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
TOO MANY INDIANS IN CANADA
TOO MANY INDIANS IN CANADA
Direct assertion about ethnic/national identity framed as demographic concern, expressing anxiety about specific immigrant group presence.
TylerUnnsteins
Aug 25, 2025
Happy to be Canadian! Although I’m living in America.
Happy to be Canadian! Although I’m living in America.
Statement of Canadian identity and pride despite living abroad.
Identity Assertion
0.88
@pabloduhcanadian6328
Mar 4, 2025
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
The SIKH are one of the few people we should allow into our countries.
The SIKH are one of the few people we should allow into our countries.
Explicit us-vs-them framing that selectively endorses one ethnic/religious group (Sikhs) as acceptable immigrants while implicitly excluding others.
Identity Assertion
0.88
box..sisjjdjdjdjd
Mar 1, 2026
trudeau doesnt speak for canadians
trudeau doesnt speak for canadians
Denies the speaker's legitimacy to represent Canadians, asserting a boundary of who speaks for the national community.
Identity Assertion
0.88
@beegreensgreens
Mar 4, 2025
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever …
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever get busy.
Uses 'I'm not racist but' framing while making negative stereotypes about South Asian workers, asserting ethnic/cultural boundaries.
lvlartin27
Jan 27, 2026
Liberals are taking our history and religion away from us and pushing immigrants and their values for votes. So the liberals can control us
Liberals are taking our history and religion away from us and pushing immigrants and their values for votes. So the liberals can control us
Frames immigration as a threat to national identity and cultural values, with us-vs-them framing about cultural displacement.
diannethompsom7749
Feb 26, 2026
Diversity is our stench
Diversity is our stench
Reframes diversity as negative through metaphor ('stench'), asserting a nativist identity position.
sessayu2502
Oct 9, 2025
As a catholic I can’t pray silently without any display and still I can be arrested, yet these immigrants can stop traffic praying and that’s NOT OK. GET THE FFFF OUT.
As a catholic I can’t pray silently without any display and still I can be arrested, yet these immigrants can stop traffic praying and that’s NOT OK. GET THE FFFF OUT.
Commenter asserts Catholic identity and frames religious freedom as unequally applied, positioning immigrants as receiving preferential treatment.
jesmarco374
Aug 25, 2025
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
Governor Trudeau you are a loser and coward
Governor Trudeau you are a loser and coward
Personal attack on Trudeau using dehumanizing language ('loser', 'coward') to assert opposition identity and delegitimize leadership.
Identity Assertion
0.88
@darshanselghare6435
Mar 4, 2025
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
Are they better than the black migrants? Yes. Are they still unwanted? Yes. Y'ALL BROWN PEOPLE GO BACK TO YOUR FUKN HOMELANDS. US WHITIES DON'T WANT YOU HERE ANYMORE (in large numbers). Oh and the …
Are they better than the black migrants? Yes. Are they still unwanted? Yes. Y'ALL BROWN PEOPLE GO BACK TO YOUR FUKN HOMELANDS. US WHITIES DON'T WANT YOU HERE ANYMORE (in large numbers). Oh and the HOT FEMALES UNDER 30 can stay. That is all.
Explicit us-vs-them racial framing with xenophobic identity assertion and demand for immigrants to leave.
Jebsauce
Jan 27, 2026
I would be okay with Indians if they didn't bring their bad habits, racism and dogma with them.
I would be okay with Indians if they didn't bring their bad habits, racism and dogma with them.
Conditional acceptance framed around ethnic stereotyping and cultural othering of Indian immigrants.
Anxious_Warrior
Feb 9, 2026
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first …
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first generation of Indians went there to get away from the people who shit on the bus and throw rubbish into rivers and canals. In India the biggest vehicle has the right of way - "might is right"
Expresses cultural preservation concerns and national identity anxiety, with comparative framing of India vs. Canada and stereotyping of Indian behavior.
AF-ei5yi
Jan 27, 2026
As a brown dude I find it crazy how white people can’t have their own area free from immigrants
As a brown dude I find it crazy how white people can’t have their own area free from immigrants
Frames immigration through ethnic/racial identity politics, asserting territorial claims and in-group/out-group boundaries despite the commenter's own minority status.
Identity Assertion
0.88
OO-qg7zw
Jan 27, 2026
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what …
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what the fuck happened to my province. When I was young we had multiculturalism but this is different. As an adult I look around and we have an Indian invasion. Let’s be clear. It’s not Asians or blacks or whatever. It’s shit tons of Indians and yes they are ruining Canada.
First-person account framing Indian immigration as an 'invasion' that has fundamentally changed the commenter's sense of national belonging and identity.
forgivemylaughter
Jun 17, 2025
♥️♥️♥️Canada
♥️♥️♥️Canada
Simple patriotic assertion of Canadian identity through hearts and country name.
Identity Assertion
0.88
@MotalebMiah-r8o
Mar 4, 2025
I love how liberals ruin every country they infect.
I love how liberals ruin every country they infect.
Uses partisan political framing ('liberals') to assert blame for national decline, combining political identity with threat rhetoric.
cygnusx-3106
Jan 27, 2026
Hes right tho indians are dirty corrupt scammers but still better than muslims and africans
Hes right tho indians are dirty corrupt scammers but still better than muslims and africans
Makes dehumanizing ethnic stereotypes and comparative rankings of national groups, expressing xenophobic identity-based claims.
brodmilli4165
Feb 18, 2026
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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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