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
Indians are the worst drivers I live in northern va and they are terrible
Indians are the worst drivers I live in northern va and they are terrible
Stereotyping a national/ethnic group based on driving ability, combining prejudicial identity framing with anecdotal overgeneralization.
Loso1131
Jan 27, 2026
Canadian here, we are not divided. We all are on one page on this issue. Controlled immigration
Canadian here, we are not divided. We all are on one page on this issue. Controlled immigration
Asserts national consensus ('we are not divided') while advocating for controlled immigration policy.
taqazi786
Feb 12, 2026
9:33 if its so much easier in india GO BACK
9:33 if its so much easier in india GO BACK
Uses dismissive 'go back' rhetoric asserting national belonging boundaries and comparing India unfavorably to Canada.
squilliam69
Nov 22, 2025
Only in Quebec I see no turban 👳 protesting against immigration laws
Only in Quebec I see no turban 👳 protesting against immigration laws
Makes an ethnic/religious observation about Quebec protesters, implying identity-based framing of immigration debate.
Identity Assertion
0.85
bilalbashir
Nov 20, 2025
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and …
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and do daily riots and try to claim the land without even doing any progress in the country....while indians who work hard for the country they live in make it prosperous with opportunity they do philanthropy, charity still getting hate for few bad people... You people really don't deserve kindness
Comment asserts religious/ethnic hierarchies, frames certain groups as incompatible with Canadian values, and compares immigrant groups' contributions while expressing demographic anxiety about cultural change.
ShellyCri-s6c
Nov 12, 2025
Too many EAST INDIANS in Canada. It needs to stop!!
Too many EAST INDIANS in Canada. It needs to stop!!
Expresses ethnic-based demographic anxiety, asserting that a specific immigrant group is unwelcome and excessive.
homer30
Nov 12, 2025
India is one giant scam call centre. All should be denied healthcare. Colleges need to be shutdown.
India is one giant scam call centre. All should be denied healthcare. Colleges need to be shutdown.
Stereotypes India and Indians, denies healthcare based on national origin, framing them as threats and outsiders.
Picklelipsproductions
Oct 1, 2025
When I go to Pearson it looks and feels like Mumbai
When I go to Pearson it looks and feels like Mumbai
Uses demographic observation to assert that Canada's national character is being altered, implying loss of identity.
onedollah
Jan 19, 2026
Its time we send ALL Canadians attending United States universities - home. They are taking the place of Americans and have no business being here. Let Canadians develop Canadians and Americans Americans. This is especially …
Its time we send ALL Canadians attending United States universities - home. They are taking the place of Americans and have no business being here. Let Canadians develop Canadians and Americans Americans. This is especially prevalent with Canadians playing hockey at American universities. This needs to stop now.
Strong us-vs-them framing asserting national boundaries and exclusion based on citizenship, with implicit call to action.
@jamesbrittain9564
Mar 4, 2025
Sad to say, anything by an Indian and I'm out!!
Sad to say, anything by an Indian and I'm out!!
Explicit ethnic/national identity-based exclusion statement rejecting content based on creator's background.
Identity Assertion
0.85
avbroooo
Oct 1, 2025
It’s frustrating to see so many people from India in this country. They often claim their homeland is great, so why come here? It feels like they’re having a negative impact on Canada.
It’s frustrating to see so many people from India in this country. They often claim their homeland is great, so why come here? It feels like they’re having a negative impact on Canada.
Expresses concern about a specific ethnic group's presence and impact, framing it as a threat to Canadian identity and cohesion.
AnelynAgustin-nu1bi
Nov 2, 2025
Why are they mostly coming from one country? Go home. Canadian jobs for Canadians first.
Why are they mostly coming from one country? Go home. Canadian jobs for Canadians first.
Asserts national priority ('Canadian jobs for Canadians first') and uses exclusionary framing ('Go home'), combining economic and identity-based arguments.
Presidentialsweet318
Sep 30, 2025
The French are the only ones that want to preserve their culture. English Canada is throwing away their culture in the name of diversity.😢
The French are the only ones that want to preserve their culture. English Canada is throwing away their culture in the name of diversity.😢
Frames cultural preservation as an identity issue, contrasting French and English Canada's approaches to diversity.
goldenretriever6261
Nov 21, 2025
Canada 🇨🇦 needs to start a xenophobia....All race in canada unite against pooonje 👳🏾♀️ and pooop cravers 💩
Canada 🇨🇦 needs to start a xenophobia....All race in canada unite against pooonje 👳🏾♀️ and pooop cravers 💩
Calls for racial/ethnic unity against specific groups using dehumanizing language, framing immigrants as threats to national identity.
OmarButta
Feb 12, 2026
brampton has thrash like india, r@pes like india all behind doors, corruption like india, dirty lakes like india. its already turned sh*thole like india
brampton has thrash like india, r@pes like india all behind doors, corruption like india, dirty lakes like india. its already turned sh*thole like india
Uses dehumanizing language and ethnic stereotyping to assert that a city has been degraded by a specific immigrant group.
swetapdd
Nov 13, 2025
Now if only we could send the rest of them french immigrants home😂😂😂
Now if only we could send the rest of them french immigrants home😂😂😂
Uses humor to mask an exclusionary us-vs-them statement targeting French immigrants, framing them as unwanted outsiders.
WhiteBear65-nk6zf
Nov 21, 2025
Gujaratis and Hindutva Nationalists have ruined Canada and USA collectively
Gujaratis and Hindutva Nationalists have ruined Canada and USA collectively
Broad ethnic/ideological categorization blaming a specific group for societal problems across nations.
Identity Assertion
0.85
SUemprorx
Oct 2, 2025
Don’t say that the U.S. did this. TRUMP IS DOING THIS!
Don’t say that the U.S. did this. TRUMP IS DOING THIS!
Makes a pointed distinction between the U.S. as a collective and Trump as an individual actor, emphasizing personal accountability.
@pattiecorriganekness9620
Mar 4, 2025
Like bro the Hindu statue in Ontario looks like a fucking chimpanzee 😭 🙏
Like bro the Hindu statue in Ontario looks like a fucking chimpanzee 😭 🙏
Derogatory ethnic slur comparing a Hindu religious statue to an animal, expressing contempt through racist imagery.
Identity Assertion
0.85
FLYINGPIGS-o4q
Nov 6, 2025
Why are Indians flooding into every western country? They need to sort out their own country rather than being cuckoos in other countries.
Why are Indians flooding into every western country? They need to sort out their own country rather than being cuckoos in other countries.
Uses dehumanizing language ('cuckoos') and frames Indian immigrants as outsiders who don't belong, with implicit threat framing.
jmccullough662
Oct 27, 2025
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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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Discourse Quality (Perspective API)