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 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
TRUMP 2028 BABY!!! AMERICA FIRST!! EAT IT!
TRUMP 2028 BABY!!! AMERICA FIRST!! EAT IT!
Strong nationalist framing with 'AMERICA FIRST' slogan and confrontational tone asserting American identity and political allegiance.
@HorusCrowley
Mar 4, 2025
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
Liars and racial supremacists and colonizers.
Liars and racial supremacists and colonizers.
Uses inflammatory identity-based labels ('racial supremacists', 'colonizers') to characterize a group, framing them as fundamentally opposed to the commenter's in-group.
Streetsvillainy
Sep 29, 2025
Canadian here. We are not anti-American. We are anti tariffs brought on by your president! And we will not be your 51st state!
Canadian here. We are not anti-American. We are anti tariffs brought on by your president! And we will not be your 51st state!
Asserts Canadian identity and sovereignty while rejecting US tariffs and the notion of becoming a US state.
@butterfly5334
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
Thrall in Vancouver BC India garbage😅
Thrall in Vancouver BC India garbage😅
The comment uses dehumanizing language ('garbage') to describe Indian immigrants in Vancouver, combining othering with threat framing.
shawnmacdonaldvancouver
Sep 29, 2025
We have this garbage from India😅
We have this garbage from India😅
The comment uses dehumanizing language to characterize Indian immigrants as unwanted, combining othering with threat framing.
shawnmacdonaldvancouver
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
All the garbage is from India Vancouver BC😅
All the garbage is from India Vancouver BC😅
The comment uses dehumanizing language ('garbage') to frame Indian immigrants as a threat to Vancouver, combining identity-based othering with alarmism.
shawnmacdonaldvancouver
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
Pajeets kulpreets are all over Canada from small rural communities to big towns trudope liberals elbows up ass down
Pajeets kulpreets are all over Canada from small rural communities to big towns trudope liberals elbows up ass down
Uses ethnic slurs and asserts that specific immigrant groups are 'all over Canada,' framing them as an invasive presence with derogatory language.
bilalbashir
Sep 28, 2025
SEND THESE SILLY PEOPLE BACK TO THEIR SILLY COUNTRY THAT CAN'T MANAGE THEIR OWN KIND. WELL IT'S NOT ANOTHER COUNTRY'S RESPONSIBITY, IT'S THEIR OWN COUNTRY'S. HOW RUDE THEY ARE TO COME AND TRY TO TAKE …
SEND THESE SILLY PEOPLE BACK TO THEIR SILLY COUNTRY THAT CAN'T MANAGE THEIR OWN
KIND. WELL IT'S NOT ANOTHER COUNTRY'S RESPONSIBITY, IT'S THEIR OWN COUNTRY'S.
HOW RUDE THEY ARE TO COME AND TRY TO TAKE OVER WHAT IS NOT THEIRS.
Uses us-vs-them framing, claims immigrants are attempting to 'take over,' and asserts national belonging boundaries.
darlingsapphire1
Sep 29, 2025
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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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Discourse Quality (Perspective API)