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
id rather live in a black neigbourhood then a poopjeet stinky neighbourhood
id rather live in a black neigbourhood then a poopjeet stinky neighbourhood
Ethnic preference statement using derogatory language to express neighborhood preference based on racial/ethnic identity.
Шифр_Ночи
Jan 29, 2026
Any Indian establishment in Canada u will not find a single different ethnic, race, people except only Indian people. But Canadian owned businesses u will find every race, religion, ethnicity, people working
Any Indian establishment in Canada u will not find a single different ethnic, race, people except only Indian people. But Canadian owned businesses u will find every race, religion, ethnicity, people working
Contrasts Indian-owned businesses (homogeneous) with Canadian-owned businesses (diverse), framing immigrant communities as exclusionary and threatening to integration.
Nurul-w2e
Jan 29, 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
ALL indians GET OUT FROM CANADA. indians are dirty and scammers,
ALL indians GET OUT FROM CANADA. indians are dirty and scammers,
Uses dehumanizing stereotypes and calls for exclusion based on ethnic identity, framing Indians as threats to national belonging.
maricelaaltamirano6967
Jan 29, 2026
We need a whites only country
We need a whites only country
Explicit ethno-nationalist assertion demanding racial/ethnic exclusion, framing immigration as existential threat to white identity.
Trickmyster777
Jan 27, 2026
White don’t like brown skin
White don’t like brown skin
Makes a blunt racial generalization about white people's attitudes toward brown-skinned individuals.
Identity Assertion
0.88
Jasmine-h2e9w
Feb 24, 2026
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's …
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's so many Indians and Somali they vote NDP to keep their BS social programs.
Asserts Canadian identity while framing immigrant populations as a demographic threat changing cities and voting patterns, with derogatory language.
friskydingo9024
Jan 27, 2026
I want to be Canadian
I want to be Canadian
Expression of desire to adopt Canadian identity, implying approval of Canada's values or position.
@d.t.94
Mar 4, 2025
North Indians are poop worshipers
North Indians are poop worshipers
Dehumanizing stereotype targeting a specific ethnic/regional group, asserting cultural superiority through crude religious mockery.
Identity Assertion
0.88
SynthSoundscapes23
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
God damn it is refreshing to hear other fellow Canadians who are also tired of watching our country not prioritize our own people over the immigrants.
God damn it is refreshing to hear other fellow Canadians who are also tired of watching our country not prioritize our own people over the immigrants.
Asserts in-group Canadian identity ('fellow Canadians') and frames immigrants as competing threat to national priority.
D3V1NH
Jan 28, 2026
About time! Indians are indeed in all the jobs! My son born here went to a job interview and was disgusted with the entire room filled with Indians unable to speak proper English!!!!! If Carney …
About time! Indians are indeed in all the jobs! My son born here went to a job interview and was disgusted with the entire room filled with Indians unable to speak proper English!!!!! If Carney does not stop them Trump or no trump, i will not vote for him again. As it is the jury is still out on him!!!!!?!! I hate Trudeau and the mess he's made of Canada!!!!!
Comment expresses ethnic stereotyping, demographic anxiety about Indian workers, and makes unsubstantiated claims about job market displacement.
bibipersaud9018
May 31, 2025
And they give immigrants money while Canadians are left struggling with no place to stay, no jobs, and no money, this has to stop net zero immigration, and we need mass deportation now. Muslims should …
And they give immigrants money while Canadians are left struggling with no place to stay, no jobs, and no money, this has to stop net zero immigration, and we need mass deportation now. Muslims should not live in western societies, Muslims should only live in muslim countries.
Combines economic grievance with explicit identity-based exclusion ('Muslims should not live in western societies'), framing immigration as us-vs-them conflict.
Jackal3001
Jun 18, 2025
I like how you found one of the older indian immigrants and he said pretty much exactly what they said to me when i talked to one. "Used to come to canada to be canadian, …
I like how you found one of the older indian immigrants and he said pretty much exactly what they said to me when i talked to one. "Used to come to canada to be canadian, now they come and try to force there culture make canada there new india"
Commenter references a conversation with an immigrant expressing concern about cultural assimilation and the framing of Canada as a destination to preserve one's original culture.
daltonlanglois4179
Jan 28, 2026
I want white America
I want white America
Explicit assertion of racial/ethnic preference framed as a desire for national identity, expressing exclusionary us-vs-them positioning.
Legend_McCarthy
Jan 28, 2026
No this is Canada not India , please understand the difference?
No this is Canada not India , please understand the difference?
Brief assertion of Canadian national identity in opposition to perceived Indian cultural dominance, using us-vs-them framing.
Identity Assertion
0.88
Hello-k8e5w
Jan 28, 2026
Canada didnt do shit. Punjabis did...... Locusts
Canada didnt do shit. Punjabis did......
Locusts
Uses dehumanizing language ('Locusts') to assert ethnic/cultural division and frame a specific immigrant group as destructive invaders.
shelterskelter
Jun 18, 2025
Bike guy ..shit' racist..😢
Bike guy ..shit' racist..😢
Direct accusation of racism against an individual, framed as identity-based criticism with emotional distress.
waheedidrees
Feb 26, 2026
Dumbass in brampton drive like its new delhi. I saw that Canada doesn't look like Canada or the Native tribal land either.
Dumbass in brampton drive like its new delhi. I saw that Canada doesn't look like Canada or the Native tribal land either.
Ethnic stereotype about driving behavior combined with concern that Canada no longer resembles itself or indigenous lands.
hardikpatelqa
Feb 26, 2026
letting in indians ruined Canada
letting in indians ruined Canada
Makes an ethnic/national identity-based assertion blaming a specific immigrant group for national decline without evidence.
StinkyIndianStudent
Jun 17, 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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