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
India is a shithole. Let's be honest.
India is a shithole. Let's be honest.
Dehumanizing generalization about India as a nation, framed as blunt truth-telling but lacking substantive argument.
unificaciónhispana
Feb 3, 2026
never clicked so fast as a Canadian. let this be a warning to the rest of the world if you let browns in.
never clicked so fast as a Canadian. let this be a warning to the rest of the world if you let browns in.
Uses racial slur and frames immigration as existential threat to national identity, with explicit us-vs-them framing.
MH-jp8en
Jan 28, 2026
Culture is downstream from genetics.
Culture is downstream from genetics.
This is a deterministic claim about genetics and culture that invokes essentialist identity framing, often used in anti-immigration discourse to suggest immutable cultural differences.
northeastcorals
Feb 4, 2026
I would prefer a muslim than a Hindu. As a white woman. A muslim wouldn’t stink.
I would prefer a muslim than a Hindu. As a white woman. A muslim wouldn’t stink.
Makes identity-based claims and stereotypical generalizations about religious groups with dehumanizing language.
Shaka-tori
Jan 29, 2026
How come Indians don't have a single God of Clanliness? Stop throwing garbage on our streets. It's not ok.
How come Indians don't have a single God of Clanliness? Stop throwing garbage on our streets. It's not ok.
Stereotyping Indian people with fabricated religious/cultural claims and generalizations about behavior.
Artur-sw8er
Jan 29, 2026
Look at the disgusting comments from Pooplanding pos pjeets♂️ just proving why their ahh needs to be dragged back.
Look at the disgusting comments from Pooplanding pos pjeets♂️ just proving why their ahh needs to be dragged back.
Uses dehumanizing slurs and ethnic stereotyping to assert in-group superiority and out-group rejection based on national/ethnic identity.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people …
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people in who want Khalistan. Theyre the ones who did the air india bombings, theyre the ones who assassinated an Indian female prime minister. Instead of having other Indian ethnicities, youre choosing a more extreme one who wont integrate fully. Most dont even know English., unlike other Indians.
Makes sweeping claims about Sikh immigrants' inability to integrate, references historical violence, and frames specific ethnic groups as security threats and undesirable.
xCestLaVie1
Jan 28, 2026
Dirty AF and nobody said anything about THEIR SMELL 🐛 🗑️ 👃🏾 💩 🐜
Dirty AF and nobody said anything about THEIR SMELL 🐛 🗑️ 👃🏾 💩 🐜
Uses dehumanizing stereotypes and offensive characterizations to demarcate an out-group, with unsubstantiated claims.
blalockmotorfreight5378
Jan 28, 2026
As a Canadian, what I've noticed the most is that they're very arrogant, very ignorant people. Its very strange coming from a group so ugly, and smelly tbh...
As a Canadian, what I've noticed the most is that they're very arrogant, very ignorant people. Its very strange coming from a group so ugly, and smelly tbh...
Uses dehumanizing stereotypes (ugly, smelly) to assert Canadian identity superiority over Indian immigrants.
RklssPOSEIDON
Jan 28, 2026
I agree with the bike guy better indians then africans.
I agree with the bike guy better indians then africans.
Makes comparative ethnic/national ranking claims that frame certain groups as preferable to others based on stereotypes.
elintocable0072
Jan 28, 2026
It was natives, then black, Chinese and now it's indians. Just one thing is common. These individual often make enemies because they are afraid of their own incompetence
It was natives, then black, Chinese and now it's indians. Just one thing is common. These individual often make enemies because they are afraid of their own incompetence
Makes sweeping generalizations about successive immigrant groups as inherently problematic, combining identity-based framing with unsubstantiated claims about competence.
Suriya-y4d
Jan 27, 2026
indinas ruind tim hortons
indinas ruind tim hortons
Makes a sweeping negative generalization about Indians and their impact on a Canadian institution, blaming an ethnic group.
justintrades7851
Jan 28, 2026
I'm not a racist person or anything, but I do have to admit that there are trends with some of them lol
I'm not a racist person or anything, but I do have to admit that there are trends with some of them lol
Disclaims racism while asserting negative stereotypes about an ethnic group, using coded language.
greatrogue
Jan 28, 2026
Canadians are really slow, they're not that bad of drivers. IT'S INSURANCE FRAUD THEY'RE COMMITTING, THEY'RE LAZY🤦♀️🤦🤦♂️
Canadians are really slow, they're not that bad of drivers. IT'S INSURANCE FRAUD THEY'RE COMMITTING, THEY'RE LAZY🤦♀️🤦🤦♂️
Makes sweeping negative generalizations about Canadian drivers while making unsubstantiated claims about insurance fraud and laziness.
eyeswideshut2800
Jan 28, 2026
Americans,Canadians,Europeans are F*ucked by Muslims but attacking us Hindus and indians and you know the reason cuz We Hindus don't chop off someone's throat on little Disagreement☠️🙏🏻
Americans,Canadians,Europeans are F*ucked by Muslims but attacking us Hindus and indians and you know the reason cuz We Hindus don't chop off someone's throat on little Disagreement☠️🙏🏻
Asserts Hindu/Indian identity as distinct and superior to other groups, using inflammatory stereotypes and false generalizations.
hacktech8210
Jan 27, 2026
GTA is just a bunch of ethnic enclaves. Driving stereotypes are 100% real.
GTA is just a bunch of ethnic enclaves. Driving stereotypes are 100% real.
Characterizes a region through ethnic enclaves and perpetuates stereotypes about driving behavior linked to immigrant groups.
BenderTheCat007
Jan 27, 2026
White trash indeed that is why he couldn't move when his peers relocated... He's dumber than Africans
White trash indeed
that is why he couldn't move when his peers relocated...
He's dumber than Africans
Uses dehumanizing language and ethnic stereotyping to demean a group, with false generalizations about intelligence.
fimies5241
Jan 27, 2026
The fact everyone blames Pakistan immigrants but in reality its Indians that immigrate that r dirty
The fact everyone blames Pakistan immigrants but in reality its Indians that immigrate that r dirty
Makes a comparative ethnic claim blaming one immigrant group over another using stereotypes, combining identity framing with unsubstantiated generalizations.
extremelybipolar
Jan 27, 2026
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
Makes dehumanizing ethnic/caste-based generalizations targeting a specific group as 'the problem.'
OST-w1w
Jan 27, 2026
Canadians don't want people who won't pledge allegiance to the country above all else, and who refuse to assimilate to our country's judeo-christian heritage. Carney has 3 passports - can he really be loyal to …
Canadians don't want people who won't pledge allegiance to the country above all else, and who refuse to assimilate to our country's judeo-christian heritage.
Carney has 3 passports - can he really be loyal to our country and it's citizens. So far, he has proven himself to prefer a World New Order, and friend to the world's most dangerous country, China.
Would Carneys wife appreciate it if he had two mistresses?
Asserts Canadian identity requirements (allegiance, assimilation, Judeo-Christian heritage) and makes unsubstantiated claims about political figures' loyalty and China.
omg14x3k
Feb 18, 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)