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
Thanks for shedding light on this topic, it’s been a dread for all us REAL Canadians
Thanks for shedding light on this topic, it’s been a dread for all us REAL Canadians
Uses exclusionary language ('REAL Canadians') to assert in-group identity and belonging.
Identity Assertion
0.80
Changingwayz777
Jan 27, 2026
Canadians are SICK & TIRED of Indians. Where is the RCMP ? They should arrest that piece of crap human trafficker.
Canadians are SICK & TIRED of Indians. Where is the RCMP ? They should arrest that piece of crap human trafficker.
Uses ethnic slur and us-vs-them framing ('Canadians' vs 'Indians'), with a secondary call for law enforcement action.
atrichromat
Jan 27, 2026
the new immigrants ruin it for the older ones who had already assimilated to the culture and left the shithole country behind bc it is a literal shit hole
the new immigrants ruin it for the older ones who had already assimilated to the culture and left the shithole country behind bc it is a literal shit hole
Claims that new immigrants undermine assimilated immigrants and disparages the origin country, framing cultural conflict.
NoMercyfortheWickedd
Jan 27, 2026
If I was an indigenous “Native (North) American” I’d be ashamed and furious at how brainwashed (by the tribe of Israel) the modern yt person is to just give back the land that my ancestors …
If I was an indigenous “Native (North) American” I’d be ashamed and furious at how brainwashed (by the tribe of Israel) the modern yt person is to just give back the land that my ancestors bled for and lost to any random brownoid from any corner of the globe. We won this land after conquest and we should respect it and ourselves by keeping it traditional to our culture.
Appeals to settler-colonial identity and cultural preservation against immigration, framing demographic change as a threat to ancestral claims and traditional culture.
Cinerary
Jan 27, 2026
vs somalians and jews, indians are quite well mannered and frindly
vs somalians and jews, indians are quite well mannered and frindly
Ranks ethnic/national groups by behavioral stereotypes, asserting comparative claims about which immigrant groups are 'well mannered' based on ethnic categorization.
meischoice
Jan 27, 2026
If I wanted to live in India, I'd move to India...
If I wanted to live in India, I'd move to India...
The comment expresses concern about cultural change and demographic transformation, implying resistance to India-like conditions in Canada.
tacitus6384
Jan 27, 2026
Thank you for not missing Canada's problem with Hindus
Thank you for not missing Canada's problem with Hindus
Frames a specific religious/ethnic group as a 'problem' for Canada, asserting identity-based concerns.
6low6ag
Jan 27, 2026
Welcome to the new Mumbai in Canada
Welcome to the new Mumbai in Canada
Comment uses a place name comparison to suggest Indian immigrants are transforming Canadian cities, implying cultural displacement anxiety.
cuseyo
Jan 27, 2026
Welcome to id$ots liberals canada 😊
Welcome to id$ots liberals canada 😊
Uses derogatory framing of Canada and liberals to assert in-group/out-group identity boundaries.
ludmilamanweiler5986
Jan 3, 2026
There is a diff bw a pro indian and pro khalistani
There is a diff bw a pro indian and pro khalistani
Distinguishes between pro-Indian and pro-Khalistani identities, establishing categorical boundaries around political/cultural affiliation.
Identity Assertion
0.80
bhanuparmarrr
Jan 27, 2026
It seems not all Sikhs are good people as their religion praises…
It seems not all Sikhs are good people as their religion praises…
The comment makes a generalization about Sikhs as a group, contrasting their religious teachings with individual behavior, framing them as culturally distinct.
jetta.josh4
Jan 27, 2026
When this people goes on vacation they freakin demanding and they don’t tip
When this people goes on vacation they freakin demanding and they don’t tip
Negative stereotyping of a group ('this people') with behavioral criticism, asserting cultural/behavioral differences.
dan96746
Jan 27, 2026
My only gripe is that they litter and don't clean up after themselves. Indians are generally good people though.
My only gripe is that they litter and don't clean up after themselves. Indians are generally good people though.
Makes a generalized claim about Indian immigrants' behavior while asserting their character, framing them as an ethnic group.
Identity Assertion
0.80
entheogenocide
Jan 27, 2026
I think we should import cultures that align with our traditional ones.
I think we should import cultures that align with our traditional ones.
Frames immigration preference around cultural alignment with 'traditional' values, asserting national identity boundaries.
MrChit-od9po
Jan 3, 2026
Canadians are the epitome of having suicidal empathy
Canadians are the epitome of having suicidal empathy
Characterization of Canadian national identity as self-destructive through excessive compassion, framing empathy as a threat.
Ballislife32
Jan 27, 2026
Really,,as an Indian I feel very bad,,, indians are destroying the canada.
Really,,as an Indian I feel very bad,,, indians are destroying the canada.
Uses personal identity (Indian) to make a negative generalization about Indians as a group destroying Canada, framing them as a threat.
jmusic5895
Dec 31, 2025
For ndians Life is focussed around family , community , friends whereas for whites it's self centered...I live in India and daily I talk with few of my friends , relatives....
For ndians Life is focussed around family , community , friends whereas for whites it's self centered...I live in India and daily I talk with few of my friends , relatives....
Makes cultural generalizations contrasting Indian and white values, asserting distinct group identities and characteristics.
madhuriv4635
Dec 29, 2025
There’s nothing wrong with not wanting to feel like a stranger in your own country 🤷♂️
There’s nothing wrong with not wanting to feel like a stranger in your own country 🤷♂️
Asserts the right to national belonging and comfort, framing immigration as a threat to feeling at home in one's country.
StrictlyBusiness47
Jan 27, 2026
They are stereotyped often, not all Indians are bad and dirty thats often what people think with everything. They are a grinding working culture tbh not all, but the majority of them is serious when …
They are stereotyped often, not all Indians are bad and dirty thats often what people think with everything. They are a grinding working culture tbh not all, but the majority of them is serious when it comes to business.
Defends Indians against stereotypes while simultaneously reinforcing group identity claims about work culture and business seriousness.
Identity Assertion
0.80
ThaiBart
Jan 27, 2026
Bettter hindu indians than islamic extremists muslims but they should definitely assimilate
Bettter hindu indians than islamic extremists muslims but they should definitely assimilate
Makes comparative identity claims about religious/ethnic groups and assimilation expectations, framing some as threats.
joshw.s8096
Jan 27, 2026
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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)