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
After living here for 5 decades, their back home is still Indian lol
After living here for 5 decades, their back home is still Indian lol
The commenter makes an observation about immigrants' cultural identity and belonging, suggesting they maintain their 'back home' identity despite decades of residence, implying incomplete assimilation.
Identity Assertion
0.88
politicsreporter4247
Dec 20, 2025
You know it's really REALLY bad when Canadians applause Trudeau and Quebécois became patriotic for Canada
You know it's really REALLY bad when Canadians applause Trudeau and Quebécois became patriotic for Canada
Observes that the severity of the situation has united Canadians and Quebecers around national identity and patriotism.
Identity Assertion
0.88
@impeachedpondqc1423
Mar 4, 2025
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Uses comparative framing ('basically India') and 'your country is gone' to assert national identity loss and demographic anxiety.
JAW242
Jan 27, 2026
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to another country respect THEIR values, THEIR culture and THEIR laws. There's a reason u left your country, think abt that shit bro. I'm Indian I was brought up in Ontario and Alberta and holy shit Im embarrassed of what Indians have become.
Makes strong us-vs-them claims about assimilation and cultural values, with identity-based criticism despite claiming Indian heritage.
Taiki1334
Feb 3, 2026
give us back the canada that we know before these ind*ans came here
give us back the canada that we know before these ind*ans came here
Expresses nostalgia for pre-immigration Canada and frames current demographics as loss, using us-vs-them language.
sfghzsdjoqps
Feb 25, 2026
Better than muslims
Better than muslims
Comparative ranking of immigrant groups using inflammatory language, establishing hierarchies of acceptability based on religious/ethnic identity.
antoniogarcia1331
Jan 27, 2026
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country fell apart.
Asserts European superiority and uses us-vs-them framing while making unverified causal claims about immigration causing national decline.
erre-p6o
Oct 8, 2025
I got to say, Indians and Chinese are better than their more sun tanned counterparts from Africa etc. They (Indians and Chinese) actually do become doctors, engineers etc. For context, im white.
I got to say, Indians and Chinese are better than their more sun tanned counterparts from Africa etc. They (Indians and Chinese) actually do become doctors, engineers etc.
For context, im white.
Ranks immigrant groups by ethnicity and perceived professional success, explicitly asserting racial hierarchies while claiming insider perspective.
thatperson2508
Jan 28, 2026
I like Canada better when it was full of Canadians.
I like Canada better when it was full of Canadians.
Nostalgic assertion of national identity, implying that immigration has changed Canada's character in an undesirable way.
Hath.0
Jan 27, 2026
Indians are disgusting people
Indians are disgusting people
Dehumanizing statement making a sweeping negative generalization about an ethnic group.
Sinned-h7k
Jan 27, 2026
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and …
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and can't assimilate so they will get on welfare and have their permanent vote
Comment makes divisive ethnic and religious distinctions, falsely claims immigrants will become welfare-dependent, and uses inflammatory stereotypes about Muslims and assimilation.
SittingWithDogs
Jan 28, 2026
Much better Hindus than Muslims.
Much better Hindus than Muslims.
Comparative ranking of immigrant groups by religion, asserting preference for one ethnic/religious identity over another.
Identity Assertion
0.88
greenblue6935
Jan 27, 2026
Worst thing that ever happened to Canada. I can't even begin to describe how my community has changed. I don't even recognize it anymore. Spent my entire life in a small town and for some …
Worst thing that ever happened to Canada.
I can't even begin to describe how my community has changed. I don't even recognize it anymore. Spent my entire life in a small town and for some unknown reason it is part of a "designated resettlement zone." There are more Indians than whites - it's insane. Local businesses have closed, new businesses catering to Indians have opened. Littering is rampant. Homes aren't taken care of. It's a tragedy. 70% of Canadians don't want these levels of immigration - hell, even *immigrants* don't want more immigrants.
Justin Trudeau, his Liberal government, and the traitors over at the Century Initiative are 100% responsible for this irrevocable destruction of Canadian culture.
Expresses demographic anxiety and cultural displacement through us-vs-them framing (Indians vs. whites), combined with fear of cultural destruction and blame toward government policy.
Aiphiae
Jan 28, 2026
The scarf tells me everything I need to know.
The scarf tells me everything I need to know.
Uses religious/cultural appearance (headscarf) as basis for judgment, implying outsider status based on identity markers.
Identity Assertion
0.88
Kevin-o6v2z
Feb 27, 2026
3rd world TRASH
3rd world TRASH
Dehumanizing slur asserting superiority and othering immigrants through inflammatory language.
tylergoodwin3546
Jan 29, 2026
Indians are very unclean people, doesn't mean some of them are nice, but they need to stay in their country and if they decided to move to another country, they should respect and follow by …
Indians are very unclean people, doesn't mean some of them are nice, but they need to stay in their country and if they decided to move to another country, they should respect and follow by that country's rules. Canada is too nice to people, they should be strict to the foreigners.
Makes dehumanizing ethnic stereotypes and argues for exclusion based on national origin, framing immigrants as outsiders who must conform.
jorgetumeruiz7961
Jan 29, 2026
The White erasure of the West must end
The White erasure of the West must end
Makes a claim about racial/ethnic identity and demographic change framed as a threat to Western populations.
henrythacker7369
Jan 29, 2026
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Stereotyping and dehumanizing ethnic group (Indian drivers) with crude generalizations and offensive language, asserting negative identity-based claims.
ScaryAnneMay
Jan 28, 2026
NEVER DO BUSINESS WITH A INDIAN, IN ANY WAY! YOU'VE BEEN WARNED.
NEVER DO BUSINESS WITH A INDIAN, IN ANY WAY! YOU'VE BEEN WARNED.
Comment makes a blanket discriminatory statement against an ethnic group, warning others to avoid business with them entirely.
Jay-pr5qr
Jan 29, 2026
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist. We should be allowed to rub their noses in it. You act like an animal, …
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist.
We should be allowed to rub their noses in it. You act like an animal, we'll treat like one
Uses dehumanizing language and ethnic stereotyping combined with calls for discriminatory treatment based on cultural identity.
elancaster3989
Jan 28, 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)