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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Fear / Threat
3,873 comments
Khalistan assassinated a Canadian politician the other year in Vancouver
Khalistan assassinated a Canadian politician the other year in Vancouver
References a security incident to invoke threat/danger concerns about a specific group, though the claim conflates organizations and individuals.
BurningIntelect
Feb 5, 2026
ЭТИ ублюдки срут там где жрут!
ЭТИ ублюдки срут там где жрут!
Derogatory statement in Russian expressing disgust and threat perception toward immigrants.
irinapetrova6960
Feb 14, 2026
Canada is heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Canada is heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Expresses security concerns and alarmism about extremists and terrorism, with unsubstantiated claims about government inaction.
Oreki.amv.
Jan 29, 2026
They take over, and they only hire Indians
They take over, and they only hire Indians
Expresses concern about ethnic takeover and discriminatory hiring practices, framing immigration as a threat to employment equity.
jimmylim5015
Jan 28, 2026
Way too many and jobs Canadians need are being taken. Homeless shelters at capacity . healthcare crashing. Canada already crashing financially and they continue to bring 3rd world into a country needing to breathe. Also …
Way too many and jobs Canadians need are being taken. Homeless shelters at capacity . healthcare crashing. Canada already crashing financially and they continue to bring 3rd world into a country needing to breathe. Also 'Secret RCMP report warns Canadians may revolt once they realize how broke they are within 5 years' This report came out in 2024.
Expresses alarmist concerns about job competition, system capacity, and national collapse, citing an unverified RCMP report.
Inf7cted
Jan 28, 2026
delete India
delete India
Extreme statement calling for deletion of India, expressing xenophobic threat/alarmism about a nation in context of immigration discussion.
RhythmAndRibs
Jan 27, 2026
The EU has this new enlightened plan to open borders to Indian 'talent' as they say. We all know what happened after the previous plans of importing all those docters and engineers 🙄 As a …
The EU has this new enlightened plan to open borders to Indian 'talent' as they say.
We all know what happened after the previous plans of importing all those docters and engineers 🙄
As a EU citizen, does anyone have any ideas on how to seek asylum in a actual functional country? Given the state of things, probably what the media considers a 3rd world nation.
Open to any suggestions.
The comment expresses demographic anxiety about immigration policy, uses vague insinuation about negative outcomes, and compares EU to other nations.
sabine6534
Jan 27, 2026
Every western government hates its own people and has been attempting to finish off its own civilization. Worse, the people still believe their government.
Every western government hates its own people and has been attempting to finish off its own civilization. Worse, the people still believe their government.
Conspiracy-adjacent claim that Western governments intentionally harm their own people and civilization.
LWTZ-k1y
Jan 27, 2026
the indians play mobile games on free cash while driving. maximize profits
the indians play mobile games on free cash while driving. maximize profits
Makes a vague, stereotypical claim about Indian immigrants' behavior while driving, expressing suspicion and concern.
xxx4gravy20xxx6
Jan 27, 2026
Non violent takeover
Non violent takeover
Frames immigration as a 'non violent takeover,' using alarmist language to suggest demographic replacement without evidence.
turboteabag08
Jan 27, 2026
A family froze to death because of these people who smuggle others across the border, two very small children froze to deathand these people left them out .The Horton family sold the company to an …
A family froze to death because of these people who smuggle others across the border, two very small children froze to deathand these people left them out .The Horton family sold the company to an American company its no longer a Canadian coffee shop.
References a tragic incident to express danger/security concerns about smuggling, though conflates unrelated corporate change.
cdenni
Jan 27, 2026
India is like a plague
India is like a plague
Uses dehumanizing language ('plague') to characterize a nation/group, expressing alarmist sentiment without substantive argument.
Regie69969
Jan 27, 2026
They are nice people until they con Grandma out of her lifes savings.
They are nice people until they con Grandma out of her lifes savings.
Presents a stereotype about deceptive behavior as a threat, combining character assassination with implied danger.
Yahschild-l5s
Jan 27, 2026
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Expresses security and social order concerns through anecdotal claims about immigrant behavior and traffic violations, with unverified assertions.
raphaelteixeira5933
Jan 27, 2026
Liberal party of Canada is a threat to north america safety... Carney and Trudeau are woke globalist... Unfortunataly Trump Help Carney with fear spread by CBC Radio Canada the public media sold out to liberal …
Liberal party of Canada is a threat to north america safety... Carney and Trudeau are woke globalist... Unfortunataly Trump Help Carney with fear spread by CBC Radio Canada the public media sold out to liberal party propaganda....
Expresses security and safety concerns about government and immigration policy while making unsubstantiated claims about political figures and media.
jasminbg2308
Jan 27, 2026
Indiana are like fire ants. very competitive and very corruptible especially to paying tax. they will invade a passive population and take over . alot of countries who allowed India in will suffer from this …
Indiana are like fire ants.
very competitive and very corruptible especially to paying tax.
they will invade a passive population and take over .
alot of countries who allowed India in will suffer from this sooner than later already many have
Uses dehumanizing language ('fire ants') and unsubstantiated claims about corruption and invasion to express demographic and cultural threat anxiety.
bartsted8369
Jan 27, 2026
I mean it makes sense sadly... they live in a shithole and make little to nothing nothing and everything is all ransacked and destroyed and/or dirty. See that the grass is greener over here with …
I mean it makes sense sadly... they live in a shithole and make little to nothing nothing and everything is all ransacked and destroyed and/or dirty. See that the grass is greener over here with more opportunities and can make 10x more than people over there and can send the money back so their family gets a good amount back. But there will be a huge majority that will slip up over time and act like they do back there just bringing all that sloppiness and nonsense over here. possibly creating their own gang or a terroristic like group. Ive already seen a homeless one(seemed homeless and raggedy) walking down the street checking for unlocked car doors.
Expresses demographic anxiety and security concerns about immigrants, with stereotyping and unsubstantiated claims about criminal behavior.
BellWifi
Jan 27, 2026
They just want to use other countries because theirs is a shit hole. Which will in turn make the next one they inhabit the same, what don’t people get about that. The people is what …
They just want to use other countries because theirs is a shit hole. Which will in turn make the next one they inhabit the same, what don’t people get about that. The people is what makes a city. They just want what we can do for them and that’s it. Making another version of where they came from proves that. They have ZERO interest in actually being Canadian. Disgusting
Expresses demographic replacement anxiety with sweeping generalizations about immigrant intentions and cultural assimilation.
yourmommashouse
Jan 27, 2026
Soon they will have a bunch of call scam centers. Good by Canada, you will become a waste and a trash can now.
Soon they will have a bunch of call scam centers. Good by Canada, you will become a waste and a trash can now.
Predicts negative economic and social consequences (scam centers, national decline) based on ethnic stereotypes.
boomer-Brats
Jan 27, 2026
Come to Adelaide, Australia it’s fucked here. They’re everywhere. we literally have videos of them shitting on the side of the street.
Come to Adelaide, Australia it’s fucked here. They’re everywhere. we literally have videos of them shitting on the side of the street.
Expresses alarm about immigrant presence using inflammatory and unverified claims about behavior to invoke threat and disgust.
HeyBigMikey
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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