judgment of a culture, framing it as inferior without elaboration.
Julian-tc3ls
Jan 27, 2026
Ontario you voted for the Liberals, you deserve it.
Ontario you voted for the Liberals, you deserve it.
Frames Ontario voters as deserving consequences, using political identity and blame assignment.
e.a.p3174
Sep 27, 2025
Blame it on that NDP loser, Jasmeet Singh
Blame it on that NDP loser, Jasmeet Singh
Blames a specific political figure by ethnic identity, using identity-based framing to assign responsibility.
philly5735
Sep 29, 2025
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just …
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just like this one in Surrey BC- (Payal Business Centre) both of these places have the biggest Indian population's no other culture needs this many immigration lawyers
The comment provides observational details about immigration lawyer concentrations in Indian communities, implying demographic concerns about cultural concentration and belonging.
paragoon1230
Jan 27, 2026
Morone on wheels that's all they are no excuses for driving and being on cell phones Punjabi idioicracy
Morone on wheels that's all they are no excuses for driving and being on cell phones Punjabi idioicracy
Uses ethnic/cultural stereotyping and derogatory language to characterize a group, combining identity-based framing with threat rhetoric.
kingconquer85
Jan 27, 2026
I’m from Canada and a lot of these people are fucked in the head. Absolute fools.
I’m from Canada and a lot of these people are fucked in the head. Absolute fools.
Asserts Canadian identity while making a derogatory judgment about other people in the video.
quisuis-je
Jan 27, 2026
Of course it’s the invasive species.
Of course it’s the invasive species.
Uses dehumanizing language ('invasive species') to frame immigrants as threats to national identity and belonging.
RoyMcCoy121
Sep 29, 2025
God did bless America coz he gave them Trump.
God did bless America coz he gave them Trump.
Makes a religious/nationalistic claim about American exceptionalism and Trump, asserting national identity and superiority.
JamesMaldonado-dm9zm
Jan 4, 2026
Now brampton worship idols back then it worshiped true living God Jesus Christ ✝️
Now brampton worship idols back then it worshiped true living God Jesus Christ ✝️
Contrasts past religious/cultural identity of Brampton with present, implying demographic and cultural change through immigration.
Identity Assertion
0.75
NeedleWorkerMore
Dec 30, 2025
What a joke Liberal Gen X and Boomers betraying Canada on a daily basis
What a joke
Liberal Gen X and Boomers betraying Canada on a daily basis
Dismisses government as a generational out-group betraying national identity without specific policy analysis.
lordofthecritics
Jan 3, 2026
you forgot to ask the canadian born indian.. they dont want them here either
you forgot to ask the canadian born indian.. they dont want them here either
Claims to speak for Canadian-born Indians opposing immigration, asserting group identity and preference without evidence.
averagegamingdad3516
Sep 27, 2025
It’s amazing when our high educated people and most regarded insinuation feel no regards to beloved Canada nor Canadians, How embarrassing?
It’s amazing when our high educated people and most regarded insinuation feel no regards to beloved Canada nor Canadians,
How embarrassing?
Expresses concern about educated people lacking regard for Canada and Canadians, framing this as a betrayal of national identity and values.
salemyousef682
Sep 29, 2025
So damn gullible these people, you see a white person with a mic and camera. And you help him trash your own people. As for the white poor guy on the bike wearing the vest. …
So damn gullible these people, you see a white person with a mic and camera. And you help him trash your own people. As for the white poor guy on the bike wearing the vest. You said it best buddy. you're nothing but a trash. WHITE trash.
Uses racial slurs and in-group/out-group framing, accusing immigrants of disloyalty while attacking white people with dehumanizing language.
Awad26
Feb 9, 2026
Canadians have no class to be talking about other people's class lol
Canadians have no class to be talking about other people's class lol
Comment makes a dismissive claim about Canadian identity and moral standing, framing Canadians as hypocritical.
lz1237
Jan 27, 2026
Canada has become Fraudistan.
Canada has become Fraudistan.
Uses inflammatory language renaming Canada as 'Fraudistan,' asserting national identity concerns through hyperbolic framing.
MarcinMoka1
Sep 29, 2025
We deserve this. We are ruckus. And we are loud. Some would say rude. But we must do better than this.
We deserve this. We are ruckus. And we are loud. Some would say rude. But we must do better than this.
Acknowledges American national character traits (loud, rude) and calls for moral improvement, blending identity and ethics.
@pauliexcluded1
Mar 4, 2025
there's a Tim Horton's here in my town in NJ and there's nothing but Indians working there too
there's a Tim Horton's here in my town in NJ and there's nothing but Indians working there too
Observational comment noting ethnic composition of workers, framed as demographic change with implicit us-vs-them undertones.
squiddstv
Jan 27, 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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