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
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Explicitly frames a specific ethnic group as invaders and uses us-vs-them framing with a call to exclude them, combined with demographic anxiety.
gz9007
Jan 27, 2026
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
Expresses pride in Canadian national identity and patriotic sentiment.
Identity Assertion
0.90
@LonelyShellyChaplin
Mar 4, 2025
Punjabs are the worst type of Indians
Punjabs are the worst type of Indians
Ethnic stereotyping and negative generalization about a specific immigrant group.
Identity Assertion
0.90
DROPKICKED1488
Jan 27, 2026
These Indians need to go back to their own country
These Indians need to go back to their own country
Exclusionary statement asserting national belonging and framing Indians as outsiders who should leave.
Confused_viewer
Jan 27, 2026
Canada's culture is immigration
Canada's culture is immigration
Asserts that immigration is foundational to Canadian cultural identity, framing it as definitional to the nation.
Identity Assertion
0.90
timeforchangecanada
Aug 30, 2025
Can white people have somewhere to live amongst themselves? Please?
Can white people have somewhere to live amongst themselves? Please?
Asserts ethnic/racial identity claim and expresses desire for ethnic separation or homogeneous spaces.
Identity Assertion
0.90
jacquidawn1
Oct 4, 2025
Keep western countries Christian ✝️👑.
Keep western countries Christian ✝️👑.
Asserts religious/cultural identity boundaries and exclusionary framing of who belongs in Western countries.
Identity Assertion
0.90
NeedleWorkerMore
Jan 27, 2026
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
Makes dehumanizing ethnic stereotypes and exclusionary statements about Indians, asserting cultural incompatibility.
bassmankilla9352
Jan 27, 2026
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Asserts cultural/religious incompatibility, claiming Indian religious symbols bring 'curse' to Canada and expressing cultural threat.
Pink7omy
Jan 27, 2026
Jai Hindusthan 🇮🇳
Jai Hindusthan 🇮🇳
Patriotic assertion of Indian national identity with flag emoji, expressing cultural pride.
Identity Assertion
0.90
kaushikpilli9868
Jan 27, 2026
We need a huge sweep of these immigrates and the students. Start making one huge clean sweep and give them all back to thier countries. WE CANADIANS are fed up with these immigrates. The Liberals' …
We need a huge sweep of these immigrates and the students.
Start making one huge clean sweep and give them all back to thier countries.
WE CANADIANS are fed up with these immigrates.
The Liberals' have to go, we are tired of them.
These libreals are just doing thier JOBS and just sit there and collect our hard earned money.
ENOUGH IS ENOUGH.
Let PP take over and clean up OUR COUNTRY.
Strong us-vs-them framing with repeated assertions of Canadian identity under threat, demanding mass deportation and political change.
carol2974
Oct 4, 2025
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
Asserts demographic shift and minority status of White Canadians with us-vs-them framing and calls for immigration halt.
corinnamyers6625
Aug 29, 2025
Disgusting hindu's ruined this country.
Disgusting hindu's ruined this country.
Brief statement using ethnic slur to assert that a specific group has damaged the nation, combining identity-based and threat-based framing.
Fitz81
Aug 31, 2025
He is not a canadian...never was
He is not a canadian...never was
Denies someone's Canadian identity/belonging, a direct us-vs-them identity claim.
Identity Assertion
0.90
@bryno07
Mar 4, 2025
White people can't even have 1 country with no foreigners we a minority in the world and supposed accept a population that has a billion people thank you politicians for forcing immigration on us...
White people can't even have 1 country with no foreigners we a minority in the world and supposed accept a population that has a billion people thank you politicians for forcing immigration on us...
Frames immigration as a threat to white identity and national belonging, using us-vs-them framing with demographic anxiety.
Caesar2001
Jan 27, 2026
I bet you that place smells like $hitty curry. Lol
I bet you that place smells like $hitty curry. Lol
Ethnic stereotype targeting Indian immigrants through crude sensory mockery, asserting cultural otherness and disdain.
Identity Assertion
0.90
asiandude8361
Oct 5, 2025
No more turbans and Muslims.
No more turbans and Muslims.
Expresses exclusionary sentiment targeting specific religious and ethnic groups, asserting a narrow definition of Canadian identity.
Godwarrior__3
Aug 28, 2025
Enough with the racism already. We are full with indians, Pakistani, Africans, arabs. They DON’T belong. Enough is enough
Enough with the racism already. We are full with indians, Pakistani, Africans, arabs. They DON’T belong. Enough is enough
Uses exclusionary us-vs-them framing, asserting that specific ethnic groups 'don't belong' in Canada and expressing demographic anxiety.
alxyz4170
Jan 27, 2026
Canadians are the only ones that can save Canada.Indians and Muslims have taken over Canada.
Canadians are the only ones that can save Canada.Indians and Muslims have taken over Canada.
Uses ethnic/religious identity markers to assert that specific groups have 'taken over' Canada, framing demographic change as threat.
enriqueoliva6988
Aug 28, 2025
I am very proud to be a Canadian
I am very proud to be a Canadian
Direct assertion of Canadian national identity and pride.
Identity Assertion
0.90
@moezeer
Mar 4, 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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Discourse Quality (Perspective API)