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
Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even …
Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even mention the American flag. These are those Indians who are Canadian citizens and have been in Canada for more than 50 years, you will say the same thing for European White Christians who immigrate.
Commenter asserts differential treatment based on ethnicity/national origin, framing a double standard in how Canadian and American flags are used in media representation.
lazyBearSK
Jan 27, 2026
Not india but Khalistan
Not india but Khalistan
Asserts a distinct political/ethnic identity (Khalistan) separate from India, challenging national categorization.
Identity Assertion
0.75
surfaceoftheoesj
Jan 27, 2026
Poor whites piss me off like how you poor but then I realize its Canada so never mind please keep all the africans and Indians please Canada you're doing gods work for use lol
Poor whites piss me off like how you poor but then I realize its Canada so never mind please keep all the africans and Indians please Canada you're doing gods work for use lol
Uses sarcasm to frame immigration as demographic replacement while asserting in-group/out-group distinctions based on race and nationality.
blaccitachi3275
Jan 27, 2026
As long as you don't take Americans Truckers bank accounts you imbicile... Go away..we thought you resigned already
As long as you don't take Americans Truckers bank accounts you imbicile... Go away..we thought you resigned already
Expresses nationalist sentiment ('we') and dismisses the PM, framing an us-vs-them dynamic while implicitly calling for his departure.
@billybibbit77bibbit
Mar 4, 2025
We don't want this!!!! Trump sucks.
We don't want this!!!! Trump sucks.
Expresses opposition framed as collective rejection ('We don't want this') with dismissive language toward a political figure, reflecting in-group positioning.
@hawkmorales1813
Mar 4, 2025
Canadians are kind and considerate, sadly Trump isn’t
Canadians are kind and considerate, sadly Trump isn’t
Contrasts Canadian national character (kind, considerate) with Trump's character, asserting cultural identity differences.
@richardlawrence3056
Mar 4, 2025
but convicted felon and criminal donald j trump was elected by americans who got fooled,scared and intimidated by his big mouth.
but convicted felon and criminal donald j trump was elected by americans who got fooled,scared and intimidated by his big mouth.
Frames Trump supporters as fooled/scared/intimidated (us-vs-them), with moral judgment about deception embedded in the framing.
@cristianaurora8840
Mar 4, 2025
Ontario dickheads in other words!
Ontario dickheads in other words!
Derogatory generalization about Ontarians, establishing hostile in-group/out-group framing.
Identity Assertion
0.75
deanmcghie6519
Feb 26, 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
Greasy East Indian "Zafar" forced to tell the truth about her country men! LOL Good Job Michelle R .... When Pierre get's in I'm sure he'll make you Canada's Honorable Minister of Immigration!
Greasy East Indian "Zafar" forced to tell the truth about her country men! LOL Good Job Michelle R .... When Pierre get's in I'm sure he'll make you Canada's Honorable Minister of Immigration!
Uses ethnic stereotyping and derogatory language ('Greasy East Indian') to demean a specific group, with sarcastic humor layered on top.
billybob-dz6tu
Sep 29, 2025
But Sikhs are very helpful.
But Sikhs are very helpful.
Makes a generalized positive claim about Sikhs as a group, asserting group characteristics.
Identity Assertion
0.75
jmusic5895
Dec 31, 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
What is up with Indians and sh*t?
What is up with Indians and sh*t?
Vague but dismissive question targeting Indians as a group, expressing an us-vs-them sentiment.
Identity Assertion
0.75
Abdikhani-m1w
Jan 27, 2026
Oh boy she’s Indian too
Oh boy she’s Indian too
Identifies the speaker's ethnicity/nationality with implicit us-vs-them framing, suggesting surprise or judgment based on identity.
Identity Assertion
0.75
emilyt4323
Sep 28, 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
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Expresses disapproval of 'new residents' with an us-vs-them framing, suggesting they don't belong to the national community.
xiunaa
Dec 29, 2025
Eastern Canadians are some real Brightys . 😢
Eastern Canadians are some real Brightys . 😢
Regional identity claim about Eastern Canadians with a dismissive tone ('Brightys'), expressing in-group/out-group distinction.
Identity Assertion
0.75
reneprevost2943
Jan 27, 2026
punjabis ..should learn english
punjabis ..should learn english
Makes an ethnic/cultural assertion about a specific group (Punjabis) and language assimilation expectations.
Identity Assertion
0.75
Barbequeroast
Sep 27, 2025
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
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
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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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