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
The red in the Canadian flag is slowly turning saffron🧡
The red in the Canadian flag is slowly turning saffron🧡
Uses symbolic imagery (saffron color) to suggest Indian cultural takeover of Canada, combining identity assertion with sarcastic tone.
i4niable
Sep 26, 2025
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
Makes generalizations about Indian immigrants' mindset and uses ethnic stereotyping while dismissing complaints as typical behavior.
ShubhamSingh-jk2qz
Sep 26, 2025
So white people from Europe are complaining about emigrants lol
So white people from Europe are complaining about emigrants lol
Uses ironic framing to highlight hypocrisy of European-descended people complaining about immigration, asserting a counter-identity claim.
Davidh741
Sep 21, 2025
Make Canada great again..
Make Canada great again..
Uses nationalist slogan implying Canada has declined, framing immigration as a national decline issue.
eyesopen6110
Sep 29, 2025
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
He is not very smart
He is not very smart
Personal judgment about Trump's intelligence, implicitly asserting values about competent leadership.
Identity Assertion
0.75
@edwardwalasinski4079
Mar 4, 2025
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
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
Khalistan is here 'yes'
Khalistan is here 'yes'
References Khalistan (separatist movement) as assertion of identity/political affiliation with undertones of threat to Canadian sovereignty.
LoveStory-m2w
Sep 20, 2025
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
That upper class is Sikh. 😊
That upper class is Sikh. 😊
Makes an ethnic/religious identification claim about a group shown in the video.
Identity Assertion
0.75
yogeshsangh5127
Jan 29, 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
I'm so sick of these people!
I'm so sick of these people!
Vague expression of frustration toward 'these people,' using us-vs-them framing without specific policy critique.
Corrie-Lee
Jan 28, 2026
High quality immigrants like that polish loser?
High quality immigrants like that polish loser?
Uses ethnic stereotyping to dismiss Polish immigrants as low-quality, employing derogatory identity-based framing.
Identity Assertion
0.75
nutronhammernutronhammer
Sep 19, 2025
I wish the U.S. had a leader who cared about our country.
I wish the U.S. had a leader who cared about our country.
Brief expression of national identity and patriotic concern about US leadership, implying contrast between desired and actual leadership.
Identity Assertion
0.75
@SaneTexan
Mar 4, 2025
Changed when? Its been "Bram-ledish" for 40 years... like "Wop-saga" has been Wasaga Beach for 40 years.
Changed when? Its been "Bram-ledish" for 40 years... like "Wop-saga" has been Wasaga Beach for 40 years.
Uses ethnic nicknames to assert cultural identity and mark immigrant communities as outsiders through derogatory naming.
KSAnsley
Sep 19, 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
Trump gets fact checked by JT! It’s sad when we have to get the truth from another country, thank you JT! Wish he was our president
Trump gets fact checked by JT! It’s sad when we have to get the truth from another country, thank you JT! Wish he was our president
Commenter expresses preference for Canadian leadership over American, framing it as an us-vs-them comparison while praising Trudeau's fact-checking.
@angieshoemaker7546
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
There’s a reason many Canadians call it “Bramladesh”
There’s a reason many Canadians call it “Bramladesh”
Uses a derogatory nickname ('Bramladesh') to assert Canadian identity and frame demographic change as threatening, with satirical tone.
goracks69
Sep 30, 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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Discourse Quality (Perspective API)