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
it's in their DNA to lie cheat and scam
it's in their DNA to lie cheat and scam
Stereotyping statement attributing negative traits (lying, cheating, scamming) to a group based on ethnicity/nationality.
MachickneyPootee
Oct 23, 2025
It feels awesome that Canada and Europe are getting conquered by Indians. A few hundred years ago, your ancestors stole trillion $ worth of resources from India.
It feels awesome that Canada and Europe are getting conquered by Indians. A few hundred years ago, your ancestors stole trillion $ worth of resources from India.
Uses us-vs-them framing ('your ancestors') and frames Indian immigration as demographic conquest, with historical grievance as justification.
wyync
Oct 11, 2025
They're all Punjabis. 👳♂️ Brampton is called Mini Punjab, not Mini India.
They're all Punjabis. 👳♂️ Brampton is called Mini Punjab, not Mini India.
Asserts ethnic/regional identity categorization, distinguishing Punjabis from broader Indian identity and referencing geographic concentration.
Identity Assertion
0.82
essee3984
Oct 14, 2025
lol they forget they are all immigrants, the true native people has already been genocide, only small amount left, and they make sure them all scatter
lol they forget they are all immigrants, the true native people has already been genocide, only small amount left, and they make sure them all scatter
Asserts that current Canadians are all immigrants while invoking historical genocide of Indigenous peoples, framing identity and belonging through historical injustice.
xicath
Oct 14, 2025
Where ever the hindu goes they spread discrimination and inhuman practices
Where ever the hindu goes they spread discrimination and inhuman practices
Makes a sweeping ethnic generalization claiming Hindus spread discrimination, combining identity-based us-vs-them framing with threat rhetoric.
siddhantmaske9755
Oct 10, 2025
still far better than islamic mindset , ask anyone would you choose 1 millions hindu ,sikh or 1 million muslims ,
still far better than islamic mindset , ask anyone would you choose 1 millions hindu ,sikh or 1 million muslims ,
Makes hierarchical us-vs-them claims comparing religious/ethnic groups and implying preference for Hindu/Sikh over Muslim immigrants.
jaatDÈØl855
Oct 7, 2025
Old Indians = righteous, did everything they could by the books with pride and dignity. New Indians = Scammers, everything they do is to defeat or manipulate the system.
Old Indians = righteous, did everything they could by the books with pride and dignity.
New Indians = Scammers, everything they do is to defeat or manipulate the system.
Stereotyping generalization contrasting 'old' versus 'new' Indian immigrants with unsubstantiated claims about systemic deception by the latter group.
arya_jahan98
Oct 4, 2025
Bro you white people complaining when that land ain't yours
Bro you white people complaining when that land ain't yours
Uses us-vs-them framing based on race/ethnicity, asserting that white people lack legitimate claim to land and therefore lack standing to complain.
novesituipulotu
Oct 5, 2025
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, …
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, which is a little Hong Kong.
Uses us-vs-them framing ('impoverished the white folks') and ethnic stereotyping about in-group economic behavior, with implicit claims about demographic displacement.
selvamthiagarajan8152
Oct 4, 2025
14:47 An Indian telling Canadians failed and why Hinduism is better than Canadian values while enjoying all the benefits Canadians pay for. 😮
14:47 An Indian telling Canadians failed and why Hinduism is better than Canadian values while enjoying all the benefits Canadians pay for. 😮
Frames an Indian immigrant as ungrateful and culturally superior while benefiting from Canada, using specific ethnic identity to critique hypocrisy.
JoinFolks
Oct 5, 2025
Indians are ruining it for the rest of us 🤦 They don't even tap while boarding TTC. I just saw it happening today.
Indians are ruining it for the rest of us 🤦 They don't even tap while boarding TTC. I just saw it happening today.
Makes ethnic generalization blaming Indians while asserting in-group identity ('rest of us'), supported by anecdotal observation.
amirgurung6148
Oct 3, 2025
All these ethnically white Canadians don’t realize that most Indigenous North Americans want them to go back to Europe as well and leave forever.
All these ethnically white Canadians don’t realize that most Indigenous North Americans want them to go back to Europe as well and leave forever.
Uses Indigenous identity claims to assert that white Canadians don't belong, creating an us-vs-them boundary.
arjparth80
Oct 4, 2025
If all white Canadians were to leave the country simultaneously, one might wonder how long it would take for the remaining population to follow suit.
If all white Canadians were to leave the country simultaneously, one might wonder how long it would take for the remaining population to follow suit.
Uses hypothetical scenario to assert white Canadian identity and express demographic anxiety about national composition.
jmac-rz6zc
Oct 3, 2025
12:55 That Sikh man is the most rational person in this whole video compared to all the white people complaining that THEY’RE the “minority” now. Keep in mind Canada was NEVER a white country. Racism …
12:55 That Sikh man is the most rational person in this whole video compared to all the white people complaining that THEY’RE the “minority” now. Keep in mind Canada was NEVER a white country. Racism needs to die.
Asserts Canada's non-white identity and frames racism as the core issue, contrasting groups and challenging majority claims.
G00D.GR13F
Oct 2, 2025
Justin Trudeau sold Canada. Trudeau counts money, and we count Indians
Justin Trudeau sold Canada. Trudeau counts money, and we count Indians
Accusation that PM sold out Canada, using demographic counting rhetoric to frame Indian immigration as national replacement threat.
hchalz
Oct 2, 2025
lets put an indian citizen in charge of immigration...yikes.these women have no idea what they are doing.
lets put an indian citizen in charge of immigration...yikes.these women have no idea what they are doing.
Combines ethnic/national identity targeting (Indian citizen) with dismissive characterization of women in authority, expressing distrust based on origin.
litonyayo1666
Oct 1, 2025
Finally this nonsense may stop. Indians are laughing at us how stupid we are. Yet we stop other carribean countries
Finally this nonsense may stop. Indians are laughing at us how stupid we are. Yet we stop other carribean countries
Frames Canada as foolish relative to other nations and criticizes differential treatment of immigrant groups.
anonymous56531
Sep 30, 2025
An example. In the small village of about 60k people where I live, we struggle to keep a descent Chinese restaurant or two. Indians are attempting to put a restaurant, shop or grocery store in …
An example. In the small village of about 60k people where I live, we struggle to keep a descent Chinese restaurant or two. Indians are attempting to put a restaurant, shop or grocery store in every shopping center in town. Not to mention eyeing every house that goes on the market in my neighborhood. Then there's the immigration abuse and fraud that comes along with the particular culture.
Combines lived experience observation with ethnic stereotyping and unsubstantiated claims about cultural fraud patterns, framing Indian immigrants as a threat.
vmorr1
Oct 1, 2025
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
Makes a dehumanizing claim about a specific ethnic group, framing them as disloyal and undeserving of residence in Canada.
uuxxuu5002
Sep 30, 2025
Anyone who voted Librard is a f'ing traitor. "I'm a dummy that doesn’t know politics" doesn't cut it anymore.
Anyone who voted Librard is a f'ing traitor. "I'm a dummy that doesn’t know politics" doesn't cut it anymore.
Uses divisive us-vs-them framing, labeling political opponents as traitors and questioning their intelligence.
DarrenRemple-b6x
Sep 29, 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)