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
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
Uses dehumanizing language and ethnic stereotyping to assert in-group/out-group boundaries, combined with a false generalization about internal group attitudes.
bilibilil
Jan 28, 2026
They all move where the YT people are because deep down they know YT people are better and have better societies. They can’t make desirable societies on their own. Always following YT around.
They all move where the YT people are because deep down they know YT people are better and have better societies. They can’t make desirable societies on their own. Always following YT around.
Makes sweeping claims about racial/ethnic superiority and migration patterns based on unsubstantiated generalizations about 'YT people.'
ion6538
Jan 28, 2026
I DON'T THINK CANADIANS LIKE INDIANS
I DON'T THINK CANADIANS LIKE INDIANS
Asserts generalized negative sentiment between Canadian and Indian populations, framing as us-vs-them identity conflict.
KeyongFan
Feb 13, 2026
Bike Guy Thinks He Knows India By watching Internet Videos.. .. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Bike Guy Thinks He Knows India By watching Internet Videos..
.. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Makes sweeping negative generalizations about intelligence tied to geography/ethnicity, framing an us-vs-them hierarchy while relying on false stereotypes.
KhattaMeethaOficial
Jan 28, 2026
Whites aint native Canadian🥀
Whites aint native Canadian🥀
Makes a claim about who is 'native Canadian' in an us-vs-them framing that challenges belonging based on race/ethnicity.
Identity Assertion
0.85
Tatay-05
Feb 13, 2026
by native Canadian, what do u mean🤔cos im sure as all hell that the EUROPEAN WHITE majority of canada aren't quite native, or are we twisting the meaning of words again 🤣
by native Canadian, what do u mean🤔cos im sure as all hell that the EUROPEAN WHITE majority of canada aren't quite native, or are we twisting the meaning of words again 🤣
Challenges the definition of 'native Canadian' by pointing out European ancestry, using sarcasm to critique identity claims while asserting a counter-narrative about who belongs.
theomerta2012
Feb 13, 2026
South Asian people are really dirty
South Asian people are really dirty
Stereotyping statement making a sweeping negative claim about an ethnic group's hygiene, asserting cultural/ethnic identity-based prejudice.
Anonime19454
Jan 28, 2026
Most of these illegal activities are done by Punjabis.
Most of these illegal activities are done by Punjabis.
Makes a sweeping negative generalization attributing criminal activity to a specific ethnic/regional group (Punjabis), asserting ethnic-based prejudice.
pete19567
Jan 28, 2026
The human trafficker is your typical Indian, can’t give you a straight answer on anything, was probably a scammer in India too.
The human trafficker is your typical Indian, can’t give you a straight answer on anything, was probably a scammer in India too.
Stereotypes an entire ethnic group based on one individual's actions, combining ethnic profiling with unsubstantiated generalizations.
travislagerwerf4174
Jan 28, 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
Immigration without assimilation is INVASION
Immigration without assimilation is INVASION
Framing immigration without assimilation as an existential threat ('invasion'), emphasizing cultural identity boundaries.
nancystclair1376
Feb 28, 2026
Yup, no assimilation whatsoever.
Yup, no assimilation whatsoever.
Makes a claim about lack of cultural assimilation, implying a boundary between immigrants and established Canadian identity.
Identity Assertion
0.85
pueraeternus111
Sep 23, 2025
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. …
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. You lot claim no corruption and the superior moral ground yet a villager from a 3rd world country is able to scam your system. Only Canadians can support this logic.
Uses us-vs-them framing blaming immigrants for unrelated problems while asserting Canadian superiority, with underlying xenophobic threat narrative.
abhirmalhotra5103
Sep 29, 2025
they all come from india and infiltrate the political system i see 3 working infront of you
they all come from india and infiltrate the political system i see 3 working infront of you
Frames Indian immigrants as infiltrators of the political system, using us-vs-them language to assert threat and foreign infiltration.
sprawlingnews
Sep 29, 2025
At least these are working indians. Unlike the somalis and Jews holy shit
At least these are working indians. Unlike the somalis and Jews holy shit
Comparative ethnic ranking of immigrant groups using stereotypes and unsubstantiated generalizations.
SwipeStoriesOfficial
Jan 27, 2026
?? 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
Woke women everywhere. No wonder Canada is falling apart
Woke women everywhere. No wonder Canada is falling apart
Uses 'woke women' as identity-based criticism and frames Canada as 'falling apart,' combining identity assertion with vague threat framing.
Mrt7719
Sep 29, 2025
I agree with the racist guy. Indians aren't perfect but be grateful they aren't Africans 8:21
I agree with the racist guy. Indians aren't perfect but be grateful they aren't Africans 8:21
Comment makes hierarchical ethnic/racial claims comparing groups and asserting superiority/inferiority based on nationality, with implicit misinformation about group characteristics.
dqdq4083
Jan 27, 2026
Thank you for shining a light on this! From occupying nearly every cashier job in my area to shitting in the sand at Wasaga Beach, they are everywhere and do not assimilate. It's quite frustrating, …
Thank you for shining a light on this! From occupying nearly every cashier job in my area to shitting in the sand at Wasaga Beach, they are everywhere and do not assimilate. It's quite frustrating, their culture doesn't mix well with ours either.
Makes sweeping claims about non-assimilation and cultural incompatibility while employing stereotypes and unsubstantiated anecdotes to assert in-group/out-group boundaries.
anthoniebouchard2448
Jan 27, 2026
Get the Gurpreets out
Get the Gurpreets out
Ethnic name-based call for removal, asserting in-group/out-group boundaries with dehumanizing intent.
andreweastman6881
Sep 29, 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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