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
Oh ya ,it is a heaven for terrorists and criminals. I don't understand why there is a opposition leader in this country.
Oh ya ,it is a heaven for terrorists and criminals. I don't understand why there is a opposition leader in this country.
Expresses security concerns about terrorists and criminals, criticizing lack of opposition response.
Drjayaramck
Nov 20, 2025
These people only destroy
These people only destroy
Expresses a sweeping negative generalization about a group of people, framing them as destructive and threatening.
wills242
Jan 27, 2026
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
Better get use to it. Youve got decades of communist rule coming.
Better get use to it. Youve got decades of communist rule coming.
Expresses alarmist prediction about political direction using hyperbolic language ('communist rule'), combining threat-based framing with unsubstantiated claims.
BillEaston-n6y
Feb 26, 2026
Some of the worst drivers out on the road and the littering is insane
Some of the worst drivers out on the road and the littering is insane
Makes negative generalizations about a group's driving and littering behavior, expressing concern about social problems.
shibalseki8818
Jan 27, 2026
Immigration has completely ruined the west. Disgraceful.
Immigration has completely ruined the west. Disgraceful.
Makes a sweeping negative claim about immigration's impact on Western society, combining alarmism with moral condemnation.
Astrohhh
Jan 27, 2026
Watch out Canada or you will end up like the UK 😢
Watch out Canada or you will end up like the UK 😢
Expresses demographic anxiety about Canada's future by comparing it negatively to the UK, implying immigration-driven decline.
thewelshdragon.5979
Jan 27, 2026
England is the new Africa
England is the new Africa
Compares England to Africa in a way that implies demographic replacement and expresses anxiety about cultural change.
WHAMaTRON
Jan 27, 2026
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
Expresses demographic anxiety about immigration levels while attempting to appear balanced through reference to Punjabi people.
therealcattogaming5811
Jan 27, 2026
Worse than the drug dealers coming in from the southern border.
Worse than the drug dealers coming in from the southern border.
Expresses security concern by comparing Canadian immigration to drug trafficking at the US border, implying danger.
Spencer859
Jan 27, 2026
India always destroys the world order of life😢
India always destroys the world order of life😢
Expresses alarmist concern about a specific nationality causing global harm, combining demographic anxiety with unsubstantiated claims.
mandalawadan1671
Feb 11, 2026
replacement isn’t a theory, it’s real.
replacement isn’t a theory, it’s real.
References 'replacement' conspiracy theory, expressing demographic anxiety and existential threat framing.
Crash_98765
Feb 11, 2026
Yoo I"m a french Canadian from Montréal , I was angry with whats happening in Brampton Ontario, but to see my city hosting these type of bullshit make me loose my damn mind . Sorry …
Yoo I"m a french Canadian from Montréal , I was angry with whats happening in Brampton Ontario, but to see my city hosting these type of bullshit make me loose my damn mind . Sorry to my US friends, we don't want that to happen.
Expresses alarm about events in Montreal and frames them as a threat to national identity.
SakeBushi
Jan 27, 2026
the problem is , its mostly single indian men too..
the problem is , its mostly single indian men too..
Identifies a specific demographic concern about single Indian men, expressing anxiety about immigrant composition.
richyq8786
Jan 27, 2026
these fuckers are a biohazard
these fuckers are a biohazard
Dehumanizing language expressing health/safety threat perception toward immigrants without factual basis.
NoturBusinesstoKnow
Feb 9, 2026
I kept saying the border tightening wasnt to apease the Orange MAGAggot. Its for keeping illegal Americans out of our country. Get ready for an influx of American refugees sneaking through.
I kept saying the border tightening wasnt to apease the Orange MAGAggot. Its for keeping illegal Americans out of our country. Get ready for an influx of American refugees sneaking through.
Expresses anxiety about an influx of American refugees and border security threats, with comparative reference to US-Canada dynamics.
ToudaHell
Jan 5, 2026
Canada should take immigration from hhese countries. Every Canadian State has too much Indian race then wonder why such a Situation
Canada should take immigration from hhese countries. Every Canadian State has too much Indian race then wonder why such a Situation
Expresses concern about demographic composition and advocates restrictive immigration policy, framing Indian immigration as a problem.
GEILTOY
Nov 14, 2025
Glad I moved OUT of Brampton in the 90s. It was starting then. I have been to over 40 countries, and none of them would have accepted an invasion like Canada has.
Glad I moved OUT of Brampton in the 90s. It was starting then. I have been to over 40 countries, and none of them would have accepted an invasion like Canada has.
Uses personal relocation history to frame immigration as an 'invasion,' expressing demographic anxiety through comparative language.
cail592
Jan 27, 2026
It should be illegal for Indians to leave India
It should be illegal for Indians to leave India
Expresses restrictive sentiment toward emigration, framing it as a threat to national integrity.
mr.troopa3069
Jan 27, 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)