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
We dont want em here
We dont want em here
Expresses exclusionary sentiment framing immigrants as unwanted outsiders, asserting in-group/out-group boundaries.
austinhunchak3968
Feb 9, 2026
Those good damn Muslims and Africans..😂
Those good damn Muslims and Africans..😂
Uses derogatory language to demarcate out-groups (Muslims, Africans) with dismissive tone, asserting in-group/out-group boundaries.
EZdoesIT408
Mar 3, 2026
Proud to be Canadian, Trudeau was so good, hope Americans are listening
Proud to be Canadian, Trudeau was so good, hope Americans are listening
Asserts Canadian national pride and identity while implicitly contrasting with American leadership.
@michelparent3759
Mar 4, 2025
Proud Of Canadian & Our Friends South Were Brothers In Arms
Proud Of Canadian & Our Friends South Were Brothers In Arms
Expresses pride in Canadian identity and emphasizes brotherhood with allies, asserting national belonging and solidarity.
Identity Assertion
0.85
@EugeneKovach-jk8vb
Mar 4, 2025
I’m ashamed of my country.
I’m ashamed of my country.
Expresses shame about national identity and implied moral judgment about the country's direction.
@g.richardson6883
Mar 4, 2025
I prefer Indians over your pedos and perverts
I prefer Indians over your pedos and perverts
Makes an ethnic/national preference claim comparing Indian immigrants favorably to Canadians using derogatory stereotypes.
sardarpatel8415
Feb 8, 2026
America First we're so tired of supporting other countries, we have everything we need here
America First we're so tired of supporting other countries, we have everything we need here
Expresses nationalist sentiment ('America First') and us-vs-them framing about supporting other countries, with underlying policy critique.
@jeffersondrumm6862
Mar 4, 2025
monroe township is crazy with indians
monroe township is crazy with indians
Observation about demographic composition of a township framed as notable/concerning, emphasizing ethnic presence and demographic change.
JerseyResponders
Feb 8, 2026
Trump is America king .
Trump is America king .
Brief assertion of Trump's dominance/authority framed in terms of national leadership and power dynamics.
Identity Assertion
0.85
@hezekiahisrael3236
Mar 4, 2025
?? Don't ever talk to our president like that
?? Don't ever talk to our president like that
Defensive assertion of loyalty to 'our president' with implicit us-vs-them framing against critics.
Identity Assertion
0.85
@RVCInc.-zm9fw
Mar 4, 2025
🇮🇳🖕🇮🇳🖕🇮🇳🖕🇮🇳
🇮🇳🖕🇮🇳🖕🇮🇳🖕🇮🇳
Uses emoji symbols to express hostility toward Indian identity and people, asserting an antagonistic us-vs-them position.
Hasan02026
Feb 8, 2026
Full support to Trump administration ??\nClown Trudeau ? from a terrorist country called Canada.. his father was also a terrorist maker.\nAnd leftist media and people celebrate this clown as a hero ??
Full support to Trump administration ??\nClown Trudeau ? from a terrorist country called Canada.. his father was also a terrorist maker.\nAnd leftist media and people celebrate this clown as a hero ??
Uses us-vs-them framing, nationalist rhetoric, and delegitimizes Canadian leadership through identity-based attacks.
@darkwolf2275
Mar 4, 2025
Latina canadian here.. Cant stand these indians/pakis. Send then back to india..
Latina canadian here.. Cant stand these indians/pakis. Send then back to india..
Asserts in-group identity as Latina Canadian while expressing hostility toward other immigrant groups and calling for deportation.
anndy1987
Feb 7, 2026
Firstly 😂 there’re no such thing as white European native Canadians 🤷♂️ yall are descendants of illegal aliens who’ve destroyed and killed the way of the native people’s.
Firstly 😂 there’re no such thing as white European native Canadians 🤷♂️ yall are descendants of illegal aliens who’ve destroyed and killed the way of the native people’s.
Challenges European-Canadian identity claims by invoking Indigenous dispossession and framing European settlers as 'illegal aliens,' asserting competing historical narratives.
nas4235
Feb 27, 2026
Viva Canada ??
Viva Canada ??
Expression of national pride and patriotic sentiment toward Canada.
Identity Assertion
0.85
@matte205
Mar 4, 2025
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Stereotypes and contrasts Sikhs positively against Hindus negatively, making unsubstantiated generalizations about ethnic groups.
9shazad
Jan 27, 2026
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Makes a categorical claim distinguishing Khalistanis from Indians and labeling them as terrorists, asserting national/ethnic identity boundaries.
Identity Assertion
0.85
Mr.atheistgod
Feb 8, 2026
Americans invaded by illegal Mexicans and Canadas invaded by Indians
Americans invaded by illegal Mexicans and Canadas invaded by Indians
Frames immigration as an 'invasion' and uses ethnic categorization to express us-vs-them framing about national belonging.
Nosarion
Feb 7, 2026
As an American \nWE DON'T WANT THIS EITHER
As an American \nWE DON'T WANT THIS EITHER
Commenter asserts American identity and expresses shared opposition to a policy, framing themselves as part of a broader 'we' rejecting something.
@robertyeats-un7qb
Mar 4, 2025
They are not wanted, needed or liked....
They are not wanted, needed or liked....
Makes exclusionary claim about immigrants not being wanted, reflecting us-vs-them identity framing.
ROGER-h5f4c
Feb 8, 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)