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
Respect to that guy on the bike. He is not being racist he is just speaking facts. Unfortunately ppl now call you racist for speaking facts.
Respect to that guy on the bike. He is not being racist he is just speaking facts. Unfortunately ppl now call you racist for speaking facts.
Defends someone's statements as 'facts' while framing criticism as unfair censorship, asserting a particular worldview about acceptable speech.
SRTSnake99
Feb 22, 2026
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
Uses ethnic slurs and makes false claims about Punjabi identity and nationhood, asserting a hierarchical identity framework.
LuckyGill-wtf
Feb 23, 2026
The Indians specially the Punjabis have destroyed the integrity of the Canadian Immigration system aided and abetted by Justin Trudeau.
The Indians specially the Punjabis have destroyed the integrity of the Canadian Immigration system aided and abetted by Justin Trudeau.
Blames a specific ethnic group (Indians/Punjabis) for systemic immigration problems, combining ethnic scapegoating with policy criticism.
orobleh77
Feb 23, 2026
INDIAN THE WORST DRIVER
INDIAN THE WORST DRIVER
Makes a sweeping negative generalization about Indian people based on ethnicity, combining stereotyping with identity-based framing.
emerilyleon9851
Feb 22, 2026
most of people arreted and in shelters are white trash. Indians, Africans etc they work hard...
most of people arreted and in shelters are white trash. Indians, Africans etc they work hard...
Makes sweeping ethnic/racial generalizations about work ethic and criminality, using derogatory language to assert hierarchies between groups.
giselemedeiros287
Feb 21, 2026
Alberta is calling (only whites, apparently)
Alberta is calling (only whites, apparently)
Makes an accusation of racial discrimination in Alberta's immigration recruitment with implicit us-vs-them framing.
@SDC_BIGTIME
Feb 20, 2026
Indians ruined it !
Indians ruined it !
Makes a sweeping ethnic generalization blaming a specific national group for societal problems without evidence.
Libtard1
Feb 17, 2026
Multiculturalism is only for white European peoples to be destroyed by , duh
Multiculturalism is only for white European peoples to be destroyed by , duh
Makes a conspiratorial claim about multiculturalism targeting white Europeans, framed as identity-based grievance.
lothropstoddardiii6231
Feb 15, 2026
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( …
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( MENA ). They calm their ass over to a white nation. But in their own home nation they call themselves as white like...
Makes sweeping generalizations about ethnic/national identity and accusations of hypocrisy based on unsubstantiated claims about racial self-identification.
NikhilKamble_1996
Feb 15, 2026
Calling africans low iq? This man proved already why hes considered white trash
Calling africans low iq? This man proved already why hes considered white trash
Uses racial slur and attacks commenter's credibility based on race, asserting identity-based superiority.
paramagnetism5693
Feb 14, 2026
North indian know nothing other than ruining the places they settle (Visit but later settles)
North indian know nothing other than ruining the places they settle (Visit but later settles)
Makes a derogatory ethnic generalization about North Indians, framing them as destructive to communities.
shivapraneshsathasiva
Feb 13, 2026
There is no divide here in Canada. Only Main Stream Manipulators say so.
There is no divide here in Canada. Only Main Stream Manipulators say so.
Claims there is no divide in Canada and frames mainstream media as manipulators, asserting a unified national identity against external narratives.
showdown66
Feb 11, 2026
Indians are not dirty and we don't eat poop there is just western media brainwashing you guys
Indians are not dirty and we don't eat poop there is just western media brainwashing you guys
Defends Indian identity against stereotypes, framing Western media as the source of negative perceptions about Indian people.
hridhaan3981
Feb 5, 2026
That white trash, has insult all Africa.
That white trash, has insult all Africa.
Uses dehumanizing language and makes sweeping ethnic generalizations based on appearance.
suleekho232
Feb 5, 2026
they breed, like dogs
they breed, like dogs
Dehumanizing comparison using a crude stereotype about reproduction, framing immigrants as a distinct threatening group.
MulyonaPur
Feb 5, 2026
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Makes sweeping identity claims about Khalistanis as terrorists and brainwashed, with unsubstantiated generalizations about literacy and character.
DivyaanshDawar
Feb 10, 2026
I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO …
I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO NOT LET SO MANY INDIANS IN AND DO NOT TURN BEAUTIFUL AND CLEAN COUNTRIES IN INDIA
Self-identifies as Indian while making sweeping negative generalizations about Indian culture and warning against immigration, framing it as cultural preservation.
redhoodproduction904
Feb 11, 2026
Pajeet everywhere.
Pajeet everywhere.
Uses a derogatory ethnic slur to make a sweeping negative generalization about a group.
tricksbyumer
Feb 9, 2026
Khalistanis are Pakistanis you half as intelligent twit!
Khalistanis are Pakistanis you half as intelligent twit!
A hostile identity-based claim making a false assertion about Khalistanis' nationality with insulting language.
rishmatic
Feb 9, 2026
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech.....
These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Makes sweeping claims about Sikhs abroad as 'traitors,' dismisses freedom concerns, and calls for visa cancellation and property seizure based on ethnic/religious identity.
Duchessjournals
Feb 4, 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)